Web+Scrap+and+Clean+and+Analyze+Data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After importing necessary modules, specify the URL containing the dataset and pass it to urlopen() to get the html of the page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "url = \"http://www.hubertiming.com/results/2017GPTR10K\"\n",
    "html = urlopen(url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "creating beautifull soup object from html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bs4.BeautifulSoup"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup = BeautifulSoup(html, 'lxml')\n",
    "type(soup)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "soup object allows you to extract interesting information about the website you're scraping such as getting the title of the page as shown below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<title>2017 Intel Great Place to Run 10K \\ Urban Clash Games Race Results</title>\n"
     ]
    }
   ],
   "source": [
    "# Get the title\n",
    "title = soup.title\n",
    "print(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "2017 Intel Great Place to Run 10K \\ Urban Clash Games Race Results\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\r\n",
      "        @media print {\r\n",
      "            .noprint {\r\n",
      "                display: none;\r\n",
      "            }\r\n",
      "\r\n",
      "            .dataTables_filter {\r\n",
      "                display: none;\r\n",
      "            }\r\n",
      "        }\r\n",
      "        #individualResults tbody tr {\r\n",
      "            cursor: pointer;\r\n",
      "        }\r\n",
      "        .video-container {\r\n",
      "            position: relative;\r\n",
      "            padding-bottom: 56.25%; /* 16:9 */\r\n",
      "            padding-top: 25px;\r\n",
      "            height: 0;\r\n",
      "        }\r\n",
      "        .video-container iframe {\r\n",
      "            position: absolute;\r\n",
      "            top: 0;\r\n",
      "            left: 0;\r\n",
      "            width: 100%;\r\n",
      "            height: 100%;\r\n",
      "        }\r\n",
      "        .dataTables_wrapper .dataTables_paginate {\r\n",
      "            float: right;\r\n",
      "            text-align: right;\r\n",
      "            padding-top: 0.25em;\r\n",
      "        }\r\n",
      "        .dataTables_wrapper .dataTables_paginate .paginate_button {\r\n",
      "                box-sizing: border-box;\r\n",
      "                display: inline-block;\r\n",
      "                min-width: 1.5em;\r\n",
      "                padding: 0.5em 1em;\r\n",
      "                margin-left: 2px;\r\n",
      "                text-align: center;\r\n",
      "                text-decoration: none !important;\r\n",
      "                cursor: pointer;\r\n",
      "                *cursor: hand;\r\n",
      "                color: #333333 !important;\r\n",
      "                border: 1px solid transparent;\r\n",
      "            }\r\n",
      "\r\n",
      "        .dataTables_wrapper .dataTables_paginate .paginate_button.current, .dataTables_wrapper .dataTables_paginate .paginate_button.current:hover {\r\n",
      "                color: #333333 !important;\r\n",
      "                border: 1px solid #cacaca;\r\n",
      "                background-color: white;\r\n",
      "                background: -webkit-gradient(linear, left top, left bottom, color-stop(0%, white), color-stop(100%, gainsboro));\r\n",
      "                /* Chrome,Safari4+ */\r\n",
      "                background: -webkit-linear-gradient(top, white 0%, gainsboro 100%);\r\n",
      "                /* Chrome10+,Safari5.1+ */\r\n",
      "                background: -moz-linear-gradient(top, white 0%, gainsboro 100%);\r\n",
      "                /* FF3.6+ */\r\n",
      "                background: -ms-linear-gradient(top, white 0%, gainsboro 100%);\r\n",
      "                /* IE10+ */\r\n",
      "                background: -o-linear-gradient(top, white 0%, gainsboro 100%);\r\n",
      "                /* Opera 11.10+ */\r\n",
      "                background: linear-gradient(to bottom, white 0%, gainsboro 100%);\r\n",
      "                /* W3C */\r\n",
      "            }\r\n",
      "\r\n",
      "            .dataTables_wrapper .dataTables_paginate .paginate_button.disabled, .dataTables_wrapper .dataTables_paginate .paginate_button.disabled:hover, .dataTables_wrapper .dataTables_paginate .paginate_button.disabled:active {\r\n",
      "                cursor: default;\r\n",
      "                color: #666 !important;\r\n",
      "                border: 1px solid transparent;\r\n",
      "                background: transparent;\r\n",
      "                box-shadow: none;\r\n",
      "            }\r\n",
      "\r\n",
      "            .dataTables_wrapper .dataTables_paginate .paginate_button:hover {\r\n",
      "                color: white !important;\r\n",
      "                border: 1px solid #111111;\r\n",
      "                background-color: #585858;\r\n",
      "                background: -webkit-gradient(linear, left top, left bottom, color-stop(0%, #585858), color-stop(100%, #111111));\r\n",
      "                /* Chrome,Safari4+ */\r\n",
      "                background: -webkit-linear-gradient(top, #585858 0%, #111111 100%);\r\n",
      "                /* Chrome10+,Safari5.1+ */\r\n",
      "                background: -moz-linear-gradient(top, #585858 0%, #111111 100%);\r\n",
      "                /* FF3.6+ */\r\n",
      "                background: -ms-linear-gradient(top, #585858 0%, #111111 100%);\r\n",
      "                /* IE10+ */\r\n",
      "                background: -o-linear-gradient(top, #585858 0%, #111111 100%);\r\n",
      "                /* Opera 11.10+ */\r\n",
      "                background: linear-gradient(to bottom, #585858 0%, #111111 100%);\r\n",
      "                /* W3C */\r\n",
      "            }\r\n",
      "\r\n",
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      "                background: -webkit-gradient(linear, left top, left bottom, color-stop(0%, #2b2b2b), color-stop(100%, #0c0c0c));\r\n",
      "                /* Chrome,Safari4+ */\r\n",
      "                background: -webkit-linear-gradient(top, #2b2b2b 0%, #0c0c0c 100%);\r\n",
      "                /* Chrome10+,Safari5.1+ */\r\n",
      "                background: -moz-linear-gradient(top, #2b2b2b 0%, #0c0c0c 100%);\r\n",
      "                /* FF3.6+ */\r\n",
      "                background: -ms-linear-gradient(top, #2b2b2b 0%, #0c0c0c 100%);\r\n",
      "                /* IE10+ */\r\n",
      "                background: -o-linear-gradient(top, #2b2b2b 0%, #0c0c0c 100%);\r\n",
      "                /* Opera 11.10+ */\r\n",
      "                background: linear-gradient(to bottom, #2b2b2b 0%, #0c0c0c 100%);\r\n",
      "                /* W3C */\r\n",
      "                box-shadow: inset 0 0 3px #111;\r\n",
      "            }\r\n",
      "\r\n",
      "        .dataTables_wrapper .dataTables_processing {\r\n",
      "            position: absolute;\r\n",
      "            top: 50%;\r\n",
      "            left: 50%;\r\n",
      "            width: 100%;\r\n",
      "            height: 40px;\r\n",
      "            margin-left: -50%;\r\n",
      "            margin-top: -25px;\r\n",
      "            padding-top: 20px;\r\n",
      "            text-align: center;\r\n",
      "            font-size: 1.2em;\r\n",
      "            background-color: white;\r\n",
      "            background: -webkit-gradient(linear, left top, right top, color-stop(0%, rgba(255, 255, 255, 0)), color-stop(25%, rgba(255, 255, 255, 0.9)), color-stop(75%, rgba(255, 255, 255, 0.9)), color-stop(100%, rgba(255, 255, 255, 0)));\r\n",
      "            /* Chrome,Safari4+ */\r\n",
      "            background: -webkit-linear-gradient(left, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.9) 25%, rgba(255, 255, 255, 0.9) 75%, rgba(255, 255, 255, 0) 100%);\r\n",
      "            /* Chrome10+,Safari5.1+ */\r\n",
      "            background: -moz-linear-gradient(left, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.9) 25%, rgba(255, 255, 255, 0.9) 75%, rgba(255, 255, 255, 0) 100%);\r\n",
      "            /* FF3.6+ */\r\n",
      "            background: -ms-linear-gradient(left, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.9) 25%, rgba(255, 255, 255, 0.9) 75%, rgba(255, 255, 255, 0) 100%);\r\n",
      "            /* IE10+ */\r\n",
      "            background: -o-linear-gradient(left, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.9) 25%, rgba(255, 255, 255, 0.9) 75%, rgba(255, 255, 255, 0) 100%);\r\n",
      "            /* Opera 11.10+ */\r\n",
      "            background: linear-gradient(to right, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.9) 25%, rgba(255, 255, 255, 0.9) 75%, rgba(255, 255, 255, 0) 100%);\r\n",
      "            /* W3C */\r\n",
      "        }\r\n",
      "\r\n",
      "        .dataTables_wrapper .dataTables_length,\r\n",
      "        .dataTables_wrapper .dataTables_filter,\r\n",
      "        .dataTables_wrapper .dataTables_info,\r\n",
      "        .dataTables_wrapper .dataTables_processing,\r\n",
      "        .dataTables_wrapper .dataTables_paginate {\r\n",
      "            color: #333333;\r\n",
      "        }\r\n",
      "\r\n",
      "    \n",
      "\n",
      "\r\n",
      "        body {\r\n",
      "            margin: 0;\r\n",
      "            font-family: \"Helvetica Neue\",Helvetica,Arial,sans-serif;\r\n",
      "            font-size: 16px;\r\n",
      "            line-height: 18px;\r\n",
      "            color: #333;\r\n",
      "            background-color: #fff;\r\n",
      "        }\r\n",
      "\r\n",
      "\r\n",
      "        .ui-widget {\r\n",
      "            font-family: \"Helvetica Neue\",Helvetica,Arial,sans-serif;\r\n",
      "            font-size: 16px;\r\n",
      "        }\r\n",
      "\r\n",
      "        /* Should consider switching to font awesome icons so they appear larger */\r\n",
      "        #tabs li .ui-icon-close {\r\n",
      "            float: left;\r\n",
      "            margin: 10px 0px 0px 0px;\r\n",
      "            cursor: pointer;\r\n",
      "        }\r\n",
      "\r\n",
      "        .ui-state-default, .ui-widget-content .ui-state-default, .ui-widget-header .ui-state-default {\r\n",
      "            font-weight: bold;\r\n",
      "            color: #ffffff;\r\n",
      "        }\r\n",
      "\r\n",
      "        /* Remove border. Make this work a little better on mobile devices. Not true responsive though.*/\r\n",
      "        .ui-widget-content {\r\n",
      "            border: none;\r\n",
      "        }\r\n",
      "\r\n",
      "        .alert-info {\r\n",
      "            margin-bottom:0;\r\n",
      "            width: 100%;\r\n",
      "        }\r\n",
      "        .table td {\r\n",
      "            padding: .5rem;\r\n",
      "        }\r\n",
      "    \n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "5K\n",
      "10K\n",
      "\n",
      "\n",
      "\n",
      "\n",
      " 2017 Intel Great Place to Run 10K \\ Urban Clash Games\n",
      " Hillsboro Stadium, Hillsboro, OR\n",
      " June 2nd, 2017\r\n",
      "\r\n",
      "                        \n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Huber Timing Home\n",
      "\n",
      "\n",
      "Finishers:577\n",
      "Male:414\n",
      "Female:163\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\r\n",
      "            [Individual Results]\r\n",
      "            [Team Results] \n",
      "\n",
      "\r\n",
      "                Email timing@hubertiming.com with any questions or corrections. Please include your bib number if you have it.\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Results\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Place\n",
      "Bib\n",
      "Name\n",
      "Gender\n",
      "City\n",
      "State\n",
      "Chip Time\n",
      "Chip Pace\n",
      "Gender Place\n",
      "Age Group\n",
      "Age Group Place\n",
      "Time to Start\n",
      "Gun Time\n",
      "Team\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "1\n",
      "814\n",
      "JARED WILSON\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "00:36:21\n",
      "05:51\n",
      "1 of 414\n",
      "M 36-45\n",
      "1 of 152\n",
      "00:00:03\n",
      "00:36:24\n",
      "\n",
      "\n",
      "\n",
      "2\n",
      "573\n",
      "NATHAN A SUSTERSIC\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:36:42\n",
      "05:55\n",
      "2 of 414\n",
      "M 26-35\n",
      "1 of 154\n",
      "00:00:03\n",
      "00:36:45\n",
      "INTEL TEAM F\n",
      "\n",
      "\n",
      "3\n",
      "687\n",
      "FRANCISCO MAYA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:37:44\n",
      "06:05\n",
      "3 of 414\n",
      "M 46-55\n",
      "1 of 64\n",
      "00:00:04\n",
      "00:37:48\n",
      "\n",
      "\n",
      "\n",
      "4\n",
      "623\n",
      "PAUL MORROW\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:38:34\n",
      "06:13\n",
      "4 of 414\n",
      "M 36-45\n",
      "2 of 152\n",
      "00:00:03\n",
      "00:38:37\n",
      "\n",
      "\n",
      "\n",
      "5\n",
      "569\n",
      "DEREK G OSBORNE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:39:21\n",
      "06:20\n",
      "5 of 414\n",
      "M 26-35\n",
      "2 of 154\n",
      "00:00:03\n",
      "00:39:24\n",
      "INTEL TEAM F\n",
      "\n",
      "\n",
      "6\n",
      "642\n",
      "JONATHON TRAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:39:49\n",
      "06:25\n",
      "6 of 414\n",
      "M 18-25\n",
      "1 of 34\n",
      "00:00:06\n",
      "00:39:55\n",
      "\n",
      "\n",
      "\n",
      "7\n",
      "144\n",
      "GEORGE TOTONCHY\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:40:04\n",
      "06:27\n",
      "7 of 414\n",
      "M 36-45\n",
      "3 of 152\n",
      "00:00:13\n",
      "00:40:17\n",
      "\n",
      "\n",
      "\n",
      "8\n",
      "395\n",
      "BENJAMIN C CHAFFIN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:40:05\n",
      "06:27\n",
      "8 of 414\n",
      "M 36-45\n",
      "4 of 152\n",
      "00:00:04\n",
      "00:40:09\n",
      "\n",
      "\n",
      "\n",
      "9\n",
      "7\n",
      "BRANDON THOMAS\n",
      "M\n",
      "\n",
      "\n",
      "00:40:17\n",
      "06:29\n",
      "9 of 414\n",
      "M 26-35\n",
      "3 of 154\n",
      "00:00:07\n",
      "00:40:24\n",
      "COLUMBIA TEAM B\n",
      "\n",
      "\n",
      "10\n",
      "3\n",
      "ERIK BJORNSTAD\n",
      "M\n",
      "\n",
      "\n",
      "00:40:21\n",
      "06:30\n",
      "10 of 414\n",
      "M 36-45\n",
      "5 of 152\n",
      "00:00:04\n",
      "00:40:25\n",
      "COLUMBIA TEAM A\n",
      "\n",
      "\n",
      "11\n",
      "68\n",
      "WITALI SPULING\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:40:28\n",
      "06:31\n",
      "11 of 414\n",
      "M 26-35\n",
      "4 of 154\n",
      "00:00:12\n",
      "00:40:40\n",
      "DTNA1\n",
      "\n",
      "\n",
      "12\n",
      "788\n",
      "ANDY WEDAM\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:40:36\n",
      "06:33\n",
      "12 of 414\n",
      "M 36-45\n",
      "6 of 152\n",
      "00:00:06\n",
      "00:40:42\n",
      "DTNA2\n",
      "\n",
      "\n",
      "13\n",
      "729\n",
      "MICHAEL P GEORGE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:40:43\n",
      "06:34\n",
      "13 of 414\n",
      "M 18-25\n",
      "2 of 34\n",
      "00:00:07\n",
      "00:40:50\n",
      "\n",
      "\n",
      "\n",
      "14\n",
      "151\n",
      "ETHAN JORDAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:41:01\n",
      "06:37\n",
      "14 of 414\n",
      "M 36-45\n",
      "7 of 152\n",
      "00:00:12\n",
      "00:41:13\n",
      "\n",
      "\n",
      "\n",
      "15\n",
      "758\n",
      "FLAVIO GRIGGIO\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:41:19\n",
      "06:39\n",
      "15 of 414\n",
      "M 26-35\n",
      "5 of 154\n",
      "00:00:05\n",
      "00:41:24\n",
      "\n",
      "\n",
      "\n",
      "16\n",
      "868\n",
      "WILLIAM BARRY\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:41:43\n",
      "06:43\n",
      "16 of 414\n",
      "M 46-55\n",
      "2 of 64\n",
      "00:00:06\n",
      "00:41:49\n",
      "INTEL TEAM K\n",
      "\n",
      "\n",
      "17\n",
      "2\n",
      "JIM DROZDOWSKI\n",
      "M\n",
      "\n",
      "\n",
      "00:41:59\n",
      "06:46\n",
      "17 of 414\n",
      "M 46-55\n",
      "3 of 64\n",
      "00:00:03\n",
      "00:42:02\n",
      "COLUMBIA TEAM A\n",
      "\n",
      "\n",
      "18\n",
      "362\n",
      "BRITON BARKER\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:42:23\n",
      "06:50\n",
      "18 of 414\n",
      "M 36-45\n",
      "8 of 152\n",
      "00:00:05\n",
      "00:42:28\n",
      "\n",
      "\n",
      "\n",
      "19\n",
      "755\n",
      "NEILANJAN DUTTA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:42:29\n",
      "06:51\n",
      "19 of 414\n",
      "M 26-35\n",
      "6 of 154\n",
      "00:00:05\n",
      "00:42:34\n",
      "\n",
      "\n",
      "\n",
      "20\n",
      "543\n",
      "KENNETH KLOTZ\n",
      "M\n",
      "EUGENE\n",
      "OR\n",
      "00:42:35\n",
      "06:52\n",
      "20 of 414\n",
      "M 26-35\n",
      "7 of 154\n",
      "00:00:13\n",
      "00:42:48\n",
      "\n",
      "\n",
      "\n",
      "21\n",
      "401\n",
      "EDDIE J FRIE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:42:36\n",
      "06:52\n",
      "21 of 414\n",
      "M 46-55\n",
      "4 of 64\n",
      "00:00:16\n",
      "00:42:52\n",
      "INTEL TEAM K\n",
      "\n",
      "\n",
      "22\n",
      "155\n",
      "JARED PAGER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:42:37\n",
      "06:52\n",
      "22 of 414\n",
      "M 26-35\n",
      "8 of 154\n",
      "00:00:21\n",
      "00:42:58\n",
      "\n",
      "\n",
      "\n",
      "23\n",
      "781\n",
      "DAVID HERRON\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:42:56\n",
      "06:55\n",
      "23 of 414\n",
      "M 26-35\n",
      "9 of 154\n",
      "00:00:08\n",
      "00:43:04\n",
      "FXG1\n",
      "\n",
      "\n",
      "24\n",
      "468\n",
      "TIMOTHY WESLEY\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:43:26\n",
      "07:00\n",
      "24 of 414\n",
      "M 18-25\n",
      "3 of 34\n",
      "00:00:10\n",
      "00:43:36\n",
      "\n",
      "\n",
      "\n",
      "25\n",
      "882\n",
      "MONROE SULLIVAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:43:27\n",
      "07:00\n",
      "25 of 414\n",
      "M 46-55\n",
      "5 of 64\n",
      "00:00:03\n",
      "00:43:30\n",
      "\n",
      "\n",
      "\n",
      "26\n",
      "236\n",
      "VINCENT OLSEN\n",
      "M\n",
      "BOISE\n",
      "ID\n",
      "00:43:40\n",
      "07:02\n",
      "26 of 414\n",
      "M 36-45\n",
      "9 of 152\n",
      "00:00:03\n",
      "00:43:43\n",
      "\n",
      "\n",
      "\n",
      "27\n",
      "742\n",
      "LEONARD NEIBERG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:43:42\n",
      "07:02\n",
      "27 of 414\n",
      "M 46-55\n",
      "6 of 64\n",
      "00:00:19\n",
      "00:44:01\n",
      "\n",
      "\n",
      "\n",
      "28\n",
      "344\n",
      "BENJAMIN JANN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:43:43\n",
      "07:03\n",
      "28 of 414\n",
      "M 36-45\n",
      "10 of 152\n",
      "00:00:09\n",
      "00:43:52\n",
      "\n",
      "\n",
      "\n",
      "29\n",
      "732\n",
      "ANDREW HUNTER\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:43:46\n",
      "07:03\n",
      "29 of 414\n",
      "M 36-45\n",
      "11 of 152\n",
      "00:00:05\n",
      "00:43:51\n",
      "\n",
      "\n",
      "\n",
      "30\n",
      "253\n",
      "SAMANTHA BAGLEY\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:43:46\n",
      "07:03\n",
      "1 of 163\n",
      "F 18-25\n",
      "1 of 21\n",
      "00:00:07\n",
      "00:43:53\n",
      "INTEL TEAM K\n",
      "\n",
      "\n",
      "31\n",
      "674\n",
      "TAYSEER MAHDI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:43:47\n",
      "07:03\n",
      "2 of 163\n",
      "F 26-35\n",
      "1 of 59\n",
      "00:00:05\n",
      "00:43:52\n",
      "\n",
      "\n",
      "\n",
      "32\n",
      "761\n",
      "CHEN-GUAN LEE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:43:47\n",
      "07:03\n",
      "30 of 414\n",
      "M 26-35\n",
      "10 of 154\n",
      "00:00:05\n",
      "00:43:52\n",
      "\n",
      "\n",
      "\n",
      "33\n",
      "560\n",
      "LEONARDO PEREZ\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:44:04\n",
      "07:06\n",
      "31 of 414\n",
      "M 26-35\n",
      "11 of 154\n",
      "00:00:06\n",
      "00:44:10\n",
      "\n",
      "\n",
      "\n",
      "34\n",
      "789\n",
      "VASILIOS TSIRIMIAGOS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:44:05\n",
      "07:06\n",
      "32 of 414\n",
      "M 36-45\n",
      "12 of 152\n",
      "00:00:07\n",
      "00:44:12\n",
      "DTNA2\n",
      "\n",
      "\n",
      "35\n",
      "807\n",
      "DAN CAMPBELL\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:44:06\n",
      "07:06\n",
      "33 of 414\n",
      "M 36-45\n",
      "13 of 152\n",
      "00:00:12\n",
      "00:44:18\n",
      "\n",
      "\n",
      "\n",
      "36\n",
      "646\n",
      "JANELLE M KLASER\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:44:07\n",
      "07:06\n",
      "3 of 163\n",
      "F 36-45\n",
      "1 of 56\n",
      "00:00:10\n",
      "00:44:17\n",
      "\n",
      "\n",
      "\n",
      "37\n",
      "740\n",
      "YOSHIYASU YAMAKAWA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:44:23\n",
      "07:09\n",
      "34 of 414\n",
      "M 36-45\n",
      "14 of 152\n",
      "00:00:06\n",
      "00:44:29\n",
      "\n",
      "\n",
      "\n",
      "38\n",
      "874\n",
      "JONATHAN M MARTIN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:44:38\n",
      "07:12\n",
      "35 of 414\n",
      "M 18-25\n",
      "4 of 34\n",
      "00:00:31\n",
      "00:45:09\n",
      "\n",
      "\n",
      "\n",
      "39\n",
      "361\n",
      "RICHARD FLORES\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:44:41\n",
      "07:12\n",
      "36 of 414\n",
      "M 36-45\n",
      "15 of 152\n",
      "00:00:29\n",
      "00:45:10\n",
      "\n",
      "\n",
      "\n",
      "40\n",
      "710\n",
      "DAVID W GAIBLER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:44:42\n",
      "07:12\n",
      "37 of 414\n",
      "M 36-45\n",
      "16 of 152\n",
      "00:00:04\n",
      "00:44:46\n",
      "\n",
      "\n",
      "\n",
      "41\n",
      "791\n",
      "ANDRE RAUCH\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:44:48\n",
      "07:13\n",
      "38 of 414\n",
      "M 26-35\n",
      "12 of 154\n",
      "00:00:13\n",
      "00:45:01\n",
      "DTNA2\n",
      "\n",
      "\n",
      "42\n",
      "867\n",
      "JOSHUA FEDDERLY\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:45:03\n",
      "07:15\n",
      "39 of 414\n",
      "M 36-45\n",
      "17 of 152\n",
      "00:00:43\n",
      "00:45:46\n",
      "\n",
      "\n",
      "\n",
      "43\n",
      "142\n",
      "TONDERAI NEMARUNDWE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:45:05\n",
      "07:16\n",
      "40 of 414\n",
      "M 26-35\n",
      "13 of 154\n",
      "00:00:04\n",
      "00:45:09\n",
      "\n",
      "\n",
      "\n",
      "44\n",
      "787\n",
      "JONATHAN PARSONS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:45:10\n",
      "07:17\n",
      "41 of 414\n",
      "M 18-25\n",
      "5 of 34\n",
      "00:00:12\n",
      "00:45:22\n",
      "DTNA2\n",
      "\n",
      "\n",
      "45\n",
      "673\n",
      "PIETER ROWLETTE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:45:11\n",
      "07:17\n",
      "42 of 414\n",
      "M 36-45\n",
      "18 of 152\n",
      "00:00:19\n",
      "00:45:30\n",
      "\n",
      "\n",
      "\n",
      "46\n",
      "746\n",
      "RAMON CALDERER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:45:11\n",
      "07:17\n",
      "43 of 414\n",
      "M 26-35\n",
      "14 of 154\n",
      "00:00:07\n",
      "00:45:18\n",
      "\n",
      "\n",
      "\n",
      "47\n",
      "770\n",
      "JONATHAN M HATFIELD\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:45:13\n",
      "07:17\n",
      "44 of 414\n",
      "M 36-45\n",
      "19 of 152\n",
      "00:00:22\n",
      "00:45:35\n",
      "\n",
      "\n",
      "\n",
      "48\n",
      "622\n",
      "DAVID N GOLDSTEIN\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:45:14\n",
      "07:17\n",
      "45 of 414\n",
      "M 36-45\n",
      "20 of 152\n",
      "00:00:18\n",
      "00:45:32\n",
      "\n",
      "\n",
      "\n",
      "49\n",
      "625\n",
      "GREGORY M RUTTER\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:45:15\n",
      "07:17\n",
      "46 of 414\n",
      "M 26-35\n",
      "15 of 154\n",
      "00:00:11\n",
      "00:45:26\n",
      "\n",
      "\n",
      "\n",
      "50\n",
      "635\n",
      "STEFAN MEISTER\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:45:17\n",
      "07:18\n",
      "47 of 414\n",
      "M 36-45\n",
      "21 of 152\n",
      "00:00:07\n",
      "00:45:24\n",
      "\n",
      "\n",
      "\n",
      "51\n",
      "765\n",
      "MATT TRAVERSO\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:45:27\n",
      "07:19\n",
      "48 of 414\n",
      "M 26-35\n",
      "16 of 154\n",
      "00:00:26\n",
      "00:45:53\n",
      "\n",
      "\n",
      "\n",
      "52\n",
      "438\n",
      "KEN W GILDERSLEEVE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:45:28\n",
      "07:20\n",
      "49 of 414\n",
      "M 26-35\n",
      "17 of 154\n",
      "00:00:06\n",
      "00:45:34\n",
      "\n",
      "\n",
      "\n",
      "53\n",
      "582\n",
      "ANDREW L HERTEL\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:45:29\n",
      "07:20\n",
      "50 of 414\n",
      "M 26-35\n",
      "18 of 154\n",
      "00:00:13\n",
      "00:45:42\n",
      "INTEL TEAM A\n",
      "\n",
      "\n",
      "54\n",
      "696\n",
      "CHRISTOPHER L QUAM\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:45:36\n",
      "07:21\n",
      "51 of 414\n",
      "M 26-35\n",
      "19 of 154\n",
      "00:00:55\n",
      "00:46:31\n",
      "\n",
      "\n",
      "\n",
      "55\n",
      "580\n",
      "SICELO MASANGO\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:45:36\n",
      "07:21\n",
      "52 of 414\n",
      "M 26-35\n",
      "20 of 154\n",
      "00:00:41\n",
      "00:46:17\n",
      "\n",
      "\n",
      "\n",
      "56\n",
      "558\n",
      "CHAD MUSZYNSKI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:45:40\n",
      "07:22\n",
      "53 of 414\n",
      "M 36-45\n",
      "22 of 152\n",
      "00:00:19\n",
      "00:45:59\n",
      "\n",
      "\n",
      "\n",
      "57\n",
      "47\n",
      "FUMIE K WEIBY\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:45:40\n",
      "07:22\n",
      "4 of 163\n",
      "F 36-45\n",
      "2 of 56\n",
      "00:00:22\n",
      "00:46:02\n",
      "\n",
      "\n",
      "\n",
      "58\n",
      "303\n",
      "AURELIEN T MOZIPO\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:45:49\n",
      "07:23\n",
      "54 of 414\n",
      "M 46-55\n",
      "7 of 64\n",
      "00:00:08\n",
      "00:45:57\n",
      "\n",
      "\n",
      "\n",
      "59\n",
      "271\n",
      "KYLE H AMBERT\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "00:45:55\n",
      "07:24\n",
      "55 of 414\n",
      "M 36-45\n",
      "23 of 152\n",
      "00:00:10\n",
      "00:46:05\n",
      "INTEL TEAM I\n",
      "\n",
      "\n",
      "60\n",
      "39\n",
      "BRANDON LADICK\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:46:02\n",
      "07:25\n",
      "56 of 414\n",
      "M 26-35\n",
      "21 of 154\n",
      "00:00:05\n",
      "00:46:07\n",
      "\n",
      "\n",
      "\n",
      "61\n",
      "223\n",
      "ADRIAN POP\n",
      "M\n",
      "WEST LINN\n",
      "OR\n",
      "00:46:13\n",
      "07:27\n",
      "57 of 414\n",
      "M 36-45\n",
      "24 of 152\n",
      "00:00:03\n",
      "00:46:16\n",
      "\n",
      "\n",
      "\n",
      "62\n",
      "671\n",
      "AARON G JOHNSON\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:46:20\n",
      "07:28\n",
      "58 of 414\n",
      "M 26-35\n",
      "22 of 154\n",
      "00:00:19\n",
      "00:46:39\n",
      "\n",
      "\n",
      "\n",
      "63\n",
      "574\n",
      "MATTHEW BROWN\n",
      "M\n",
      "ALOHA\n",
      "OR\n",
      "00:46:23\n",
      "07:28\n",
      "59 of 414\n",
      "M 36-45\n",
      "25 of 152\n",
      "00:00:05\n",
      "00:46:28\n",
      "\n",
      "\n",
      "\n",
      "64\n",
      "349\n",
      "EDMONDO MAZZULLI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:46:26\n",
      "07:29\n",
      "60 of 414\n",
      "M 26-35\n",
      "23 of 154\n",
      "00:00:07\n",
      "00:46:33\n",
      "INTEL TEAM B\n",
      "\n",
      "\n",
      "65\n",
      "423\n",
      "MILES F SCHWARTZ\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:46:33\n",
      "07:30\n",
      "61 of 414\n",
      "M 36-45\n",
      "26 of 152\n",
      "00:00:25\n",
      "00:46:58\n",
      "\n",
      "\n",
      "\n",
      "66\n",
      "783\n",
      "LEO SOTO\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:46:35\n",
      "07:30\n",
      "62 of 414\n",
      "M 26-35\n",
      "24 of 154\n",
      "00:01:26\n",
      "00:48:01\n",
      "FXG1\n",
      "\n",
      "\n",
      "67\n",
      "13\n",
      "NICHOLAS FISCHER\n",
      "M\n",
      "\n",
      "\n",
      "00:46:41\n",
      "07:31\n",
      "63 of 414\n",
      "M 36-45\n",
      "27 of 152\n",
      "00:00:21\n",
      "00:47:02\n",
      "COLUMBIA TEAM D\n",
      "\n",
      "\n",
      "68\n",
      "327\n",
      "CHASE MCCLOSKEY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:46:42\n",
      "07:32\n",
      "64 of 414\n",
      "M 18-25\n",
      "6 of 34\n",
      "00:00:11\n",
      "00:46:53\n",
      "\n",
      "\n",
      "\n",
      "69\n",
      "67\n",
      "INGA ANDREYEVA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:46:45\n",
      "07:32\n",
      "5 of 163\n",
      "F 18-25\n",
      "2 of 21\n",
      "00:00:12\n",
      "00:46:57\n",
      "DTNA1\n",
      "\n",
      "\n",
      "70\n",
      "283\n",
      "THOR SEWELL\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:46:46\n",
      "07:32\n",
      "65 of 414\n",
      "M 46-55\n",
      "8 of 64\n",
      "00:00:20\n",
      "00:47:06\n",
      "\n",
      "\n",
      "\n",
      "71\n",
      "153\n",
      "TODD HARRIS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:46:47\n",
      "07:32\n",
      "66 of 414\n",
      "M 46-55\n",
      "9 of 64\n",
      "00:00:13\n",
      "00:47:00\n",
      "\n",
      "\n",
      "\n",
      "72\n",
      "606\n",
      "ABHIRAM MURALIDHAR\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:46:49\n",
      "07:33\n",
      "67 of 414\n",
      "M 26-35\n",
      "25 of 154\n",
      "00:01:00\n",
      "00:47:49\n",
      "\n",
      "\n",
      "\n",
      "73\n",
      "841\n",
      "JACK E LUBY\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:46:49\n",
      "07:33\n",
      "68 of 414\n",
      "M 18-25\n",
      "7 of 34\n",
      "00:00:07\n",
      "00:46:56\n",
      "\n",
      "\n",
      "\n",
      "74\n",
      "49\n",
      "AURORE LARIVEN\n",
      "F\n",
      "PORTLAND\n",
      "CA\n",
      "00:46:52\n",
      "07:33\n",
      "6 of 163\n",
      "F 36-45\n",
      "3 of 56\n",
      "00:00:17\n",
      "00:47:09\n",
      "\n",
      "\n",
      "\n",
      "75\n",
      "704\n",
      "RYAN MANIS\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:46:55\n",
      "07:34\n",
      "69 of 414\n",
      "M 26-35\n",
      "26 of 154\n",
      "00:01:59\n",
      "00:48:54\n",
      "\n",
      "\n",
      "\n",
      "76\n",
      "393\n",
      "LUCAS M JENISON\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:46:56\n",
      "07:34\n",
      "70 of 414\n",
      "M 36-45\n",
      "28 of 152\n",
      "00:00:36\n",
      "00:47:32\n",
      "\n",
      "\n",
      "\n",
      "77\n",
      "858\n",
      "RICHARD M STEGER\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:47:00\n",
      "07:34\n",
      "71 of 414\n",
      "M 46-55\n",
      "10 of 64\n",
      "00:00:21\n",
      "00:47:21\n",
      "\n",
      "\n",
      "\n",
      "78\n",
      "536\n",
      "GERMAN VILLALOBOS\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:47:02\n",
      "07:35\n",
      "72 of 414\n",
      "M 36-45\n",
      "29 of 152\n",
      "00:00:08\n",
      "00:47:10\n",
      "\n",
      "\n",
      "\n",
      "79\n",
      "811\n",
      "MICHAEL BEALE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:47:05\n",
      "07:35\n",
      "73 of 414\n",
      "M 36-45\n",
      "30 of 152\n",
      "00:00:32\n",
      "00:47:37\n",
      "\n",
      "\n",
      "\n",
      "80\n",
      "6\n",
      "RANIER EVANS\n",
      "M\n",
      "\n",
      "\n",
      "00:47:05\n",
      "07:35\n",
      "74 of 414\n",
      "M 18-25\n",
      "8 of 34\n",
      "00:00:08\n",
      "00:47:13\n",
      "COLUMBIA TEAM B\n",
      "\n",
      "\n",
      "81\n",
      "893\n",
      "BRAD STEFANELLI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:08\n",
      "07:36\n",
      "75 of 414\n",
      "M 36-45\n",
      "31 of 152\n",
      "00:00:33\n",
      "00:47:41\n",
      "\n",
      "\n",
      "\n",
      "82\n",
      "656\n",
      "MALLORY TYLER\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:09\n",
      "07:36\n",
      "7 of 163\n",
      "F 18-25\n",
      "3 of 21\n",
      "00:00:21\n",
      "00:47:30\n",
      "\n",
      "\n",
      "\n",
      "83\n",
      "697\n",
      "ANIRUDH MODI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:27\n",
      "07:39\n",
      "76 of 414\n",
      "M 36-45\n",
      "32 of 152\n",
      "00:01:01\n",
      "00:48:28\n",
      "\n",
      "\n",
      "\n",
      "84\n",
      "256\n",
      "BRAD CHADDICK\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:29\n",
      "07:39\n",
      "77 of 414\n",
      "M 46-55\n",
      "11 of 64\n",
      "00:00:16\n",
      "00:47:45\n",
      "\n",
      "\n",
      "\n",
      "85\n",
      "227\n",
      "LYNNETTE NGUYEN\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:31\n",
      "07:39\n",
      "8 of 163\n",
      "F 36-45\n",
      "4 of 56\n",
      "00:00:05\n",
      "00:47:36\n",
      "\n",
      "\n",
      "\n",
      "86\n",
      "764\n",
      "REBECCA JENSEN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:47:35\n",
      "07:40\n",
      "9 of 163\n",
      "F 26-35\n",
      "2 of 59\n",
      "00:00:24\n",
      "00:47:59\n",
      "\n",
      "\n",
      "\n",
      "87\n",
      "333\n",
      "JIMMY E CASSIS\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:47:42\n",
      "07:41\n",
      "78 of 414\n",
      "M 26-35\n",
      "27 of 154\n",
      "00:00:13\n",
      "00:47:55\n",
      "\n",
      "\n",
      "\n",
      "88\n",
      "17\n",
      "BENJAMIN HODGDON\n",
      "M\n",
      "\n",
      "\n",
      "00:47:45\n",
      "07:42\n",
      "79 of 414\n",
      "M 36-45\n",
      "33 of 152\n",
      "00:00:27\n",
      "00:48:12\n",
      "COLUMBIA TEAM D\n",
      "\n",
      "\n",
      "89\n",
      "230\n",
      "JONATHAN THACH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:47:49\n",
      "07:42\n",
      "80 of 414\n",
      "M 18-25\n",
      "9 of 34\n",
      "00:00:12\n",
      "00:48:01\n",
      "\n",
      "\n",
      "\n",
      "90\n",
      "548\n",
      "DOUGLAS GRESHAM\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:50\n",
      "07:42\n",
      "81 of 414\n",
      "M 36-45\n",
      "34 of 152\n",
      "00:00:13\n",
      "00:48:03\n",
      "\n",
      "\n",
      "\n",
      "91\n",
      "862\n",
      "CARLOS M VIVAS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:55\n",
      "07:43\n",
      "82 of 414\n",
      "M 36-45\n",
      "35 of 152\n",
      "00:00:14\n",
      "00:48:09\n",
      "\n",
      "\n",
      "\n",
      "92\n",
      "347\n",
      "TEAL HAND\n",
      "M\n",
      "OTHER\n",
      "OR\n",
      "00:47:56\n",
      "07:43\n",
      "83 of 414\n",
      "M 18-25\n",
      "10 of 34\n",
      "00:00:13\n",
      "00:48:09\n",
      "INTEL TEAM D\n",
      "\n",
      "\n",
      "93\n",
      "359\n",
      "AI SSA CHAI\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:56\n",
      "07:43\n",
      "10 of 163\n",
      "F 36-45\n",
      "5 of 56\n",
      "00:00:13\n",
      "00:48:09\n",
      "\n",
      "\n",
      "\n",
      "94\n",
      "31\n",
      "SHAHAR TSAMERET\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:47:58\n",
      "07:44\n",
      "11 of 163\n",
      "F Under 18\n",
      "1 of 3\n",
      "00:00:08\n",
      "00:48:06\n",
      "\n",
      "\n",
      "\n",
      "95\n",
      "715\n",
      "SHAOPENG WANG\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:47:59\n",
      "07:44\n",
      "84 of 414\n",
      "M 46-55\n",
      "12 of 64\n",
      "00:01:04\n",
      "00:49:03\n",
      "\n",
      "\n",
      "\n",
      "96\n",
      "323\n",
      "CONNOR SMITH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:48:09\n",
      "07:45\n",
      "85 of 414\n",
      "M 18-25\n",
      "11 of 34\n",
      "00:00:11\n",
      "00:48:20\n",
      "\n",
      "\n",
      "\n",
      "97\n",
      "415\n",
      "CHRISTOPHER MOZAK\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:13\n",
      "07:46\n",
      "86 of 414\n",
      "M 36-45\n",
      "36 of 152\n",
      "00:00:14\n",
      "00:48:27\n",
      "\n",
      "\n",
      "\n",
      "98\n",
      "435\n",
      "TODD BAIRD\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:48:18\n",
      "07:47\n",
      "87 of 414\n",
      "M 46-55\n",
      "13 of 64\n",
      "00:00:48\n",
      "00:49:06\n",
      "\n",
      "\n",
      "\n",
      "99\n",
      "541\n",
      "WENDY HEUSSNER\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:18\n",
      "07:47\n",
      "12 of 163\n",
      "F 46-55\n",
      "1 of 22\n",
      "00:00:38\n",
      "00:48:56\n",
      "\n",
      "\n",
      "\n",
      "100\n",
      "538\n",
      "ASSAF SHAIM\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:48:20\n",
      "07:47\n",
      "88 of 414\n",
      "M 36-45\n",
      "37 of 152\n",
      "00:00:20\n",
      "00:48:40\n",
      "\n",
      "\n",
      "\n",
      "101\n",
      "62\n",
      "MICHAEL E TURK\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:48:21\n",
      "07:48\n",
      "89 of 414\n",
      "M 26-35\n",
      "28 of 154\n",
      "00:00:37\n",
      "00:48:58\n",
      "\n",
      "\n",
      "\n",
      "102\n",
      "852\n",
      "CHRISTOPHER M ROMAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:48:29\n",
      "07:49\n",
      "90 of 414\n",
      "\n",
      "1 of 6\n",
      "00:00:34\n",
      "00:49:03\n",
      "\n",
      "\n",
      "\n",
      "103\n",
      "601\n",
      "ILAN TSAMERET\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:30\n",
      "07:49\n",
      "91 of 414\n",
      "M 46-55\n",
      "14 of 64\n",
      "00:00:08\n",
      "00:48:38\n",
      "\n",
      "\n",
      "\n",
      "104\n",
      "820\n",
      "TRAVIS FURRER\n",
      "M\n",
      "OTHER\n",
      "OR\n",
      "00:48:37\n",
      "07:50\n",
      "92 of 414\n",
      "M 36-45\n",
      "38 of 152\n",
      "00:00:59\n",
      "00:49:36\n",
      "\n",
      "\n",
      "\n",
      "105\n",
      "587\n",
      "BRIAN WIESENAUER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:38\n",
      "07:50\n",
      "93 of 414\n",
      "M 26-35\n",
      "29 of 154\n",
      "00:00:16\n",
      "00:48:54\n",
      "\n",
      "\n",
      "\n",
      "106\n",
      "591\n",
      "ERIN F WIESENAUER\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:39\n",
      "07:50\n",
      "13 of 163\n",
      "F 26-35\n",
      "3 of 59\n",
      "00:00:17\n",
      "00:48:56\n",
      "INTEL TEAM N\n",
      "\n",
      "\n",
      "107\n",
      "849\n",
      "PAUL H HONEYMAN-COLVIN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:40\n",
      "07:51\n",
      "94 of 414\n",
      "M 46-55\n",
      "15 of 64\n",
      "00:00:34\n",
      "00:49:14\n",
      "\n",
      "\n",
      "\n",
      "108\n",
      "458\n",
      "SATOSHI SUZUKI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:48:42\n",
      "07:51\n",
      "95 of 414\n",
      "M 26-35\n",
      "30 of 154\n",
      "00:00:30\n",
      "00:49:12\n",
      "\n",
      "\n",
      "\n",
      "109\n",
      "728\n",
      "JORGE MUNOZ\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:48:43\n",
      "07:51\n",
      "96 of 414\n",
      "M 26-35\n",
      "31 of 154\n",
      "00:00:32\n",
      "00:49:15\n",
      "\n",
      "\n",
      "\n",
      "110\n",
      "572\n",
      "JUN TAKEI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:44\n",
      "07:51\n",
      "97 of 414\n",
      "M 46-55\n",
      "16 of 64\n",
      "00:00:21\n",
      "00:49:05\n",
      "INTEL TEAM B\n",
      "\n",
      "\n",
      "111\n",
      "461\n",
      "REAGAN LOPEZ\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:48:49\n",
      "07:52\n",
      "98 of 414\n",
      "M 26-35\n",
      "32 of 154\n",
      "00:00:04\n",
      "00:48:53\n",
      "INTEL TEAM A\n",
      "\n",
      "\n",
      "112\n",
      "880\n",
      "STEVEN R CECH\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:48:56\n",
      "07:53\n",
      "99 of 414\n",
      "M 36-45\n",
      "39 of 152\n",
      "00:00:58\n",
      "00:49:54\n",
      "\n",
      "\n",
      "\n",
      "113\n",
      "126\n",
      "BENJAMIN R PORTER\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:49:03\n",
      "07:54\n",
      "100 of 414\n",
      "M 26-35\n",
      "33 of 154\n",
      "00:00:19\n",
      "00:49:22\n",
      "INTEL TEAM D\n",
      "\n",
      "\n",
      "114\n",
      "339\n",
      "BEN BORGSTEDE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:49:09\n",
      "07:55\n",
      "101 of 414\n",
      "M 18-25\n",
      "12 of 34\n",
      "00:00:52\n",
      "00:50:01\n",
      "\n",
      "\n",
      "\n",
      "115\n",
      "270\n",
      "KISHOR KHARBAS\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:49:12\n",
      "07:56\n",
      "102 of 414\n",
      "M 26-35\n",
      "34 of 154\n",
      "00:00:25\n",
      "00:49:37\n",
      "INTEL TEAM E\n",
      "\n",
      "\n",
      "116\n",
      "752\n",
      "TERENCE LEE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:49:18\n",
      "07:57\n",
      "103 of 414\n",
      "M 26-35\n",
      "35 of 154\n",
      "00:00:08\n",
      "00:49:26\n",
      "\n",
      "\n",
      "\n",
      "117\n",
      "660\n",
      "OCTAVIO RAMOS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:49:23\n",
      "07:57\n",
      "104 of 414\n",
      "M 36-45\n",
      "40 of 152\n",
      "00:00:06\n",
      "00:49:29\n",
      "\n",
      "\n",
      "\n",
      "118\n",
      "255\n",
      "MARK SAVOY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:49:26\n",
      "07:58\n",
      "105 of 414\n",
      "M 36-45\n",
      "41 of 152\n",
      "00:00:17\n",
      "00:49:43\n",
      "\n",
      "\n",
      "\n",
      "119\n",
      "373\n",
      "TONY SALAZAR\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:49:30\n",
      "07:59\n",
      "106 of 414\n",
      "M 46-55\n",
      "17 of 64\n",
      "00:00:33\n",
      "00:50:03\n",
      "\n",
      "\n",
      "\n",
      "120\n",
      "42\n",
      "MEGAN M GOODSON\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:49:32\n",
      "07:59\n",
      "14 of 163\n",
      "F 46-55\n",
      "2 of 22\n",
      "00:00:20\n",
      "00:49:52\n",
      "INTEL TEAM A\n",
      "\n",
      "\n",
      "121\n",
      "331\n",
      "VIVEKANANTHAN SANJEEPAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:49:35\n",
      "07:59\n",
      "107 of 414\n",
      "M 36-45\n",
      "42 of 152\n",
      "00:00:58\n",
      "00:50:33\n",
      "\n",
      "\n",
      "\n",
      "122\n",
      "550\n",
      "TREY GUNNELL\n",
      "M\n",
      "SALT LAKE CITY\n",
      "UT\n",
      "00:49:42\n",
      "08:01\n",
      "108 of 414\n",
      "M 26-35\n",
      "36 of 154\n",
      "00:00:15\n",
      "00:49:57\n",
      "\n",
      "\n",
      "\n",
      "123\n",
      "298\n",
      "BENJAMIN BRADEA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:49:44\n",
      "08:01\n",
      "109 of 414\n",
      "M 26-35\n",
      "37 of 154\n",
      "00:00:01\n",
      "00:49:45\n",
      "\n",
      "\n",
      "\n",
      "124\n",
      "449\n",
      "RAHULDEVA GHOSH\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:49:44\n",
      "08:01\n",
      "110 of 414\n",
      "M 36-45\n",
      "43 of 152\n",
      "00:00:20\n",
      "00:50:04\n",
      "\n",
      "\n",
      "\n",
      "125\n",
      "676\n",
      "TSUAN-CHUNG CHANG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:49:51\n",
      "08:02\n",
      "111 of 414\n",
      "M 46-55\n",
      "18 of 64\n",
      "00:00:59\n",
      "00:50:50\n",
      "\n",
      "\n",
      "\n",
      "126\n",
      "855\n",
      "RODNEY B STEWART\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "00:49:54\n",
      "08:03\n",
      "112 of 414\n",
      "M 46-55\n",
      "19 of 64\n",
      "00:00:40\n",
      "00:50:34\n",
      "\n",
      "\n",
      "\n",
      "127\n",
      "683\n",
      "MYRON LEE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:49:58\n",
      "08:03\n",
      "113 of 414\n",
      "M 26-35\n",
      "38 of 154\n",
      "00:01:24\n",
      "00:51:22\n",
      "\n",
      "\n",
      "\n",
      "128\n",
      "798\n",
      "JEFF BENDER\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:50:07\n",
      "08:05\n",
      "114 of 414\n",
      "M 36-45\n",
      "44 of 152\n",
      "00:01:22\n",
      "00:51:29\n",
      "\n",
      "\n",
      "\n",
      "129\n",
      "711\n",
      "ADAM J SCHAFER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:12\n",
      "08:05\n",
      "115 of 414\n",
      "M 36-45\n",
      "45 of 152\n",
      "00:00:53\n",
      "00:51:05\n",
      "\n",
      "\n",
      "\n",
      "130\n",
      "598\n",
      "DRAGOS SEGHETE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:15\n",
      "08:06\n",
      "116 of 414\n",
      "M 36-45\n",
      "46 of 152\n",
      "00:01:14\n",
      "00:51:29\n",
      "\n",
      "\n",
      "\n",
      "131\n",
      "16\n",
      "JEN KELLER\n",
      "F\n",
      "\n",
      "\n",
      "00:50:18\n",
      "08:06\n",
      "15 of 163\n",
      "F 36-45\n",
      "6 of 56\n",
      "00:00:27\n",
      "00:50:45\n",
      "COLUMBIA TEAM D\n",
      "\n",
      "\n",
      "132\n",
      "18\n",
      "GREG LAWRENCE\n",
      "M\n",
      "\n",
      "\n",
      "00:50:19\n",
      "08:07\n",
      "117 of 414\n",
      "M 46-55\n",
      "20 of 64\n",
      "00:00:26\n",
      "00:50:45\n",
      "COLUMBIA TEAM E\n",
      "\n",
      "\n",
      "133\n",
      "249\n",
      "DUSTIN WILLIAMS\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:50:22\n",
      "08:07\n",
      "118 of 414\n",
      "M 36-45\n",
      "47 of 152\n",
      "00:00:21\n",
      "00:50:43\n",
      "\n",
      "\n",
      "\n",
      "134\n",
      "265\n",
      "RICHARD DORRANCE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:24\n",
      "08:07\n",
      "119 of 414\n",
      "M 26-35\n",
      "39 of 154\n",
      "00:00:05\n",
      "00:50:29\n",
      "\n",
      "\n",
      "\n",
      "135\n",
      "226\n",
      "VINA HOANG\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:50:26\n",
      "08:08\n",
      "16 of 163\n",
      "F 36-45\n",
      "7 of 56\n",
      "00:00:13\n",
      "00:50:39\n",
      "\n",
      "\n",
      "\n",
      "136\n",
      "790\n",
      "AUSTIN WIPF\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:29\n",
      "08:08\n",
      "120 of 414\n",
      "M 26-35\n",
      "40 of 154\n",
      "00:00:16\n",
      "00:50:45\n",
      "DTNA3\n",
      "\n",
      "\n",
      "137\n",
      "654\n",
      "JEREMY GUTTMAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:36\n",
      "08:09\n",
      "121 of 414\n",
      "M 18-25\n",
      "13 of 34\n",
      "00:00:25\n",
      "00:51:01\n",
      "\n",
      "\n",
      "\n",
      "138\n",
      "167\n",
      "TERRY C CUTLER\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:50:38\n",
      "08:10\n",
      "122 of 414\n",
      "M 36-45\n",
      "48 of 152\n",
      "00:00:49\n",
      "00:51:27\n",
      "\n",
      "\n",
      "\n",
      "139\n",
      "355\n",
      "STEPHEN P BRUSS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:39\n",
      "08:10\n",
      "123 of 414\n",
      "M 46-55\n",
      "21 of 64\n",
      "00:02:11\n",
      "00:52:50\n",
      "\n",
      "\n",
      "\n",
      "140\n",
      "592\n",
      "AVIV SHAI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:40\n",
      "08:10\n",
      "124 of 414\n",
      "M 46-55\n",
      "22 of 64\n",
      "00:00:17\n",
      "00:50:57\n",
      "\n",
      "\n",
      "\n",
      "141\n",
      "260\n",
      "AARON P LINDSEY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:50:41\n",
      "08:10\n",
      "125 of 414\n",
      "M 18-25\n",
      "14 of 34\n",
      "00:00:36\n",
      "00:51:17\n",
      "\n",
      "\n",
      "\n",
      "142\n",
      "263\n",
      "TIM NGUYEN\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:50:43\n",
      "08:10\n",
      "126 of 414\n",
      "M 46-55\n",
      "23 of 64\n",
      "00:00:15\n",
      "00:50:58\n",
      "\n",
      "\n",
      "\n",
      "143\n",
      "857\n",
      "ALISON M FRIDAY\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:46\n",
      "08:11\n",
      "17 of 163\n",
      "F 36-45\n",
      "8 of 56\n",
      "00:00:11\n",
      "00:50:57\n",
      "\n",
      "\n",
      "\n",
      "144\n",
      "883\n",
      "BRANDON PARSIANI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:50:51\n",
      "08:12\n",
      "127 of 414\n",
      "M 18-25\n",
      "15 of 34\n",
      "00:00:07\n",
      "00:50:58\n",
      "\n",
      "\n",
      "\n",
      "145\n",
      "620\n",
      "SANGHYUN SEO\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:51:00\n",
      "08:13\n",
      "128 of 414\n",
      "M 36-45\n",
      "49 of 152\n",
      "00:00:41\n",
      "00:51:41\n",
      "\n",
      "\n",
      "\n",
      "146\n",
      "738\n",
      "CORY E WEBER\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:51:02\n",
      "08:14\n",
      "129 of 414\n",
      "M 36-45\n",
      "50 of 152\n",
      "00:00:23\n",
      "00:51:25\n",
      "\n",
      "\n",
      "\n",
      "147\n",
      "372\n",
      "SRINIDHI N KAUSHIK\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:51:05\n",
      "08:14\n",
      "130 of 414\n",
      "M 26-35\n",
      "41 of 154\n",
      "00:00:17\n",
      "00:51:22\n",
      "\n",
      "\n",
      "\n",
      "148\n",
      "685\n",
      "ERIC CHEN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:51:06\n",
      "08:14\n",
      "131 of 414\n",
      "M 46-55\n",
      "24 of 64\n",
      "00:01:00\n",
      "00:52:06\n",
      "\n",
      "\n",
      "\n",
      "149\n",
      "383\n",
      "KEALOHA OYER\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:51:08\n",
      "08:14\n",
      "132 of 414\n",
      "M 36-45\n",
      "51 of 152\n",
      "00:00:10\n",
      "00:51:18\n",
      "\n",
      "\n",
      "\n",
      "150\n",
      "563\n",
      "CAMERON R WAGNER\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:51:08\n",
      "08:14\n",
      "133 of 414\n",
      "M 36-45\n",
      "52 of 152\n",
      "00:00:07\n",
      "00:51:15\n",
      "\n",
      "\n",
      "\n",
      "151\n",
      "261\n",
      "JUSTON LI\n",
      "M\n",
      "OTHER\n",
      "OR\n",
      "00:51:10\n",
      "08:15\n",
      "134 of 414\n",
      "M 18-25\n",
      "16 of 34\n",
      "00:00:34\n",
      "00:51:44\n",
      "INTEL TEAM D\n",
      "\n",
      "\n",
      "152\n",
      "161\n",
      "JAIMIEY I SEARS\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:51:12\n",
      "08:15\n",
      "135 of 414\n",
      "M 18-25\n",
      "17 of 34\n",
      "00:00:16\n",
      "00:51:28\n",
      "\n",
      "\n",
      "\n",
      "153\n",
      "799\n",
      "MANOJ ATHAWALE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:51:18\n",
      "08:16\n",
      "136 of 414\n",
      "M 36-45\n",
      "53 of 152\n",
      "00:01:01\n",
      "00:52:19\n",
      "\n",
      "\n",
      "\n",
      "154\n",
      "277\n",
      "MALLIKARJUNA CHILAKALA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:51:20\n",
      "08:16\n",
      "137 of 414\n",
      "M 36-45\n",
      "54 of 152\n",
      "00:00:32\n",
      "00:51:52\n",
      "INTEL TEAM I\n",
      "\n",
      "\n",
      "155\n",
      "368\n",
      "JAYADEV MUNIMALLAPPA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:51:22\n",
      "08:17\n",
      "138 of 414\n",
      "M 36-45\n",
      "55 of 152\n",
      "00:00:31\n",
      "00:51:53\n",
      "\n",
      "\n",
      "\n",
      "156\n",
      "176\n",
      "ANDREW WENDLANDT\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:51:24\n",
      "08:17\n",
      "139 of 414\n",
      "M 26-35\n",
      "42 of 154\n",
      "00:00:42\n",
      "00:52:06\n",
      "\n",
      "\n",
      "\n",
      "157\n",
      "422\n",
      "TRISTAN WOEHRLE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:51:34\n",
      "08:19\n",
      "140 of 414\n",
      "M 26-35\n",
      "43 of 154\n",
      "00:00:07\n",
      "00:51:41\n",
      "\n",
      "\n",
      "\n",
      "158\n",
      "276\n",
      "PAUL HACK\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:51:35\n",
      "08:19\n",
      "141 of 414\n",
      "M 46-55\n",
      "25 of 64\n",
      "00:00:39\n",
      "00:52:14\n",
      "\n",
      "\n",
      "\n",
      "159\n",
      "595\n",
      "JIANREN TAI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:51:38\n",
      "08:19\n",
      "142 of 414\n",
      "M 36-45\n",
      "56 of 152\n",
      "00:00:22\n",
      "00:52:00\n",
      "\n",
      "\n",
      "\n",
      "160\n",
      "159\n",
      "EUGENE LUHAVY\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:51:41\n",
      "08:20\n",
      "143 of 414\n",
      "M 26-35\n",
      "44 of 154\n",
      "00:00:50\n",
      "00:52:31\n",
      "\n",
      "\n",
      "\n",
      "161\n",
      "221\n",
      "REET CHATTERJEE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:51:43\n",
      "08:20\n",
      "144 of 414\n",
      "M Under 18\n",
      "1 of 2\n",
      "00:00:27\n",
      "00:52:10\n",
      "\n",
      "\n",
      "\n",
      "162\n",
      "4\n",
      "BHASKAR MANDALA\n",
      "M\n",
      "\n",
      "\n",
      "00:51:49\n",
      "08:21\n",
      "145 of 414\n",
      "M 36-45\n",
      "57 of 152\n",
      "00:00:21\n",
      "00:52:10\n",
      "COLUMBIA TEAM A\n",
      "\n",
      "\n",
      "163\n",
      "757\n",
      "JOSE MAURICIO MARULANDA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:51:52\n",
      "08:21\n",
      "146 of 414\n",
      "M 26-35\n",
      "45 of 154\n",
      "00:00:18\n",
      "00:52:10\n",
      "\n",
      "\n",
      "\n",
      "164\n",
      "571\n",
      "MARC STEVENSON SO\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:51:54\n",
      "08:22\n",
      "147 of 414\n",
      "M 36-45\n",
      "58 of 152\n",
      "00:00:17\n",
      "00:52:11\n",
      "\n",
      "\n",
      "\n",
      "165\n",
      "805\n",
      "TRISTAN HANSON\n",
      "M\n",
      "FOREST GROVE\n",
      "OR\n",
      "00:52:15\n",
      "08:25\n",
      "148 of 414\n",
      "M 26-35\n",
      "46 of 154\n",
      "00:00:30\n",
      "00:52:45\n",
      "\n",
      "\n",
      "\n",
      "166\n",
      "398\n",
      "DEREK R COLLIER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:52:17\n",
      "08:25\n",
      "149 of 414\n",
      "M 46-55\n",
      "26 of 64\n",
      "00:00:24\n",
      "00:52:41\n",
      "\n",
      "\n",
      "\n",
      "167\n",
      "389\n",
      "DANIEL P GARUBBA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:25\n",
      "08:27\n",
      "150 of 414\n",
      "M 26-35\n",
      "47 of 154\n",
      "00:01:08\n",
      "00:53:33\n",
      "\n",
      "\n",
      "\n",
      "168\n",
      "856\n",
      "AARON J WOODS\n",
      "M\n",
      "ALOHA\n",
      "OR\n",
      "00:52:26\n",
      "08:27\n",
      "151 of 414\n",
      "M 36-45\n",
      "59 of 152\n",
      "00:00:08\n",
      "00:52:34\n",
      "\n",
      "\n",
      "\n",
      "169\n",
      "748\n",
      "JAMES GREALISH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:34\n",
      "08:28\n",
      "152 of 414\n",
      "M 55+\n",
      "1 of 4\n",
      "00:00:44\n",
      "00:53:18\n",
      "\n",
      "\n",
      "\n",
      "170\n",
      "627\n",
      "LUCAS P BEVERLIN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:34\n",
      "08:28\n",
      "153 of 414\n",
      "M 36-45\n",
      "60 of 152\n",
      "00:00:20\n",
      "00:52:54\n",
      "\n",
      "\n",
      "\n",
      "171\n",
      "885\n",
      "BRIAN HINTZMAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:52:35\n",
      "08:29\n",
      "154 of 414\n",
      "M 46-55\n",
      "27 of 64\n",
      "00:00:07\n",
      "00:52:42\n",
      "\n",
      "\n",
      "\n",
      "172\n",
      "542\n",
      "JUSTINE BONNER\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:52:35\n",
      "08:29\n",
      "18 of 163\n",
      "F 46-55\n",
      "3 of 22\n",
      "00:00:34\n",
      "00:53:09\n",
      "\n",
      "\n",
      "\n",
      "173\n",
      "304\n",
      "VANESSA R BRITT\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:52:36\n",
      "08:29\n",
      "19 of 163\n",
      "F 26-35\n",
      "4 of 59\n",
      "00:00:25\n",
      "00:53:01\n",
      "\n",
      "\n",
      "\n",
      "174\n",
      "709\n",
      "RICHMOND B STURGILL\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "00:52:38\n",
      "08:29\n",
      "155 of 414\n",
      "M 36-45\n",
      "61 of 152\n",
      "00:00:17\n",
      "00:52:55\n",
      "\n",
      "\n",
      "\n",
      "175\n",
      "9\n",
      "BETH UNGER\n",
      "F\n",
      "\n",
      "\n",
      "00:52:38\n",
      "08:29\n",
      "20 of 163\n",
      "F 26-35\n",
      "5 of 59\n",
      "00:00:30\n",
      "00:53:08\n",
      "COLUMBIA TEAM C\n",
      "\n",
      "\n",
      "176\n",
      "44\n",
      "BINAY SINGH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:41\n",
      "08:29\n",
      "156 of 414\n",
      "M 36-45\n",
      "62 of 152\n",
      "00:00:23\n",
      "00:53:04\n",
      "\n",
      "\n",
      "\n",
      "177\n",
      "332\n",
      "VASUDEV RUPANAGUNTLA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:43\n",
      "08:30\n",
      "157 of 414\n",
      "M 18-25\n",
      "18 of 34\n",
      "00:00:08\n",
      "00:52:51\n",
      "\n",
      "\n",
      "\n",
      "178\n",
      "584\n",
      "CODY L COVEY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:47\n",
      "08:30\n",
      "158 of 414\n",
      "M 26-35\n",
      "48 of 154\n",
      "00:00:05\n",
      "00:52:52\n",
      "INTEL TEAM F\n",
      "\n",
      "\n",
      "179\n",
      "21\n",
      "VINOTHKUMAR RADHAKRISHNAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:52:48\n",
      "08:31\n",
      "159 of 414\n",
      "M 26-35\n",
      "49 of 154\n",
      "00:00:14\n",
      "00:53:02\n",
      "\n",
      "\n",
      "\n",
      "180\n",
      "337\n",
      "DEEPAK RAJENDRAKUMARAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:50\n",
      "08:31\n",
      "160 of 414\n",
      "M 26-35\n",
      "50 of 154\n",
      "00:00:32\n",
      "00:53:22\n",
      "\n",
      "\n",
      "\n",
      "181\n",
      "459\n",
      "JOHN HAMILTON\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:52:55\n",
      "08:32\n",
      "161 of 414\n",
      "M 46-55\n",
      "28 of 64\n",
      "00:00:29\n",
      "00:53:24\n",
      "INTEL TEAM K\n",
      "\n",
      "\n",
      "182\n",
      "444\n",
      "VARUN K SETLUR\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:52:55\n",
      "08:32\n",
      "162 of 414\n",
      "M 26-35\n",
      "51 of 154\n",
      "00:00:56\n",
      "00:53:51\n",
      "\n",
      "\n",
      "\n",
      "183\n",
      "211\n",
      "NAHOM YEMANE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:52:58\n",
      "08:32\n",
      "163 of 414\n",
      "M 18-25\n",
      "19 of 34\n",
      "00:00:32\n",
      "00:53:30\n",
      "\n",
      "\n",
      "\n",
      "184\n",
      "55\n",
      "ERNIE KHAW\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:53:02\n",
      "08:33\n",
      "164 of 414\n",
      "M 46-55\n",
      "29 of 64\n",
      "00:00:16\n",
      "00:53:18\n",
      "\n",
      "\n",
      "\n",
      "185\n",
      "613\n",
      "ANTON RODRIGUEZ-DMITRIEV\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:05\n",
      "08:33\n",
      "165 of 414\n",
      "M 26-35\n",
      "52 of 154\n",
      "00:01:06\n",
      "00:54:11\n",
      "\n",
      "\n",
      "\n",
      "186\n",
      "129\n",
      "KARL H AMSPACHER\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:53:06\n",
      "08:34\n",
      "166 of 414\n",
      "M 26-35\n",
      "53 of 154\n",
      "00:00:38\n",
      "00:53:44\n",
      "\n",
      "\n",
      "\n",
      "187\n",
      "599\n",
      "XIAODONG1 YANG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:09\n",
      "08:34\n",
      "167 of 414\n",
      "M 36-45\n",
      "63 of 152\n",
      "00:01:02\n",
      "00:54:11\n",
      "INTEL TEAM J\n",
      "\n",
      "\n",
      "188\n",
      "652\n",
      "CURTIS J HOFFMAN\n",
      "M\n",
      "ALOHA\n",
      "OR\n",
      "00:53:12\n",
      "08:34\n",
      "168 of 414\n",
      "M 36-45\n",
      "64 of 152\n",
      "00:00:55\n",
      "00:54:07\n",
      "\n",
      "\n",
      "\n",
      "189\n",
      "731\n",
      "ROBERT HEUSSNER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:16\n",
      "08:35\n",
      "169 of 414\n",
      "M 46-55\n",
      "30 of 64\n",
      "00:00:38\n",
      "00:53:54\n",
      "\n",
      "\n",
      "\n",
      "190\n",
      "767\n",
      "ROBERT EHLERT\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:23\n",
      "08:36\n",
      "170 of 414\n",
      "M 36-45\n",
      "65 of 152\n",
      "00:00:30\n",
      "00:53:53\n",
      "\n",
      "\n",
      "\n",
      "191\n",
      "170\n",
      "JAYCEE SLACK\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:53:26\n",
      "08:37\n",
      "21 of 163\n",
      "F 18-25\n",
      "4 of 21\n",
      "00:00:34\n",
      "00:54:00\n",
      "\n",
      "\n",
      "\n",
      "192\n",
      "610\n",
      "YATHIN PISSAY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:53:31\n",
      "08:38\n",
      "171 of 414\n",
      "M 26-35\n",
      "54 of 154\n",
      "00:00:21\n",
      "00:53:52\n",
      "\n",
      "\n",
      "\n",
      "193\n",
      "36\n",
      "AJITHPRASADJAIN ADALAGEREJWALANNA\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:53:32\n",
      "08:38\n",
      "172 of 414\n",
      "M 26-35\n",
      "55 of 154\n",
      "00:00:20\n",
      "00:53:52\n",
      "\n",
      "\n",
      "\n",
      "194\n",
      "707\n",
      "CANDICE L YUCA\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:53:33\n",
      "08:38\n",
      "22 of 163\n",
      "F 36-45\n",
      "9 of 56\n",
      "00:00:31\n",
      "00:54:04\n",
      "\n",
      "\n",
      "\n",
      "195\n",
      "763\n",
      "THIERRY TAMBE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:53:37\n",
      "08:38\n",
      "173 of 414\n",
      "M 26-35\n",
      "56 of 154\n",
      "00:00:38\n",
      "00:54:15\n",
      "\n",
      "\n",
      "\n",
      "196\n",
      "817\n",
      "ERIC GREGORY\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:44\n",
      "08:40\n",
      "174 of 414\n",
      "M 46-55\n",
      "31 of 64\n",
      "00:01:01\n",
      "00:54:45\n",
      "\n",
      "\n",
      "\n",
      "197\n",
      "881\n",
      "MICHELLE G DINSMOOR\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:45\n",
      "08:40\n",
      "23 of 163\n",
      "F 36-45\n",
      "10 of 56\n",
      "00:00:13\n",
      "00:53:58\n",
      "\n",
      "\n",
      "\n",
      "198\n",
      "280\n",
      "NIKHIL TALPALLIKAR\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:49\n",
      "08:40\n",
      "175 of 414\n",
      "M 26-35\n",
      "57 of 154\n",
      "00:00:29\n",
      "00:54:18\n",
      "INTEL TEAM B\n",
      "\n",
      "\n",
      "199\n",
      "760\n",
      "PAUL S MCCARTHY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:53:53\n",
      "08:41\n",
      "176 of 414\n",
      "M 26-35\n",
      "58 of 154\n",
      "00:00:59\n",
      "00:54:52\n",
      "\n",
      "\n",
      "\n",
      "200\n",
      "875\n",
      "KRISTINA M HIERSCHE\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:53:56\n",
      "08:42\n",
      "24 of 163\n",
      "F 26-35\n",
      "6 of 59\n",
      "00:00:19\n",
      "00:54:15\n",
      "\n",
      "\n",
      "\n",
      "201\n",
      "10\n",
      "MIKE HIRT\n",
      "M\n",
      "\n",
      "\n",
      "00:53:58\n",
      "08:42\n",
      "177 of 414\n",
      "M 46-55\n",
      "32 of 64\n",
      "00:00:25\n",
      "00:54:23\n",
      "COLUMBIA TEAM C\n",
      "\n",
      "\n",
      "202\n",
      "589\n",
      "BUM SOO KIM\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:53:59\n",
      "08:42\n",
      "178 of 414\n",
      "M 36-45\n",
      "66 of 152\n",
      "00:00:10\n",
      "00:54:09\n",
      "\n",
      "\n",
      "\n",
      "203\n",
      "780\n",
      "TONY GONZALEZ\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:53:59\n",
      "08:42\n",
      "179 of 414\n",
      "M 36-45\n",
      "67 of 152\n",
      "00:00:56\n",
      "00:54:55\n",
      "FXG1\n",
      "\n",
      "\n",
      "204\n",
      "741\n",
      "BLAKE ADKINS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:05\n",
      "08:43\n",
      "180 of 414\n",
      "M 26-35\n",
      "59 of 154\n",
      "00:01:06\n",
      "00:55:11\n",
      "\n",
      "\n",
      "\n",
      "205\n",
      "69\n",
      "KEATON WEISENBORN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:09\n",
      "08:44\n",
      "181 of 414\n",
      "M 26-35\n",
      "60 of 154\n",
      "00:00:16\n",
      "00:54:25\n",
      "DTNA1\n",
      "\n",
      "\n",
      "206\n",
      "70\n",
      "MAISIE WEISENBORN\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:10\n",
      "08:44\n",
      "25 of 163\n",
      "F 26-35\n",
      "7 of 59\n",
      "00:00:15\n",
      "00:54:25\n",
      "DTNA1\n",
      "\n",
      "\n",
      "207\n",
      "48\n",
      "LOUISE R DUNNE\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:16\n",
      "08:45\n",
      "26 of 163\n",
      "F 26-35\n",
      "8 of 59\n",
      "00:00:36\n",
      "00:54:52\n",
      "\n",
      "\n",
      "\n",
      "208\n",
      "714\n",
      "CLAYTON A BROWN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:54:17\n",
      "08:45\n",
      "182 of 414\n",
      "M 46-55\n",
      "33 of 64\n",
      "00:00:47\n",
      "00:55:04\n",
      "\n",
      "\n",
      "\n",
      "209\n",
      "851\n",
      "HONG NHUNG T TRAN\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:54:17\n",
      "08:45\n",
      "27 of 163\n",
      "F 26-35\n",
      "9 of 59\n",
      "00:00:49\n",
      "00:55:06\n",
      "\n",
      "\n",
      "\n",
      "210\n",
      "586\n",
      "JOHN S SUMMERS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:20\n",
      "08:45\n",
      "183 of 414\n",
      "M 26-35\n",
      "61 of 154\n",
      "00:01:21\n",
      "00:55:41\n",
      "\n",
      "\n",
      "\n",
      "211\n",
      "289\n",
      "HAREESH KHATTRI\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:54:21\n",
      "08:45\n",
      "184 of 414\n",
      "M 26-35\n",
      "62 of 154\n",
      "00:00:34\n",
      "00:54:55\n",
      "\n",
      "\n",
      "\n",
      "212\n",
      "664\n",
      "ABHISHEK JAIN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:54:29\n",
      "08:47\n",
      "185 of 414\n",
      "M 36-45\n",
      "68 of 152\n",
      "00:01:00\n",
      "00:55:29\n",
      "\n",
      "\n",
      "\n",
      "213\n",
      "386\n",
      "BENJAMIN D MOORE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:54:38\n",
      "08:48\n",
      "186 of 414\n",
      "M 46-55\n",
      "34 of 64\n",
      "00:00:33\n",
      "00:55:11\n",
      "\n",
      "\n",
      "\n",
      "214\n",
      "643\n",
      "MEAGEN A GILLISPIE\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:54:41\n",
      "08:49\n",
      "28 of 163\n",
      "F 36-45\n",
      "11 of 56\n",
      "00:01:24\n",
      "00:56:05\n",
      "\n",
      "\n",
      "\n",
      "215\n",
      "428\n",
      "CHRIS LORD\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:41\n",
      "08:49\n",
      "187 of 414\n",
      "M 46-55\n",
      "35 of 64\n",
      "00:01:48\n",
      "00:56:29\n",
      "\n",
      "\n",
      "\n",
      "216\n",
      "242\n",
      "SARAT V DASAKA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:43\n",
      "08:49\n",
      "188 of 414\n",
      "M 36-45\n",
      "69 of 152\n",
      "00:00:39\n",
      "00:55:22\n",
      "\n",
      "\n",
      "\n",
      "217\n",
      "845\n",
      "SUMANT PATANKAR\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:54:44\n",
      "08:49\n",
      "189 of 414\n",
      "M 26-35\n",
      "63 of 154\n",
      "00:00:33\n",
      "00:55:17\n",
      "\n",
      "\n",
      "\n",
      "218\n",
      "41\n",
      "VIVEK PARANJAPE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:54:46\n",
      "08:50\n",
      "190 of 414\n",
      "M 46-55\n",
      "36 of 64\n",
      "00:00:12\n",
      "00:54:58\n",
      "\n",
      "\n",
      "\n",
      "219\n",
      "425\n",
      "HOWARD HECK\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:54:50\n",
      "08:50\n",
      "191 of 414\n",
      "M 46-55\n",
      "37 of 64\n",
      "00:00:18\n",
      "00:55:08\n",
      "\n",
      "\n",
      "\n",
      "220\n",
      "267\n",
      "DANIEL NGUYEN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:54:53\n",
      "08:51\n",
      "192 of 414\n",
      "M 26-35\n",
      "64 of 154\n",
      "00:01:12\n",
      "00:56:05\n",
      "\n",
      "\n",
      "\n",
      "221\n",
      "873\n",
      "HAYDEN LOCKHART\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:55:00\n",
      "08:52\n",
      "193 of 414\n",
      "M 18-25\n",
      "20 of 34\n",
      "00:00:51\n",
      "00:55:51\n",
      "\n",
      "\n",
      "\n",
      "222\n",
      "698\n",
      "JEYASEKAR MARIMUTHU\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:55:00\n",
      "08:52\n",
      "194 of 414\n",
      "M 36-45\n",
      "70 of 152\n",
      "00:00:11\n",
      "00:55:11\n",
      "\n",
      "\n",
      "\n",
      "223\n",
      "802\n",
      "NICK LINDERT\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:55:00\n",
      "08:52\n",
      "195 of 414\n",
      "M 36-45\n",
      "71 of 152\n",
      "00:01:02\n",
      "00:56:02\n",
      "\n",
      "\n",
      "\n",
      "224\n",
      "713\n",
      "RAVI K SARIPALLI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:55:00\n",
      "08:52\n",
      "196 of 414\n",
      "M 46-55\n",
      "38 of 64\n",
      "00:00:22\n",
      "00:55:22\n",
      "\n",
      "\n",
      "\n",
      "225\n",
      "750\n",
      "RAJKUMAR GOVINDARAJAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:55:00\n",
      "08:52\n",
      "197 of 414\n",
      "M 26-35\n",
      "65 of 154\n",
      "00:00:46\n",
      "00:55:46\n",
      "\n",
      "\n",
      "\n",
      "226\n",
      "35\n",
      "DAMON MAPES\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:55:05\n",
      "08:53\n",
      "198 of 414\n",
      "M 46-55\n",
      "39 of 64\n",
      "00:00:38\n",
      "00:55:43\n",
      "\n",
      "\n",
      "\n",
      "227\n",
      "701\n",
      "JAINAVEEN SUNDARAM\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:55:12\n",
      "08:54\n",
      "199 of 414\n",
      "M 26-35\n",
      "66 of 154\n",
      "00:00:24\n",
      "00:55:36\n",
      "\n",
      "\n",
      "\n",
      "228\n",
      "134\n",
      "ZACHARY L NESBITT\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:55:16\n",
      "08:54\n",
      "200 of 414\n",
      "M 26-35\n",
      "67 of 154\n",
      "00:00:27\n",
      "00:55:43\n",
      "\n",
      "\n",
      "\n",
      "229\n",
      "246\n",
      "JOHN V KIM\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:55:19\n",
      "08:55\n",
      "201 of 414\n",
      "M 18-25\n",
      "21 of 34\n",
      "00:00:07\n",
      "00:55:26\n",
      "INTEL TEAM C\n",
      "\n",
      "\n",
      "230\n",
      "675\n",
      "BAMIDELE ADISA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:55:23\n",
      "08:56\n",
      "202 of 414\n",
      "M 36-45\n",
      "72 of 152\n",
      "00:00:20\n",
      "00:55:43\n",
      "\n",
      "\n",
      "\n",
      "231\n",
      "371\n",
      "PAUL A JONES\n",
      "M\n",
      "OTHER\n",
      "OR\n",
      "00:55:28\n",
      "08:56\n",
      "203 of 414\n",
      "M 26-35\n",
      "68 of 154\n",
      "00:00:36\n",
      "00:56:04\n",
      "\n",
      "\n",
      "\n",
      "232\n",
      "243\n",
      "SHANE R MARTIN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:55:29\n",
      "08:57\n",
      "204 of 414\n",
      "M 36-45\n",
      "73 of 152\n",
      "00:00:54\n",
      "00:56:23\n",
      "\n",
      "\n",
      "\n",
      "233\n",
      "769\n",
      "SIVAKUMAR P MUDANAI\n",
      "M\n",
      "LAKE OSWEGO\n",
      "OR\n",
      "00:55:33\n",
      "08:57\n",
      "205 of 414\n",
      "M 36-45\n",
      "74 of 152\n",
      "00:01:01\n",
      "00:56:34\n",
      "\n",
      "\n",
      "\n",
      "234\n",
      "753\n",
      "XIAOSHU ZHAO\n",
      "M\n",
      "LAKE OSWEGO\n",
      "OR\n",
      "00:55:42\n",
      "08:59\n",
      "206 of 414\n",
      "M 46-55\n",
      "40 of 64\n",
      "00:00:15\n",
      "00:55:57\n",
      "\n",
      "\n",
      "\n",
      "235\n",
      "650\n",
      "PAVEL GHOSH\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:55:45\n",
      "08:59\n",
      "207 of 414\n",
      "M 36-45\n",
      "75 of 152\n",
      "00:01:04\n",
      "00:56:49\n",
      "\n",
      "\n",
      "\n",
      "236\n",
      "605\n",
      "ERIC POZZI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:55:50\n",
      "09:00\n",
      "208 of 414\n",
      "M 26-35\n",
      "69 of 154\n",
      "00:00:41\n",
      "00:56:31\n",
      "INTEL TEAM G\n",
      "\n",
      "\n",
      "237\n",
      "464\n",
      "ISHAAN BISWAS\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:55:56\n",
      "09:01\n",
      "209 of 414\n",
      "M 26-35\n",
      "70 of 154\n",
      "00:00:08\n",
      "00:56:04\n",
      "\n",
      "\n",
      "\n",
      "238\n",
      "655\n",
      "ANNE HAO\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:56:00\n",
      "09:02\n",
      "29 of 163\n",
      "F 36-45\n",
      "12 of 56\n",
      "00:00:16\n",
      "00:56:16\n",
      "\n",
      "\n",
      "\n",
      "239\n",
      "784\n",
      "YUNFENG PI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:56:06\n",
      "09:02\n",
      "210 of 414\n",
      "M 36-45\n",
      "76 of 152\n",
      "00:00:22\n",
      "00:56:28\n",
      "DTNA3\n",
      "\n",
      "\n",
      "240\n",
      "342\n",
      "PRAMOD PESARA\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:56:13\n",
      "09:04\n",
      "211 of 414\n",
      "M 36-45\n",
      "77 of 152\n",
      "00:01:02\n",
      "00:57:15\n",
      "\n",
      "\n",
      "\n",
      "241\n",
      "53\n",
      "JOHN R AYERS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:56:19\n",
      "09:05\n",
      "212 of 414\n",
      "M 46-55\n",
      "41 of 64\n",
      "00:00:09\n",
      "00:56:28\n",
      "\n",
      "\n",
      "\n",
      "242\n",
      "32\n",
      "KYLE DEGENHARDT\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:56:20\n",
      "09:05\n",
      "213 of 414\n",
      "M 36-45\n",
      "78 of 152\n",
      "00:01:08\n",
      "00:57:28\n",
      "\n",
      "\n",
      "\n",
      "243\n",
      "564\n",
      "JARED M SCHULZ\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:56:26\n",
      "09:06\n",
      "214 of 414\n",
      "M 26-35\n",
      "71 of 154\n",
      "00:00:38\n",
      "00:57:04\n",
      "\n",
      "\n",
      "\n",
      "244\n",
      "25\n",
      "MINDEE HARDIN\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:56:30\n",
      "09:06\n",
      "30 of 163\n",
      "F 36-45\n",
      "13 of 56\n",
      "00:00:40\n",
      "00:57:10\n",
      "\n",
      "\n",
      "\n",
      "245\n",
      "315\n",
      "ROY MUNOZ\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:56:31\n",
      "09:06\n",
      "215 of 414\n",
      "M 26-35\n",
      "72 of 154\n",
      "00:00:32\n",
      "00:57:03\n",
      "\n",
      "\n",
      "\n",
      "246\n",
      "175\n",
      "SCOTT HARDIN\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:56:33\n",
      "09:07\n",
      "216 of 414\n",
      "M 36-45\n",
      "79 of 152\n",
      "00:00:39\n",
      "00:57:12\n",
      "\n",
      "\n",
      "\n",
      "247\n",
      "177\n",
      "CHRIS K HART\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:56:38\n",
      "09:08\n",
      "31 of 163\n",
      "F 46-55\n",
      "4 of 22\n",
      "00:00:36\n",
      "00:57:14\n",
      "\n",
      "\n",
      "\n",
      "248\n",
      "597\n",
      "CODY G XIU\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:56:48\n",
      "09:09\n",
      "217 of 414\n",
      "M 26-35\n",
      "73 of 154\n",
      "00:00:46\n",
      "00:57:34\n",
      "\n",
      "\n",
      "\n",
      "249\n",
      "436\n",
      "FRED COOPER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:56:55\n",
      "09:10\n",
      "218 of 414\n",
      "M 46-55\n",
      "42 of 64\n",
      "00:00:34\n",
      "00:57:29\n",
      "\n",
      "\n",
      "\n",
      "250\n",
      "456\n",
      "KARTHIK RAMAN\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:56:56\n",
      "09:11\n",
      "219 of 414\n",
      "M 26-35\n",
      "74 of 154\n",
      "00:00:17\n",
      "00:57:13\n",
      "\n",
      "\n",
      "\n",
      "251\n",
      "203\n",
      "MARIAH JEFFERY\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:56:58\n",
      "09:11\n",
      "32 of 163\n",
      "F 36-45\n",
      "14 of 56\n",
      "00:01:05\n",
      "00:58:03\n",
      "\n",
      "\n",
      "\n",
      "252\n",
      "381\n",
      "CASEY M JEFFERY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:56:58\n",
      "09:11\n",
      "220 of 414\n",
      "M 36-45\n",
      "80 of 152\n",
      "00:01:06\n",
      "00:58:04\n",
      "\n",
      "\n",
      "\n",
      "253\n",
      "399\n",
      "JAY ESPENIDA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:57:03\n",
      "09:12\n",
      "221 of 414\n",
      "M 36-45\n",
      "81 of 152\n",
      "00:01:13\n",
      "00:58:16\n",
      "\n",
      "\n",
      "\n",
      "254\n",
      "835\n",
      "KEVIN KURSCHNER\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:57:05\n",
      "09:12\n",
      "222 of 414\n",
      "M 18-25\n",
      "22 of 34\n",
      "00:00:07\n",
      "00:57:12\n",
      "\n",
      "\n",
      "\n",
      "255\n",
      "888\n",
      "HALADY ARPIT RAO\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:57:05\n",
      "09:12\n",
      "223 of 414\n",
      "M 18-25\n",
      "23 of 34\n",
      "00:00:41\n",
      "00:57:46\n",
      "\n",
      "\n",
      "\n",
      "256\n",
      "410\n",
      "KIRTI DEVI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:57:05\n",
      "09:12\n",
      "33 of 163\n",
      "F 46-55\n",
      "5 of 22\n",
      "00:00:27\n",
      "00:57:32\n",
      "\n",
      "\n",
      "\n",
      "257\n",
      "356\n",
      "LUIS D CONEJO ALPIZAR\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:57:13\n",
      "09:13\n",
      "224 of 414\n",
      "M 36-45\n",
      "82 of 152\n",
      "00:01:12\n",
      "00:58:25\n",
      "\n",
      "\n",
      "\n",
      "258\n",
      "575\n",
      "VIRAJ P MODAK\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:57:16\n",
      "09:14\n",
      "225 of 414\n",
      "M 26-35\n",
      "75 of 154\n",
      "00:00:34\n",
      "00:57:50\n",
      "INTEL TEAM F\n",
      "\n",
      "\n",
      "259\n",
      "137\n",
      "DON P BADIE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:57:17\n",
      "09:14\n",
      "226 of 414\n",
      "M 46-55\n",
      "43 of 64\n",
      "00:00:44\n",
      "00:58:01\n",
      "\n",
      "\n",
      "\n",
      "260\n",
      "397\n",
      "STEWART CHANG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:57:31\n",
      "09:16\n",
      "227 of 414\n",
      "M 36-45\n",
      "83 of 152\n",
      "00:00:33\n",
      "00:58:04\n",
      "\n",
      "\n",
      "\n",
      "261\n",
      "385\n",
      "KAYLA SEAGER\n",
      "F\n",
      "OTHER\n",
      "OR\n",
      "00:57:31\n",
      "09:16\n",
      "34 of 163\n",
      "F 26-35\n",
      "10 of 59\n",
      "00:00:41\n",
      "00:58:12\n",
      "\n",
      "\n",
      "\n",
      "262\n",
      "690\n",
      "STEPHANIE H MAYA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:57:33\n",
      "09:17\n",
      "35 of 163\n",
      "F 36-45\n",
      "15 of 56\n",
      "00:00:34\n",
      "00:58:07\n",
      "\n",
      "\n",
      "\n",
      "263\n",
      "340\n",
      "TIMOTHY L KIRKHAM\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "00:57:33\n",
      "09:17\n",
      "228 of 414\n",
      "M 26-35\n",
      "76 of 154\n",
      "00:00:23\n",
      "00:57:56\n",
      "\n",
      "\n",
      "\n",
      "264\n",
      "556\n",
      "TOD PAULY\n",
      "M\n",
      "WINLOCK\n",
      "WA\n",
      "00:57:36\n",
      "09:17\n",
      "229 of 414\n",
      "M 36-45\n",
      "84 of 152\n",
      "00:01:16\n",
      "00:58:52\n",
      "\n",
      "\n",
      "\n",
      "265\n",
      "637\n",
      "PRANAV NAKATE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:57:38\n",
      "09:17\n",
      "230 of 414\n",
      "M 26-35\n",
      "77 of 154\n",
      "00:00:25\n",
      "00:58:03\n",
      "INTEL TEAM B\n",
      "\n",
      "\n",
      "266\n",
      "872\n",
      "GABRIEL A WILLARD\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "00:57:42\n",
      "09:18\n",
      "231 of 414\n",
      "M 26-35\n",
      "78 of 154\n",
      "00:00:57\n",
      "00:58:39\n",
      "\n",
      "\n",
      "\n",
      "267\n",
      "466\n",
      "HIMANSHU JAIN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:57:43\n",
      "09:18\n",
      "232 of 414\n",
      "M 26-35\n",
      "79 of 154\n",
      "00:00:15\n",
      "00:57:58\n",
      "\n",
      "\n",
      "\n",
      "268\n",
      "782\n",
      "ARINDA SCHRUM\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:57:45\n",
      "09:18\n",
      "36 of 163\n",
      "F 26-35\n",
      "11 of 59\n",
      "00:00:56\n",
      "00:58:41\n",
      "FXG1\n",
      "\n",
      "\n",
      "269\n",
      "404\n",
      "NEETA DAMAHE\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:57:51\n",
      "09:19\n",
      "37 of 163\n",
      "F 36-45\n",
      "16 of 56\n",
      "00:00:05\n",
      "00:57:56\n",
      "\n",
      "\n",
      "\n",
      "270\n",
      "745\n",
      "ROSS GIDDINGS\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:58:01\n",
      "09:21\n",
      "233 of 414\n",
      "M 46-55\n",
      "44 of 64\n",
      "00:01:02\n",
      "00:59:03\n",
      "\n",
      "\n",
      "\n",
      "271\n",
      "348\n",
      "RAQUEL KUSTERS\n",
      "F\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:58:02\n",
      "09:21\n",
      "38 of 163\n",
      "F 18-25\n",
      "5 of 21\n",
      "00:00:32\n",
      "00:58:34\n",
      "\n",
      "\n",
      "\n",
      "272\n",
      "445\n",
      "PRAVEEN BALAJI THANGAMANI BALASUBRAMANIAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:58:13\n",
      "09:23\n",
      "234 of 414\n",
      "M 26-35\n",
      "80 of 154\n",
      "00:00:18\n",
      "00:58:31\n",
      "\n",
      "\n",
      "\n",
      "273\n",
      "712\n",
      "ATUL J SHAH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:58:15\n",
      "09:23\n",
      "235 of 414\n",
      "M 36-45\n",
      "85 of 152\n",
      "00:00:31\n",
      "00:58:46\n",
      "\n",
      "\n",
      "\n",
      "274\n",
      "733\n",
      "MARK A BYRAM\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:22\n",
      "09:24\n",
      "236 of 414\n",
      "M 36-45\n",
      "86 of 152\n",
      "00:00:15\n",
      "00:58:37\n",
      "\n",
      "\n",
      "\n",
      "275\n",
      "215\n",
      "RENE LORIA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:28\n",
      "09:25\n",
      "237 of 414\n",
      "M 46-55\n",
      "45 of 64\n",
      "00:00:19\n",
      "00:58:47\n",
      "\n",
      "\n",
      "\n",
      "276\n",
      "274\n",
      "RENE LORIA BARRIENTOS\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:58:28\n",
      "09:25\n",
      "238 of 414\n",
      "M 46-55\n",
      "46 of 64\n",
      "00:00:19\n",
      "00:58:47\n",
      "\n",
      "\n",
      "\n",
      "277\n",
      "632\n",
      "RUDRAJIT DATTA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:30\n",
      "09:26\n",
      "239 of 414\n",
      "M 26-35\n",
      "81 of 154\n",
      "00:01:04\n",
      "00:59:34\n",
      "\n",
      "\n",
      "\n",
      "278\n",
      "281\n",
      "JEFF V TRAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:58:33\n",
      "09:26\n",
      "240 of 414\n",
      "M 36-45\n",
      "87 of 152\n",
      "00:00:13\n",
      "00:58:46\n",
      "\n",
      "\n",
      "\n",
      "279\n",
      "287\n",
      "MANASI D NAVARE\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:35\n",
      "09:27\n",
      "39 of 163\n",
      "F 26-35\n",
      "12 of 59\n",
      "00:00:09\n",
      "00:58:44\n",
      "INTEL TEAM L\n",
      "\n",
      "\n",
      "280\n",
      "294\n",
      "LIZA PMD CAD JONES\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:39\n",
      "09:27\n",
      "40 of 163\n",
      "F 46-55\n",
      "6 of 22\n",
      "00:01:10\n",
      "00:59:49\n",
      "\n",
      "\n",
      "\n",
      "281\n",
      "11\n",
      "MICHELLE MIDDLETON\n",
      "F\n",
      "\n",
      "\n",
      "00:58:40\n",
      "09:27\n",
      "41 of 163\n",
      "F 36-45\n",
      "17 of 56\n",
      "00:00:31\n",
      "00:59:11\n",
      "COLUMBIA TEAM C\n",
      "\n",
      "\n",
      "282\n",
      "166\n",
      "BRIAN N TALBOTT\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:45\n",
      "09:28\n",
      "241 of 414\n",
      "M 46-55\n",
      "47 of 64\n",
      "00:00:24\n",
      "00:59:09\n",
      "\n",
      "\n",
      "\n",
      "283\n",
      "609\n",
      "JONATHAN J BURK\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:47\n",
      "09:28\n",
      "242 of 414\n",
      "M 26-35\n",
      "82 of 154\n",
      "00:01:28\n",
      "01:00:15\n",
      "\n",
      "\n",
      "\n",
      "284\n",
      "317\n",
      "AJAY CHINTALAPATI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:58:51\n",
      "09:29\n",
      "243 of 414\n",
      "M 18-25\n",
      "24 of 34\n",
      "00:00:22\n",
      "00:59:13\n",
      "\n",
      "\n",
      "\n",
      "285\n",
      "768\n",
      "BIBICHE M GEUSKENS\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:58:51\n",
      "09:29\n",
      "42 of 163\n",
      "F 46-55\n",
      "7 of 22\n",
      "00:00:24\n",
      "00:59:15\n",
      "INTEL TEAM H\n",
      "\n",
      "\n",
      "286\n",
      "657\n",
      "KALEIGH OBRIEN\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:58\n",
      "09:30\n",
      "43 of 163\n",
      "F 18-25\n",
      "6 of 21\n",
      "00:00:21\n",
      "00:59:19\n",
      "\n",
      "\n",
      "\n",
      "287\n",
      "258\n",
      "PEI-FANG SUNG\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:58:59\n",
      "09:30\n",
      "44 of 163\n",
      "F 26-35\n",
      "13 of 59\n",
      "00:01:29\n",
      "01:00:28\n",
      "\n",
      "\n",
      "\n",
      "288\n",
      "583\n",
      "DANIELLE CASILLAS\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:58:59\n",
      "09:30\n",
      "45 of 163\n",
      "F 26-35\n",
      "14 of 59\n",
      "00:01:28\n",
      "01:00:27\n",
      "INTEL TEAM M\n",
      "\n",
      "\n",
      "289\n",
      "354\n",
      "JOHNNIE L BIRCH JR\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "00:59:01\n",
      "09:31\n",
      "244 of 414\n",
      "M 36-45\n",
      "88 of 152\n",
      "00:00:36\n",
      "00:59:37\n",
      "\n",
      "\n",
      "\n",
      "290\n",
      "705\n",
      "ANDRES MALDONADO\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:59:02\n",
      "09:31\n",
      "245 of 414\n",
      "M 26-35\n",
      "83 of 154\n",
      "00:00:23\n",
      "00:59:25\n",
      "\n",
      "\n",
      "\n",
      "291\n",
      "668\n",
      "JIE HUANG1\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:59:11\n",
      "09:32\n",
      "46 of 163\n",
      "F 46-55\n",
      "8 of 22\n",
      "00:00:57\n",
      "01:00:08\n",
      "\n",
      "\n",
      "\n",
      "292\n",
      "621\n",
      "ZEENATH R TADISINA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:59:19\n",
      "09:34\n",
      "246 of 414\n",
      "M 36-45\n",
      "89 of 152\n",
      "00:00:27\n",
      "00:59:46\n",
      "\n",
      "\n",
      "\n",
      "293\n",
      "143\n",
      "NICOLAS LANGLEY\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:59:27\n",
      "09:35\n",
      "247 of 414\n",
      "M 18-25\n",
      "25 of 34\n",
      "00:00:54\n",
      "01:00:21\n",
      "\n",
      "\n",
      "\n",
      "294\n",
      "470\n",
      "ALLYSON HEILINGER\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:59:27\n",
      "09:35\n",
      "47 of 163\n",
      "F 26-35\n",
      "15 of 59\n",
      "00:01:09\n",
      "01:00:36\n",
      "\n",
      "\n",
      "\n",
      "295\n",
      "860\n",
      "PAUL STEARNS\n",
      "M\n",
      "OTHER\n",
      "OR\n",
      "00:59:29\n",
      "09:35\n",
      "248 of 414\n",
      "M 36-45\n",
      "90 of 152\n",
      "00:00:43\n",
      "01:00:12\n",
      "\n",
      "\n",
      "\n",
      "296\n",
      "248\n",
      "JAMES A HEILINGER\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:59:29\n",
      "09:35\n",
      "249 of 414\n",
      "M 26-35\n",
      "84 of 154\n",
      "00:01:09\n",
      "01:00:38\n",
      "\n",
      "\n",
      "\n",
      "297\n",
      "819\n",
      "ALAN HATFIELD\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "00:59:30\n",
      "09:35\n",
      "250 of 414\n",
      "M 46-55\n",
      "48 of 64\n",
      "00:00:45\n",
      "01:00:15\n",
      "\n",
      "\n",
      "\n",
      "298\n",
      "171\n",
      "VENU KARUMURU\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:59:31\n",
      "09:36\n",
      "251 of 414\n",
      "M 46-55\n",
      "49 of 64\n",
      "00:00:35\n",
      "01:00:06\n",
      "\n",
      "\n",
      "\n",
      "299\n",
      "329\n",
      "KELLY DEFACCI\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "00:59:32\n",
      "09:36\n",
      "48 of 163\n",
      "F 18-25\n",
      "7 of 21\n",
      "00:00:40\n",
      "01:00:12\n",
      "\n",
      "\n",
      "\n",
      "300\n",
      "380\n",
      "SRIKANTH RAGAM\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:59:40\n",
      "09:37\n",
      "252 of 414\n",
      "M 36-45\n",
      "91 of 152\n",
      "00:00:14\n",
      "00:59:54\n",
      "\n",
      "\n",
      "\n",
      "301\n",
      "803\n",
      "SYDNEY WHALEY\n",
      "F\n",
      "BRIDGEWATER\n",
      "NJ\n",
      "00:59:41\n",
      "09:37\n",
      "49 of 163\n",
      "F 18-25\n",
      "8 of 21\n",
      "00:00:40\n",
      "01:00:21\n",
      "\n",
      "\n",
      "\n",
      "302\n",
      "451\n",
      "DANIEL S TOZAKI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "00:59:43\n",
      "09:38\n",
      "253 of 414\n",
      "M 26-35\n",
      "85 of 154\n",
      "00:00:57\n",
      "01:00:40\n",
      "\n",
      "\n",
      "\n",
      "303\n",
      "328\n",
      "RISHANKA PRABHU\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:59:47\n",
      "09:38\n",
      "50 of 163\n",
      "F 26-35\n",
      "16 of 59\n",
      "00:00:20\n",
      "01:00:07\n",
      "\n",
      "\n",
      "\n",
      "304\n",
      "26\n",
      "KOUNG CHHIM\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "00:59:52\n",
      "09:39\n",
      "51 of 163\n",
      "F 46-55\n",
      "9 of 22\n",
      "00:00:15\n",
      "01:00:07\n",
      "\n",
      "\n",
      "\n",
      "305\n",
      "578\n",
      "DAVID J DESROCHER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "00:59:53\n",
      "09:39\n",
      "254 of 414\n",
      "M 36-45\n",
      "92 of 152\n",
      "00:00:50\n",
      "01:00:43\n",
      "\n",
      "\n",
      "\n",
      "306\n",
      "71\n",
      "CHRISTINA HUNTER\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "00:59:55\n",
      "09:39\n",
      "52 of 163\n",
      "F 46-55\n",
      "10 of 22\n",
      "00:00:14\n",
      "01:00:09\n",
      "\n",
      "\n",
      "\n",
      "307\n",
      "716\n",
      "PRASANNA A GOWDA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:00:01\n",
      "09:40\n",
      "255 of 414\n",
      "M 36-45\n",
      "93 of 152\n",
      "00:01:06\n",
      "01:01:07\n",
      "\n",
      "\n",
      "\n",
      "308\n",
      "269\n",
      "STANSLAUS W MWAKALEBELA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:00:03\n",
      "09:41\n",
      "256 of 414\n",
      "M 36-45\n",
      "94 of 152\n",
      "00:01:14\n",
      "01:01:17\n",
      "\n",
      "\n",
      "\n",
      "309\n",
      "640\n",
      "ANIL KAZA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:00:12\n",
      "09:42\n",
      "257 of 414\n",
      "M 36-45\n",
      "95 of 152\n",
      "00:00:29\n",
      "01:00:41\n",
      "\n",
      "\n",
      "\n",
      "310\n",
      "561\n",
      "MARIA PATLA\n",
      "F\n",
      "FOREST GROVE\n",
      "OR\n",
      "01:00:12\n",
      "09:42\n",
      "53 of 163\n",
      "F 36-45\n",
      "18 of 56\n",
      "00:00:37\n",
      "01:00:49\n",
      "\n",
      "\n",
      "\n",
      "311\n",
      "747\n",
      "LAWRENCE HEYWOOD\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:00:13\n",
      "09:42\n",
      "258 of 414\n",
      "M 46-55\n",
      "50 of 64\n",
      "00:00:55\n",
      "01:01:08\n",
      "\n",
      "\n",
      "\n",
      "312\n",
      "718\n",
      "SETH PATLA\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:00:13\n",
      "09:42\n",
      "259 of 414\n",
      "M 36-45\n",
      "96 of 152\n",
      "00:00:38\n",
      "01:00:51\n",
      "\n",
      "\n",
      "\n",
      "313\n",
      "163\n",
      "ALEXIS GREGERSON\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:00:18\n",
      "09:43\n",
      "54 of 163\n",
      "F 18-25\n",
      "9 of 21\n",
      "00:00:53\n",
      "01:01:11\n",
      "\n",
      "\n",
      "\n",
      "314\n",
      "775\n",
      "JASKARAN KHURANA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:00:18\n",
      "09:43\n",
      "260 of 414\n",
      "M 26-35\n",
      "86 of 154\n",
      "00:00:11\n",
      "01:00:29\n",
      "\n",
      "\n",
      "\n",
      "315\n",
      "884\n",
      "YOSHIKAZU KAWASE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:00:18\n",
      "09:43\n",
      "261 of 414\n",
      "M 26-35\n",
      "87 of 154\n",
      "00:01:13\n",
      "01:01:31\n",
      "\n",
      "\n",
      "\n",
      "316\n",
      "653\n",
      "RAGHUVIR RAMACHANDRAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:00:19\n",
      "09:43\n",
      "262 of 414\n",
      "M 36-45\n",
      "97 of 152\n",
      "00:00:42\n",
      "01:01:01\n",
      "\n",
      "\n",
      "\n",
      "317\n",
      "130\n",
      "BRENDAN MORTON\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:00:20\n",
      "09:43\n",
      "263 of 414\n",
      "M 36-45\n",
      "98 of 152\n",
      "00:00:59\n",
      "01:01:19\n",
      "\n",
      "\n",
      "\n",
      "318\n",
      "629\n",
      "RANJITH KUMAR\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:00:23\n",
      "09:44\n",
      "264 of 414\n",
      "M 26-35\n",
      "88 of 154\n",
      "00:00:52\n",
      "01:01:15\n",
      "\n",
      "\n",
      "\n",
      "319\n",
      "346\n",
      "JULIE MAAS\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:00:24\n",
      "09:44\n",
      "55 of 163\n",
      "F 36-45\n",
      "19 of 56\n",
      "00:01:08\n",
      "01:01:32\n",
      "INTEL TEAM N\n",
      "\n",
      "\n",
      "320\n",
      "210\n",
      "CAROLINA DE AGUIAR MARTINS\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:00:39\n",
      "09:46\n",
      "56 of 163\n",
      "F 26-35\n",
      "17 of 59\n",
      "00:01:08\n",
      "01:01:47\n",
      "\n",
      "\n",
      "\n",
      "321\n",
      "350\n",
      "RAFAEL MISOCZKI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:00:41\n",
      "09:47\n",
      "265 of 414\n",
      "M 26-35\n",
      "89 of 154\n",
      "00:01:10\n",
      "01:01:51\n",
      "\n",
      "\n",
      "\n",
      "322\n",
      "455\n",
      "HABTEAB L YEMANE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:00:42\n",
      "09:47\n",
      "266 of 414\n",
      "M 36-45\n",
      "99 of 152\n",
      "00:00:31\n",
      "01:01:13\n",
      "\n",
      "\n",
      "\n",
      "323\n",
      "577\n",
      "JOHN H EPPLE\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:00:47\n",
      "09:48\n",
      "267 of 414\n",
      "M 36-45\n",
      "100 of 152\n",
      "00:00:50\n",
      "01:01:37\n",
      "\n",
      "\n",
      "\n",
      "324\n",
      "147\n",
      "MEETA A BHATE\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:00:49\n",
      "09:48\n",
      "57 of 163\n",
      "F 36-45\n",
      "20 of 56\n",
      "00:00:27\n",
      "01:01:16\n",
      "INTEL TEAM N\n",
      "\n",
      "\n",
      "325\n",
      "876\n",
      "RUTH NEILL-JONES\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:00:56\n",
      "09:49\n",
      "58 of 163\n",
      "F 36-45\n",
      "21 of 56\n",
      "00:00:28\n",
      "01:01:24\n",
      "\n",
      "\n",
      "\n",
      "326\n",
      "321\n",
      "BILLY FLEMING\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:00:59\n",
      "09:50\n",
      "268 of 414\n",
      "M 26-35\n",
      "90 of 154\n",
      "00:01:14\n",
      "01:02:13\n",
      "\n",
      "\n",
      "\n",
      "327\n",
      "437\n",
      "THOMAS A BUSSELL\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:01:01\n",
      "09:50\n",
      "269 of 414\n",
      "M 26-35\n",
      "91 of 154\n",
      "00:00:29\n",
      "01:01:30\n",
      "\n",
      "\n",
      "\n",
      "328\n",
      "450\n",
      "JAY JUSTICE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:01:10\n",
      "09:52\n",
      "270 of 414\n",
      "M 36-45\n",
      "101 of 152\n",
      "00:01:11\n",
      "01:02:21\n",
      "\n",
      "\n",
      "\n",
      "329\n",
      "27\n",
      "THAMILSELVAN NADARAJAH\n",
      "M\n",
      "FOREST GROVE\n",
      "OR\n",
      "01:01:18\n",
      "09:53\n",
      "271 of 414\n",
      "M 36-45\n",
      "102 of 152\n",
      "00:00:09\n",
      "01:01:27\n",
      "\n",
      "\n",
      "\n",
      "330\n",
      "209\n",
      "SERIN BUSSELL\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:01:19\n",
      "09:53\n",
      "59 of 163\n",
      "F 26-35\n",
      "18 of 59\n",
      "00:00:28\n",
      "01:01:47\n",
      "\n",
      "\n",
      "\n",
      "331\n",
      "446\n",
      "HRISHIKESH KANITKAR\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:01:21\n",
      "09:53\n",
      "272 of 414\n",
      "M 26-35\n",
      "92 of 154\n",
      "00:00:45\n",
      "01:02:06\n",
      "\n",
      "\n",
      "\n",
      "332\n",
      "140\n",
      "KSHITZ GUPTA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:01:22\n",
      "09:53\n",
      "273 of 414\n",
      "M 18-25\n",
      "26 of 34\n",
      "00:00:49\n",
      "01:02:11\n",
      "\n",
      "\n",
      "\n",
      "333\n",
      "45\n",
      "KRISHNA DRONAVAJJALA\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:01:22\n",
      "09:54\n",
      "274 of 414\n",
      "M 36-45\n",
      "103 of 152\n",
      "00:00:19\n",
      "01:01:41\n",
      "\n",
      "\n",
      "\n",
      "334\n",
      "65\n",
      "AMANDA K SHARP\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:01:27\n",
      "09:54\n",
      "60 of 163\n",
      "F 46-55\n",
      "11 of 22\n",
      "00:00:55\n",
      "01:02:22\n",
      "\n",
      "\n",
      "\n",
      "335\n",
      "568\n",
      "MICHELLE R MARTIN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:01:30\n",
      "09:55\n",
      "61 of 163\n",
      "F 46-55\n",
      "12 of 22\n",
      "00:00:54\n",
      "01:02:24\n",
      "\n",
      "\n",
      "\n",
      "336\n",
      "462\n",
      "THOMAS V TRIMELONI\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:01:30\n",
      "09:55\n",
      "275 of 414\n",
      "M 26-35\n",
      "93 of 154\n",
      "00:00:34\n",
      "01:02:04\n",
      "\n",
      "\n",
      "\n",
      "337\n",
      "469\n",
      "JOSEPH BROUSSARD\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:01:32\n",
      "09:55\n",
      "276 of 414\n",
      "M 26-35\n",
      "94 of 154\n",
      "00:00:31\n",
      "01:02:03\n",
      "\n",
      "\n",
      "\n",
      "338\n",
      "847\n",
      "HIMANSHU SARODE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:01:35\n",
      "09:55\n",
      "277 of 414\n",
      "M 26-35\n",
      "95 of 154\n",
      "00:01:11\n",
      "01:02:46\n",
      "\n",
      "\n",
      "\n",
      "339\n",
      "262\n",
      "AARON C TERSTEEG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:01:48\n",
      "09:58\n",
      "278 of 414\n",
      "M 46-55\n",
      "51 of 64\n",
      "00:00:53\n",
      "01:02:41\n",
      "\n",
      "\n",
      "\n",
      "340\n",
      "375\n",
      "SHANTESH R PINGE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:01:48\n",
      "09:58\n",
      "279 of 414\n",
      "M 26-35\n",
      "96 of 154\n",
      "00:01:45\n",
      "01:03:33\n",
      "\n",
      "\n",
      "\n",
      "341\n",
      "206\n",
      "CESAR MARTINEZ SPESSOT\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:01:48\n",
      "09:58\n",
      "280 of 414\n",
      "M 36-45\n",
      "104 of 152\n",
      "00:00:53\n",
      "01:02:41\n",
      "\n",
      "\n",
      "\n",
      "342\n",
      "292\n",
      "LINJIA CHANG\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:01:49\n",
      "09:58\n",
      "62 of 163\n",
      "F 18-25\n",
      "10 of 21\n",
      "00:00:31\n",
      "01:02:20\n",
      "INTEL TEAM L\n",
      "\n",
      "\n",
      "343\n",
      "590\n",
      "EILEEN M HASSETT\n",
      "F\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:02:04\n",
      "10:00\n",
      "63 of 163\n",
      "F 26-35\n",
      "19 of 59\n",
      "00:00:15\n",
      "01:02:19\n",
      "\n",
      "\n",
      "\n",
      "344\n",
      "454\n",
      "LIDIA A KUSNADI\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:02:05\n",
      "10:00\n",
      "64 of 163\n",
      "F 26-35\n",
      "20 of 59\n",
      "00:00:41\n",
      "01:02:46\n",
      "\n",
      "\n",
      "\n",
      "345\n",
      "628\n",
      "SAGAR SUTHRAM\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:02:05\n",
      "10:00\n",
      "281 of 414\n",
      "M 26-35\n",
      "97 of 154\n",
      "00:00:41\n",
      "01:02:46\n",
      "\n",
      "\n",
      "\n",
      "346\n",
      "367\n",
      "RAMYA MERUVA\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:02:06\n",
      "10:01\n",
      "65 of 163\n",
      "F 26-35\n",
      "21 of 59\n",
      "00:00:23\n",
      "01:02:29\n",
      "INTEL TEAM M\n",
      "\n",
      "\n",
      "347\n",
      "546\n",
      "TYLER GERDIN\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "01:02:10\n",
      "10:01\n",
      "282 of 414\n",
      "M 26-35\n",
      "98 of 154\n",
      "00:00:16\n",
      "01:02:26\n",
      "\n",
      "\n",
      "\n",
      "348\n",
      "806\n",
      "BRANDON VANCE\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "01:02:18\n",
      "10:03\n",
      "283 of 414\n",
      "M 26-35\n",
      "99 of 154\n",
      "00:00:14\n",
      "01:02:32\n",
      "\n",
      "\n",
      "\n",
      "349\n",
      "773\n",
      "FRANK CHIOU\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:02:21\n",
      "10:03\n",
      "284 of 414\n",
      "M 18-25\n",
      "27 of 34\n",
      "00:00:12\n",
      "01:02:33\n",
      "\n",
      "\n",
      "\n",
      "350\n",
      "665\n",
      "ERIC S HIPONIA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:02:22\n",
      "10:03\n",
      "285 of 414\n",
      "M 36-45\n",
      "105 of 152\n",
      "00:01:23\n",
      "01:03:45\n",
      "\n",
      "\n",
      "\n",
      "351\n",
      "326\n",
      "AVINASH K GUDAGI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:02:25\n",
      "10:04\n",
      "286 of 414\n",
      "M 26-35\n",
      "100 of 154\n",
      "00:00:40\n",
      "01:03:05\n",
      "\n",
      "\n",
      "\n",
      "352\n",
      "661\n",
      "CARINA E HAHN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:02:29\n",
      "10:04\n",
      "66 of 163\n",
      "F 18-25\n",
      "11 of 21\n",
      "00:00:14\n",
      "01:02:43\n",
      "\n",
      "\n",
      "\n",
      "353\n",
      "244\n",
      "SANDEEP CHIPPADA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:02:30\n",
      "10:04\n",
      "287 of 414\n",
      "M 26-35\n",
      "101 of 154\n",
      "00:01:07\n",
      "01:03:37\n",
      "\n",
      "\n",
      "\n",
      "354\n",
      "756\n",
      "VEERESH A HONGAL\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:02:36\n",
      "10:05\n",
      "288 of 414\n",
      "M 26-35\n",
      "102 of 154\n",
      "00:01:06\n",
      "01:03:42\n",
      "\n",
      "\n",
      "\n",
      "355\n",
      "658\n",
      "RAVINDRA HOSKOTE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:02:39\n",
      "10:06\n",
      "289 of 414\n",
      "M 36-45\n",
      "106 of 152\n",
      "00:01:03\n",
      "01:03:42\n",
      "\n",
      "\n",
      "\n",
      "356\n",
      "850\n",
      "SHASHIKIRAN KONNUR SAMPATHKUMAR\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:02:41\n",
      "10:06\n",
      "290 of 414\n",
      "M 26-35\n",
      "103 of 154\n",
      "00:00:50\n",
      "01:03:31\n",
      "\n",
      "\n",
      "\n",
      "357\n",
      "608\n",
      "MAITHREYI GOPALAKRISHNAN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:02:43\n",
      "10:07\n",
      "67 of 163\n",
      "F 18-25\n",
      "12 of 21\n",
      "00:01:11\n",
      "01:03:54\n",
      "\n",
      "\n",
      "\n",
      "358\n",
      "376\n",
      "SREENIVAS KASTURI\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "01:02:44\n",
      "10:07\n",
      "291 of 414\n",
      "M 36-45\n",
      "107 of 152\n",
      "00:01:07\n",
      "01:03:51\n",
      "\n",
      "\n",
      "\n",
      "359\n",
      "406\n",
      "JEFFREY K SCIPIO\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:02:47\n",
      "10:07\n",
      "292 of 414\n",
      "M 46-55\n",
      "52 of 64\n",
      "00:00:31\n",
      "01:03:18\n",
      "\n",
      "\n",
      "\n",
      "360\n",
      "229\n",
      "MEENAKSHI MAMUNURU\n",
      "F\n",
      "TIGARD\n",
      "OR\n",
      "01:02:48\n",
      "10:07\n",
      "68 of 163\n",
      "F 26-35\n",
      "22 of 59\n",
      "00:01:08\n",
      "01:03:56\n",
      "\n",
      "\n",
      "\n",
      "361\n",
      "699\n",
      "LEE L THAMMAVONG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:02:48\n",
      "10:07\n",
      "293 of 414\n",
      "M 36-45\n",
      "108 of 152\n",
      "00:00:47\n",
      "01:03:35\n",
      "\n",
      "\n",
      "\n",
      "362\n",
      "314\n",
      "AMANDA DEVASTO\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:02:48\n",
      "10:07\n",
      "69 of 163\n",
      "F 26-35\n",
      "23 of 59\n",
      "00:00:32\n",
      "01:03:20\n",
      "\n",
      "\n",
      "\n",
      "363\n",
      "679\n",
      "HSIAO-AN SAMMY WANG\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:03:02\n",
      "10:10\n",
      "294 of 414\n",
      "M 36-45\n",
      "109 of 152\n",
      "00:01:00\n",
      "01:04:02\n",
      "\n",
      "\n",
      "\n",
      "364\n",
      "818\n",
      "HAO SHANG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:03:03\n",
      "10:10\n",
      "295 of 414\n",
      "M 36-45\n",
      "110 of 152\n",
      "00:00:56\n",
      "01:03:59\n",
      "\n",
      "\n",
      "\n",
      "365\n",
      "800\n",
      "ERIN MORLAN\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:03:08\n",
      "10:11\n",
      "70 of 163\n",
      "F 26-35\n",
      "24 of 59\n",
      "00:00:57\n",
      "01:04:05\n",
      "\n",
      "\n",
      "\n",
      "366\n",
      "432\n",
      "BRIAN SCHENCK\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:03:17\n",
      "10:12\n",
      "296 of 414\n",
      "M 46-55\n",
      "53 of 64\n",
      "00:01:05\n",
      "01:04:22\n",
      "\n",
      "\n",
      "\n",
      "367\n",
      "570\n",
      "LOICE CHINGOZHA\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:03:19\n",
      "10:12\n",
      "71 of 163\n",
      "F 26-35\n",
      "25 of 59\n",
      "00:00:26\n",
      "01:03:45\n",
      "\n",
      "\n",
      "\n",
      "368\n",
      "61\n",
      "AMANDA L HINSDALE\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:03:34\n",
      "10:15\n",
      "72 of 163\n",
      "F 36-45\n",
      "22 of 56\n",
      "00:00:49\n",
      "01:04:23\n",
      "\n",
      "\n",
      "\n",
      "369\n",
      "737\n",
      "HEIDI N BARNABY\n",
      "F\n",
      "OTHER\n",
      "OR\n",
      "01:03:34\n",
      "10:15\n",
      "73 of 163\n",
      "F 36-45\n",
      "23 of 56\n",
      "00:00:49\n",
      "01:04:23\n",
      "\n",
      "\n",
      "\n",
      "370\n",
      "615\n",
      "SEAN P DELCAMBRE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:03:36\n",
      "10:15\n",
      "297 of 414\n",
      "M 26-35\n",
      "104 of 154\n",
      "00:00:32\n",
      "01:04:08\n",
      "\n",
      "\n",
      "\n",
      "371\n",
      "859\n",
      "ERIN MCKALIP\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:03:44\n",
      "10:16\n",
      "74 of 163\n",
      "F 26-35\n",
      "26 of 59\n",
      "00:00:19\n",
      "01:04:03\n",
      "\n",
      "\n",
      "\n",
      "372\n",
      "309\n",
      "BHARADWAJ THANDRA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:03:44\n",
      "10:16\n",
      "298 of 414\n",
      "M 18-25\n",
      "28 of 34\n",
      "00:00:08\n",
      "01:03:52\n",
      "\n",
      "\n",
      "\n",
      "373\n",
      "725\n",
      "GENE H LANDREVILLE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:03:49\n",
      "10:17\n",
      "299 of 414\n",
      "M 46-55\n",
      "54 of 64\n",
      "00:01:07\n",
      "01:04:56\n",
      "\n",
      "\n",
      "\n",
      "374\n",
      "678\n",
      "RITU ARORA\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:03:51\n",
      "10:17\n",
      "75 of 163\n",
      "F 26-35\n",
      "27 of 59\n",
      "00:00:29\n",
      "01:04:20\n",
      "\n",
      "\n",
      "\n",
      "375\n",
      "343\n",
      "JAYAKUMARAN RAVI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:03:51\n",
      "10:18\n",
      "300 of 414\n",
      "M 26-35\n",
      "105 of 154\n",
      "00:00:43\n",
      "01:04:34\n",
      "\n",
      "\n",
      "\n",
      "376\n",
      "131\n",
      "ASHLEY DURHAM\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:03:53\n",
      "10:18\n",
      "76 of 163\n",
      "F 36-45\n",
      "24 of 56\n",
      "00:00:45\n",
      "01:04:38\n",
      "\n",
      "\n",
      "\n",
      "377\n",
      "854\n",
      "JESSE T HARRIS\n",
      "M\n",
      "LAKE OSWEGO\n",
      "OR\n",
      "01:04:07\n",
      "10:20\n",
      "301 of 414\n",
      "M 36-45\n",
      "111 of 152\n",
      "00:00:43\n",
      "01:04:50\n",
      "\n",
      "\n",
      "\n",
      "378\n",
      "638\n",
      "GAGAN D MALLARAPU\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:04:09\n",
      "10:20\n",
      "302 of 414\n",
      "M 26-35\n",
      "106 of 154\n",
      "00:00:17\n",
      "01:04:26\n",
      "\n",
      "\n",
      "\n",
      "379\n",
      "565\n",
      "CHANDRAMOULI V KASHYAP\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:04:09\n",
      "10:20\n",
      "303 of 414\n",
      "M 46-55\n",
      "55 of 64\n",
      "00:01:02\n",
      "01:05:11\n",
      "\n",
      "\n",
      "\n",
      "380\n",
      "566\n",
      "NANDAKISHORE V KURUGANTI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:04:10\n",
      "10:21\n",
      "304 of 414\n",
      "M 36-45\n",
      "112 of 152\n",
      "00:01:01\n",
      "01:05:11\n",
      "\n",
      "\n",
      "\n",
      "381\n",
      "228\n",
      "MATTHEW MAAS\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:04:11\n",
      "10:21\n",
      "305 of 414\n",
      "M 36-45\n",
      "113 of 152\n",
      "00:01:09\n",
      "01:05:20\n",
      "\n",
      "\n",
      "\n",
      "382\n",
      "836\n",
      "DAWN HARRIS\n",
      "F\n",
      "LAKE OSWEGO\n",
      "OR\n",
      "01:04:16\n",
      "10:22\n",
      "77 of 163\n",
      "F 36-45\n",
      "25 of 56\n",
      "00:00:43\n",
      "01:04:59\n",
      "\n",
      "\n",
      "\n",
      "383\n",
      "644\n",
      "JIAYIN LIN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:04:19\n",
      "10:22\n",
      "78 of 163\n",
      "F 26-35\n",
      "28 of 59\n",
      "00:00:56\n",
      "01:05:15\n",
      "\n",
      "\n",
      "\n",
      "384\n",
      "5\n",
      "KENDRA DONLIN\n",
      "F\n",
      "\n",
      "\n",
      "01:04:19\n",
      "10:22\n",
      "79 of 163\n",
      "F 26-35\n",
      "29 of 59\n",
      "00:00:32\n",
      "01:04:51\n",
      "COLUMBIA TEAM B\n",
      "\n",
      "\n",
      "385\n",
      "60\n",
      "LILI WEI\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:04:22\n",
      "10:22\n",
      "80 of 163\n",
      "F 36-45\n",
      "26 of 56\n",
      "00:00:09\n",
      "01:04:31\n",
      "\n",
      "\n",
      "\n",
      "386\n",
      "325\n",
      "PARKER RIDD\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:04:25\n",
      "10:23\n",
      "306 of 414\n",
      "M 18-25\n",
      "29 of 34\n",
      "00:00:14\n",
      "01:04:39\n",
      "\n",
      "\n",
      "\n",
      "387\n",
      "413\n",
      "PAUL C GEORGE\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:04:28\n",
      "10:23\n",
      "307 of 414\n",
      "M 36-45\n",
      "114 of 152\n",
      "00:01:07\n",
      "01:05:35\n",
      "\n",
      "\n",
      "\n",
      "388\n",
      "581\n",
      "JAVIER E SALVATIERRA\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:04:30\n",
      "10:24\n",
      "308 of 414\n",
      "M 36-45\n",
      "115 of 152\n",
      "00:00:55\n",
      "01:05:25\n",
      "\n",
      "\n",
      "\n",
      "389\n",
      "603\n",
      "KELLY M HERWICK\n",
      "F\n",
      "OTHER\n",
      "OR\n",
      "01:04:33\n",
      "10:24\n",
      "81 of 163\n",
      "F 36-45\n",
      "27 of 56\n",
      "00:00:12\n",
      "01:04:45\n",
      "\n",
      "\n",
      "\n",
      "390\n",
      "869\n",
      "PRIYARANGA KOSWATTA\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:04:35\n",
      "10:25\n",
      "309 of 414\n",
      "M 26-35\n",
      "107 of 154\n",
      "00:00:47\n",
      "01:05:22\n",
      "INTEL TEAM H\n",
      "\n",
      "\n",
      "391\n",
      "202\n",
      "GAURI KAMBHATLA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:04:37\n",
      "10:25\n",
      "82 of 163\n",
      "F 18-25\n",
      "13 of 21\n",
      "00:00:35\n",
      "01:05:12\n",
      "\n",
      "\n",
      "\n",
      "392\n",
      "706\n",
      "ROHIT KULKARNI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:04:40\n",
      "10:25\n",
      "310 of 414\n",
      "M 26-35\n",
      "108 of 154\n",
      "00:00:29\n",
      "01:05:09\n",
      "\n",
      "\n",
      "\n",
      "393\n",
      "63\n",
      "ERIN M MCDONNELL\n",
      "F\n",
      "ALOHA\n",
      "OR\n",
      "01:04:44\n",
      "10:26\n",
      "83 of 163\n",
      "F 26-35\n",
      "30 of 59\n",
      "00:00:20\n",
      "01:05:04\n",
      "\n",
      "\n",
      "\n",
      "394\n",
      "808\n",
      "ROSINA ZEVALLOS\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:04:48\n",
      "10:27\n",
      "84 of 163\n",
      "F 36-45\n",
      "28 of 56\n",
      "00:00:36\n",
      "01:05:24\n",
      "\n",
      "\n",
      "\n",
      "395\n",
      "54\n",
      "MICHAEL J JACKSON\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:04:51\n",
      "10:27\n",
      "311 of 414\n",
      "M 26-35\n",
      "109 of 154\n",
      "00:00:30\n",
      "01:05:21\n",
      "\n",
      "\n",
      "\n",
      "396\n",
      "391\n",
      "SARAH M GORE\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:04:55\n",
      "10:28\n",
      "85 of 163\n",
      "F 36-45\n",
      "29 of 56\n",
      "00:00:45\n",
      "01:05:40\n",
      "\n",
      "\n",
      "\n",
      "397\n",
      "40\n",
      "DENISE HERNANDEZ\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:04:56\n",
      "10:28\n",
      "86 of 163\n",
      "F 26-35\n",
      "31 of 59\n",
      "00:00:45\n",
      "01:05:41\n",
      "\n",
      "\n",
      "\n",
      "398\n",
      "567\n",
      "STACIE L COLLINS\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:04:57\n",
      "10:28\n",
      "87 of 163\n",
      "F 26-35\n",
      "32 of 59\n",
      "00:00:46\n",
      "01:05:43\n",
      "\n",
      "\n",
      "\n",
      "399\n",
      "30\n",
      "BAPPADITYA SAMANTA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:04:59\n",
      "10:28\n",
      "312 of 414\n",
      "M 26-35\n",
      "110 of 154\n",
      "00:00:27\n",
      "01:05:26\n",
      "\n",
      "\n",
      "\n",
      "400\n",
      "463\n",
      "SAMATHA GAVVA\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:05:12\n",
      "10:31\n",
      "88 of 163\n",
      "F 18-25\n",
      "14 of 21\n",
      "00:00:25\n",
      "01:05:37\n",
      "\n",
      "\n",
      "\n",
      "401\n",
      "290\n",
      "CHINNA PRUDVI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:05:13\n",
      "10:31\n",
      "313 of 414\n",
      "M 46-55\n",
      "56 of 64\n",
      "00:00:49\n",
      "01:06:02\n",
      "INTEL TEAM C\n",
      "\n",
      "\n",
      "402\n",
      "222\n",
      "VEENA CHANDRANNA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:05:14\n",
      "10:31\n",
      "89 of 163\n",
      "F 36-45\n",
      "30 of 56\n",
      "00:00:41\n",
      "01:05:55\n",
      "\n",
      "\n",
      "\n",
      "403\n",
      "724\n",
      "TAYLOR EVANS\n",
      "M\n",
      "TUALATIN\n",
      "OR\n",
      "01:05:16\n",
      "10:31\n",
      "314 of 414\n",
      "M 26-35\n",
      "111 of 154\n",
      "00:00:30\n",
      "01:05:46\n",
      "\n",
      "\n",
      "\n",
      "404\n",
      "224\n",
      "KATIE SCARLETT KIMBALL\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:05:16\n",
      "10:31\n",
      "90 of 163\n",
      "F 26-35\n",
      "33 of 59\n",
      "00:01:14\n",
      "01:06:30\n",
      "\n",
      "\n",
      "\n",
      "405\n",
      "700\n",
      "RAGHUVEER DEVULAPALLI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:05:16\n",
      "10:31\n",
      "315 of 414\n",
      "M 26-35\n",
      "112 of 154\n",
      "00:00:59\n",
      "01:06:15\n",
      "\n",
      "\n",
      "\n",
      "406\n",
      "693\n",
      "CALEIGH J FEENY\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:05:19\n",
      "10:32\n",
      "91 of 163\n",
      "F 18-25\n",
      "15 of 21\n",
      "00:00:21\n",
      "01:05:40\n",
      "\n",
      "\n",
      "\n",
      "407\n",
      "299\n",
      "VIJAYA C YADAV\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:05:21\n",
      "10:32\n",
      "316 of 414\n",
      "M 26-35\n",
      "113 of 154\n",
      "00:00:18\n",
      "01:05:39\n",
      "\n",
      "\n",
      "\n",
      "408\n",
      "430\n",
      "KENT C LUSTED\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:05:27\n",
      "10:33\n",
      "317 of 414\n",
      "M 36-45\n",
      "116 of 152\n",
      "00:01:17\n",
      "01:06:44\n",
      "\n",
      "\n",
      "\n",
      "409\n",
      "771\n",
      "PATRICK GOTTSACKER\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:05:33\n",
      "10:34\n",
      "318 of 414\n",
      "M 36-45\n",
      "117 of 152\n",
      "00:00:22\n",
      "01:05:55\n",
      "INTEL TEAM J\n",
      "\n",
      "\n",
      "410\n",
      "408\n",
      "LYLE LU\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:05:37\n",
      "10:35\n",
      "319 of 414\n",
      "M 55+\n",
      "2 of 4\n",
      "00:00:50\n",
      "01:06:27\n",
      "\n",
      "\n",
      "\n",
      "411\n",
      "801\n",
      "MUSTAFA JAMA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:05:44\n",
      "10:36\n",
      "320 of 414\n",
      "M 46-55\n",
      "57 of 64\n",
      "00:00:37\n",
      "01:06:21\n",
      "\n",
      "\n",
      "\n",
      "412\n",
      "285\n",
      "FRED BARBEE\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "01:05:48\n",
      "10:36\n",
      "321 of 414\n",
      "M 46-55\n",
      "58 of 64\n",
      "00:01:17\n",
      "01:07:05\n",
      "\n",
      "\n",
      "\n",
      "413\n",
      "682\n",
      "HADAR SHAIM\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:05:53\n",
      "10:37\n",
      "92 of 163\n",
      "F 36-45\n",
      "31 of 56\n",
      "00:00:23\n",
      "01:06:16\n",
      "\n",
      "\n",
      "\n",
      "414\n",
      "537\n",
      "JEEVAN MADDALA\n",
      "M\n",
      "20746 SW MABEL ST\n",
      "OR\n",
      "01:06:04\n",
      "10:39\n",
      "322 of 414\n",
      "M 26-35\n",
      "114 of 154\n",
      "00:00:59\n",
      "01:07:03\n",
      "\n",
      "\n",
      "\n",
      "415\n",
      "305\n",
      "NIKET D CHOKSI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:06:14\n",
      "10:41\n",
      "323 of 414\n",
      "M 26-35\n",
      "115 of 154\n",
      "00:01:06\n",
      "01:07:20\n",
      "\n",
      "\n",
      "\n",
      "416\n",
      "23\n",
      "DANIEL LOSEKE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:06:19\n",
      "10:41\n",
      "324 of 414\n",
      "M 26-35\n",
      "116 of 154\n",
      "00:01:17\n",
      "01:07:36\n",
      "\n",
      "\n",
      "\n",
      "417\n",
      "720\n",
      "AMANDA S BRACKEN\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:06:28\n",
      "10:43\n",
      "93 of 163\n",
      "F 36-45\n",
      "32 of 56\n",
      "00:01:23\n",
      "01:07:51\n",
      "\n",
      "\n",
      "\n",
      "418\n",
      "419\n",
      "AJAY JAGARLAMUDI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:06:32\n",
      "10:44\n",
      "325 of 414\n",
      "M 26-35\n",
      "117 of 154\n",
      "00:00:38\n",
      "01:07:10\n",
      "\n",
      "\n",
      "\n",
      "419\n",
      "721\n",
      "KARIN SUNG\n",
      "F\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:06:38\n",
      "10:44\n",
      "94 of 163\n",
      "F 26-35\n",
      "34 of 59\n",
      "00:00:46\n",
      "01:07:24\n",
      "\n",
      "\n",
      "\n",
      "420\n",
      "666\n",
      "VIVEK THIRTHA\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:06:41\n",
      "10:45\n",
      "326 of 414\n",
      "M 36-45\n",
      "118 of 152\n",
      "00:00:33\n",
      "01:07:14\n",
      "\n",
      "\n",
      "\n",
      "421\n",
      "433\n",
      "CHRIS NORMAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:06:43\n",
      "10:45\n",
      "327 of 414\n",
      "M 46-55\n",
      "59 of 64\n",
      "00:00:51\n",
      "01:07:34\n",
      "\n",
      "\n",
      "\n",
      "422\n",
      "636\n",
      "ROHAN R PATIL\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:06:45\n",
      "10:46\n",
      "328 of 414\n",
      "M 26-35\n",
      "118 of 154\n",
      "00:01:12\n",
      "01:07:57\n",
      "\n",
      "\n",
      "\n",
      "423\n",
      "726\n",
      "MARK C GIOVANNOZZI\n",
      "M\n",
      "OUT OF STATE\n",
      "WA\n",
      "01:06:46\n",
      "10:46\n",
      "329 of 414\n",
      "M 46-55\n",
      "60 of 64\n",
      "00:01:14\n",
      "01:08:00\n",
      "\n",
      "\n",
      "\n",
      "424\n",
      "297\n",
      "HUANG JIN\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:06:50\n",
      "10:46\n",
      "330 of 414\n",
      "M 36-45\n",
      "119 of 152\n",
      "00:00:32\n",
      "01:07:22\n",
      "\n",
      "\n",
      "\n",
      "425\n",
      "8\n",
      "MARIE-PIERRE VIGNE\n",
      "F\n",
      "\n",
      "\n",
      "01:06:51\n",
      "10:47\n",
      "95 of 163\n",
      "F 36-45\n",
      "33 of 56\n",
      "00:00:28\n",
      "01:07:19\n",
      "COLUMBIA TEAM B\n",
      "\n",
      "\n",
      "426\n",
      "604\n",
      "INDRI ADISOEMARTA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:06:52\n",
      "10:47\n",
      "96 of 163\n",
      "F 18-25\n",
      "16 of 21\n",
      "00:01:10\n",
      "01:08:02\n",
      "\n",
      "\n",
      "\n",
      "427\n",
      "148\n",
      "FRAZER TEE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:06:53\n",
      "10:47\n",
      "331 of 414\n",
      "M 18-25\n",
      "30 of 34\n",
      "00:00:36\n",
      "01:07:29\n",
      "\n",
      "\n",
      "\n",
      "428\n",
      "842\n",
      "SHIVARAMAN RAMACHANDRAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:06:55\n",
      "10:47\n",
      "332 of 414\n",
      "M 36-45\n",
      "120 of 152\n",
      "00:00:32\n",
      "01:07:27\n",
      "INTEL TEAM J\n",
      "\n",
      "\n",
      "429\n",
      "641\n",
      "VENKATA ADITYA ADDEPALLI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:04\n",
      "10:49\n",
      "333 of 414\n",
      "M 18-25\n",
      "31 of 34\n",
      "00:00:26\n",
      "01:07:30\n",
      "\n",
      "\n",
      "\n",
      "430\n",
      "669\n",
      "CHAITANYA YADDANAPUDI VENKATA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:14\n",
      "10:50\n",
      "334 of 414\n",
      "M 26-35\n",
      "119 of 154\n",
      "00:00:25\n",
      "01:07:39\n",
      "\n",
      "\n",
      "\n",
      "431\n",
      "33\n",
      "ROBERT ROBINSON\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:14\n",
      "10:50\n",
      "335 of 414\n",
      "M 18-25\n",
      "32 of 34\n",
      "00:00:26\n",
      "01:07:40\n",
      "\n",
      "\n",
      "\n",
      "432\n",
      "611\n",
      "ADITYA KASUKURTI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:16\n",
      "10:51\n",
      "336 of 414\n",
      "M 26-35\n",
      "120 of 154\n",
      "00:01:00\n",
      "01:08:16\n",
      "\n",
      "\n",
      "\n",
      "433\n",
      "34\n",
      "REBECCA LATIOLAIT\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:16\n",
      "10:51\n",
      "97 of 163\n",
      "F 26-35\n",
      "35 of 59\n",
      "00:00:24\n",
      "01:07:40\n",
      "\n",
      "\n",
      "\n",
      "434\n",
      "663\n",
      "VINEET V NAIR\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:16\n",
      "10:51\n",
      "337 of 414\n",
      "M 26-35\n",
      "121 of 154\n",
      "00:00:38\n",
      "01:07:54\n",
      "\n",
      "\n",
      "\n",
      "435\n",
      "369\n",
      "ANNE C MCEWAN\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:07:18\n",
      "10:51\n",
      "98 of 163\n",
      "F 46-55\n",
      "13 of 22\n",
      "00:00:54\n",
      "01:08:12\n",
      "\n",
      "\n",
      "\n",
      "436\n",
      "400\n",
      "KERI A CARKEEK\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:07:18\n",
      "10:51\n",
      "99 of 163\n",
      "F 46-55\n",
      "14 of 22\n",
      "00:00:54\n",
      "01:08:12\n",
      "\n",
      "\n",
      "\n",
      "437\n",
      "877\n",
      "VICKY L ESPIASSE\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:23\n",
      "10:52\n",
      "100 of 163\n",
      "F 46-55\n",
      "15 of 22\n",
      "00:00:05\n",
      "01:07:28\n",
      "\n",
      "\n",
      "\n",
      "438\n",
      "379\n",
      "EDBERG LIONEL STEPHEN CHARLES\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:07:25\n",
      "10:52\n",
      "338 of 414\n",
      "M 26-35\n",
      "122 of 154\n",
      "00:00:50\n",
      "01:08:15\n",
      "\n",
      "\n",
      "\n",
      "439\n",
      "878\n",
      "DAVID N ARBOW\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:07:28\n",
      "10:52\n",
      "339 of 414\n",
      "M 36-45\n",
      "121 of 152\n",
      "00:00:51\n",
      "01:08:19\n",
      "\n",
      "\n",
      "\n",
      "440\n",
      "301\n",
      "SUDHEER MOGILAPPAGARI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:35\n",
      "10:54\n",
      "340 of 414\n",
      "M 36-45\n",
      "122 of 152\n",
      "00:00:53\n",
      "01:08:28\n",
      "\n",
      "\n",
      "\n",
      "441\n",
      "302\n",
      "KARTHIKK SRIDHARAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:07:41\n",
      "10:55\n",
      "341 of 414\n",
      "M 26-35\n",
      "123 of 154\n",
      "00:00:45\n",
      "01:08:26\n",
      "\n",
      "\n",
      "\n",
      "442\n",
      "252\n",
      "SKYLAR BROWN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:46\n",
      "10:55\n",
      "342 of 414\n",
      "M 26-35\n",
      "124 of 154\n",
      "00:00:36\n",
      "01:08:22\n",
      "\n",
      "\n",
      "\n",
      "443\n",
      "254\n",
      "KIRSTIN M BROWN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:07:51\n",
      "10:56\n",
      "101 of 163\n",
      "F 18-25\n",
      "17 of 21\n",
      "00:00:35\n",
      "01:08:26\n",
      "\n",
      "\n",
      "\n",
      "444\n",
      "405\n",
      "ABHISHEK PILLAI\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:07:52\n",
      "10:56\n",
      "343 of 414\n",
      "M 36-45\n",
      "123 of 152\n",
      "00:00:57\n",
      "01:08:49\n",
      "\n",
      "\n",
      "\n",
      "445\n",
      "616\n",
      "OMKAR R PARAJULI\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:07:56\n",
      "10:57\n",
      "344 of 414\n",
      "M 36-45\n",
      "124 of 152\n",
      "00:00:51\n",
      "01:08:47\n",
      "\n",
      "\n",
      "\n",
      "446\n",
      "588\n",
      "JINPYO HONG\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:08:07\n",
      "10:59\n",
      "345 of 414\n",
      "M 26-35\n",
      "125 of 154\n",
      "00:00:10\n",
      "01:08:17\n",
      "INTEL TEAM G\n",
      "\n",
      "\n",
      "447\n",
      "659\n",
      "GOUTHAM BATTULA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:11\n",
      "10:59\n",
      "346 of 414\n",
      "M 18-25\n",
      "33 of 34\n",
      "00:00:23\n",
      "01:08:34\n",
      "\n",
      "\n",
      "\n",
      "448\n",
      "318\n",
      "PADMA M CHILAKALA\n",
      "F\n",
      "TIGARD\n",
      "OR\n",
      "01:08:12\n",
      "11:00\n",
      "102 of 163\n",
      "\n",
      "2 of 6\n",
      "00:00:41\n",
      "01:08:53\n",
      "\n",
      "\n",
      "\n",
      "449\n",
      "259\n",
      "VISHNU V RAVI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:16\n",
      "11:00\n",
      "347 of 414\n",
      "M 26-35\n",
      "126 of 154\n",
      "00:00:30\n",
      "01:08:46\n",
      "\n",
      "\n",
      "\n",
      "450\n",
      "667\n",
      "CHANAKYA KOPPOLU\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:17\n",
      "11:00\n",
      "348 of 414\n",
      "M 36-45\n",
      "125 of 152\n",
      "00:01:03\n",
      "01:09:20\n",
      "\n",
      "\n",
      "\n",
      "451\n",
      "551\n",
      "STACIE HYMAS\n",
      "F\n",
      "TUALATIN\n",
      "OR\n",
      "01:08:18\n",
      "11:00\n",
      "103 of 163\n",
      "F 26-35\n",
      "36 of 59\n",
      "00:00:29\n",
      "01:08:47\n",
      "\n",
      "\n",
      "\n",
      "452\n",
      "363\n",
      "KEITH OSOWSKI\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:08:22\n",
      "11:01\n",
      "349 of 414\n",
      "M 36-45\n",
      "126 of 152\n",
      "00:01:07\n",
      "01:09:29\n",
      "\n",
      "\n",
      "\n",
      "453\n",
      "421\n",
      "KUSHAL SREEDHAR\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:33\n",
      "11:03\n",
      "350 of 414\n",
      "M 26-35\n",
      "127 of 154\n",
      "00:01:09\n",
      "01:09:42\n",
      "\n",
      "\n",
      "\n",
      "454\n",
      "22\n",
      "NAOMI HOFFMAN\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:08:42\n",
      "11:04\n",
      "104 of 163\n",
      "F 26-35\n",
      "37 of 59\n",
      "00:00:55\n",
      "01:09:37\n",
      "\n",
      "\n",
      "\n",
      "455\n",
      "452\n",
      "VIJAY KASTURI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:47\n",
      "11:05\n",
      "351 of 414\n",
      "M 26-35\n",
      "128 of 154\n",
      "00:00:04\n",
      "01:08:51\n",
      "\n",
      "\n",
      "\n",
      "456\n",
      "66\n",
      "SONIKA JOHRI\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:08:52\n",
      "11:06\n",
      "105 of 163\n",
      "F 26-35\n",
      "38 of 59\n",
      "00:00:39\n",
      "01:09:31\n",
      "\n",
      "\n",
      "\n",
      "457\n",
      "424\n",
      "KONDAL R PURMA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:08:54\n",
      "11:06\n",
      "352 of 414\n",
      "M 36-45\n",
      "127 of 152\n",
      "00:00:28\n",
      "01:09:22\n",
      "\n",
      "\n",
      "\n",
      "458\n",
      "306\n",
      "PHANI VADALI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:56\n",
      "11:07\n",
      "106 of 163\n",
      "F 26-35\n",
      "39 of 59\n",
      "00:00:28\n",
      "01:09:24\n",
      "\n",
      "\n",
      "\n",
      "459\n",
      "320\n",
      "SRI HARISHA SAI KASTURI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:57\n",
      "11:07\n",
      "107 of 163\n",
      "F 26-35\n",
      "40 of 59\n",
      "00:00:04\n",
      "01:09:01\n",
      "\n",
      "\n",
      "\n",
      "460\n",
      "651\n",
      "SRI PAVANI MEDAPURAM L N\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:08:58\n",
      "11:07\n",
      "108 of 163\n",
      "F 26-35\n",
      "41 of 59\n",
      "00:00:59\n",
      "01:09:57\n",
      "\n",
      "\n",
      "\n",
      "461\n",
      "846\n",
      "SOMA V KANDULA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:09:04\n",
      "11:08\n",
      "353 of 414\n",
      "M 36-45\n",
      "128 of 152\n",
      "00:00:18\n",
      "01:09:22\n",
      "\n",
      "\n",
      "\n",
      "462\n",
      "217\n",
      "RAHUL PENDYALA\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:09:06\n",
      "11:08\n",
      "354 of 414\n",
      "M 26-35\n",
      "129 of 154\n",
      "00:01:09\n",
      "01:10:15\n",
      "\n",
      "\n",
      "\n",
      "463\n",
      "365\n",
      "LIZ STAMPS\n",
      "F\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:09:06\n",
      "11:08\n",
      "109 of 163\n",
      "F 36-45\n",
      "34 of 56\n",
      "00:01:12\n",
      "01:10:18\n",
      "\n",
      "\n",
      "\n",
      "464\n",
      "785\n",
      "ADRIAN ONG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:09:14\n",
      "11:10\n",
      "355 of 414\n",
      "M 36-45\n",
      "129 of 152\n",
      "00:00:24\n",
      "01:09:38\n",
      "DTNA3\n",
      "\n",
      "\n",
      "465\n",
      "554\n",
      "SHALINI GUPTA\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:09:15\n",
      "11:10\n",
      "110 of 163\n",
      "F 36-45\n",
      "35 of 56\n",
      "00:01:00\n",
      "01:10:15\n",
      "\n",
      "\n",
      "\n",
      "466\n",
      "840\n",
      "JEANNIE L MCGUIRE\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:09:16\n",
      "11:10\n",
      "111 of 163\n",
      "F 36-45\n",
      "36 of 56\n",
      "00:00:42\n",
      "01:09:58\n",
      "\n",
      "\n",
      "\n",
      "467\n",
      "396\n",
      "ASHOK RAJ\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:09:18\n",
      "11:10\n",
      "356 of 414\n",
      "M 46-55\n",
      "61 of 64\n",
      "00:00:09\n",
      "01:09:27\n",
      "\n",
      "\n",
      "\n",
      "468\n",
      "786\n",
      "RICHARD LEE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:09:18\n",
      "11:10\n",
      "357 of 414\n",
      "M 26-35\n",
      "130 of 154\n",
      "00:00:20\n",
      "01:09:38\n",
      "DTNA3\n",
      "\n",
      "\n",
      "469\n",
      "266\n",
      "MITCH SIKAPIZYE\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:09:19\n",
      "11:10\n",
      "358 of 414\n",
      "M 26-35\n",
      "131 of 154\n",
      "00:00:26\n",
      "01:09:45\n",
      "INTEL TEAM E\n",
      "\n",
      "\n",
      "470\n",
      "596\n",
      "ARUN GANGOPADHYAY\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:09:20\n",
      "11:11\n",
      "359 of 414\n",
      "M 46-55\n",
      "62 of 64\n",
      "00:00:14\n",
      "01:09:34\n",
      "\n",
      "\n",
      "\n",
      "471\n",
      "37\n",
      "CURTIS KELLEM\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:09:27\n",
      "11:12\n",
      "360 of 414\n",
      "M 36-45\n",
      "130 of 152\n",
      "00:00:39\n",
      "01:10:06\n",
      "\n",
      "\n",
      "\n",
      "472\n",
      "617\n",
      "COREY KUKIS\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:09:29\n",
      "11:12\n",
      "361 of 414\n",
      "M 26-35\n",
      "132 of 154\n",
      "00:00:38\n",
      "01:10:07\n",
      "\n",
      "\n",
      "\n",
      "473\n",
      "844\n",
      "CLEMENT JOSEPH\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:09:31\n",
      "11:12\n",
      "362 of 414\n",
      "M 36-45\n",
      "131 of 152\n",
      "00:00:56\n",
      "01:10:27\n",
      "\n",
      "\n",
      "\n",
      "474\n",
      "417\n",
      "HEMALATHA GURUMOORTHY\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:09:49\n",
      "11:15\n",
      "112 of 163\n",
      "F 26-35\n",
      "42 of 59\n",
      "00:00:57\n",
      "01:10:46\n",
      "\n",
      "\n",
      "\n",
      "475\n",
      "162\n",
      "KARTHIK VADLA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:09:59\n",
      "11:17\n",
      "363 of 414\n",
      "M 26-35\n",
      "133 of 154\n",
      "00:00:13\n",
      "01:10:12\n",
      "\n",
      "\n",
      "\n",
      "476\n",
      "43\n",
      "QUANEISHA JENKINS-PENHA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:10:01\n",
      "11:17\n",
      "113 of 163\n",
      "F 26-35\n",
      "43 of 59\n",
      "00:01:12\n",
      "01:11:13\n",
      "\n",
      "\n",
      "\n",
      "477\n",
      "677\n",
      "PIYUSH VIVEK DESHPANDE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:10:04\n",
      "11:18\n",
      "364 of 414\n",
      "M 26-35\n",
      "134 of 154\n",
      "00:00:24\n",
      "01:10:28\n",
      "\n",
      "\n",
      "\n",
      "478\n",
      "336\n",
      "PRIYANKA SHANKARAN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:10:06\n",
      "11:18\n",
      "114 of 163\n",
      "F 26-35\n",
      "44 of 59\n",
      "00:00:23\n",
      "01:10:29\n",
      "\n",
      "\n",
      "\n",
      "479\n",
      "377\n",
      "ANNAPURNA KAMBHATLA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:10:13\n",
      "11:19\n",
      "115 of 163\n",
      "F 46-55\n",
      "16 of 22\n",
      "00:00:37\n",
      "01:10:50\n",
      "\n",
      "\n",
      "\n",
      "480\n",
      "284\n",
      "NACHIKET DESAI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:10:37\n",
      "11:23\n",
      "365 of 414\n",
      "M 26-35\n",
      "135 of 154\n",
      "00:00:40\n",
      "01:11:17\n",
      "\n",
      "\n",
      "\n",
      "481\n",
      "774\n",
      "HARSH SHAH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:10:50\n",
      "11:25\n",
      "366 of 414\n",
      "M 26-35\n",
      "136 of 154\n",
      "00:00:26\n",
      "01:11:16\n",
      "INTEL TEAM G\n",
      "\n",
      "\n",
      "482\n",
      "871\n",
      "ERIC WELLINGTON\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:10:51\n",
      "11:25\n",
      "367 of 414\n",
      "M 26-35\n",
      "137 of 154\n",
      "00:00:57\n",
      "01:11:48\n",
      "\n",
      "\n",
      "\n",
      "483\n",
      "870\n",
      "RICHARD L DAVIS\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:10:55\n",
      "11:26\n",
      "368 of 414\n",
      "M 55+\n",
      "3 of 4\n",
      "00:00:56\n",
      "01:11:51\n",
      "\n",
      "\n",
      "\n",
      "484\n",
      "127\n",
      "ALLEN NG\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:00\n",
      "11:27\n",
      "369 of 414\n",
      "M 55+\n",
      "4 of 4\n",
      "00:00:06\n",
      "01:11:06\n",
      "\n",
      "\n",
      "\n",
      "485\n",
      "214\n",
      "KARLA REYES\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:01\n",
      "11:27\n",
      "116 of 163\n",
      "F 36-45\n",
      "37 of 56\n",
      "00:01:12\n",
      "01:12:13\n",
      "\n",
      "\n",
      "\n",
      "486\n",
      "312\n",
      "DIVYA SHREE VEMPARALA\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:07\n",
      "11:28\n",
      "117 of 163\n",
      "F 18-25\n",
      "18 of 21\n",
      "00:00:40\n",
      "01:11:47\n",
      "\n",
      "\n",
      "\n",
      "487\n",
      "759\n",
      "JUN CHAO GOH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:09\n",
      "11:28\n",
      "370 of 414\n",
      "M 26-35\n",
      "138 of 154\n",
      "00:00:12\n",
      "01:11:21\n",
      "\n",
      "\n",
      "\n",
      "488\n",
      "429\n",
      "MELISSA BEEGLE\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:10\n",
      "11:28\n",
      "118 of 163\n",
      "F 46-55\n",
      "17 of 22\n",
      "00:00:46\n",
      "01:11:56\n",
      "\n",
      "\n",
      "\n",
      "489\n",
      "804\n",
      "STEVEN BEEGLE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:10\n",
      "11:28\n",
      "371 of 414\n",
      "M 46-55\n",
      "63 of 64\n",
      "00:00:44\n",
      "01:11:54\n",
      "\n",
      "\n",
      "\n",
      "490\n",
      "633\n",
      "JHANSI PILLI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:12\n",
      "11:29\n",
      "119 of 163\n",
      "F 36-45\n",
      "38 of 56\n",
      "00:00:17\n",
      "01:11:29\n",
      "\n",
      "\n",
      "\n",
      "491\n",
      "686\n",
      "SATISH SHRIMALI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:11:21\n",
      "11:30\n",
      "372 of 414\n",
      "M 36-45\n",
      "132 of 152\n",
      "00:00:42\n",
      "01:12:03\n",
      "\n",
      "\n",
      "\n",
      "492\n",
      "160\n",
      "JEFF NGUYEN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:31\n",
      "11:32\n",
      "373 of 414\n",
      "M 36-45\n",
      "133 of 152\n",
      "00:00:44\n",
      "01:12:15\n",
      "\n",
      "\n",
      "\n",
      "493\n",
      "138\n",
      "VIKRAM MAILARAM\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:11:39\n",
      "11:33\n",
      "374 of 414\n",
      "M 26-35\n",
      "139 of 154\n",
      "00:00:18\n",
      "01:11:57\n",
      "\n",
      "\n",
      "\n",
      "494\n",
      "887\n",
      "MARIA KHAW\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:40\n",
      "11:33\n",
      "120 of 163\n",
      "F 46-55\n",
      "18 of 22\n",
      "00:00:19\n",
      "01:11:59\n",
      "\n",
      "\n",
      "\n",
      "495\n",
      "823\n",
      "NO NAME PLS EMAIL TIMER \n",
      "M\n",
      "\n",
      "\n",
      "01:11:54\n",
      "11:35\n",
      "375 of 414\n",
      "\n",
      "3 of 6\n",
      "00:00:04\n",
      "01:11:58\n",
      "\n",
      "\n",
      "\n",
      "496\n",
      "121\n",
      "SHYAMALA PADALA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:11:56\n",
      "11:36\n",
      "121 of 163\n",
      "\n",
      "4 of 6\n",
      "00:00:00\n",
      "01:11:56\n",
      "\n",
      "\n",
      "\n",
      "497\n",
      "205\n",
      "PRABHA VISWANATHAN\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:11:59\n",
      "11:36\n",
      "122 of 163\n",
      "F 26-35\n",
      "45 of 59\n",
      "00:00:09\n",
      "01:12:08\n",
      "\n",
      "\n",
      "\n",
      "498\n",
      "559\n",
      "DEEPA RAO KOPPA VENKATESH\n",
      "M\n",
      "PORTLAND\n",
      "AK\n",
      "01:12:02\n",
      "11:37\n",
      "376 of 414\n",
      "M 36-45\n",
      "134 of 152\n",
      "00:01:04\n",
      "01:13:06\n",
      "\n",
      "\n",
      "\n",
      "499\n",
      "553\n",
      "JENNIFER HOWARD\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:12:08\n",
      "11:38\n",
      "123 of 163\n",
      "F 36-45\n",
      "39 of 56\n",
      "00:01:02\n",
      "01:13:10\n",
      "\n",
      "\n",
      "\n",
      "500\n",
      "692\n",
      "JOSHUA M HOWARD\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:12:09\n",
      "11:38\n",
      "377 of 414\n",
      "M 36-45\n",
      "135 of 152\n",
      "00:01:01\n",
      "01:13:10\n",
      "\n",
      "\n",
      "\n",
      "501\n",
      "272\n",
      "JESSICA Y LI\n",
      "F\n",
      "OUT OF STATE\n",
      "CA\n",
      "01:12:14\n",
      "11:39\n",
      "124 of 163\n",
      "F 18-25\n",
      "19 of 21\n",
      "00:00:16\n",
      "01:12:30\n",
      "\n",
      "\n",
      "\n",
      "502\n",
      "282\n",
      "JANE M JACKSON\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:12:19\n",
      "11:39\n",
      "125 of 163\n",
      "F 46-55\n",
      "19 of 22\n",
      "00:00:45\n",
      "01:13:04\n",
      "INTEL TEAM N\n",
      "\n",
      "\n",
      "503\n",
      "279\n",
      "KRISTIN VANDERSCHICK\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:12:20\n",
      "11:40\n",
      "126 of 163\n",
      "F 26-35\n",
      "46 of 59\n",
      "00:00:44\n",
      "01:13:04\n",
      "\n",
      "\n",
      "\n",
      "504\n",
      "245\n",
      "CHANG-TSUNG FU\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:12:32\n",
      "11:41\n",
      "378 of 414\n",
      "M 36-45\n",
      "136 of 152\n",
      "00:00:26\n",
      "01:12:58\n",
      "\n",
      "\n",
      "\n",
      "505\n",
      "848\n",
      "DAVID SALAS\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:12:42\n",
      "11:43\n",
      "379 of 414\n",
      "M 36-45\n",
      "137 of 152\n",
      "00:00:11\n",
      "01:12:53\n",
      "\n",
      "\n",
      "\n",
      "506\n",
      "833\n",
      "MARIA CARDENAS\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:12:43\n",
      "11:43\n",
      "127 of 163\n",
      "F 36-45\n",
      "40 of 56\n",
      "00:00:10\n",
      "01:12:53\n",
      "\n",
      "\n",
      "\n",
      "507\n",
      "313\n",
      "YI1 ZHANG\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:12:53\n",
      "11:45\n",
      "128 of 163\n",
      "F 36-45\n",
      "41 of 56\n",
      "00:00:10\n",
      "01:13:03\n",
      "\n",
      "\n",
      "\n",
      "508\n",
      "345\n",
      "MANASA M KALBURGI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:12:55\n",
      "11:45\n",
      "129 of 163\n",
      "F 18-25\n",
      "20 of 21\n",
      "00:00:25\n",
      "01:13:20\n",
      "\n",
      "\n",
      "\n",
      "509\n",
      "157\n",
      "LAURA M HOOVER\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:13:02\n",
      "11:46\n",
      "130 of 163\n",
      "F 26-35\n",
      "47 of 59\n",
      "00:00:43\n",
      "01:13:45\n",
      "\n",
      "\n",
      "\n",
      "510\n",
      "390\n",
      "KETKI H KANITKAR\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:13:08\n",
      "11:47\n",
      "131 of 163\n",
      "F 26-35\n",
      "48 of 59\n",
      "00:00:45\n",
      "01:13:53\n",
      "\n",
      "\n",
      "\n",
      "511\n",
      "618\n",
      "BADRI RANGARAJAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:13:23\n",
      "11:50\n",
      "380 of 414\n",
      "M 36-45\n",
      "138 of 152\n",
      "00:00:20\n",
      "01:13:43\n",
      "\n",
      "\n",
      "\n",
      "512\n",
      "168\n",
      "JAMES C RAUPP\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:13:25\n",
      "11:50\n",
      "381 of 414\n",
      "M 36-45\n",
      "139 of 152\n",
      "00:00:28\n",
      "01:13:53\n",
      "\n",
      "\n",
      "\n",
      "513\n",
      "448\n",
      "MAYUR B MAHAJAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:13:30\n",
      "11:51\n",
      "382 of 414\n",
      "M 26-35\n",
      "140 of 154\n",
      "00:01:05\n",
      "01:14:35\n",
      "\n",
      "\n",
      "\n",
      "514\n",
      "366\n",
      "DEVDATTA P KULKARNI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:13:44\n",
      "11:53\n",
      "383 of 414\n",
      "M 36-45\n",
      "140 of 152\n",
      "00:00:15\n",
      "01:13:59\n",
      "\n",
      "\n",
      "\n",
      "515\n",
      "251\n",
      "DHAVAL V SHAH\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:13:49\n",
      "11:54\n",
      "384 of 414\n",
      "M 18-25\n",
      "34 of 34\n",
      "00:00:25\n",
      "01:14:14\n",
      "INTEL TEAM D\n",
      "\n",
      "\n",
      "516\n",
      "829\n",
      "NO NAME PLS EMAIL TIMER \n",
      "M\n",
      "\n",
      "\n",
      "01:13:49\n",
      "11:54\n",
      "385 of 414\n",
      "\n",
      "5 of 6\n",
      "00:01:17\n",
      "01:15:06\n",
      "\n",
      "\n",
      "\n",
      "517\n",
      "322\n",
      "SARJU RAJBHANDARI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:14:01\n",
      "11:56\n",
      "386 of 414\n",
      "M 36-45\n",
      "141 of 152\n",
      "00:00:51\n",
      "01:14:52\n",
      "\n",
      "\n",
      "\n",
      "518\n",
      "169\n",
      "AJAY GARG\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:14:10\n",
      "11:57\n",
      "387 of 414\n",
      "M 36-45\n",
      "142 of 152\n",
      "00:00:49\n",
      "01:14:59\n",
      "\n",
      "\n",
      "\n",
      "519\n",
      "607\n",
      "SWATHI DHANAVANTHRI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:14:13\n",
      "11:58\n",
      "132 of 163\n",
      "F 26-35\n",
      "49 of 59\n",
      "00:00:57\n",
      "01:15:10\n",
      "INTEL TEAM N\n",
      "\n",
      "\n",
      "520\n",
      "152\n",
      "AMIT CHUTANI\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:14:18\n",
      "11:59\n",
      "388 of 414\n",
      "M 26-35\n",
      "141 of 154\n",
      "00:00:49\n",
      "01:15:07\n",
      "\n",
      "\n",
      "\n",
      "521\n",
      "257\n",
      "CHRISTIAN AMOAH-KUSI\n",
      "M\n",
      "NOT SPECIFIED\n",
      "OR\n",
      "01:14:19\n",
      "11:59\n",
      "389 of 414\n",
      "M 26-35\n",
      "142 of 154\n",
      "00:01:30\n",
      "01:15:49\n",
      "\n",
      "\n",
      "\n",
      "522\n",
      "235\n",
      "EMILY RALSTON\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:14:22\n",
      "11:59\n",
      "133 of 163\n",
      "F 26-35\n",
      "50 of 59\n",
      "00:01:20\n",
      "01:15:42\n",
      "\n",
      "\n",
      "\n",
      "523\n",
      "154\n",
      "DAVID W MENDIES\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:14:32\n",
      "12:01\n",
      "390 of 414\n",
      "M 36-45\n",
      "143 of 152\n",
      "00:00:37\n",
      "01:15:09\n",
      "INTEL TEAM H\n",
      "\n",
      "\n",
      "524\n",
      "295\n",
      "BRUCE CHHUON\n",
      "M\n",
      "OTHER\n",
      "OR\n",
      "01:14:40\n",
      "12:02\n",
      "391 of 414\n",
      "M 26-35\n",
      "143 of 154\n",
      "00:01:11\n",
      "01:15:51\n",
      "\n",
      "\n",
      "\n",
      "525\n",
      "680\n",
      "LUIS F CEPEDA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:14:54\n",
      "12:04\n",
      "392 of 414\n",
      "M 36-45\n",
      "144 of 152\n",
      "00:01:14\n",
      "01:16:08\n",
      "\n",
      "\n",
      "\n",
      "526\n",
      "20\n",
      "SAYALI KULKARNI\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:15:13\n",
      "12:07\n",
      "134 of 163\n",
      "F 26-35\n",
      "51 of 59\n",
      "00:00:16\n",
      "01:15:29\n",
      "\n",
      "\n",
      "\n",
      "527\n",
      "440\n",
      "VIVEK R DESHPANDE\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:15:34\n",
      "12:11\n",
      "393 of 414\n",
      "M 26-35\n",
      "144 of 154\n",
      "00:00:28\n",
      "01:16:02\n",
      "\n",
      "\n",
      "\n",
      "528\n",
      "639\n",
      "RAYMOND NAZARIO\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:15:38\n",
      "12:11\n",
      "394 of 414\n",
      "M 26-35\n",
      "145 of 154\n",
      "00:00:44\n",
      "01:16:22\n",
      "\n",
      "\n",
      "\n",
      "529\n",
      "879\n",
      "HOLLI K SHENFIELD\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:15:48\n",
      "12:13\n",
      "135 of 163\n",
      "F 36-45\n",
      "42 of 56\n",
      "00:01:10\n",
      "01:16:58\n",
      "\n",
      "\n",
      "\n",
      "530\n",
      "864\n",
      "AUDREY SCHAAB\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:15:51\n",
      "12:14\n",
      "136 of 163\n",
      "F 36-45\n",
      "43 of 56\n",
      "00:01:10\n",
      "01:17:01\n",
      "\n",
      "\n",
      "\n",
      "531\n",
      "434\n",
      "SUMIT K SONI\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:15:58\n",
      "12:15\n",
      "395 of 414\n",
      "M 26-35\n",
      "146 of 154\n",
      "00:00:23\n",
      "01:16:21\n",
      "\n",
      "\n",
      "\n",
      "532\n",
      "360\n",
      "SUSHMA CHENNU\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:16:00\n",
      "12:15\n",
      "137 of 163\n",
      "F 36-45\n",
      "44 of 56\n",
      "00:00:05\n",
      "01:16:05\n",
      "\n",
      "\n",
      "\n",
      "533\n",
      "247\n",
      "RAJESH POORNACHANDRAN\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:16:19\n",
      "12:18\n",
      "396 of 414\n",
      "M 36-45\n",
      "145 of 152\n",
      "00:00:54\n",
      "01:17:13\n",
      "INTEL TEAM H\n",
      "\n",
      "\n",
      "534\n",
      "534\n",
      "CHARLENE DE LA PAZ\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:16:25\n",
      "12:19\n",
      "138 of 163\n",
      "F Under 18\n",
      "2 of 3\n",
      "00:00:55\n",
      "01:17:20\n",
      "\n",
      "\n",
      "\n",
      "535\n",
      "387\n",
      "GREESHMA PISHARODY\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:16:46\n",
      "12:23\n",
      "139 of 163\n",
      "F 36-45\n",
      "45 of 56\n",
      "00:00:44\n",
      "01:17:30\n",
      "\n",
      "\n",
      "\n",
      "536\n",
      "240\n",
      "MATEO GUZMAN\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:16:48\n",
      "12:23\n",
      "397 of 414\n",
      "M 26-35\n",
      "147 of 154\n",
      "00:00:54\n",
      "01:17:42\n",
      "INTEL TEAM E\n",
      "\n",
      "\n",
      "537\n",
      "708\n",
      "RAVIRAJ M KOKIL\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:16:52\n",
      "12:23\n",
      "398 of 414\n",
      "M 26-35\n",
      "148 of 154\n",
      "00:00:14\n",
      "01:17:06\n",
      "\n",
      "\n",
      "\n",
      "538\n",
      "447\n",
      "PALLAVI J SHINDE\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:17:06\n",
      "12:26\n",
      "140 of 163\n",
      "F 26-35\n",
      "52 of 59\n",
      "00:00:30\n",
      "01:17:36\n",
      "INTEL TEAM M\n",
      "\n",
      "\n",
      "539\n",
      "352\n",
      "BALA NADIKATLA\n",
      "M\n",
      "TIGARD\n",
      "OR\n",
      "01:17:14\n",
      "12:27\n",
      "399 of 414\n",
      "M 26-35\n",
      "149 of 154\n",
      "00:00:40\n",
      "01:17:54\n",
      "\n",
      "\n",
      "\n",
      "540\n",
      "838\n",
      "MIKE GAULT\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:18:08\n",
      "12:36\n",
      "400 of 414\n",
      "M 36-45\n",
      "146 of 152\n",
      "00:00:48\n",
      "01:18:56\n",
      "\n",
      "\n",
      "\n",
      "541\n",
      "843\n",
      "KRISTINA M GAULT\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:18:09\n",
      "12:36\n",
      "141 of 163\n",
      "F 46-55\n",
      "20 of 22\n",
      "00:00:47\n",
      "01:18:56\n",
      "\n",
      "\n",
      "\n",
      "542\n",
      "555\n",
      "JANE SHU\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:18:56\n",
      "12:43\n",
      "142 of 163\n",
      "F 36-45\n",
      "46 of 56\n",
      "00:01:01\n",
      "01:19:57\n",
      "\n",
      "\n",
      "\n",
      "543\n",
      "834\n",
      "KABILA JAYARAMAN\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:20:46\n",
      "13:01\n",
      "143 of 163\n",
      "F 36-45\n",
      "47 of 56\n",
      "00:00:56\n",
      "01:21:42\n",
      "\n",
      "\n",
      "\n",
      "544\n",
      "38\n",
      "DEEPA CHETTY\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:23:08\n",
      "13:24\n",
      "144 of 163\n",
      "F 36-45\n",
      "48 of 56\n",
      "00:01:05\n",
      "01:24:13\n",
      "\n",
      "\n",
      "\n",
      "545\n",
      "557\n",
      "ADITHYA CHETTY\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:23:09\n",
      "13:24\n",
      "401 of 414\n",
      "M Under 18\n",
      "2 of 2\n",
      "00:01:04\n",
      "01:24:13\n",
      "\n",
      "\n",
      "\n",
      "546\n",
      "839\n",
      "GEORGE E MATTHEW\n",
      "M\n",
      "ALOHA\n",
      "OR\n",
      "01:23:10\n",
      "13:24\n",
      "402 of 414\n",
      "M 26-35\n",
      "150 of 154\n",
      "00:00:11\n",
      "01:23:21\n",
      "INTEL TEAM G\n",
      "\n",
      "\n",
      "547\n",
      "695\n",
      "APURVA LONKAR\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:23:12\n",
      "13:25\n",
      "145 of 163\n",
      "F 36-45\n",
      "49 of 56\n",
      "00:00:12\n",
      "01:23:24\n",
      "\n",
      "\n",
      "\n",
      "548\n",
      "539\n",
      "JESS NICOLLS\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:23:30\n",
      "13:28\n",
      "146 of 163\n",
      "F 26-35\n",
      "53 of 59\n",
      "00:00:40\n",
      "01:24:10\n",
      "\n",
      "\n",
      "\n",
      "549\n",
      "58\n",
      "RAMA CHAKRI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:23:30\n",
      "13:28\n",
      "403 of 414\n",
      "M 26-35\n",
      "151 of 154\n",
      "00:00:10\n",
      "01:23:40\n",
      "\n",
      "\n",
      "\n",
      "550\n",
      "353\n",
      "RAJYALAKSHMI BOMMARAJU\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:23:45\n",
      "13:30\n",
      "147 of 163\n",
      "F 36-45\n",
      "50 of 56\n",
      "00:00:37\n",
      "01:24:22\n",
      "\n",
      "\n",
      "\n",
      "551\n",
      "672\n",
      "SANDEEP K DEY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:23:54\n",
      "13:31\n",
      "404 of 414\n",
      "M 36-45\n",
      "147 of 152\n",
      "00:00:57\n",
      "01:24:51\n",
      "\n",
      "\n",
      "\n",
      "552\n",
      "216\n",
      "LAKSHMI BHUPALAM\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:24:09\n",
      "13:34\n",
      "148 of 163\n",
      "F 36-45\n",
      "51 of 56\n",
      "00:00:45\n",
      "01:24:54\n",
      "\n",
      "\n",
      "\n",
      "553\n",
      "634\n",
      "PAVAN KUMAR KOTA\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:24:19\n",
      "13:36\n",
      "405 of 414\n",
      "M 26-35\n",
      "152 of 154\n",
      "00:00:09\n",
      "01:24:28\n",
      "\n",
      "\n",
      "\n",
      "554\n",
      "465\n",
      "NALINI MURARI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:25:11\n",
      "13:44\n",
      "149 of 163\n",
      "F 26-35\n",
      "54 of 59\n",
      "00:00:39\n",
      "01:25:50\n",
      "INTEL TEAM M\n",
      "\n",
      "\n",
      "555\n",
      "231\n",
      "TANISHA CHETTY\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:25:49\n",
      "13:50\n",
      "150 of 163\n",
      "F Under 18\n",
      "3 of 3\n",
      "00:01:02\n",
      "01:26:51\n",
      "\n",
      "\n",
      "\n",
      "556\n",
      "409\n",
      "JAY CHETTY\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:25:49\n",
      "13:50\n",
      "406 of 414\n",
      "\n",
      "6 of 6\n",
      "00:01:05\n",
      "01:26:54\n",
      "\n",
      "\n",
      "\n",
      "557\n",
      "124\n",
      "AVANTIKA DHARMAGADDA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:26:22\n",
      "13:55\n",
      "151 of 163\n",
      "F 26-35\n",
      "55 of 59\n",
      "00:00:20\n",
      "01:26:42\n",
      "\n",
      "\n",
      "\n",
      "558\n",
      "208\n",
      "SHUNMU PONNA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:27:08\n",
      "14:03\n",
      "152 of 163\n",
      "F 36-45\n",
      "52 of 56\n",
      "00:00:44\n",
      "01:27:52\n",
      "\n",
      "\n",
      "\n",
      "559\n",
      "540\n",
      "RUPAL SHAH\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:28:19\n",
      "14:14\n",
      "153 of 163\n",
      "F 36-45\n",
      "53 of 56\n",
      "00:00:30\n",
      "01:28:49\n",
      "\n",
      "\n",
      "\n",
      "560\n",
      "319\n",
      "RAGHA KHANDENAHALLY\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:28:33\n",
      "14:17\n",
      "407 of 414\n",
      "M 26-35\n",
      "153 of 154\n",
      "00:00:26\n",
      "01:28:59\n",
      "\n",
      "\n",
      "\n",
      "561\n",
      "735\n",
      "WENCESLAO DE LA PAZ\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:29:04\n",
      "14:21\n",
      "408 of 414\n",
      "M 36-45\n",
      "148 of 152\n",
      "00:00:55\n",
      "01:29:59\n",
      "\n",
      "\n",
      "\n",
      "562\n",
      "645\n",
      "CHAREL DE LA PAZ\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:29:04\n",
      "14:21\n",
      "154 of 163\n",
      "F 36-45\n",
      "54 of 56\n",
      "00:00:55\n",
      "01:29:59\n",
      "\n",
      "\n",
      "\n",
      "563\n",
      "886\n",
      "GARGI SANT\n",
      "F\n",
      "ROCKVILLE\n",
      "MD\n",
      "01:31:20\n",
      "14:43\n",
      "155 of 163\n",
      "F 26-35\n",
      "56 of 59\n",
      "00:00:34\n",
      "01:31:54\n",
      "\n",
      "\n",
      "\n",
      "564\n",
      "1\n",
      "SURESH GAUJULA\n",
      "M\n",
      "\n",
      "\n",
      "01:32:10\n",
      "14:51\n",
      "409 of 414\n",
      "M 36-45\n",
      "149 of 152\n",
      "00:00:32\n",
      "01:32:42\n",
      "COLUMBIA TEAM A\n",
      "\n",
      "\n",
      "565\n",
      "411\n",
      "ABHILASH AKULA\n",
      "M\n",
      "BEAVERTON\n",
      "OR\n",
      "01:32:18\n",
      "14:53\n",
      "410 of 414\n",
      "M 26-35\n",
      "154 of 154\n",
      "00:01:35\n",
      "01:33:53\n",
      "\n",
      "\n",
      "\n",
      "566\n",
      "219\n",
      "BHARAT ADDALA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:32:20\n",
      "14:53\n",
      "411 of 414\n",
      "M 36-45\n",
      "150 of 152\n",
      "00:01:31\n",
      "01:33:51\n",
      "\n",
      "\n",
      "\n",
      "567\n",
      "133\n",
      "LOLA ABDUL-JABBAR\n",
      "F\n",
      "OUT OF STATE\n",
      "OR\n",
      "01:32:28\n",
      "14:54\n",
      "156 of 163\n",
      "F 26-35\n",
      "57 of 59\n",
      "00:00:37\n",
      "01:33:05\n",
      "\n",
      "\n",
      "\n",
      "568\n",
      "51\n",
      "AIMEE TONEY-LOVINGS\n",
      "F\n",
      "BEAVERTON\n",
      "OR\n",
      "01:32:30\n",
      "14:55\n",
      "157 of 163\n",
      "F 46-55\n",
      "21 of 22\n",
      "00:00:31\n",
      "01:33:01\n",
      "\n",
      "\n",
      "\n",
      "569\n",
      "158\n",
      "NARENDER MUDUGANTI\n",
      "M\n",
      "HILLSBORO\n",
      "OR\n",
      "01:33:50\n",
      "15:08\n",
      "412 of 414\n",
      "M 36-45\n",
      "151 of 152\n",
      "00:00:04\n",
      "01:33:54\n",
      "\n",
      "\n",
      "\n",
      "570\n",
      "670\n",
      "HEMA VIJWANI\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:34:45\n",
      "15:17\n",
      "158 of 163\n",
      "F 26-35\n",
      "58 of 59\n",
      "00:00:08\n",
      "01:34:53\n",
      "\n",
      "\n",
      "\n",
      "571\n",
      "357\n",
      "USHA K KETINENI\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:34:48\n",
      "15:17\n",
      "159 of 163\n",
      "F 36-45\n",
      "55 of 56\n",
      "00:00:39\n",
      "01:35:27\n",
      "\n",
      "\n",
      "\n",
      "572\n",
      "293\n",
      "SPASS O STOIANTSCHEWSKY\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:37:10\n",
      "15:40\n",
      "413 of 414\n",
      "M 46-55\n",
      "64 of 64\n",
      "00:01:23\n",
      "01:38:33\n",
      "\n",
      "\n",
      "\n",
      "573\n",
      "273\n",
      "RACHEL L VANEY\n",
      "F\n",
      "OTHER\n",
      "OR\n",
      "01:38:17\n",
      "15:51\n",
      "160 of 163\n",
      "F 18-25\n",
      "21 of 21\n",
      "00:00:17\n",
      "01:38:34\n",
      "\n",
      "\n",
      "\n",
      "574\n",
      "467\n",
      "ROHIT B DSOUZA\n",
      "M\n",
      "PORTLAND\n",
      "OR\n",
      "01:38:31\n",
      "15:53\n",
      "414 of 414\n",
      "M 36-45\n",
      "152 of 152\n",
      "00:02:01\n",
      "01:40:32\n",
      "INTEL TEAM I\n",
      "\n",
      "\n",
      "575\n",
      "471\n",
      "CENITA D'SOUZA\n",
      "F\n",
      "PORTLAND\n",
      "OR\n",
      "01:38:32\n",
      "15:53\n",
      "161 of 163\n",
      "F 46-55\n",
      "22 of 22\n",
      "00:02:02\n",
      "01:40:34\n",
      "\n",
      "\n",
      "\n",
      "576\n",
      "338\n",
      "PRANAVI APPANA\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:40:47\n",
      "16:15\n",
      "162 of 163\n",
      "F 26-35\n",
      "59 of 59\n",
      "00:01:14\n",
      "01:42:01\n",
      "\n",
      "\n",
      "\n",
      "577\n",
      "443\n",
      "LIBBY B MITCHELL\n",
      "F\n",
      "HILLSBORO\n",
      "OR\n",
      "01:41:18\n",
      "16:20\n",
      "163 of 163\n",
      "F 36-45\n",
      "56 of 56\n",
      "00:00:52\n",
      "01:42:10\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Team Results\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Award\n",
      "Name\n",
      "Combined Time\n",
      "12341ST\n",
      "DTNA2\n",
      "02:54:41\n",
      "00:40:36 - ANDY WEDAM00:44:05 - VASILIOS TSIRIMIAGOS00:44:48 - ANDRE RAUCH00:45:10 - JONATHAN PARSONS2ND\n",
      "INTEL TEAM K\n",
      "03:01:02\n",
      "00:41:43 - WILLIAM BARRY00:42:36 - EDDIE J FRIE00:43:46 - SAMANTHA BAGLEY00:52:55 - JOHN HAMILTON3RD\n",
      "INTEL TEAM F\n",
      "03:06:06\n",
      "00:36:42 - NATHAN A SUSTERSIC00:39:21 - DEREK G OSBORNE00:52:47 - CODY L COVEY00:57:16 - VIRAJ P MODAK4TH\n",
      "DTNA1\n",
      "03:15:33\n",
      "00:40:28 - WITALI SPULING00:46:45 - INGA ANDREYEVA00:54:09 - KEATON WEISENBORN00:54:10 - MAISIE WEISENBORN5TH\n",
      "FXG1\n",
      "03:21:16\n",
      "00:42:56 - DAVID HERRON00:46:35 - LEO SOTO00:53:59 - TONY GONZALEZ00:57:45 - ARINDA SCHRUM6TH\n",
      "INTEL TEAM B\n",
      "03:26:38\n",
      "00:46:26 - EDMONDO MAZZULLI00:48:44 - JUN TAKEI00:53:49 - NIKHIL TALPALLIKAR00:57:38 - PRANAV NAKATE7TH\n",
      "COLUMBIA TEAM B\n",
      "03:38:34\n",
      "00:40:17 - BRANDON THOMAS00:47:05 - RANIER EVANS01:04:19 - KENDRA DONLIN01:06:51 - MARIE-PIERRE VIGNE8TH\n",
      "INTEL TEAM D\n",
      "03:41:59\n",
      "00:47:56 - TEAL HAND00:49:03 - BENJAMIN R PORTER00:51:10 - JUSTON LI01:13:49 - DHAVAL V SHAH9TH\n",
      "COLUMBIA TEAM A\n",
      "03:46:19\n",
      "00:40:21 - ERIK BJORNSTAD00:41:59 - JIM DROZDOWSKI00:51:49 - BHASKAR MANDALA01:32:10 - SURESH GAUJULA10TH\n",
      "INTEL TEAM N\n",
      "04:02:13\n",
      "00:48:39 - ERIN F WIESENAUER01:00:24 - JULIE MAAS01:00:49 - MEETA A BHATE01:12:19 - JANE M JACKSON11TH\n",
      "DTNA3\n",
      "04:05:09\n",
      "00:50:29 - AUSTIN WIPF00:56:06 - YUNFENG PI01:09:14 - ADRIAN ONG01:09:18 - RICHARD LEE12TH\n",
      "INTEL TEAM H\n",
      "04:34:19\n",
      "00:58:51 - BIBICHE M GEUSKENS01:04:35 - PRIYARANGA KOSWATTA01:14:32 - DAVID W MENDIES01:16:19 - RAJESH POORNACHANDRAN13TH\n",
      "INTEL TEAM G\n",
      "04:37:58\n",
      "00:55:50 - ERIC POZZI01:08:07 - JINPYO HONG01:10:50 - HARSH SHAH01:23:10 - GEORGE E MATTHEW14TH\n",
      "INTEL TEAM M\n",
      "04:43:23\n",
      "00:58:59 - DANIELLE CASILLAS01:02:06 - RAMYA MERUVA01:17:06 - PALLAVI J SHINDE01:25:11 - NALINI MURARI\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Huber Timing\n",
      "\n",
      "\n",
      "\n",
      "\r\n",
      "        <table class='table table-striped table-bordered table-condensed'>\r\n",
      "            <thead>\r\n",
      "                <tr class='header'>\r\n",
      "                                <th>Place</th>\r\n",
      "                                <th>Bib</th>\r\n",
      "                                <th>Name</th>\r\n",
      "                                <th>Gender</th>\r\n",
      "                                <th>City</th>\r\n",
      "                                <th>State</th>\r\n",
      "                                <th>Chip Time</th>\r\n",
      "                                <th>Chip Pace</th>\r\n",
      "                                <th>Gender Place</th>\r\n",
      "                                <th>Age Group</th>\r\n",
      "                                <th>Age Group Place</th>\r\n",
      "                                <th>Time to Start</th>\r\n",
      "                                <th>Gun Time</th>\r\n",
      "                                <th>Team</th>\r\n",
      "\r\n",
      "                </tr>\r\n",
      "            </thead>\r\n",
      "            <tbody>\r\n",
      "                <tr class='odd'>\r\n",
      "                                <td>{{_Place}}</td>\r\n",
      "                                <td>{{_Bib}}</td>\r\n",
      "                                <td>{{_Name}}</td>\r\n",
      "                                <td>{{_Gender}}</td>\r\n",
      "                                <td>{{_City}}</td>\r\n",
      "                                <td>{{_State}}</td>\r\n",
      "                                <td>{{_Chip_Time}}</td>\r\n",
      "                                <td>{{_Chip_Pace}}</td>\r\n",
      "                                <td>{{_Gender_Place}}</td>\r\n",
      "                                <td>{{_Age_Group}}</td>\r\n",
      "                                <td>{{_Age_Group_Place}}</td>\r\n",
      "                                <td>{{_Time_to_Start}}</td>\r\n",
      "                                <td>{{_Gun_Time}}</td>\r\n",
      "                                <td>{{_Team}}</td>\r\n",
      "\r\n",
      "                </tr>\r\n",
      "            </tbody>\r\n",
      "        </table>\r\n",
      "\r\n",
      "\r\n",
      "        <span id=\"certDisplay\" style=\"display: none\">\r\n",
      "                            <img style=\"display: block; margin-right: auto; margin-left: auto;\" src=\"http://www.hubertiming.com/finisherCert/cert?name={{_Name}}&Time={{_Chip_Time}}&CertName=2017GPTR10Kv1\" width=\"750\" alt=\"Finisher Certificate\" />\r\n",
      "\r\n",
      "            \r\n",
      "            <br />\r\n",
      "            <span style=\"display: block; margin-right: auto; margin-left: auto; text-align: center;\">\r\n",
      "                \r\n",
      "                <button id=\"printCert\" class=\"btn btn-large btn-primary\">Print Finisher Certificate</button>\r\n",
      "            </span>\r\n",
      "        </span>\r\n",
      "    \n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\r\n",
      "    \r\n",
      "\r\n",
      "\r\n",
      "    $(document).ready(function () {\r\n",
      "        var eventName = '2017 Intel Great Place to Run 10K \\ Urban Clash Games';\r\n",
      "        var certName = '2017GPTR10Kv1';\r\n",
      "        var resultsURL = 'http://www.hubertiming.com/results/2017GPTR10K';\r\n",
      "\r\n",
      "                 var splitData = {};\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "        var individualResults = $('#individualResults').dataTable({\r\n",
      "                \"bPaginate\": false,\r\n",
      "            \"sDom\": \"f\",\r\n",
      "            \r\n",
      "\r\n",
      "            \"bLengthChange\": false,\r\n",
      "                    \"bFilter\": true,\r\n",
      "\r\n",
      "            \"bSort\": false,\r\n",
      "            \"bInfo\": false,\r\n",
      "            \"bAutoWidth\": false,\r\n",
      "            \"orderClasses\": false,\r\n",
      "            \r\n",
      "        });\r\n",
      "\r\n",
      "\r\n",
      "        $(\"#individualResults tbody tr\").on(\"click\", function (event) {\r\n",
      "            var bib = individualResults.fnGetData(this)[1];\r\n",
      "                    splitData[bib] = [];\r\n",
      "                    splitData[bib]._Place = individualResults.fnGetData(this)[0];\r\n",
      "                    splitData[bib]._Bib = individualResults.fnGetData(this)[1];\r\n",
      "                    splitData[bib]._Name = individualResults.fnGetData(this)[2];\r\n",
      "                    splitData[bib]._Gender = individualResults.fnGetData(this)[3];\r\n",
      "                    splitData[bib]._City = individualResults.fnGetData(this)[4];\r\n",
      "                    splitData[bib]._State = individualResults.fnGetData(this)[5];\r\n",
      "                    splitData[bib]._Chip_Time = individualResults.fnGetData(this)[6];\r\n",
      "                    splitData[bib]._Chip_Pace = individualResults.fnGetData(this)[7];\r\n",
      "                    splitData[bib]._Gender_Place = individualResults.fnGetData(this)[8];\r\n",
      "                    splitData[bib]._Age_Group = individualResults.fnGetData(this)[9];\r\n",
      "                    splitData[bib]._Age_Group_Place = individualResults.fnGetData(this)[10];\r\n",
      "                    splitData[bib]._Time_to_Start = individualResults.fnGetData(this)[11];\r\n",
      "                    splitData[bib]._Gun_Time = individualResults.fnGetData(this)[12];\r\n",
      "                    splitData[bib]._Team = individualResults.fnGetData(this)[13];\r\n",
      "\r\n",
      "\r\n",
      "            addTab(bib);\r\n",
      "        });\r\n",
      "\r\n",
      "\r\n",
      "        var tabTemplate = \"<li><a style='font-size: 18px' href='#{href}'>#{label}</a> <span class='ui-icon ui-icon-close' role='presentation'>Remove Tab</span></li>\";\r\n",
      "        var tabCounter = 2;\r\n",
      "\r\n",
      "        var tabs = $(\"#tabs\").tabs({\r\n",
      "            cache:true,\r\n",
      "            load: function (e, ui) {\r\n",
      "                $(ui.panel).find(\".tab-loading\").remove();\r\n",
      "            },\r\n",
      "            beforeLoad: function (e, ui) {\r\n",
      "                var $panel = $(ui.panel);\r\n",
      "\r\n",
      "                if ($panel.is(\":empty\")) {\r\n",
      "                    $panel.append(\"<div class='tab-loading'>Loading...</div>\")\r\n",
      "                }\r\n",
      "            }\r\n",
      "        });\r\n",
      "\r\n",
      "        // close icon: removing the tab on click\r\n",
      "        tabs.delegate(\"span.ui-icon-close\", \"click\", function () {\r\n",
      "            var panelId = $(this).closest(\"li\").remove().attr(\"aria-controls\");\r\n",
      "            $(\"#\" + panelId).remove();\r\n",
      "            tabBeingAdded--;\r\n",
      "            tabs.tabs(\"refresh\");\r\n",
      "        });\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "        var tabBeingAdded = 1;\r\n",
      "        function addTab(bib) {\r\n",
      "\r\n",
      "\r\n",
      "            var data = splitData[bib];\r\n",
      "\r\n",
      "                        var certURL = 'http://www.hubertiming.com/finisherCert/cert?name=' + data._Name + '&Time=' + data._Chip_Time + '&CertName=' + certName;\r\n",
      "\r\n",
      "\r\n",
      "            var label = data._Name,\r\n",
      "            id = \"tabs-\" + tabCounter,\r\n",
      "\r\n",
      "                    li = $(tabTemplate.replace(/#\\{href\\}/g, \"#\" + id).replace(/#\\{label\\}/g, label));\r\n",
      "            tabs.find(\".ui-tabs-nav\").append(li);\r\n",
      "            tabs.append(\"<div id='\" + id + \"'>\" + Mustache.to_html($('#tabTemplate').html(), data) + \"</div>\");\r\n",
      "            tabs.tabs(\"refresh\");\r\n",
      "            tabs.tabs({ active: tabBeingAdded });\r\n",
      "\r\n",
      "\r\n",
      "            tabBeingAdded++;\r\n",
      "            tabCounter++;\r\n",
      "\r\n",
      "            // Hide the certificate if the participant hasn't finished\r\n",
      "            if (data._Chip_Time != \"\")\r\n",
      "                $('#' + id + ' #certDisplay').show();\r\n",
      "            else\r\n",
      "                $('#' + id + ' #certDisplay').hide();\r\n",
      "\r\n",
      "            $('#' + id + ' #printCert').on(\"click\", function (event) {\r\n",
      "                var myWindow = window.open(\"\", \"CertWindow\", \"width=1000,height=800\");\r\n",
      "                myWindow.document.write('<html><style type=\"text/css\">@media print{ @page {size: landscape;} .noprint {display: none !important;} }</style><body><button style=\"display: block; margin-right: auto; margin-left: auto;\" class=\"noprint\" onClick=\"window.print();\">Print</button><img style=\"margin-right: auto; margin-left: auto;\" src=\"' + certURL + '\"></body></html>');\r\n",
      "            });\r\n",
      "\r\n",
      "            function removeLeadingZerosFromTime(time) {\r\n",
      "                if (time.indexOf(\"00:\") == 0)\r\n",
      "                    return time.substring(3);\r\n",
      "                else\r\n",
      "                    return time;\r\n",
      "            }\r\n",
      "\r\n",
      "            /*\r\n",
      "                FB.ui({\r\n",
      "        method: 'feed',\r\n",
      "        name: '',\r\n",
      "        link: window.location.href,\r\n",
      "        caption: 'Check out my results',\r\n",
      "        picture: imgUrl,\r\n",
      "        description: ''\r\n",
      "    }, function (response) {\r\n",
      "        if (response && response.post_id) { }\r\n",
      "        else { }\r\n",
      "    });\r\n",
      "        */\r\n",
      "\r\n",
      "            // Overall place: '+data.Place+'. Gender place: '+data.Gender_Place+'. Age Group Place: '+data.Age_Group_Place\r\n",
      "            $('#' + id + ' #shareCert').on(\"click\", function (event) {\r\n",
      "                data._Chip_Time = removeLeadingZerosFromTime(data._Chip_Time);\r\n",
      "                data._Chip_Pace = removeLeadingZerosFromTime(data._Chip_Pace);\r\n",
      "\r\n",
      "                FB.ui({\r\n",
      "                    method: 'feed',\r\n",
      "                    name: eventName,\r\n",
      "                    caption: data._Name + ' finished the ' + eventName + ' in ' + data._Chip_Time + ' with a pace of ' + data._Chip_Pace + ' per mile.',\r\n",
      "                    description: data._Name + ' finished the ' + eventName + ' in ' + data._Chip_Time + ' with a pace of ' + data._Chip_Pace + ' per mile.',\r\n",
      "                    link: resultsURL,\r\n",
      "                    picture: certURL,\r\n",
      "                    display: 'popup'\r\n",
      "                },\r\n",
      "                function (response) { });\r\n",
      "            });\r\n",
      "        }\r\n",
      "    });\r\n",
      "\r\n",
      "    var _gaq = _gaq || [];\r\n",
      "    _gaq.push(['_setAccount', 'UA-38679873-1']);\r\n",
      "    _gaq.push(['_trackPageview']);\r\n",
      "    (function () {\r\n",
      "        var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;\r\n",
      "        ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';\r\n",
      "        var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);\r\n",
      "    })();\r\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Print out the text\n",
    "text = soup.get_text()\n",
    "print(soup.text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "then use the find_all() method of soup to extract useful html tags within a webpage. Examples of useful tags include < a > for hyperlinks, < table > for tables, < tr > for table rows, < th > for table headers, and < td > for table cells. The code below shows how to extract all the hyperlinks within the webpage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<a class=\"btn btn-primary btn-lg\" href=\"/results/2017GPTR\" role=\"button\" style=\"margin: 0px 0px 5px 5px\">5K</a>,\n",
       " <a href=\"http://hubertiming.com/\">Huber Timing Home</a>,\n",
       " <a href=\"#individual\">Individual Results</a>,\n",
       " <a href=\"#team\">Team Results</a>,\n",
       " <a href=\"mailto:timing@hubertiming.com\">timing@hubertiming.com</a>,\n",
       " <a href=\"#tabs-1\" style=\"font-size: 18px\">Results</a>,\n",
       " <a name=\"individual\"></a>,\n",
       " <a name=\"team\"></a>,\n",
       " <a href=\"http://www.hubertiming.com/\"><img height=\"65\" src=\"/sites/all/themes/hubertiming/images/clockWithFinishSign_small.png\" width=\"50\"/>Huber Timing</a>,\n",
       " <a href=\"http://facebook.com/hubertiming/\"><img src=\"/results/FB-f-Logo__blue_50.png\"/></a>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('a')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " using a for loop and the get('\"href\") method to extract and print out only hyperlinks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/results/2017GPTR\n",
      "http://hubertiming.com/\n",
      "#individual\n",
      "#team\n",
      "mailto:timing@hubertiming.com\n",
      "#tabs-1\n",
      "None\n",
      "None\n",
      "http://www.hubertiming.com/\n",
      "http://facebook.com/hubertiming/\n"
     ]
    }
   ],
   "source": [
    "all_links = soup.find_all(\"a\")\n",
    "for link in all_links:\n",
    "    print(link.get(\"href\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To print out table rows only, pass the 'tr' argument in soup.find_all()."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<tr><td>Finishers:</td><td>577</td></tr>, <tr><td>Male:</td><td>414</td></tr>, <tr><td>Female:</td><td>163</td></tr>, <tr class=\"header\">\n",
      "<th>Place</th>\n",
      "<th>Bib</th>\n",
      "<th>Name</th>\n",
      "<th>Gender</th>\n",
      "<th>City</th>\n",
      "<th>State</th>\n",
      "<th>Chip Time</th>\n",
      "<th>Chip Pace</th>\n",
      "<th>Gender Place</th>\n",
      "<th>Age Group</th>\n",
      "<th>Age Group Place</th>\n",
      "<th>Time to Start</th>\n",
      "<th>Gun Time</th>\n",
      "<th>Team</th>\n",
      "</tr>, <tr>\n",
      "<td>1</td>\n",
      "<td>814</td>\n",
      "<td>JARED WILSON</td>\n",
      "<td>M</td>\n",
      "<td>TIGARD</td>\n",
      "<td>OR</td>\n",
      "<td>00:36:21</td>\n",
      "<td>05:51</td>\n",
      "<td>1 of 414</td>\n",
      "<td>M 36-45</td>\n",
      "<td>1 of 152</td>\n",
      "<td>00:00:03</td>\n",
      "<td>00:36:24</td>\n",
      "<td></td>\n",
      "</tr>, <tr>\n",
      "<td>2</td>\n",
      "<td>573</td>\n",
      "<td>NATHAN A SUSTERSIC</td>\n",
      "<td>M</td>\n",
      "<td>PORTLAND</td>\n",
      "<td>OR</td>\n",
      "<td>00:36:42</td>\n",
      "<td>05:55</td>\n",
      "<td>2 of 414</td>\n",
      "<td>M 26-35</td>\n",
      "<td>1 of 154</td>\n",
      "<td>00:00:03</td>\n",
      "<td>00:36:45</td>\n",
      "<td>INTEL TEAM F</td>\n",
      "</tr>, <tr>\n",
      "<td>3</td>\n",
      "<td>687</td>\n",
      "<td>FRANCISCO MAYA</td>\n",
      "<td>M</td>\n",
      "<td>PORTLAND</td>\n",
      "<td>OR</td>\n",
      "<td>00:37:44</td>\n",
      "<td>06:05</td>\n",
      "<td>3 of 414</td>\n",
      "<td>M 46-55</td>\n",
      "<td>1 of 64</td>\n",
      "<td>00:00:04</td>\n",
      "<td>00:37:48</td>\n",
      "<td></td>\n",
      "</tr>, <tr>\n",
      "<td>4</td>\n",
      "<td>623</td>\n",
      "<td>PAUL MORROW</td>\n",
      "<td>M</td>\n",
      "<td>BEAVERTON</td>\n",
      "<td>OR</td>\n",
      "<td>00:38:34</td>\n",
      "<td>06:13</td>\n",
      "<td>4 of 414</td>\n",
      "<td>M 36-45</td>\n",
      "<td>2 of 152</td>\n",
      "<td>00:00:03</td>\n",
      "<td>00:38:37</td>\n",
      "<td></td>\n",
      "</tr>, <tr>\n",
      "<td>5</td>\n",
      "<td>569</td>\n",
      "<td>DEREK G OSBORNE</td>\n",
      "<td>M</td>\n",
      "<td>HILLSBORO</td>\n",
      "<td>OR</td>\n",
      "<td>00:39:21</td>\n",
      "<td>06:20</td>\n",
      "<td>5 of 414</td>\n",
      "<td>M 26-35</td>\n",
      "<td>2 of 154</td>\n",
      "<td>00:00:03</td>\n",
      "<td>00:39:24</td>\n",
      "<td>INTEL TEAM F</td>\n",
      "</tr>, <tr>\n",
      "<td>6</td>\n",
      "<td>642</td>\n",
      "<td>JONATHON TRAN</td>\n",
      "<td>M</td>\n",
      "<td>PORTLAND</td>\n",
      "<td>OR</td>\n",
      "<td>00:39:49</td>\n",
      "<td>06:25</td>\n",
      "<td>6 of 414</td>\n",
      "<td>M 18-25</td>\n",
      "<td>1 of 34</td>\n",
      "<td>00:00:06</td>\n",
      "<td>00:39:55</td>\n",
      "<td></td>\n",
      "</tr>]\n"
     ]
    }
   ],
   "source": [
    "# Print the first 10 rows for sanity check\n",
    "rows = soup.find_all('tr')\n",
    "print(rows[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " Below is a for loop that iterates through table rows and prints out the cells of the rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<td>14TH</td>, <td>INTEL TEAM M</td>, <td>04:43:23</td>, <td>00:58:59 - DANIELLE CASILLAS</td>, <td>01:02:06 - RAMYA MERUVA</td>, <td>01:17:06 - PALLAVI J SHINDE</td>, <td>01:25:11 - NALINI MURARI</td>]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "bs4.element.ResultSet"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for row in rows:\n",
    "    row_td = row.find_all('td')\n",
    "print(row_td)\n",
    "type(row_td)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The easiest way to remove html tags is to use Beautiful Soup, and it takes just one line of code to do this. Pass the string of interest into BeautifulSoup() and use the get_text() method to extract the text without html tags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14TH, INTEL TEAM M, 04:43:23, 00:58:59 - DANIELLE CASILLAS, 01:02:06 - RAMYA MERUVA, 01:17:06 - PALLAVI J SHINDE, 01:25:11 - NALINI MURARI]\n"
     ]
    }
   ],
   "source": [
    "str_cells = str(row_td)\n",
    "cleantext = BeautifulSoup(str_cells, \"lxml\").get_text()\n",
    "print(cleantext)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code below shows how to build a regular expression that finds all the characters inside the < td > html tags and replace them with an empty string for each table row\n",
    "\n",
    " After compiling a regular expression, you can use the re.sub() method to find all the substrings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14TH, INTEL TEAM M, 04:43:23, 00:58:59 - DANIELLE CASILLAS, 01:02:06 - RAMYA MERUVA, 01:17:06 - PALLAVI J SHINDE, 01:25:11 - NALINI MURARI]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "list_rows = []\n",
    "for row in rows:\n",
    "    cells = row.find_all('td')\n",
    "    str_cells = str(cells)\n",
    "    clean = re.compile('<.*?>')\n",
    "    clean2 = (re.sub(clean, '',str_cells))\n",
    "    list_rows.append(clean2)\n",
    "print(clean2)\n",
    "type(clean2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to convert the list into a dataframe and get a quick view of the first 10 rows using Pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Finishers:, 577]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Male:, 414]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Female:, 163]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[1, 814, JARED WILSON, M, TIGARD, OR, 00:36:21...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[2, 573, NATHAN A SUSTERSIC, M, PORTLAND, OR, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[3, 687, FRANCISCO MAYA, M, PORTLAND, OR, 00:3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[4, 623, PAUL MORROW, M, BEAVERTON, OR, 00:38:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[5, 569, DEREK G OSBORNE, M, HILLSBORO, OR, 00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[6, 642, JONATHON TRAN, M, PORTLAND, OR, 00:39...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   0\n",
       "0                                  [Finishers:, 577]\n",
       "1                                       [Male:, 414]\n",
       "2                                     [Female:, 163]\n",
       "3                                                 []\n",
       "4  [1, 814, JARED WILSON, M, TIGARD, OR, 00:36:21...\n",
       "5  [2, 573, NATHAN A SUSTERSIC, M, PORTLAND, OR, ...\n",
       "6  [3, 687, FRANCISCO MAYA, M, PORTLAND, OR, 00:3...\n",
       "7  [4, 623, PAUL MORROW, M, BEAVERTON, OR, 00:38:...\n",
       "8  [5, 569, DEREK G OSBORNE, M, HILLSBORO, OR, 00...\n",
       "9  [6, 642, JONATHON TRAN, M, PORTLAND, OR, 00:39..."
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(list_rows)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To clean it up, you should split the \"0\" column into multiple columns at the comma position. This is accomplished by using the str.split() method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Finishers:</td>\n",
       "      <td>577]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Male:</td>\n",
       "      <td>414]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Female:</td>\n",
       "      <td>163]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[1</td>\n",
       "      <td>814</td>\n",
       "      <td>JARED WILSON</td>\n",
       "      <td>M</td>\n",
       "      <td>TIGARD</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:21</td>\n",
       "      <td>05:51</td>\n",
       "      <td>1 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>1 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:24</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[2</td>\n",
       "      <td>573</td>\n",
       "      <td>NATHAN A SUSTERSIC</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:42</td>\n",
       "      <td>05:55</td>\n",
       "      <td>2 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>1 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[3</td>\n",
       "      <td>687</td>\n",
       "      <td>FRANCISCO MAYA</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:37:44</td>\n",
       "      <td>06:05</td>\n",
       "      <td>3 of 414</td>\n",
       "      <td>M 46-55</td>\n",
       "      <td>1 of 64</td>\n",
       "      <td>00:00:04</td>\n",
       "      <td>00:37:48</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[4</td>\n",
       "      <td>623</td>\n",
       "      <td>PAUL MORROW</td>\n",
       "      <td>M</td>\n",
       "      <td>BEAVERTON</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:38:34</td>\n",
       "      <td>06:13</td>\n",
       "      <td>4 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>2 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:38:37</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[5</td>\n",
       "      <td>569</td>\n",
       "      <td>DEREK G OSBORNE</td>\n",
       "      <td>M</td>\n",
       "      <td>HILLSBORO</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:21</td>\n",
       "      <td>06:20</td>\n",
       "      <td>5 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>2 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:39:24</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[6</td>\n",
       "      <td>642</td>\n",
       "      <td>JONATHON TRAN</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:49</td>\n",
       "      <td>06:25</td>\n",
       "      <td>6 of 414</td>\n",
       "      <td>M 18-25</td>\n",
       "      <td>1 of 34</td>\n",
       "      <td>00:00:06</td>\n",
       "      <td>00:39:55</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            0      1                    2     3           4     5          6   \\\n",
       "0  [Finishers:   577]                 None  None        None  None       None   \n",
       "1       [Male:   414]                 None  None        None  None       None   \n",
       "2     [Female:   163]                 None  None        None  None       None   \n",
       "3           []   None                 None  None        None  None       None   \n",
       "4           [1    814         JARED WILSON     M      TIGARD    OR   00:36:21   \n",
       "5           [2    573   NATHAN A SUSTERSIC     M    PORTLAND    OR   00:36:42   \n",
       "6           [3    687       FRANCISCO MAYA     M    PORTLAND    OR   00:37:44   \n",
       "7           [4    623          PAUL MORROW     M   BEAVERTON    OR   00:38:34   \n",
       "8           [5    569      DEREK G OSBORNE     M   HILLSBORO    OR   00:39:21   \n",
       "9           [6    642        JONATHON TRAN     M    PORTLAND    OR   00:39:49   \n",
       "\n",
       "       7          8         9          10         11         12  \\\n",
       "0    None       None      None       None       None       None   \n",
       "1    None       None      None       None       None       None   \n",
       "2    None       None      None       None       None       None   \n",
       "3    None       None      None       None       None       None   \n",
       "4   05:51   1 of 414   M 36-45   1 of 152   00:00:03   00:36:24   \n",
       "5   05:55   2 of 414   M 26-35   1 of 154   00:00:03   00:36:45   \n",
       "6   06:05   3 of 414   M 46-55    1 of 64   00:00:04   00:37:48   \n",
       "7   06:13   4 of 414   M 36-45   2 of 152   00:00:03   00:38:37   \n",
       "8   06:20   5 of 414   M 26-35   2 of 154   00:00:03   00:39:24   \n",
       "9   06:25   6 of 414   M 18-25    1 of 34   00:00:06   00:39:55   \n",
       "\n",
       "               13  \n",
       "0            None  \n",
       "1            None  \n",
       "2            None  \n",
       "3            None  \n",
       "4               ]  \n",
       "5   INTEL TEAM F]  \n",
       "6               ]  \n",
       "7               ]  \n",
       "8   INTEL TEAM F]  \n",
       "9               ]  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df[0].str.split(',', expand=True)\n",
    "df1.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the strip() method to remove the opening square bracket on column \"0.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Finishers:</td>\n",
       "      <td>577</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male:</td>\n",
       "      <td>414</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Female:</td>\n",
       "      <td>163</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>814</td>\n",
       "      <td>JARED WILSON</td>\n",
       "      <td>M</td>\n",
       "      <td>TIGARD</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:21</td>\n",
       "      <td>05:51</td>\n",
       "      <td>1 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>1 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:24</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>573</td>\n",
       "      <td>NATHAN A SUSTERSIC</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:42</td>\n",
       "      <td>05:55</td>\n",
       "      <td>2 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>1 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>687</td>\n",
       "      <td>FRANCISCO MAYA</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:37:44</td>\n",
       "      <td>06:05</td>\n",
       "      <td>3 of 414</td>\n",
       "      <td>M 46-55</td>\n",
       "      <td>1 of 64</td>\n",
       "      <td>00:00:04</td>\n",
       "      <td>00:37:48</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>623</td>\n",
       "      <td>PAUL MORROW</td>\n",
       "      <td>M</td>\n",
       "      <td>BEAVERTON</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:38:34</td>\n",
       "      <td>06:13</td>\n",
       "      <td>4 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>2 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:38:37</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>569</td>\n",
       "      <td>DEREK G OSBORNE</td>\n",
       "      <td>M</td>\n",
       "      <td>HILLSBORO</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:21</td>\n",
       "      <td>06:20</td>\n",
       "      <td>5 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>2 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:39:24</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6</td>\n",
       "      <td>642</td>\n",
       "      <td>JONATHON TRAN</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:49</td>\n",
       "      <td>06:25</td>\n",
       "      <td>6 of 414</td>\n",
       "      <td>M 18-25</td>\n",
       "      <td>1 of 34</td>\n",
       "      <td>00:00:06</td>\n",
       "      <td>00:39:55</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           0     1                    2     3           4     5          6   \\\n",
       "0  Finishers:   577                 None  None        None  None       None   \n",
       "1       Male:   414                 None  None        None  None       None   \n",
       "2     Female:   163                 None  None        None  None       None   \n",
       "3              None                 None  None        None  None       None   \n",
       "4           1   814         JARED WILSON     M      TIGARD    OR   00:36:21   \n",
       "5           2   573   NATHAN A SUSTERSIC     M    PORTLAND    OR   00:36:42   \n",
       "6           3   687       FRANCISCO MAYA     M    PORTLAND    OR   00:37:44   \n",
       "7           4   623          PAUL MORROW     M   BEAVERTON    OR   00:38:34   \n",
       "8           5   569      DEREK G OSBORNE     M   HILLSBORO    OR   00:39:21   \n",
       "9           6   642        JONATHON TRAN     M    PORTLAND    OR   00:39:49   \n",
       "\n",
       "       7          8         9          10         11         12  \\\n",
       "0    None       None      None       None       None       None   \n",
       "1    None       None      None       None       None       None   \n",
       "2    None       None      None       None       None       None   \n",
       "3    None       None      None       None       None       None   \n",
       "4   05:51   1 of 414   M 36-45   1 of 152   00:00:03   00:36:24   \n",
       "5   05:55   2 of 414   M 26-35   1 of 154   00:00:03   00:36:45   \n",
       "6   06:05   3 of 414   M 46-55    1 of 64   00:00:04   00:37:48   \n",
       "7   06:13   4 of 414   M 36-45   2 of 152   00:00:03   00:38:37   \n",
       "8   06:20   5 of 414   M 26-35   2 of 154   00:00:03   00:39:24   \n",
       "9   06:25   6 of 414   M 18-25    1 of 34   00:00:06   00:39:55   \n",
       "\n",
       "               13  \n",
       "0            None  \n",
       "1            None  \n",
       "2            None  \n",
       "3            None  \n",
       "4               ]  \n",
       "5   INTEL TEAM F]  \n",
       "6               ]  \n",
       "7               ]  \n",
       "8   INTEL TEAM F]  \n",
       "9               ]  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[0] = df1[0].str.strip('['and ']')\n",
    "df1[1] = df1[1].str.strip('['and ']')\n",
    "df1.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#use the find_all() method to get the table headers.\n",
    "\n",
    "col_labels = soup.find_all('th')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['[Place, Bib, Name, Gender, City, State, Chip Time, Chip Pace, Gender Place, Age Group, Age Group Place, Time to Start, Gun Time, Team]']\n"
     ]
    }
   ],
   "source": [
    "#Similar to table rows, you can use Beautiful Soup to extract text in between html tags for table headers.\n",
    "all_header = []\n",
    "col_str = str(col_labels)\n",
    "cleantext2 = BeautifulSoup(col_str, \"lxml\").get_text()\n",
    "all_header.append(cleantext2)\n",
    "print(all_header)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Place, Bib, Name, Gender, City, State, Chip T...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   0\n",
       "0  [Place, Bib, Name, Gender, City, State, Chip T..."
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#convert the list of headers into a pandas dataframe.\n",
    "\n",
    "df2 = pd.DataFrame(all_header)\n",
    "df2.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Place</td>\n",
       "      <td>Bib</td>\n",
       "      <td>Name</td>\n",
       "      <td>Gender</td>\n",
       "      <td>City</td>\n",
       "      <td>State</td>\n",
       "      <td>Chip Time</td>\n",
       "      <td>Chip Pace</td>\n",
       "      <td>Gender Place</td>\n",
       "      <td>Age Group</td>\n",
       "      <td>Age Group Place</td>\n",
       "      <td>Time to Start</td>\n",
       "      <td>Gun Time</td>\n",
       "      <td>Team]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       0     1      2        3      4       5           6           7   \\\n",
       "0  [Place   Bib   Name   Gender   City   State   Chip Time   Chip Pace   \n",
       "\n",
       "              8           9                 10              11         12  \\\n",
       "0   Gender Place   Age Group   Age Group Place   Time to Start   Gun Time   \n",
       "\n",
       "       13  \n",
       "0   Team]  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#you can split column \"0\" into multiple columns at the comma position for all rows.\n",
    "\n",
    "df3 = df2[0].str.split(',', expand=True)\n",
    "df3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Place</td>\n",
       "      <td>Bib</td>\n",
       "      <td>Name</td>\n",
       "      <td>Gender</td>\n",
       "      <td>City</td>\n",
       "      <td>State</td>\n",
       "      <td>Chip Time</td>\n",
       "      <td>Chip Pace</td>\n",
       "      <td>Gender Place</td>\n",
       "      <td>Age Group</td>\n",
       "      <td>Age Group Place</td>\n",
       "      <td>Time to Start</td>\n",
       "      <td>Gun Time</td>\n",
       "      <td>Team]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Finishers:</td>\n",
       "      <td>577</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male:</td>\n",
       "      <td>414</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Female:</td>\n",
       "      <td>163</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>814</td>\n",
       "      <td>JARED WILSON</td>\n",
       "      <td>M</td>\n",
       "      <td>TIGARD</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:21</td>\n",
       "      <td>05:51</td>\n",
       "      <td>1 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>1 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:24</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>573</td>\n",
       "      <td>NATHAN A SUSTERSIC</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:42</td>\n",
       "      <td>05:55</td>\n",
       "      <td>2 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>1 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>687</td>\n",
       "      <td>FRANCISCO MAYA</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:37:44</td>\n",
       "      <td>06:05</td>\n",
       "      <td>3 of 414</td>\n",
       "      <td>M 46-55</td>\n",
       "      <td>1 of 64</td>\n",
       "      <td>00:00:04</td>\n",
       "      <td>00:37:48</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>623</td>\n",
       "      <td>PAUL MORROW</td>\n",
       "      <td>M</td>\n",
       "      <td>BEAVERTON</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:38:34</td>\n",
       "      <td>06:13</td>\n",
       "      <td>4 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>2 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:38:37</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>569</td>\n",
       "      <td>DEREK G OSBORNE</td>\n",
       "      <td>M</td>\n",
       "      <td>HILLSBORO</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:21</td>\n",
       "      <td>06:20</td>\n",
       "      <td>5 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>2 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:39:24</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           0     1                    2        3           4       5   \\\n",
       "0      [Place   Bib                 Name   Gender        City   State   \n",
       "0  Finishers:   577                 None     None        None    None   \n",
       "1       Male:   414                 None     None        None    None   \n",
       "2     Female:   163                 None     None        None    None   \n",
       "3              None                 None     None        None    None   \n",
       "4           1   814         JARED WILSON        M      TIGARD      OR   \n",
       "5           2   573   NATHAN A SUSTERSIC        M    PORTLAND      OR   \n",
       "6           3   687       FRANCISCO MAYA        M    PORTLAND      OR   \n",
       "7           4   623          PAUL MORROW        M   BEAVERTON      OR   \n",
       "8           5   569      DEREK G OSBORNE        M   HILLSBORO      OR   \n",
       "\n",
       "           6           7              8           9                 10  \\\n",
       "0   Chip Time   Chip Pace   Gender Place   Age Group   Age Group Place   \n",
       "0        None        None           None        None              None   \n",
       "1        None        None           None        None              None   \n",
       "2        None        None           None        None              None   \n",
       "3        None        None           None        None              None   \n",
       "4    00:36:21       05:51       1 of 414     M 36-45          1 of 152   \n",
       "5    00:36:42       05:55       2 of 414     M 26-35          1 of 154   \n",
       "6    00:37:44       06:05       3 of 414     M 46-55           1 of 64   \n",
       "7    00:38:34       06:13       4 of 414     M 36-45          2 of 152   \n",
       "8    00:39:21       06:20       5 of 414     M 26-35          2 of 154   \n",
       "\n",
       "               11         12              13  \n",
       "0   Time to Start   Gun Time           Team]  \n",
       "0            None       None            None  \n",
       "1            None       None            None  \n",
       "2            None       None            None  \n",
       "3            None       None            None  \n",
       "4        00:00:03   00:36:24               ]  \n",
       "5        00:00:03   00:36:45   INTEL TEAM F]  \n",
       "6        00:00:04   00:37:48               ]  \n",
       "7        00:00:03   00:38:37               ]  \n",
       "8        00:00:03   00:39:24   INTEL TEAM F]  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The two dataframes can be concatenated into one using the concat() method as illustrated below.\n",
    "\n",
    "frames = [df3, df1]\n",
    "\n",
    "df4 = pd.concat(frames)\n",
    "df4.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>[Place</th>\n",
       "      <th>Bib</th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Chip Time</th>\n",
       "      <th>Chip Pace</th>\n",
       "      <th>Gender Place</th>\n",
       "      <th>Age Group</th>\n",
       "      <th>Age Group Place</th>\n",
       "      <th>Time to Start</th>\n",
       "      <th>Gun Time</th>\n",
       "      <th>Team]</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>[Place</td>\n",
       "      <td>Bib</td>\n",
       "      <td>Name</td>\n",
       "      <td>Gender</td>\n",
       "      <td>City</td>\n",
       "      <td>State</td>\n",
       "      <td>Chip Time</td>\n",
       "      <td>Chip Pace</td>\n",
       "      <td>Gender Place</td>\n",
       "      <td>Age Group</td>\n",
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       "      <td>Team]</td>\n",
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       "      <td>Finishers:</td>\n",
       "      <td>577</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male:</td>\n",
       "      <td>414</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Female:</td>\n",
       "      <td>163</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       [Place   Bib   Name   Gender   City   State   Chip Time   Chip Pace  \\\n",
       "0      [Place   Bib   Name   Gender   City   State   Chip Time   Chip Pace   \n",
       "0  Finishers:   577   None     None   None    None        None        None   \n",
       "1       Male:   414   None     None   None    None        None        None   \n",
       "2     Female:   163   None     None   None    None        None        None   \n",
       "3              None   None     None   None    None        None        None   \n",
       "\n",
       "    Gender Place   Age Group   Age Group Place   Time to Start   Gun Time  \\\n",
       "0   Gender Place   Age Group   Age Group Place   Time to Start   Gun Time   \n",
       "0           None        None              None            None       None   \n",
       "1           None        None              None            None       None   \n",
       "2           None        None              None            None       None   \n",
       "3           None        None              None            None       None   \n",
       "\n",
       "    Team]  \n",
       "0   Team]  \n",
       "0    None  \n",
       "1    None  \n",
       "2    None  \n",
       "3    None  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#assign the first row to be the table header.\n",
    "\n",
    "df5 = df4.rename(columns=df4.iloc[0])\n",
    "df5.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#df5[0] = df5[0].str.strip('['and ']')\n",
    "#df5.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 597 entries, 0 to 595\n",
      "Data columns (total 14 columns):\n",
      "[Place              597 non-null object\n",
      " Bib                596 non-null object\n",
      " Name               593 non-null object\n",
      " Gender             593 non-null object\n",
      " City               593 non-null object\n",
      " State              593 non-null object\n",
      " Chip Time          593 non-null object\n",
      " Chip Pace          578 non-null object\n",
      " Gender Place       578 non-null object\n",
      " Age Group          578 non-null object\n",
      " Age Group Place    578 non-null object\n",
      " Time to Start      578 non-null object\n",
      " Gun Time           578 non-null object\n",
      " Team]              578 non-null object\n",
      "dtypes: object(14)\n",
      "memory usage: 70.0+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(597, 14)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df5.info()\n",
    "df5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#drop all rows with any missing values.\n",
    "\n",
    "df6 = df5.dropna(axis=0, how='any')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead tr:only-child th {\n",
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       "  <thead>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
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       "      <td>JARED WILSON</td>\n",
       "      <td>M</td>\n",
       "      <td>TIGARD</td>\n",
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       "      <td>00:36:21</td>\n",
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       "      <td>00:00:03</td>\n",
       "      <td>00:36:24</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>573</td>\n",
       "      <td>NATHAN A SUSTERSIC</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:42</td>\n",
       "      <td>05:55</td>\n",
       "      <td>2 of 414</td>\n",
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       "      <td>1 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>687</td>\n",
       "      <td>FRANCISCO MAYA</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:37:44</td>\n",
       "      <td>06:05</td>\n",
       "      <td>3 of 414</td>\n",
       "      <td>M 46-55</td>\n",
       "      <td>1 of 64</td>\n",
       "      <td>00:00:04</td>\n",
       "      <td>00:37:48</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>623</td>\n",
       "      <td>PAUL MORROW</td>\n",
       "      <td>M</td>\n",
       "      <td>BEAVERTON</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:38:34</td>\n",
       "      <td>06:13</td>\n",
       "      <td>4 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>2 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:38:37</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>569</td>\n",
       "      <td>DEREK G OSBORNE</td>\n",
       "      <td>M</td>\n",
       "      <td>HILLSBORO</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:21</td>\n",
       "      <td>06:20</td>\n",
       "      <td>5 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>2 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:39:24</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  [Place   Bib                 Name  Gender        City  State  Chip Time  \\\n",
       "4      1   814         JARED WILSON       M      TIGARD     OR   00:36:21   \n",
       "5      2   573   NATHAN A SUSTERSIC       M    PORTLAND     OR   00:36:42   \n",
       "6      3   687       FRANCISCO MAYA       M    PORTLAND     OR   00:37:44   \n",
       "7      4   623          PAUL MORROW       M   BEAVERTON     OR   00:38:34   \n",
       "8      5   569      DEREK G OSBORNE       M   HILLSBORO     OR   00:39:21   \n",
       "\n",
       "   Chip Pace  Gender Place  Age Group  Age Group Place  Time to Start  \\\n",
       "4      05:51      1 of 414    M 36-45         1 of 152       00:00:03   \n",
       "5      05:55      2 of 414    M 26-35         1 of 154       00:00:03   \n",
       "6      06:05      3 of 414    M 46-55          1 of 64       00:00:04   \n",
       "7      06:13      4 of 414    M 36-45         2 of 152       00:00:03   \n",
       "8      06:20      5 of 414    M 26-35         2 of 154       00:00:03   \n",
       "\n",
       "    Gun Time           Team]  \n",
       "4   00:36:24               ]  \n",
       "5   00:36:45   INTEL TEAM F]  \n",
       "6   00:37:48               ]  \n",
       "7   00:38:37               ]  \n",
       "8   00:39:24   INTEL TEAM F]  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df7 = df6.drop(df6.index[0])\n",
    "df7.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Place</th>\n",
       "      <th>Bib</th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Chip Time</th>\n",
       "      <th>Chip Pace</th>\n",
       "      <th>Gender Place</th>\n",
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       "      <th>Team</th>\n",
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       "      <td>1</td>\n",
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       "      <td>JARED WILSON</td>\n",
       "      <td>M</td>\n",
       "      <td>TIGARD</td>\n",
       "      <td>OR</td>\n",
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       "      <td>05:51</td>\n",
       "      <td>1 of 414</td>\n",
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       "      <td>00:36:24</td>\n",
       "      <td>]</td>\n",
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       "      <td>2</td>\n",
       "      <td>573</td>\n",
       "      <td>NATHAN A SUSTERSIC</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:36:42</td>\n",
       "      <td>05:55</td>\n",
       "      <td>2 of 414</td>\n",
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       "      <td>1 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>687</td>\n",
       "      <td>FRANCISCO MAYA</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:37:44</td>\n",
       "      <td>06:05</td>\n",
       "      <td>3 of 414</td>\n",
       "      <td>M 46-55</td>\n",
       "      <td>1 of 64</td>\n",
       "      <td>00:00:04</td>\n",
       "      <td>00:37:48</td>\n",
       "      <td>]</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>623</td>\n",
       "      <td>PAUL MORROW</td>\n",
       "      <td>M</td>\n",
       "      <td>BEAVERTON</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:38:34</td>\n",
       "      <td>06:13</td>\n",
       "      <td>4 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>2 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:38:37</td>\n",
       "      <td>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>569</td>\n",
       "      <td>DEREK G OSBORNE</td>\n",
       "      <td>M</td>\n",
       "      <td>HILLSBORO</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:21</td>\n",
       "      <td>06:20</td>\n",
       "      <td>5 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>2 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:39:24</td>\n",
       "      <td>INTEL TEAM F]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Place   Bib                 Name  Gender        City  State  Chip Time  \\\n",
       "4     1   814         JARED WILSON       M      TIGARD     OR   00:36:21   \n",
       "5     2   573   NATHAN A SUSTERSIC       M    PORTLAND     OR   00:36:42   \n",
       "6     3   687       FRANCISCO MAYA       M    PORTLAND     OR   00:37:44   \n",
       "7     4   623          PAUL MORROW       M   BEAVERTON     OR   00:38:34   \n",
       "8     5   569      DEREK G OSBORNE       M   HILLSBORO     OR   00:39:21   \n",
       "\n",
       "   Chip Pace  Gender Place  Age Group  Age Group Place  Time to Start  \\\n",
       "4      05:51      1 of 414    M 36-45         1 of 152       00:00:03   \n",
       "5      05:55      2 of 414    M 26-35         1 of 154       00:00:03   \n",
       "6      06:05      3 of 414    M 46-55          1 of 64       00:00:04   \n",
       "7      06:13      4 of 414    M 36-45         2 of 152       00:00:03   \n",
       "8      06:20      5 of 414    M 26-35         2 of 154       00:00:03   \n",
       "\n",
       "    Gun Time            Team  \n",
       "4   00:36:24               ]  \n",
       "5   00:36:45   INTEL TEAM F]  \n",
       "6   00:37:48               ]  \n",
       "7   00:38:37               ]  \n",
       "8   00:39:24   INTEL TEAM F]  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# more data cleaning by renaming the '[Place' and ' Team]' columns. Python is very picky about space. Make sure you include space after the quotation mark in ' Team]'.\n",
    "\n",
    "df7.rename(columns={'[Place': 'Place'},inplace=True)\n",
    "df7.rename(columns={' Team]': 'Team'},inplace=True)\n",
    "df7.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Bib</th>\n",
       "      <th>Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>City</th>\n",
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       "      <td>INTEL TEAM F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>687</td>\n",
       "      <td>FRANCISCO MAYA</td>\n",
       "      <td>M</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:37:44</td>\n",
       "      <td>06:05</td>\n",
       "      <td>3 of 414</td>\n",
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       "      <td>1 of 64</td>\n",
       "      <td>00:00:04</td>\n",
       "      <td>00:37:48</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>623</td>\n",
       "      <td>PAUL MORROW</td>\n",
       "      <td>M</td>\n",
       "      <td>BEAVERTON</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:38:34</td>\n",
       "      <td>06:13</td>\n",
       "      <td>4 of 414</td>\n",
       "      <td>M 36-45</td>\n",
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       "      <td>00:38:37</td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>569</td>\n",
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       "      <td>M</td>\n",
       "      <td>HILLSBORO</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:39:21</td>\n",
       "      <td>06:20</td>\n",
       "      <td>5 of 414</td>\n",
       "      <td>M 26-35</td>\n",
       "      <td>2 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:39:24</td>\n",
       "      <td>INTEL TEAM F</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Place   Bib                 Name  Gender        City  State  Chip Time  \\\n",
       "4     1   814         JARED WILSON       M      TIGARD     OR   00:36:21   \n",
       "5     2   573   NATHAN A SUSTERSIC       M    PORTLAND     OR   00:36:42   \n",
       "6     3   687       FRANCISCO MAYA       M    PORTLAND     OR   00:37:44   \n",
       "7     4   623          PAUL MORROW       M   BEAVERTON     OR   00:38:34   \n",
       "8     5   569      DEREK G OSBORNE       M   HILLSBORO     OR   00:39:21   \n",
       "\n",
       "   Chip Pace  Gender Place  Age Group  Age Group Place  Time to Start  \\\n",
       "4      05:51      1 of 414    M 36-45         1 of 152       00:00:03   \n",
       "5      05:55      2 of 414    M 26-35         1 of 154       00:00:03   \n",
       "6      06:05      3 of 414    M 46-55          1 of 64       00:00:04   \n",
       "7      06:13      4 of 414    M 36-45         2 of 152       00:00:03   \n",
       "8      06:20      5 of 414    M 26-35         2 of 154       00:00:03   \n",
       "\n",
       "    Gun Time           Team  \n",
       "4   00:36:24                 \n",
       "5   00:36:45   INTEL TEAM F  \n",
       "6   00:37:48                 \n",
       "7   00:38:37                 \n",
       "8   00:39:24   INTEL TEAM F  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#removing the closing bracket for cells in the \"Team\" column.\n",
    "\n",
    "df7['Team'] = df7['Team'].str.strip(']')\n",
    "df7.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Analysis and Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#convert the column \"Chip Time\" into just minutes. One way to do this is to convert the column to a list first for manipulation.\n",
    "\n",
    "time_list = df7[' Chip Time'].tolist()\n",
    "\n",
    "# You can use a for loop to convert 'Chip Time' to minutes\n",
    "\n",
    "time_mins = []\n",
    "for i in time_list:\n",
    "    h, m, s = i.split(':')\n",
    "    math = (int(h) * 3600 + int(m) * 60 + int(s))/60\n",
    "    time_mins.append(math)\n",
    "#print(time_mins)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>4</th>\n",
       "      <td>1</td>\n",
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       "      <th>5</th>\n",
       "      <td>2</td>\n",
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       "      <td>00:00:03</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>INTEL TEAM F</td>\n",
       "      <td>36.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
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       "      <td>FRANCISCO MAYA</td>\n",
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       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>00:37:44</td>\n",
       "      <td>06:05</td>\n",
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       "      <td></td>\n",
       "      <td>37.733333</td>\n",
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       "      <th>7</th>\n",
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       "      <td>623</td>\n",
       "      <td>PAUL MORROW</td>\n",
       "      <td>M</td>\n",
       "      <td>BEAVERTON</td>\n",
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       "      <td>06:13</td>\n",
       "      <td>4 of 414</td>\n",
       "      <td>M 36-45</td>\n",
       "      <td>2 of 152</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:38:37</td>\n",
       "      <td></td>\n",
       "      <td>38.566667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>569</td>\n",
       "      <td>DEREK G OSBORNE</td>\n",
       "      <td>M</td>\n",
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       "      <td>OR</td>\n",
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       "      <td>5 of 414</td>\n",
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       "      <td>2 of 154</td>\n",
       "      <td>00:00:03</td>\n",
       "      <td>00:39:24</td>\n",
       "      <td>INTEL TEAM F</td>\n",
       "      <td>39.350000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Place   Bib                 Name  Gender        City  State  Chip Time  \\\n",
       "4     1   814         JARED WILSON       M      TIGARD     OR   00:36:21   \n",
       "5     2   573   NATHAN A SUSTERSIC       M    PORTLAND     OR   00:36:42   \n",
       "6     3   687       FRANCISCO MAYA       M    PORTLAND     OR   00:37:44   \n",
       "7     4   623          PAUL MORROW       M   BEAVERTON     OR   00:38:34   \n",
       "8     5   569      DEREK G OSBORNE       M   HILLSBORO     OR   00:39:21   \n",
       "\n",
       "   Chip Pace  Gender Place  Age Group  Age Group Place  Time to Start  \\\n",
       "4      05:51      1 of 414    M 36-45         1 of 152       00:00:03   \n",
       "5      05:55      2 of 414    M 26-35         1 of 154       00:00:03   \n",
       "6      06:05      3 of 414    M 46-55          1 of 64       00:00:04   \n",
       "7      06:13      4 of 414    M 36-45         2 of 152       00:00:03   \n",
       "8      06:20      5 of 414    M 26-35         2 of 154       00:00:03   \n",
       "\n",
       "    Gun Time           Team  Runner_mins  \n",
       "4   00:36:24                   36.350000  \n",
       "5   00:36:45   INTEL TEAM F    36.700000  \n",
       "6   00:37:48                   37.733333  \n",
       "7   00:38:37                   38.566667  \n",
       "8   00:39:24   INTEL TEAM F    39.350000  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#convert the list back into a dataframe and make a new column (\"Runner_mins\") for runner chip times expressed in just minutes.\n",
    "\n",
    "df7['Runner_mins'] = time_mins\n",
    "df7.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Runner_mins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>577.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>60.035933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>11.970623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>36.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>51.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>59.016667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>67.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>101.300000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Runner_mins\n",
       "count   577.000000\n",
       "mean     60.035933\n",
       "std      11.970623\n",
       "min      36.350000\n",
       "25%      51.000000\n",
       "50%      59.016667\n",
       "75%      67.266667\n",
       "max     101.300000"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df7.describe(include=[np.number])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "distribution plot of runners' chip times plotted using the seaborn library. The distribution looks almost normal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rT9drCUD7FU2Pv+qGN+IlMD9A9J1RKpZXELk8QuVllXgD3skK1RhT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\nxjgsIRhjjAEsIRhjjHH8/22b3stbS9iNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2958f5588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizations\n",
    "x = df7['Runner_mins']\n",
    "ax = sns.distplot(x, hist=True, kde=True, rug=False, color='m', bins=25, hist_kws={'edgecolor':'black'})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a296ab16d8>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dKZWilHrCduwRpdQG2/N2pdQNSqlUpdRCpVSB7fjjSim/XkNL5yqlKpVSLUqp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\ndDtQp5RKBZ4GnrTVnQ6sBWYAq4A/2to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0RaD1SDAYfHh/8KXfXB+8Du6D+l3BvAV7N0Lj\nR8H7ktOh+FyY/VMYezGkpNPaZhxqOUrzkVYOha8DhyPs3d9CdWMz1Y0tVDe0UFHTxI7ag5hBcqI4\nqziXm84r5aIzBvtsZ86dBJaQRF3WeOqyxrO55BowI6O5irzGjeQ2lpO2axVsWgHv1n/6pqQ0yB4O\n/YfAgMJPf/bLgbSs8JUNKRlkJKVyxYQsrphUwJ4Dbby2pYbXN9Xw/PvVPLEm+A5JShBFeemMKuhP\ncX4G+Zkp5GWmkJeRSm5GCukpiaQlt78SSE5MIEFCBHfanujWRiwB4TTgo6jlKmB6Z2XMLCKpEcgL\n1//5mPe2Z2XrapvHz8MXwb5N0Ho0CAKtR7p+T3IG5BTDsOlw1nXBbaRDp31uystrl6zljxX7Ot1M\nRkoiQ7L7UTowk0snFjJxWDbTS3JJT/HhG+d6lMTB9GEcTB9G5ZA5bNlTwh0/mg+HPoHarVBbEbwa\nKqGpGna8CQf2BBeTXRgMXJWYwlWJqVi/JFpTodVExIzIIXHv7utYvOlMIm2xZ5zd/PM5J7w7WdbF\nRNySLgcuNLPrwuW/B6aZ2Q+iymwMy1SFy9sJWgKLgLfN7Hfh+oeAFwmyrH7hNqO2fQNwQ7g4BtjS\n/Y/bJ+QDtT19EL2Q10vHvF46Fm/1UmRmXU76EMtlahUQPWnvUODjTspUSUoCsoC6Lt7b1TYBMLMH\ngQdjOM64IOkdM5va08fR23i9dMzrpWNeLx2LZXRjLTBKUomkFIJB4hXHlFkBtM8YfxnwugVNjxXA\nlZJSJZUAo4A1MW7TOefcSdRlCyEcE7gZeJngFtGHzWyjpEXAO2a2AngIeDwcNK4j+IInLPcUwWBx\nBPi+WTATR0fbPP4fzznnXKy6HENwvYukG8JuNBfF66VjXi8d83rpmAcE55xzgM+p7JxzLuQBoZeT\nlChpnaTnw+USSaslbZX0ZDgoH1ckZUtaJmmzpE2SZkrKlbQyrJeVknJ6+jhPNkm3SNoo6QNJT0hK\ni9fzRdLDkmokfRC1rsNzRIF/k7RN0vuSJvfckfcsDwi93w+BTVHLdwG/NrNRQD1B2pB4cx/wkpmN\nBSYS1M+PgdfCenktXI4bkk4D5gNTzWwCwc0a7Wlk4vF8WQLMOWZdZ+fIRQR3QI4ieObpgZN0jL2O\nB4ReTNJQ4GJgcbgs4HyC9CAAjwLf6Jmj6xmSBgBfI7izDTM7YmYNBKlPHg2LxV29hJKAfuGzQOlA\nNXF6vpjZHwnueIzW2TkyF3jMAn8GsiXFlqCsj/GA0LvdC/wIaAuX84AGM2t/dj46FUi8GAHsAx4J\nu9IWS8oABplZNUD4s/v5jU9BZrYb+BVQSRAIGoEy/HyJ1tk50lF6nrisJw8IvZSkrwM1ZlYWvbqD\novF2m1gSMBl4wMzOBA4SZ91DHQn7w+cCJQSZhTMIukKOFW/nSyz8/yrkAaH3Oge4VNJOYClB0/9e\nguZs+wOFnab86MOqgCozWx0uLyMIEHvbm/nhz5oeOr6ecgGww8z2mdlRYDlwNn6+ROvsHIklPU9c\n8IDQS5nZQjMbambFBIODr5vZVcAbBOlBIEgX8mwPHWKPMLM9wEeSxoSrZhM8CR+dPiXu6oWgq2iG\npPRwrKm9XuL6fDlGZ+fICuAfwruNZgCN7V1L8cYfTDsFSJoFLDCzr0saQdBiyAXWAVeH803EDUmT\nCAbaU4APgWsJLm6eAoYTfDlebmbHDir2aZLuAOYRpIlZB1xH0Bced+eLpCeAWQRZTfcCPwOeoYNz\nJAyg9xPclXQIuNbM3umJ4+5pHhCcc84B3mXknHMu5AHBOecc4AHBOedcyAOCc845wAOCc865kAcE\n55xzgAcE10dIapW0Pkz9/Jyk7J4+pu6QVChpWdclnTv+/DkE1ydIOmBmmeHvjwIVZvYvPXQsie1z\nhzt3KvEWguuL3ibMVilpVvvkQuHy/ZK+E/6+U9Idkt6VtEHS2HD97eEEK6skfShpftT7r5a0JmyN\n/EZSYrj+gKRFklYDMzs6qHB/d0p6W9I7kiZLelnSdkk3hmWK2yd1kfQdScslvRRO6vLLcH2ipCVh\na2iDpFtOQB26OOQBwfUp4Rf0bIL8NLGoNbPJBJOiLIhaPxa4EJgG/ExSsqTTCVJDnGNmk4BW4Kqw\nfAbwgZlNN7M/fcH+PjKzmcCbBJO4XAbMABZ1Un5SuM8zgHmShoXrTjOzCWZ2BvBIjJ/VuS+U1HUR\n504J/SStB4oJ5gFYGeP7loc/y4BvRa1/Icz5c1hSDTCIINBMAdYG6W/ox6cZM1uBp2PYX3ug2gBk\nmlkT0CSppZNxj9fMrBFAUjlQBGwERkj6d+AF4JWYPqlzXfAWgusrmsOr9iKCpHffD9dH+Ox5nnbM\n+9oTvbXy2Quk6ARw7X8T8KiZTQpfY8zs9rBMS4zjBu3bbTtmH210fIH2ueMws3qCqUNXEXzOxTHs\n17kueUBwfUp4NT0fWCApGdgFjJOUKimL4Cq/u14DLpNUAH+ZtL3oKx/0lyQpH0gws6eB2wjmg3Du\nK/MuI9fnmNk6Se8BV5rZ45KeAt4HthKkgO7udssl/QR4RVICcJTgCn3X8TjuL+E0gilE2y/oFp7k\n/bs+ym87dc45B3iXkXPOuZB3GTl3nEn6A8Fk99H+ycxe7onjcS5W3mXknHMO8C4j55xzIQ8Izjnn\nAA8IzjnnQh4QnHPOAR4QnHPOhf4fCQZx/H5GlakAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2958e8160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#whether there were any performance differences between males and females of various age groups. Below is a distribution plot of chip times for males and females.\n",
    "\n",
    "f_fuko = df7.loc[df7[' Gender']==' F']['Runner_mins']\n",
    "m_fuko = df7.loc[df7[' Gender']==' M']['Runner_mins']\n",
    "sns.distplot(f_fuko, hist=True, kde=True, rug=False, hist_kws={'edgecolor':'black'}, label='Female')\n",
    "sns.distplot(m_fuko, hist=False, kde=True, rug=False, hist_kws={'edgecolor':'black'}, label='Male')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        Runner_mins                                                         \\\n",
      "              count       mean        std        min        25%        50%   \n",
      " Gender                                                                      \n",
      " F            163.0  66.119223  12.184440  43.766667  58.758333  64.616667   \n",
      " M            414.0  57.640821  11.011857  36.350000  49.395833  55.791667   \n",
      "\n",
      "                                \n",
      "               75%         max  \n",
      " Gender                         \n",
      " F       72.058333  101.300000  \n",
      " M       64.804167   98.516667  \n"
     ]
    }
   ],
   "source": [
    "#groupby() method to compute summary statistics for males and females separately as shown below.\n",
    "\n",
    "g_stats = df7.groupby(\" Gender\", as_index=True).describe()\n",
    "print(g_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}