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<!DOCTYPE html>
<html lang="en">
<head>
<title>Data 8</title>
<!-- Latest compiled and minified Bootstrap CSS -->
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Data 8 Fall 2021
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⚠️ This content is archived as of March 2026 and is retained exclusively for reference.
<a href="https://data8.org">Find current offerings.</a>
</div>
<h2>Announcements</h2>
<div id="announcements">
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<span class="announcement-date">Fri 03 December 2021</span>
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<ul>
<li>Project 3 is due today!</li>
<li>Pre-final class performance summary: Ed <a href="https://edstem.org/us/courses/7337/discussion/917747">#2919</a></li>
<li>RRR week review sessions and OH will be posted on Ed this weekend</li>
<li>Please fill out the <a href="http://course-evaluations.berkeley.edu">course evaluations</a>! </li>
<li>Final exam will be in person; please read Ed <a href="https://edstem.org/us/courses/7337/discussion/866694">#2600</a></li>
</ul>
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<span class="announcement-date">Mon 22 November 2021</span>
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<li>All OHs, discussion, lab and tutoring sections cancelled this week</li>
<li>Final exam will be in person; please read Ed <a href="https://edstem.org/us/courses/7337/discussion/866694">#2600</a></li>
<li>Homework 12 due Thursday, 12/2. Submit by Wednesday for 5 bonus points</li>
<li>Project 3 due Friday, 12/3. Submit by Thursday for 5 bonus points</li>
<li>There will be a lab in the week after Thanksgiving</li>
</ul>
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<span class="announcement-date">Wed 17 November 2021</span>
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<ul>
<li>Final exam will be in person</li>
<li>Homework 11 due Thursday, 11/18. Submit by Wednesday for 5 bonus points</li>
<li>Project 3 checkpoint due Friday, 11/19. Full project due Friday, 12/3.</li>
<li>Lab this week is Project 3</li>
</ul>
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<span class="announcement-date">Mon 15 November 2021</span>
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<ul>
<li>Homework 11 due Thursday, 11/18. Submit by Wednesday for 5 bonus points</li>
<li>Project 3 has been released! Checkpoint due Friday, 11/19. Full project due Friday, 12/3.</li>
<li>Lab this week is Project 3</li>
<li>Homework 12 (the last homework) will be released on Friday, 11/19</li>
<li>Lab 10 (the last lab) will be released on Monday, 11/29</li>
</ul>
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<div class="announcement" id='announcement-4'>
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<span class="announcement-date">Wed 10 November 2021</span>
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<ul>
<li>Homework 10 due Fri 11/12 (5 bonus points if submitted by 11/11).</li>
<li>Tomorrow is Veteran's Day holiday. No office hours or labs will be held that day. If your regularly scheduled lab is on a Thursday, your lab GSI will hold an alternate lab time on Wednesday or Friday (before lecture). </li>
<li>To earn Lab 9 credit: Students in Thursday labs can attend their GSIs alternate lab (no other lab) and get checked off. If you cannot attend the alternate time, complete the lab on your own with all tests passed, by Friday, 11/12, at noon. More details <a href="https://edstem.org/us/courses/7337/discussion/828836">here</a>.</li>
</ul>
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<div class="announcement" id='announcement-5'>
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<span class="announcement-date">Fri 05 November 2021</span>
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<ul>
<li>Extension: Project 2 deadlines have been extended by one day. Project 2 is due tomorrow, 11/6, at 11:59pm. Submit by tonight, 11:59pm, for 5 bonus points.</li>
<li>Extension: Homework 9 has been extended by one day. Due tonight, 11:59pm.</li>
<li>Next Thursday 11/11 is Veteran's Day holiday. No labs will be held that day. If your regularly scheduled lab is on a Thursday, your lab GSI will hold an alternate lab time on Wednesday or Friday; details will be posted on Ed by Monday morning. If you cannot attend the alternate time, complete the lab on your own with all tests passed, by Friday, 11/12, at noon.</li>
</ul>
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<span class="announcement-date">Wed 03 November 2021</span>
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<ul>
<li>HW 9 is due Thu 11/04. Turn it in by tonight for 5 bonus points</li>
<li>Project 2 due Fri 11/05</li>
<li>Confidence Intervals Guide: <a href="https://edstem.org/us/courses/7337/discussion/780356">Ed #1967</a></li>
</ul>
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<span class="announcement-date">Mon 01 November 2021</span>
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<ul>
<li>HW 9 is due Thu 11/04. Turn it in by Wed 11/03 for 5 bonus points</li>
<li>Project 2 Party on Tuesday 1-3pm in Moffitt 145 and 7-9pm on Zoom (watch Ed for link)</li>
<li>Project 2 due Fri 11/05</li>
<li>Confidence Intervals Guide: <a href="https://edstem.org/us/courses/7337/discussion/780356">Ed #1967</a></li>
</ul>
</div>
<div class="announcement" id='announcement-8'>
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<span class="announcement-date">Fri 29 October 2021</span>
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<ul>
<li>Tutoring begins this week; sign up instructions at <a href="https://edstem.org/us/courses/7337/discussion/748474">Ed #1820</a></li>
<li>HW 9 will be released today, due 11/4</li>
<li>Project 2 checkpoint due tonight, project due Fri 11/5</li>
<li>Confidence Intervals Guide: <a href="https://edstem.org/us/courses/7337/discussion/780356">Ed #1967</a></li>
</ul>
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<span class="announcement-date">Mon 25 October 2021</span>
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<li>Tutoring begins this week; sign up instructions at <a href="https://edstem.org/us/courses/7337/discussion/748474">Ed #1820</a></li>
<li>HW 8 due Thurs 10/28</li>
<li>Project 2 checkpoint due Fri 10/29, project due Fri 11/5</li>
</ul>
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<li>Midterm regrade requests are due by tonight: Ed <a href="https://edstem.org/us/courses/7337/discussion/738664">#1772</a></li>
<li>Tutoring sign-ups have been released: Ed <a href="https://edstem.org/us/courses/7337/discussion/748474">#1820</a></li>
<li>Project 2 will be released today: checkpoint Fri 10/29, due Fri 11/5</li>
<li>HW 8 will be released today: due Thurs 10/28</li>
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<span class="announcement-date">Wed 20 October 2021</span>
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<li>Midterm regrade requests are due by Friday 10/22: Ed <a href="https://edstem.org/us/courses/7337/discussion/738664">#1772</a></li>
<li>Tutoring sign-ups have been released: Ed <a href="https://edstem.org/us/courses/7337/discussion/748474">#1820</a></li>
<li>No homework is due this week</li>
<li>Project 2 will be released on Friday: checkpoint Fri 10/29, due Fri 11/5</li>
<li>HW 8 will be released on Friday: due Thurs 10/28</li>
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<span class="announcement-date">Mon 18 October 2021</span>
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<ul>
<li>Mid-semester performance summary has been released! Ed Post #1772.</li>
<li>Lab 7 will be released today </li>
<li>Project 2 release on Friday (checkpoint Fri 10/29, due Fri 11/5)</li>
</ul>
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<ul>
<li>The midterm is tonight! Relax, you got this!!! :)</li>
<li>No homework will be released after lecture.</li>
<li>Regular routine will start back up next week: lab will be released on Monday.</li>
</ul>
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<ul>
<li>HW 7 due tomorrow by 11:59pm or turn it in tonight for 5 bonus points!</li>
<li>HW 7 solutions will be released by 11am on Friday, 10/15.</li>
<li>Midterm is Friday, 10/15, 7-8:30pm. See <a href="https://edstem.org/us/courses/7337/discussion/669383">Ed #1139</a>, <a href="https://edstem.org/us/courses/7337/discussion/669391">#1140</a>, <a href="https://edstem.org/us/courses/7337/discussion/693045">#1310</a>, <a href="https://edstem.org/us/courses/7337/discussion/693061">#1311</a>. Scope: Everything through Chapter 12.</li>
<li><a href="https://edstem.org/us/courses/7337/discussion/704531">Review sessions</a> this week: Mon 5-7pm, Tue 10am-noon, Tue 5-7pm.</li>
<li>No homework will be released on Friday, 10/15.</li>
</ul>
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<span class="announcement-date">Mon 11 October 2021</span>
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<ul>
<li>HW 7 due Thursday, 10/14. Turn in by 10/13 11:59pm for 5 bonus points.</li>
<li>Midterm is Friday, 10/15, 7-8:30pm. See <a href="https://edstem.org/us/courses/7337/discussion/669383">Ed #1139</a>, <a href="https://edstem.org/us/courses/7337/discussion/669391">#1140</a>, <a href="https://edstem.org/us/courses/7337/discussion/693045">#1310</a>, <a href="https://edstem.org/us/courses/7337/discussion/693061">#1311</a>. Scope: Everything through Chapter 12.</li>
<li><a href="https://edstem.org/us/courses/7337/discussion/704531">Review sessions</a> this week: Mon 5-7pm, Tue 10am-noon, Tue 5-7pm.</li>
</ul>
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<span class="announcement-date">Wed 06 October 2021</span>
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<ul>
<li>HW 6 due Thursday, 10/7. Turn in by tonight 11:59pm for 5 bonus points.</li>
<li>Midterm is Friday, 10/15, 7-8:30pm. See <a href="https://edstem.org/us/courses/7337/discussion/669383">Ed #1139</a> and <a href="https://edstem.org/us/courses/7337/discussion/669391">#1140</a>. Scope: Everything through Chapter 12.</li>
<li>If you did not fill out the Google form but would like to take the midterm at the alternate time of 8:30pm-10pm, email data8@berkeley.edu by Friday 10/8.</li>
<li>HW 4 score released, regrades due by tonight.</li>
</ul>
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<span class="announcement-date">Mon 04 October 2021</span>
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<ul>
<li>HW6 due Thursday, 10/7. Turn in by Wednesday, 10/6 11:59pm for 5 bonus points.</li>
<li>Midterm is Friday, 10/15, 7-8:30pm. See <a href="https://edstem.org/us/courses/7337/discussion/669383">Edstem #1139</a> and <a href="https://edstem.org/us/courses/7337/discussion/669391">#1140</a>. Scope: Everything through Chapter 12.</li>
<li>If you did not fill out the Google form but would like to take the midterm at the alternate time of 8:30pm-10pm, email data8@berkeley.edu by Friday 10/8.</li>
</ul>
</div>
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<ul>
<li><a href="https://edstem.org/us/courses/7337/discussion/669391">Midterm logistics</a> and <a href="https://edstem.org/us/courses/7337/discussion/669383">proctoring details</a> have been posted on Ed. Please read through both posts and ask questions ASAP.</li>
<li>HW6 due Thursday, 10/7. Turn in by Wednesday, 10/6 11:59pm for 5 bonus points.</li>
<li>Project 1 due tonight by 11:59pm PT!</li>
</ul>
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<span class="announcement-date">Mon 27 September 2021</span>
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<ul>
<li>Project party today Monday, 9/27, 3-5pm in Moffitt 145 and 7-9pm online.</li>
<li>HW5 due Thursday, 9/30. Turn in by Wednesday, 9/29 11:59pm for 5 bonus points.</li>
</ul>
</div>
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<span class="announcement-date">Fri 24 September 2021</span>
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<ul>
<li>Respond by today about midterm via this form <a href="https://edstem.org/us/courses/7337/discussion/619927">on Ed</a>.</li>
<li>Project 1 checkpoint due today, 9/24.</li>
<li>HW5 due Thursday, 9/30. Turn in by Wednesday, 9/29 11:59pm for 5 bonus points.</li>
</ul>
</div>
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<span class="announcement-date">Wed 22 September 2021</span>
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<ul>
<li>Midterm is Friday, 10/15, 7-8:30pm. Please fill out this form <a href="https://edstem.org/us/courses/7337/discussion/619927">on Ed</a>.</li>
<li>HW4 due tomorrow, Thursday, 9/23 or tonight by 11:59pm for 5 bonus points</li>
<li>Project 1 checkpoint due Friday, 9/24. Find a project partner in your lab section!</li>
</ul>
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<span class="announcement-date">Fri 17 September 2021</span>
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<ul>
<li>HW4 is due 9/23 (turn in by 9/22 for 5 bonus points)</li>
<li>Project 1 released today. Work on it in lab next week. Checkpoint due 9/24, entire project due 10/1. You can work with with up to one partner from your own lab section.</li>
<li>Information midterm logistics will be released later today. We will also release a mandatory form on midterm attendance.</li>
</ul>
</div>
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<span class="announcement-date">Wed 15 September 2021</span>
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<ul>
<li>HW 3 is due Thursday, 9/16. Submit by Wednesday for 5 bonus points.</li>
<li>Starting Wednesday 9/15 there will be a <a href="https://berkeley.zoom.us/j/97862154992">new link for lectures</a></li>
<li>The <a href="https://edstem.org/us/courses/7337/discussion/611619">alternate final exam</a> will be Monday, 12/13, 11am-2pm. See <a href="https://edstem.org/us/courses/7337/discussion/611619">here</a> if this is an issue for you.</li>
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<span class="announcement-date">Mon 13 September 2021</span>
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<ul>
<li>HW 3 is due Thursday, 9/16. Submit by Wednesday for 5 bonus points.</li>
<li>Midterm information will be posted on Ed by the end of this week.</li>
<li>Starting Wednesday 9/15 there will be a new link for lectures. Link will be posted on Ed today.</li>
<li>Starting next week, you will have to log in with your berkeley.edu account to access the OH queue. Instructions will be posted on Ed.</li>
</ul>
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<span class="announcement-date">Fri 10 September 2021</span>
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<ul>
<li>HW 3 is being released today and due Thursday, 9/16. Submit by Wednesday for 5 bonus points.</li>
<li>HW 1 and Lab 2 solutions have been released. Check <a href="https://edstem.org/us/courses/7337/discussion/578462">Ed post #193</a> for how to view solutions.</li>
<li>Starting next week, you will have to log in with your berkeley.edu account to access the OH queue. Instructions will be posted on Ed.</li>
</ul>
</div>
<div class="announcement" id='announcement-26'>
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<ul>
<li>HW 2 is due Thursday, 9/9. Submit by tonight for 5 bonus points.</li>
<li>HW 1 and Lab 2 solutions have been released. Check <a href="https://edstem.org/us/courses/7337/discussion/578462">Ed post #193</a> for how to view solutions.</li>
<li>Regrade requests for Lab 1 are due tonight!</li>
<li>Instructor office hours: Prof. Adhikari: after lecture, Memorial Glade. Prof. Wagner: Tuesdays 11am-noon, Bechtel Terrace.</li>
</ul>
</div>
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<span class="announcement-date">Fri 03 September 2021</span>
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<ul>
<li><a href="https://edstem.org/us/courses/7337/discussion/580118">Sign up for tutoring sections!</a></li>
<li>Lab 1 score released later today. Regrades due by next Wednesday, 9/8.</li>
<li>HW 2 is due Thursday, 9/9. Submit Wednesday, 9/8 for 5 bonus points.</li>
<li>Instructor office hours: Prof. Adhikari: after lecture, Memorial Glade. Prof. Wagner: Tuesdays 11am-noon, Bechtel Terrace.</li>
</ul>
</div>
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<span class="announcement-date">Wed 01 September 2021</span>
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<ul>
<li>Sharing code or pictures of code with others is not ok -- not even "what am I doing wrong?". Ask these questions in a private question on Ed or in office hours.</li>
<li>Tutoring section sign ups are out! Sign up <a href="https://edstem.org/us/courses/7337/discussion/580118">here</a>.</li>
<li>If you got off the waitlist and need a lab section assignment, follow the directions in <a href="https://edstem.org/us/courses/7337/discussion/581315">this Ed post</a>.</li>
</ul>
</div>
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<span class="announcement-date">Mon 30 August 2021</span>
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<ul>
<li>Homework 1 is due this Thursday, 9/2 at 11:59pm or Wednesday for 5 bonus points.</li>
<li>OH began today! You may find OH times and locations <a href="http://data8.org/fa21/office-hours.html">here</a>.</li>
<li>Check out our staff-created <a href="https://drive.google.com/drive/folders/1F2pJdpspSIxklB6yZDPRYsN2Ww3_p3Wu?usp=sharing">Data 8 Resources Walkthrough Videos</a> to learn how to navigate the website, Datahub, Zoom, etc.</li>
<li>Official small group tutoring will be released tomorrow on <a href="https://edstem.org/us/courses/7337/discussion/">Ed</a>.</li>
<li>Take care of yourselves!!!</li>
</ul>
</div>
<div class="announcement" id='announcement-30'>
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<span class="announcement-date">Fri 27 August 2021</span>
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<ul>
<li>Homework 1 is being released today! Due next Thursday, 9/2 at 11:59pm or next Wednesday for 5 bonus points.</li>
<li>Check out our staff-created <a href="https://drive.google.com/drive/folders/1F2pJdpspSIxklB6yZDPRYsN2Ww3_p3Wu?usp=sharing">Data 8 Resources Walkthrough Videos</a> to learn how to navigate the website, Datahub, Zoom, etc.</li>
<li>Official small group tutoring will be released sometime next week on <a href="https://edstem.org/us/courses/7337/discussion/">Ed</a>. Keep an eye out!</li>
<li>Take care of yourselves! Stay hydrated and get lots of rest!!</li>
</ul>
</div>
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<span class="announcement-date">Wed 18 August 2021</span>
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<ul>
<li>Welcome to Data 8! You can find our tentative course schedule below.</li>
<li>Check that you are enrolled in Data 8's <a href="https://edstem.org/us/courses/7337/discussion/">Ed page</a>! Check Ed daily for all course announcements.</li>
<li>Please sign up for your lab section preferences <a href="https://edstem.org/us/courses/7337/discussion/559666">here</a> by Friday, 8/20 at 11:59pm PT.</li>
</ul>
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<h2>Calendar</h2>
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<p><strong>Instructors</strong>: David Wagner and Ani Adhikari</p>
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<p><strong>Lecture</strong>: MWF 10am-11am</p>
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<tr>
<td class="header">Week</td>
<td class="header">Lecture Number</td>
<td class="header">Date</td>
<td class="header">Topic</td>
<td class="header">Lecture</td>
<td class="header">Reading</td>
<td class="header">Lab Worksheets</td>
<td class="header">Assignment</td>
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<tr class="wednesday">
<td rowspan="span">
Week 1
</td><td>
1
</td><td>
Wed 08/25
</td><td>
Introduction
</td><td>
<a href="https://docs.google.com/presentation/d/1fDYRkmbn8g9hJvNvJKqczfaWNZJq7e2X3FtXJPuFes4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec01.ipynb">Demos</a>, <a href="https://youtu.be/E5j_qr4Bwzk">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/01/1/intro.html">1.1</a>, <a href="https://www.inferentialthinking.com/chapters/01/2/why-data-science.html">1.2</a>, <a href="https://www.inferentialthinking.com/chapters/01/3/Plotting_the_Classics.html">1.3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1RybuukzwQGPuRD24ukm5r8tmqMepQe7hx9x_ZyNtf58/edit?usp=sharing">Lab 01 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
2
</td><td>
Fri 08/27
</td><td>
Cause and Effect
</td><td>
<a href="https://docs.google.com/presentation/d/1QTfJBgTnp-y6zSfcDdksPbnEgvGEGr1MJKngxlAo0FU/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/N7TaL4PQyjo">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/02/causality-and-experiments.html">2</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw01/hw01.ipynb">Homework 01</a> (Due Thu 09/02)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 2
</td><td>
3
</td><td>
Mon 08/30
</td><td>
Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1seCdpf6CsXrt3CHfBBw6aob5_GT59oAI4jLNvEcntNU/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec03.ipynb">Demos</a>, <a href="https://youtu.be/-pT8JmxBvZg">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/03/programming-in-python.html">3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/11EsudVLmBY-ExfeGUxnpvmQzWYmgptcGNpq4LN_PW5g/edit?usp=sharing">Lab 02 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
4
</td><td>
Wed 09/01
</td><td>
Data Types
</td><td>
<a href="https://docs.google.com/presentation/d/1k7XoAvlXI9IRXVtmizVq-EusYQfAQ5MGMdWdsZiQQO4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec04.ipynb">Demos</a>, <a href="https://youtu.be/JcoWzWJ16-8">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/04/Data_Types.html">4</a>, <a href="https://www.inferentialthinking.com/chapters/05/Sequences.html">5</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
5
</td><td>
Fri 09/03
</td><td>
Building Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1d8seAhpMXlu9lGlxW2JShiLhangYdn9CmnkVUL_Ih1A/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec05.ipynb">Demos</a>, <a href="https://youtu.be/7EPLn4dGyv0">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/06/1/Sorting_Rows.html">6.1</a>, <a href="https://www.inferentialthinking.com/chapters/06/2/Selecting_Rows.html">6.2</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw02/hw02.ipynb">Homework 02</a> (Due Thu 09/09)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 3
</td><td>
0
</td><td>
Mon 09/06
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
6