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<!--
Data 8 Su17 homepage
Table of contents (use Cmd+F to jump to sections):
- [navbar]
- [announcements]
- [calendar]
-->
<!DOCTYPE html>
<html lang="en">
<head>
<title>
Data 8
</title>
<!-- Latest compiled and minified Bootstrap CSS -->
<link crossorigin="anonymous" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" rel="stylesheet"/>
<link href="./theme/css/main.css" rel="stylesheet"/>
</head>
<body class="home" id="index">
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<nav class="navbar navbar-default navbar-fixed-top">
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Data 8 Summer 2017
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<ul class="nav navbar-nav">
<li>
<a href="./office-hours.html">
Office Hours
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Resources
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Schedule
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Staff
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<a aria-expanded="false" aria-haspopup="true" class="dropdown-toggle" data-toggle="dropdown" href="#" role="button">
Links
<span class="caret">
</span>
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<ul class="dropdown-menu">
<li>
<a href="https://goo.gl/forms/Y6DToZUl05N4tVmj2" target="_blank">
Attendance Form
</a>
</li>
<li>
<a href="https://goo.gl/forms/o3jFiKcGYwasQSx32" target="_blank">
Attendance Excuse Form
</a>
</li>
<li>
<a href="https://goo.gl/forms/U3GNWuqQDi42UaV72" target="_blank">
Feedback
</a>
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DataHub
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Datascience Docs
</a>
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Piazza
</a>
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<a href="http://data8.org/connector/" target="_blank">
Connectors
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<!-- End navbar -->
<div class="container">
<section id="content">
<div class="archive-banner">
⚠️ 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>
<!-- [announcements] -->
<div id="announcements">
<!--
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where n is the highest current announcement number and fill it with your
desired content.
-->
<div class="announcement" id="announcement-10">
<ul class="pager">
<li class="announcement-btn-older">
<a>
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older
</a>
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<span class="announcement-date">
Fri Aug 11 2017
</span>
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<a>
newer
<span aria-hidden="true" class="glyphicon glyphicon-menu-right">
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</ul>
<ul>
<li>Thanks for a great class! –Sam</li>
</ul>
</div>
<div class="announcement" id="announcement-9">
<ul class="pager">
<li class="announcement-btn-older">
<a>
<span aria-hidden="true" class="glyphicon glyphicon-menu-left">
</span>
older
</a>
</li>
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<span class="announcement-date">
Thurs Aug 3 2017
</span>
</li>
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<a>
newer
<span aria-hidden="true" class="glyphicon glyphicon-menu-right">
</span>
</a>
</li>
</ul>
<ul>
<li>
Surveys:
<ul>
<li>
Complete the
<a href="https://course-evaluations.berkeley.edu/">
University Online Evaluation
</a>
by Friday, Aug 4 at 5pm.
</li>
<li>
Complete the
<a href="http://bit.ly/d8-survey">
Data 8 Final Online Survey
</a>
by Friday, Aug 4 at 5pm.
</li>
<li>
If 85% of students complete both surveys, those who have completed the surveys will get back a lost point on the final.
</li>
</ul>
</li>
<li>
JupyterHub will be down this Saturday, 8/5 because of construction at our server building. Please account for this as you study and work on your project.
</li>
<li>
Project 3 is released. The checkpoint is due Sunday, 8/6 at 11:59pm, and the entire project is due Wednesday, 8/9 at 11:59pm.
</li>
<li>
The final for Data 8 will be held from 2-5pm on Thursday, 8/10. You will be given both the midterm study guide and the final study guide (see the resources page). You are also allowed to bring two 8.5x11" handwritten sheets of notes.
<ul>
<li>
If your last name begins with:
<br/>
A-J, go to 105 Cory
<br/>
K-O, go to B6 Evans
<br/>
P-Z, go to 458 Evans
</li>
<li>
You must bring your student ID to the final.
</li>
<li>
There is no lab assignment the week of the final. Instead, labs will be office hours for the final. There is also no lab on Wednesday and Thursday of the final week.
</li>
<li>
Lecture on Monday, Tuesday, and Wednesday of that week will be final review.
</li>
<li>
The final will count for 3 hours of lecture attendance for that week.
</li>
</ul>
</li>
<li>
Sign up for small group tutoring! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone!
<a href="https://goo.gl/forms/PjGmGO9K2rWfpa5u2">
Sign up here.
</a>
<ul>
<li>
Tutoring worksheets and solutions for the past few weeks are now available on the
<a href="http://data8.org/su17/resources.html">
resources page.
</a>
Check these out for more practice if you're interested.
</li>
</ul>
</li>
</ul>
</div>
<div class="announcement" id="announcement-8">
<ul class="pager">
<li class="announcement-btn-older">
<a>
<span aria-hidden="true" class="glyphicon glyphicon-menu-left">
</span>
older
</a>
</li>
<li>
<span class="announcement-date">
Thu July 27 2017
</span>
</li>
<li class="announcement-btn-newer">
<a>
newer
<span aria-hidden="true" class="glyphicon glyphicon-menu-right">
</span>
</a>
</li>
</ul>
<ul>
<li>
Homework 06 is released and is due Friday at 11:59pm.
</li>
<li>
Sign up for small group tutoring! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone!
<a href="https://goo.gl/forms/PjGmGO9K2rWfpa5u2">
Sign up here.
</a>
<ul>
<li>
Tutoring worksheets and solutions for the past few weeks are now available on the
<a href="http://data8.org/su17/resources.html">
resources page.
</a>
Check these out for more practice if you're interested.
</li>
</ul>
</li>
</ul>
</div>
<div class="announcement" id="announcement-7">
<ul class="pager">
<li class="announcement-btn-older">
<a>
<span aria-hidden="true" class="glyphicon glyphicon-menu-left">
</span>
older
</a>
</li>
<li>
<span class="announcement-date">
Mon July 24 2017
</span>
</li>
<li class="announcement-btn-newer">
<a>
newer
<span aria-hidden="true" class="glyphicon glyphicon-menu-right">
</span>
</a>
</li>
</ul>
<ul>
<li>
Class grades will be up on bCourses tonight. Please email your TA if there are any discrepancies.
</li>
<li>
Project 2 is due Tuesday, July 25 at 11:59pm.
</li>
<li>
Sign up for small group tutoring! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone!
<a href="https://goo.gl/forms/PjGmGO9K2rWfpa5u2">
Sign up here.
</a>
<ul>
<li>
Tutoring worksheets and solutions for the past few weeks are now available on the
<a href="http://data8.org/su17/resources.html">
resources page.
</a>
Check these out for more practice if you're interested.
</li>
</ul>
</li>
</ul>
</div>
<div class="announcement" id="announcement-6">
<ul class="pager">
<li class="announcement-btn-older">
<a>
<span aria-hidden="true" class="glyphicon glyphicon-menu-left">
</span>
older
</a>
</li>
<li>
<span class="announcement-date">
Mon July 17 2017
</span>
</li>
<li class="announcement-btn-newer">
<a>
newer
<span aria-hidden="true" class="glyphicon glyphicon-menu-right">
</span>
</a>
</li>
</ul>
<ul>
<li>
Fill out the
<a href="https://goo.gl/forms/e7MT8D4vZVWb8IDd2">
mid-semester feedback survey
</a>
by Tuesday at 5pm. If >90% of the class fills it out, everyone will get 1 extra point on their midterm.
</li>
<li>
The midterm grades will be released after the feedback survey closes, or when we have a >90% response rate (whichever comes first).
</li>
<li>
Project 2 is released. The checkpoint is due Friday, July 21 at 11:59pm. The project is due Tuesday, July 25 at 11:59pm.
</li>
<li>
Sign up for small group tutoring! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone!
<a href="https://goo.gl/forms/PjGmGO9K2rWfpa5u2">
Sign up here.
</a>
<ul>
<li>
Tutoring worksheets and solutions for the past few weeks are now available on the
<a href="http://data8.org/su17/resources.html">
resources page.
</a>
Check these out for more practice if you're interested.
</li>
</ul>
</li>
</ul>
</div>
<div class="announcement" id="announcement-5">
<ul class="pager">
<li class="announcement-btn-older">
<a>
<span aria-hidden="true" class="glyphicon glyphicon-menu-left">
</span>
older
</a>
</li>
<li>
<span class="announcement-date">
Wed July 12 2017
</span>
</li>
<li class="announcement-btn-newer">
<a>
newer
<span aria-hidden="true" class="glyphicon glyphicon-menu-right">
</span>
</a>
</li>
</ul>
<ul>
<li>
HW 5 is due at 11:59pm Mon instead of this Friday.
</li>
<li>
The midterm will held this Friday, July 14 10am-12pm. You will be given the
<a href="http://data8.org/data8assets/exam/data8-sp17-midterm-guide.pdf">
midterm study guide
</a>
during the midterm and are also allowed one double-sided 8.5x11" sheet of handwritten notes.
<ul>
<li>
If your last name begins with:
<br/>
A-J, go to 105 Cory
<br/>
K-O, go to B6 Evans
<br/>
P-Z, go to 458 Evans
</li>
<li>
You must bring your student ID to the midterm.
</li>
<li>
Lab on Wed. and Thurs. and lecture on Thurs. will be midterm review.
</li>
<li>
4 hours of lecture attendance are required this week, as usual. However, coming to the midterm will count for 2 of those 4 hours.
</li>
</ul>
</li>
<li>
Office hours on Thursday are moved to 367 Cory instead of the usual 258 Cory location. Office hours on Friday are cancelled.
</li>
<li>
Employment is now a valid excuse for getting attendance credit. Email Sam with proof of your employment times to get excused from attendance for the times you can't make it to lecture.
</li>
<li>
Reminder that we have
<a href="https://goo.gl/forms/U3GNWuqQDi42UaV72">
an anonymous feedback form
</a>
. Only Sam reads it, and you can use it to give any sort of feedback you'd like.
</li>
<li>
Sign up for small group tutoring, which includes midterm review this week! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone!
<a href="https://docs.google.com/forms/d/e/1FAIpQLSdkh7QXjZwL2GdZDRDGSXfJkvrUDkKxQX3qwp87kLfzBjfPmg/viewform?usp=sf_link">
Sign up here.
</a>
<ul>
<li>
Tutoring worksheets and solutions for the past few weeks are now available on the
<a href="http://data8.org/su17/resources.html">
resources page!
</a>
Check these out for more practice if you're interested.
</li>
</ul>
</li>
</ul>
</div>
<div class="announcement" id="announcement-4">
<ul class="pager">
<li class="announcement-btn-older">
<a>
<span aria-hidden="true" class="glyphicon glyphicon-menu-left">
</span>
older
</a>
</li>
<li>
<span class="announcement-date">
Wed July 5 2017
</span>
</li>
<li class="announcement-btn-newer">
<a>
newer
<span aria-hidden="true" class="glyphicon glyphicon-menu-right">
</span>
</a>
</li>
</ul>
<ul>
<li>
This week, the usual 4 hours of lecture will be required in order to get attendance credit despite the holiday.
</li>
<li>
If you'd like to have more practice with coding in a small group tutoring setting,
<a href="https://goo.gl/forms/YmTiOYvWiU79oU6x1">
please fill out this form.
</a>
</li>
If enough people fill this form out, we'll schedule tutoring sessions specifically to help with coding.
<li>
Project 1 is due Friday, July 7 at 11:59pm. Although the checkpoint is graded on completion, the final project turn-in is graded on correctness.
</li>
<li>
Lab resumes as usual today (Wednesday) and tomorrow (Thursday).
</li>
<li>
Please check your midterm and finals schedules now. If you have a conflict, email Sam before this Friday, July 7 at 5pm. Otherwise your conflict request may not be fulfilled.
</li>
<li>
Sign up for small group tutoring, which includes midterm review this week! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone!
<a href="https://docs.google.com/forms/d/e/1FAIpQLScdOHTGYZ46PT5jtFN4mKCiQM-MpstHTFCgZTpRdUzbl-Xfqw/viewform?usp=sf_link">
Sign up here.
</a>
</li>
<li>
Tutoring worksheets and solutions for the past 3 weeks are now available on the
<a href="http://data8.org/su17/resources.html">
resources page!
</a>
Check these out for more practice if you're interested.
</li>
</ul>
</div>
<div class="announcement" id="announcement-3">
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older
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Thurs 29 June 2017
</span>
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<a>
newer
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<ul>
<li>
Project 1 is released. Checkpoint (first 8 questions) is due on Tuesday, July 4. The project is due Friday, July 7.
</li>
<li>
There is no lab on Monday or Tuesday of next week because of the July 4 holiday. However, there will be lecture on Monday.
</li>
<li>
Check out our
<a href="http://data8.org/su17/resources.html">
resources
</a>
page! It has a useful reference table of table and array methods (scroll down),
as well as links to tutoring worksheets, solutions, and other resources.
For those of you who'd like a quick way to look up functions and their arguments,
the
<a href="http://data8.org/data8assets/exam/data8-sp17-midterm-guide.pdf">
spring 2017 midterm study guide
</a>
may be particularly handy.
</li>
<li>
Sign up for small group tutoring starting next week! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone! Sign up
<a href="https://docs.google.com/forms/d/e/1FAIpQLScj01rjNMQVSGkrfxe-51mnv-qQ92E8XL2mjMuNMgaVx5cUtg/viewform?usp=sf_link">
here
</a>
.
</li>
</ul>
</div>
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Fri 23 June 2017
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newer
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<ul>
<li>
The due dates for Lab 1, Lab 2, and Homework 1 are changed to 11:59pm Tues. June 27.
</li>
<li>
Homework 2 is released and is due 11:59pm Tues. June 27.
</li>
<li>
Sign up for small group tutoring starting next week! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone! Sign up
<a href="https://docs.google.com/forms/d/e/1FAIpQLScj01rjNMQVSGkrfxe-51mnv-qQ92E8XL2mjMuNMgaVx5cUtg/viewform?usp=sf_link">
here
</a>
.
</li>
<li>
We will start keeping track of participation starting next week. You need a total of 4 hours of lecture attendance per week for at least 6 weeks in order to get homework and lab drops.
</li>
</ul>
</div>
<div class="announcement" id="announcement-1">
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<a>
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older
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Mon 19 June 2017
</span>
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<a>
newer
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<ul>
<li>
<a href="https://goo.gl/forms/Vnq6sizFNgZdKUrL2">
Fill out the Welcome Survey by 11:59pm Thurs. 06/22 to get credit.
</a>
</li>
<li>
Every lab is filled to capacity. Because of this, you must attend the lab you are officially signed up for.
</li>
<li>
We've opened enough seats to take everyone off the waitlist. If you are still on the waitlist that means that your section is full. Switch to another section to get a seat.
</li>
<li>
If you don't have a @berkeley.edu email address, fill out the form on Piazza by 9pm 6/20 and we'll give you access to JupyterHub.
</li>
<li>
Homework 1 is released and is due 11:59pm Fri. 06/23. Click the link in the calendar to start it.
</li>
<li>
No office hours will be held Mon. June 19 or Tues. June 20. OH will begin as scheduled on Thursday and Friday this week.
</li>
<li>
Please join
<a href="https://piazza.com/class/j3i0qrx59qw1a5">
Piazza
</a>
for course discussion.
</li>
<li>
Sign up for small group tutoring starting next week! Each session is 45 minutes and will have up to 5 students. Tutoring is a really good way to prepare for exams and understand the content better. It’s especially helpful for those new to programming, but open to everyone! Sign up
<a href="https://docs.google.com/forms/d/e/1FAIpQLSciFfefoo1rMEQHShq8lH50D4DrecQ86WvpKnT-ybbOi0hVNA/viewform?usp=sf_link">
here
</a>
.
</li>
</ul>
</div>
<div class="announcement" id="announcement-0">
<ul class="pager">
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Fri 19 May 2017
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<ul>
<li>
No current announcements! Check back in when the course starts for updates.
</li>
<li>
See you on June 19th for the first lecture and lab of the semester!
</li>
</ul>
</div>
</div>
<!-- End announcements -->
<h2>
Calendar
</h2>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>
<strong>
Instructor:
<a href="https://www.samlau.me/">Sam Lau</a>
</strong>
</p>
<p>
<strong>
Lecture:
M-Th 11am-12pm, Fri 10am-12pm in HP Auditorium (306 Soda Hall)
</strong>
</p>
</div>
</div>
</div>
<!-- [calendar] -->
<div class="calendar">
<table>
<colgroup>
<col width="120"/>
<col width="250"/>
<col width="300"/>
<col width="250"/>
<col width="600"/>
</colgroup>
<tbody>
</tbody>
<thead>
<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>
</thead>
<tbody>
<tr>
<td>
Mon 06/19
</td>
<td>
Introduction
</td>
<td>
<a href="https://docs.google.com/presentation/d/1BjTfIFwI3TFiVqSITEf9J8WY0O3byqVXOH-aGqoKVx8/edit?usp=sharing">
(slides)
</a>
<a href="https://www.youtube.com/watch?v=NtreRTMiN2Q">
(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="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=materials/su17/lab/lab01" target="_blank">
Lab 01: Expressions
</a>
</div>
</td>
</tr>
<tr>
<td>
Tues 06/20
</td>
<td>
Cause and Effect
</td>
<td>
<a href="https://docs.google.com/presentation/d/1gtnJM4f93IfQBoZkg3zf2Xxm7BoDk-dazcFnJDN_8M0/edit">
(slides)
</a>
<a href="https://www.youtube.com/watch?v=YY9cS82Cg00">
(video)
</a>
</td>
<td>
<a href="https://www.inferentialthinking.com/chapters/02/causality-and-experiments.html">
Chapter 2
</a>
</td>
<td>
<div>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=materials/su17/hw/hw01">
Homework 01
</a>
(Due 06/23)
</div>
</td>
</tr>
<tr>
<td>
Wed 06/21
</td>
<td>
Expressions
</td>
<td>
<a href="https://docs.google.com/presentation/d/1_iNxbEGfKi794tDfxLJW5RqJQRpH8a6d9FEtjAnNYHA/edit?usp=sharing">
(slides)
</a>
<a href="https://www.youtube.com/watch?v=XrRq6OrGVrg">
(video)
</a>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=lec/su17/lec03_live.ipynb">
(demo)
</a>
</td>
<td>
<a href="https://www.inferentialthinking.com/chapters/03/programming-in-python.html">
Chapter 3
</a>
</td>
<td>
<div>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=materials/su17/lab/lab02">
Lab 02: Types & Sequences
</a>
</div>
</td>
</tr>
<tr>
<td>
Thu 06/22
</td>
<td>
Data Types
</td>
<td>
<a href="https://docs.google.com/presentation/d/1Di1cYgU3yr_7YD-VaVoc0sqfGZkwUZcUIaCO0a8eWqA/edit?usp=sharing">
(slides)
</a>
<a href="https://www.youtube.com/watch?v=qwkdMnsybEY">
(video)
</a>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=lec/su17/lec04_live.ipynb">
(demo)
</a>
</td>
<td>
<a href="https://www.inferentialthinking.com/chapters/04/data-types.html">
Chapter 4
</a>
</td>
<td>
<div>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=materials/su17/hw/hw02">
Homework 02
</a>
(Due 06/27)
</div>
</td>
</tr>
<tr>
<td>
Fri 06/23
</td>
<td>
Tables, Rows
</td>
<td>
<a href="https://docs.google.com/presentation/d/1CywqvxKbQd1pQXB8AVJ-nZlIngX0j-QvDOMPZWQ75no/edit?usp=sharing">
(slides 1)
</a>
<a href="https://www.youtube.com/watch?v=kKrBM9fLEH8">
(video 1)
</a>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=lec/su17/lec05_live.ipynb">
(demo 1)
</a>
<br/>
<a href="https://docs.google.com/presentation/d/1RjWDRdE767XP-5FTErdcNiZkpAbfA4lBWNoobH4V0LU/edit?usp=sharing">
(slides 2)
</a>
<a href="https://www.youtube.com/watch?v=DhUYPyp03Is">
(video 2)
</a>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=lec/su17/lec06_live.ipynb">
(demo 2)
</a>
</td>
<td>
<a href="https://www.inferentialthinking.com/chapters/05/tables.html">
5
</a>
,
<a href="https://www.inferentialthinking.com/chapters/05/1/sorting-rows.html">
5.1
</a>
,
<a href="https://www.inferentialthinking.com/chapters/05/2/selecting-rows.html">
5.2
</a>
</td>
<td>
</td>
</tr>
<tr>
<td>
Mon 06/26
</td>
<td>
Census
</td>
<td>
<a href="https://docs.google.com/presentation/d/11iAP_Ra-Cx0_D92hK5-1Q5M7lhZts000xIYjq2n0iBo/edit?usp=sharing">
(slides)
</a>
<a href="https://www.youtube.com/watch?v=BT8e2dGgoiE">
(video)
</a>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=lec/su17/lec07_live.ipynb">
(demo)
</a>
</td>
<td>
<a href="https://www.inferentialthinking.com/chapters/05/3/example-trends-in-the-population-of-the-united-states.html">
5.3
</a>
,
<a href="https://www.inferentialthinking.com/chapters/05/4/example-gender-ratio-in-the-us-population.html">
5.4
</a>
</td>
<td>
<div>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=materials/su17/lab/lab03" target="_blank">
Lab 03: Arrays & Tables
</a>
</div>
</td>
</tr>
<tr>
<td>
Tue 06/27
</td>
<td>
Charts
</td>
<td>
<a href="https://docs.google.com/presentation/d/1oUmLsxG7YGW0Kc59XME-QKW_RaA9l9SL8sXc4ZkS3XA/edit?usp=sharing">
(slides)
</a>
<a href="https://www.youtube.com/watch?v=-zSe4ijXFYQ">
(video)
</a>
<a href="http://data8.haas.berkeley.edu/user-redirect/interact?repo=data8assets&path=lec/su17/lec08_live.ipynb">
(demo)
</a>
</td>
<td>