Statistics 133: Concepts in Computing with Data

UC Berkeley, STAT 133, Fall 2024

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Announcements

See announcements in bCourses

Schedule

Tentative calendar subject to change.

Week 1

About Overview Unit 1: Introduction
Aug 28 Lecture Welcome to Stat 133 (slides)
Aug 29 Labwork Lab 1: Intro to R and RStudio
Aug 30 Lecture Vectors, part 1 (notes) Slides Demo
Lectur2 Vectors, part 2 (notes)

Week 2

About Overview Unit 2: R Vectors
Sep 2 Lecture No class (Labor day)
Sep 4 Lecture Vectors, part 3 (notes) Slides Demo
Lectur2 Vectors, part 4 (notes)
Sep 5 Labwork Lab 2: Vectors (due 9/06)
Sep 6 Shiny Shiny Friday: Old Faithful (default app) Slides
Homework HW 1: Vectors (avail 9/07, due 9/13)

Week 3

About Overview Unit 3: R Matrices and Lists
Sep 9 Lecture Matrices, part 1 (notes) Slides Demo
Lectur2 Matrices, part 2 (notes)
Sep 11 Lecture Lists (notes) Slides Demo
Sep 12 Labwork Lab 3: Lists and Matrices (due 9/13)
Sep 13 Shiny Shiny Friday: Future Value Slides
Homework HW 2: Lists & Matrices (avail 9/14, due 9/20)

Week 4

About Overview Unit 4: Simple Functions and Conditionals
Sep 16 Lecture Intro to Functions (notes) Slides Demo
Lectur2 R Compound Expressions (notes)
Sep 18 Lecture If-else statements (notes) Slides Demo
Sep 19 Labwork Lab 4: Functions and If-else (due 9/20)
Sep 20 Shiny Shiny Friday: Old Faithful revisited
Homework HW 3: Functions (avail 9/21, due 9/27)

Week 5

About Overview Unit 5: Tables and Tidyverse (part 1)
Sep 23 Lecture Graphics with ggplot2 (notes) Slides Demo
Sep 25 Lecture More graphics with ggplot2 (notes) Slides Demo
Sep 26 Labwork Lab 5a: Intro to ggplot2 (due 9/27)
Labwork2 Lab 5b: Shiny app Old Faithful w/ggplot2
Sep 27 Shiny Shiny Friday: graphics with ggplot Demo2 Demo3
Homework HW4: Graphics (avail 9/28, due 10/04)

Week 6

About Overview Unit 6: Tables and Tidyverse (part 2)
Sep 30 Lecture Manipulating tables with dplyr (notes) Slides Demo
Oct 2 Lecture More dplyr (notes) Slides Demo
Oct 3 Labwork Lab 6: Intro to dplyr (due 10/04)
Oct 4 Shiny Shiny Friday: Top-n mtcars
Homework HW5: Data Wrangling (avail 10/05, due 10/11)

Week 7

About Overview Unit 7: Iterations and Loops
Oct 7 Lecture Iterations (notes) Slides Demo
Oct 9 Lecture More Iterations and Simulations (slides) Slides Demo
Oct 10 Labwork Lab 7: Loops in R (due 10/11)
Oct 11 Shiny Shiny Friday: Future Value simulations Demo
Homework HW6: Iterations (avail 10/12, due 10/18)

Week 8

About Overview Unit 8: Regular Expressions
Oct 14 Lecture Intro to Regular Expressions (notes) Slides Demo
Lectur2 Character sets (notes)
Oct 16 Lecture Anchors (notes) Slides Demo
Lectur2 Quantifiers (notes)
Oct 17 Labwork Lab 8a: Publishing a shiny app (due 10/18)
Labwork2 Lab 8b: Intro to Regex (due 10/18)
Oct 18 Lecture Look Arounds (notes)
Homework Shiny App-1 (avail 10/19, due 11/01)

Week 9

About Overview Unit 9: Text Mining 1
Oct 21 Lecture Text Mining, introduction (notes) Slides Demo
Oct 23 Lecture Text Mining, word frequencies (notes) Slides Demo
Oct 24 Labwork Lab 9: More Regex (due 10/25)
Oct 25 Lecture Text Mining, part 3 Demo
Midterm See announcement in bCourses

Week 10

About Overview Unit 10: Text Mining 2
Oct 28 Lecture Sentiment Analysis 1 (notes) Demo
Oct 30 Lecture Sentiment Analysis 2 (notes) Demo
Lectur2 Correspondence Analysis (notes)
Oct 31 Labwork Lab 10: Text Mining (due 11/01)
Nov 1 Lecture More Correspondence Analysis (notes)
Homework Shiny App-2 (avail 11/02, due 11/15)

Week 11

About Overview Unit 11: Geospatial Data 1
Nov 4 Lecture Mapping Storms, simple features (notes) Slides
Nov 6 Lecture Mapping Storms, leaflet (notes) Slides
Nov 7 Labwork Lab 11: Maps 1 (due 11/08)
Nov 8 Lecture Mapping Storms (part 3) Demo

Week 12

About Overview Unit 12: Geospatial Data 2
Nov 11 Lecture No class (Veterans day)
Nov 13 Lecture Guest Lecture: Wildfire in California
Nov 14 Labwork Lab 12: Maps 2 (due 11/15)
Nov 15 Lecture Choropleth maps 1 Demo
Homework Shiny App-3 (avail 11/16, due 12/06)

Week 13

About Overview Unit 13: Web Tech 1
Nov 18 Lecture Choropleth maps 2 Demo
Nov 20 Lecture JSON data (notes) Slides Demo
Nov 21 Labwork Lab 13: Bart API (due 11/22)
Nov 22 Lecture APIs (notes)

Week 14

About Overview Unit 14: Web Tech 2
Nov 25 Lecture XML 1 (notes) Slides
Nov 27 Lecture No class (Thanksgiving)
Nov 28 Labwork No lab (Thanksgiving)
Nov 29 Lecture No class (Thanksgiving)

Week 15

About Overview Unit 15: Web Tech 2 (cont'd)
Dec 2 Lecture Xpath (notes) Slides
Dec 4 Lecture Xpath (notes) Slides
Lectur2 Web Scraping: HTML (notes)
Dec 5 Labwork Lab 14: Web Scraping (due 12/06)
Dec 6 Lecture Closing Talk

Week 16

About Overview RRR Week

Week 17

Dec 18 Final Final Exam (see announcement in bCourses)
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