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ECON-4280: Econometric Methods for Big Data
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<meta property="og:title" content="ECON-4280: Econometric Methods for Big Data">
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<meta property="og:description" content="Examine advanced econometric and statistical methods for the analysis of high-dimensional data, otherwise known as "Big Data." In this setting, detailed information for each unit of observation informs machine learning techniques such as classification and regression trees; random forests; penalized regressions; and boosted estimation. These prediction methods are then utilized to improve causal modeling, with applications in the study of healthcare demand and supply modeling, and behavior of consumers and businesses. Â">
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<h1 id="name">
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Econometric Methods for Big Data
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</h1>
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<h2 id="code">
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ECON-4280
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</h2>
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<p>
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Examine advanced econometric and statistical methods for the analysis of high-dimensional data, otherwise known as "Big Data." In this setting, detailed information for each unit of observation informs machine learning techniques such as classification and regression trees; random forests; penalized regressions; and boosted estimation. These prediction methods are then utilized to improve causal modeling, with applications in the study of healthcare demand and supply modeling, and behavior of consumers and businesses. Â
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4 credits
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Prereqs:
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<div class="pr-or-title">
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one of:
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<a class="course-pill" href="ECON-1200.html">ECON-1200 Introductory Economics</a>
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<a class="course-pill" href="IHSS-1200.html">IHSS-1200 Principles of Economics</a>
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one of:
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<a class="course-pill" href="MATH-1010.html">MATH-1010 Calculus I</a>
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<a class="course-pill" href="MATH-1500.html">MATH-1500 Calculus for Architecture, Management, and HASS</a>
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one of:
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<a class="course-pill" href="ENGR-2600.html">ENGR-2600 Modeling and Analysis of Uncertainty</a>
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<a class="course-pill" href="MGMT-2100.html">MGMT-2100 Statistical Methods</a>
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<a class="course-pill" href="MATP-4600.html">MATP-4600 Probability Theory and Applications</a>
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<a class="course-pill" href="PSYC-2310.html">PSYC-2310 Research Methods and Statistics I</a>
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Past Term Data
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Offered
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Not Offered
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Offered as Cross-Listing Only
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Detailed View
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<table id="years-table">
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<thead>
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<tr>
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<th></th>
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<th class="spring season-label">Spring</th>
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<th class="summer season-label" colspan="2">Summer</th>
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<th class="fall season-label">Fall</th>
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</tr>
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<tr>
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<th colspan="2"></th>
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<th class="summer2 midsum-label">(Session 1)</th>
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<th class="summer3 midsum-label">(Session 2)</th>
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<th></th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<th class="year">2023</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 7/19
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 0/19
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</span>
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</div>
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</td>
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</tr>
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<tr>
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<th class="year">2022</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Jason Ung Huh</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 9/19
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 12/19
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</span>
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</div>
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</td>
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</tr>
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<tr>
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<th class="year">2021</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Jason Ung Huh</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 11/19
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 11/19
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</span>
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</div>
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</td>
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</tr>
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<tr>
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<th class="year">2020</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 10/19
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</span>
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</div>
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</td>
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</tr>
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<tr>
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<th class="year">2019</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 6/19
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</span>
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</div>
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</td>
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</tr>
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<tr>
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<th class="year">2018</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2017</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2016</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2015</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2014</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2013</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2012</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2011</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2010</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2009</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2008</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2007</th>
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<td class="term spring unscheduled">
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</td>
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<td colspan="2" class="term summer unscheduled">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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</tbody>
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</table>
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</div>
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</div>
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</body>
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</html>
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