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<!DOCTYPE html>
<html lang="en">
<head>
<title>Data 8</title>
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Data 8 Fall 2017
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<li><a href="./office-hours.html">Office Hours</a></li>
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<li><a href="./schedule.html">Schedule</a></li>
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<li><a href="http://datahub.berkeley.edu/">DataHub</a></li>
<li><a href="http://data8.org/datascience/">Datascience Docs</a></li>
<li><a href="https://goo.gl/forms/Weh4GtljDPBmZ85r1">Feedback</a></li>
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<h2>Announcements</h2>
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<span class="announcement-date">Fri 01 December 2017</span>
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<li>
<p>Independent explorations due Wednesday 12/6. Exploration fair on Thursday 12/7.</p>
<ul>
<li>See <a href="https://piazza.com/class/j6axyxfljct5w3?cid=1499">this Piazza post</a> for more information.</li>
</ul>
</li>
<li>
<p>The final exam is on Tuesday 12/12 3pm-6pm.</p>
<ul>
<li>Seat assignments will be emailed to you on Monday 12/11.</li>
<li>Most seats are in RSF. If you don't know your seat assignment, go to RSF.</li>
</ul>
</li>
<li>
<p>Final review is available during RRR week.</p>
<ul>
<li>The <a href="http://data8.org/data8assets/exam/data8-fa17-final-guide.pdf">final study guide</a> and a <a href="https://piazza.com/class/j6axyxfljct5w3?cid=1569">schedule of review sessions</a> have been posted.</li>
<li>Two general one-hour review sessions on Monday & Wednesday in a lecture hall.</li>
<li>Topical small review sessions in lab rooms.</li>
</ul>
</li>
<li>
<p>Tutoring sessions <em>will</em> be held during RRR week.</p>
</li>
</ul>
</div>
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<span class="announcement-date">Wed 29 November 2017</span>
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<li>
<p>Project party for Project 3, Wednesday 11/29, 5-8pm, in 540 Cory.</p>
</li>
<li>
<p>Independent explorations due Wednesday 12/6. Exploration fair on Thursday 12/7.</p>
</li>
<li>
<p><a href="https://piazza.com/class/j6axyxfljct5w3?cid=1458">Bonus lecture</a>, tomorrow, 11/30, 6-7pm, in 306 Soda (HP Auditorium), on advanced regression and machine learning topics.</p>
</li>
<li>
<p>RRR week schedule: Tutoring sessions <em>will</em> be held during dead week. There will be exam review sessions during lecture time. During lab times we will have review of specific course topics.</p>
</li>
</ul>
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<div class="announcement" id='announcement-2'>
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<span class="announcement-date">Mon 20 November 2017</span>
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<li>
<p>Project 3 checkpoint is due Tuesday, November 21, 11:59pm.</p>
</li>
<li>
<p>No lecture or labs on Wed-Fri 11/22-24.</p>
</li>
<li>
<p>No tutoring sessions this week: all are cancelled.</p>
</li>
<li>
<p>Office hours will take place on Monday, 11/21 and Tuesday, 11/22, but office hours on Wed-Fri are cancelled.</p>
</li>
</ul>
</div>
<div class="announcement" id='announcement-3'>
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<span class="announcement-date">Fri 17 November 2017</span>
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<ul>
<li>Work on Project 3! Checkpoint due next Tuesday.</li>
<li>Optional: If you want to participate in a friendly Project 3 competition, submit <a href="https://www.kaggle.com/t/c3a4430bdb454d3293aefb4c1becd582">here</a>.</li>
</ul>
</div>
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<span class="announcement-date">Wed 08 November 2017</span>
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<li>
<p>Please <a href="https://piazza.com/class/j6axyxfljct5w3?cid=1235">fill out our mid-semester survey</a> by Wednesday, 11/8. We will give the entire class a bonus point if 85% of you respond.</p>
</li>
<li>
<p>Homework 7 is due Thursday, 11/9.</p>
</li>
<li>
<p>There is no class on Friday, 11/10. If you have a Friday lab, please go to any of the other lab times on Wednesday or Thursday. If you can't attend a Wednesday or Thursday lab, please finish the lab completely and pass all tests and submit by Tuesday 11:59pm. See <a href="https://piazza.com/class/j6axyxfljct5w3?cid=1181">this post on Piazza</a>. </p>
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<span class="announcement-date">Mon 06 November 2017</span>
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<li>
<p>Please <a href="https://piazza.com/class/j6axyxfljct5w3?cid=1235">fill out our mid-semester survey</a> by Wednesday, 11/8. We will give the entire class a bonus point if 85% of you respond.</p>
</li>
<li>
<p>Homework 7 is due Thursday, 11/9.</p>
</li>
<li>
<p>There is no class on Friday, 11/10. If you have a Friday lab, please go to any of the other lab times on Wednesday or Thursday. If you can't attend a Wednesday or Thursday lab, please finish the lab completely and pass all tests and submit by Tuesday 11:59pm. See <a href="https://piazza.com/class/j6axyxfljct5w3?cid=1181">this post on Piazza</a>. </p>
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</ul>
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<li>Homework 6 due Thursday 11/2 @ 11:59pm.</li>
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<li>Homework 6 due Thursday 11/2 @ 11:59pm.</li>
</ul>
</div>
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<li>Project 2 is due Thursday 10/26 at 11:59pm.<ul>
<li>You can earn an early submission bonus point by submitting your completed project by Wednesday 10/25.</li>
<li>Project party on Wednesday 10/25 3:30pm-6pm in 540 Cory.</li>
</ul>
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</ul>
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<span class="announcement-date">Mon 23 October 2017</span>
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<li>Project 2 is due Thursday 10/26 at 11:59pm.<ul>
<li>Project party on Tuesday 10/24 3pm-6pm in 430 Soda (Wozniak lounge).</li>
<li>Project party on Wednesday 10/25 3:30pm-6pm in 540 Cory.</li>
</ul>
</li>
<li>We have conceptual <a href="office-hours.html">office hours</a> on Monday 1-2pm in 651 Soda. <ul>
<li>These are only for help with concepts, not homework/lab/projects.</li>
</ul>
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<span class="announcement-date">Wed 18 October 2017</span>
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<li>Project 2 checkpoint is due Friday 10/20, 11:59pm.</li>
<li>We have conceptual office hours on Monday 1-2pm, Monday 4-5pm, Tuesday 3-4pm. These are only for help with concepts, not homeworks/labs/projects.</li>
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<span class="announcement-date">Mon 09 October 2017</span>
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<li>Homework 5 is due Thursday 10/12</li>
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<span class="announcement-date">Wed 04 October 2017</span>
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<li>Homework 4 due Thursday 10/5<ul>
<li>Complete it by Wednesday 10/4 for an early submission bonus point.</li>
</ul>
</li>
<li>Lab this week is purely review; no need to submit or get checked off.</li>
<li>The midterm is on Friday 10/6 during the regular lecture time (10:10 to 11)<ul>
<li>A seat assignment will be emailed to you on Thursday 10/5.</li>
<li>You may bring one two-sided hand-written sheet of notes that you create yourself.</li>
<li>We will provide scratch paper and the <a href="http://data8.org/materials-fa17/exam/data8-fa17-midterm-guide.pdf">midterm study guide</a> with your exam.</li>
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</li>
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<li>Homework 4 due Thursday 10/5<ul>
<li>Complete it by Wednesday 10/4 for an early submission bonus point.</li>
</ul>
</li>
<li>The midterm is on Friday 10/6 during the regular lecture time (10:10 to 11)<ul>
<li>A seat assignment will be emailed to you on Thursday 10/5.</li>
<li>You may bring one two-sided hand-written sheet of notes that you create yourself.</li>
<li>We will provide scratch paper and the <a href="http://data8.org/materials-fa17/exam/data8-fa17-midterm-guide.pdf">midterm study guide</a> with your exam.</li>
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<li>Project 1 Due Thursday 9/28 @ 11:59pm.<ul>
<li>Complete it by Wednesday 9/27 for an early submission bonus point.</li>
</ul>
</li>
<li>Need a special seat at the midterm? Fill out the <a href="https://docs.google.com/forms/d/1sBy93_TqIlmZihElg_Wji7B2ubPcpaJ2eySciceerY8/edit">seat request form</a> by Friday at 11:59pm.</li>
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<li>Project 1 Due Thursday 9/28 @ 11:59pm.<ul>
<li>Complete it by Wednesday 9/27 for an early submission bonus point.</li>
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<li>Project 1 Due Thursday 9/28 @ 11:59pm.<ul>
<li>Checkpoint Due Friday 9/22 @ 11:59pm.</li>
<li>Lab on 9/20-9/22 will focus on the project; attendance is recommended but optional.</li>
</ul>
</li>
<li>A few spaces remain in <a href="https://piazza.com/class/j6axyxfljct5w3?cid=277">free small group mentoring</a>.</li>
<li>Guerrilla section about tables on Sunday 9/24 1pm-3pm in Cory 540A/B.</li>
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<li>Project 1 Due Thursday 9/28 @ 11:59pm.<ul>
<li>Checkpoint Due Friday 9/22 @ 11:59pm.</li>
<li>Lab on 9/20-9/22 will focus on the project; attendance is recommended but optional.</li>
</ul>
</li>
<li>A few spaces remain in <a href="https://piazza.com/class/j6axyxfljct5w3?cid=277">free small group mentoring</a>.</li>
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<ul>
<li>Project 1 Due Thursday 9/28 @ 11:59pm<ul>
<li>Checkpoint Due Friday 9/22 @ 11:59pm</li>
<li>
<h2>Lab on 9/20-9/22 will focus on the project; check-offs not recorded</h2>
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</li>
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<li>Homework 03 is due Thursday 9/14 @ 11:59pm.<ul>
<li>Complete it by Wednesday for an early submission bonus point.</li>
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<li>No small-group tutoring on Thursday 9/14.</li>
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<li>Homework 03 is due Thursday 9/14 @ 11:59pm.<ul>
<li>Complete it by Wednesday for an early submission bonus point.</li>
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<p>Homework 02 is due Thursday 9/7 @ 11:59pm.</p>
</li>
<li>
<p>Guerrilla section on Python fundamentals Wednesday 9/6 5pm-7pm in 458 Evans.</p>
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<li>
<p>Small-group <a href="https://piazza.com/class/j6axyxfljct5w3?cid=230">mentoring sections</a> start this week.</p>
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<p>Homework 02 is due Thursday 9/7 @ 11:59pm.</p>
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<li>
<p>Small-group mentoring sections start next week.</p>
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<li>
<p>Signups for these mentoring sections will occur today at 4pm sharp. Instructions to sign up will be pinned on piazza. </p>
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<li>
<p>Homework 01 is due Thursday 8/31 @ 11:59pm.</p>
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<li>Office hours are now <a href="http://data8.org/fa17/office-hours.html">posted</a>. You're welcome to drop by.</li>
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<p>If you couldn't sign up for labs, <a href="https://piazza.com/class/j6axyxfljct5w3?cid=54">try again; we added extra space</a>.</p>
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<p>Homework 01 is due Thursday 8/31 @ 11:59pm.</p>
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<li>
<p>Drop-in <a href="http://data8.org/fa17/office-hours.html">office hours</a> start next week! Come get help with homework, lab, or lecture material.</p>
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<p>Lab starts this week. Bring a laptop. You can borrow one for the semester from the library if you don't have your own. See Piazza for details.</p>
</li>
<li>
<p>If you couldn't sign up for labs, <a href="https://piazza.com/class/j6axyxfljct5w3?cid=54">try again; we added extra space</a>.</p>
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<p>Sign up for <a href="http://data8.org/connector/">one of our connector courses</a>.</p>
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<p>Please <a href="https://piazza.com/berkeley/fall2017/data8">sign up for Piazza</a>. We'll use it to answer questions, post announcements, and more.</p>
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<li>
<p>Create your computing account by going to <a href="http://datahub.berkeley.edu/">datahub.berkeley.edu</a> and logging in with your @berkeley.edu account. Try starting your server. It takes about a minute. If you have problems, let us know by coming to lab and asking questions or posting on Piazza.</p>
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<p>Welcome to the start of the semester! Please <a href="https://piazza.com/berkeley/fall2017/data8">sign up for Piazza</a>. We'll use it to answer questions, post announcements, and more.</p>
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<li>
<p>You can sign up for lab sections starting Friday, August 18th, at 11:00am. First come, first served. Instructions are <a href="https://piazza.com/class/j6axyxfljct5w3?cid=10">posted on Piazza</a>.</p>
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<h2>Calendar</h2>
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<p><strong>Instructors</strong>: John DeNero, David Wagner</p>
<p><strong>Lecture</strong>: MWF 10-11 in 150 Wheeler</p>
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<table>
<tr>
<td class="header">Date</td>
<td class="header">Topic</td>
<td class="header">Lecture</td>
<td class="header">Reading</td>
<td class="header">Assignment</td>
</tr>
<tr class="wednesday">
<td>
Wed 8/23
</td><td>
Introduction
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec01.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/1vwUh13WJTodxMKDkkdQnP2VsYes3SXbNnziOf9a3u_c/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=Q9sxK8y-VhA">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/01/1/intro.html">1.1</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/01/2/why-data-science.html">1.2</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/01/3/plotting-the-classics.html">1.3</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/lab/lab01/lab01.ipynb">Lab 01: Expressions</a> (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/lab/lab01p/lab01p.ipynb">Prior Experience</a>)</div>
</td></tr>
<tr class="friday">
<td>
Fri 8/25
</td><td>
Cause and Effect
</td><td>
<a href="https://docs.google.com/presentation/d/1vrDUZGmbvo5_Ee63oJZ8fXhgqyTBa3daAFHGZg4uYAk/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=LhHn9FpW7lw">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/02/causality-and-experiments.html">Chapter 2</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/hw/hw01/hw01.ipynb">Homework 01</a> (Due Thu 8/31)</div>
</td></tr>
<tr class="monday">
<td>
Mon 8/28
</td><td>
Tables
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec03.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/1jOMen2nHup7wUJQZ8mMMQ_lPkiuM5FZCcaNGyHBUgxg/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=4mD-TfNKWF4">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/05/tables.html">Chapter 5</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 8/30
</td><td>
Expressions
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec04.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/1mO8Vzo9b1RdOadif8lvoGMthwUV1yVBS6D3dvGhWMiE/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=WXyeSSlf3Ek">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/03/programming-in-python.html">Chapters 3</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/04/data-types.html">4</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/lab/lab02/lab02.ipynb">Lab 02: Types & Sequences</a> (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/lab/lab02p/lab02p.ipynb">Prior Experience</a>)</div>
</td></tr>
<tr class="friday">
<td>
Fri 9/1
</td><td>
Building Tables
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec05.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/1J2QIxXpw8xsTzeFs3E-DpEuWbv5oU2sA_RSyREAL-3s/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=7bd9xnnZyhA">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/05/1/sorting-rows.html">5.1</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/05/2/selecting-rows.html">5.2</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/hw/hw02/hw02.ipynb">Homework 02</a> (Due Thu 9/7)</div>
</td></tr>
<tr class="monday">
<td>
Mon 9/4
</td><td>
Holiday: No Lecture
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 9/6
</td><td>
Census
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec06.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/1Tq8SwUlGyrlsCj8xYQFjCNT82IC5m8pnfTE39qW-QvY/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=KunSAgLh-VE">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/05/3/example-trends-in-the-population-of-the-united-states.html">5.3</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/05/4/example-gender-ratio-in-the-us-population.html">5.4</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/lab/lab03/lab03.ipynb">Lab 03: Arrays & Tables</a> (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/lab/lab03p/lab03p.ipynb">Prior Experience</a>)</div>
</td></tr>
<tr class="friday">
<td>
Fri 9/8
</td><td>
Charts
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec07.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/12jcaJkO8msZVLq0fdIG1M-fxTNG4X5TECdWi4srVwqk/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=yj7Ksm5At_A">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/06/visualization.html">6</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/06/1/visualizing-categorical-distributions.html">6.1</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/hw/hw03/hw03.ipynb">Homework 03</a> (Due Thu 9/14)</div>
</td></tr>
<tr class="monday">
<td>
Mon 9/11
</td><td>
Histograms
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec08.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/1apSpJyBKDt5Q3pexRcpHfE3J2Da52LE8rqCgq79-3BA/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=k9OtBfMGO8k">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/v/fa17/chapters/06/2/visualizing-numerical-distributions.html">6.2</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/06/3/overlaid-graphs.html">6.3</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 9/13
</td><td>
Functions
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=lec/lec09.ipynb">Demos</a>, <a href="https://docs.google.com/presentation/d/1STBMVTp10ltvbwMDNYUQIiIIaz-bAKwetGD_u7DODn8/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=0h2_uqt8USQ">Video</a>
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<a href="https://www.inferentialthinking.com/v/fa17/chapters/07/functions-and-tables.html">7</a>, <a href="https://www.inferentialthinking.com/v/fa17/chapters/07/1/applying-a-function-to-a-column.html">7.1</a>
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<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa17&subPath=materials/fa17/lab/lab04/lab04.ipynb">Lab 04: Histograms & Functions</a></div>
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<tr class="friday">
<td>
Fri 9/15
</td><td>
Groups
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