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---
title: "ModernDive Labs"
author: "Jenny Smetzer, William Hopper, Beth Brown, Albert Y. Kim, and Chester Ismay"
date: "Last updated on `r Sys.Date()`"
output:
html_document:
toc: true
toc_depth: 2
toc_float: true
includes:
in_header: "favicon.html"
---
<style>
h1{font-weight: 400;}
</style>
```{r setup, include=FALSE}
knitr::opts_chunk$set(
echo = TRUE, message=FALSE, warning = FALSE, eval = TRUE, fig.align='center'
)
# CRAN R packages:
library(tidyverse)
library(infer)
library(moderndive)
library(patchwork)
library(knitr)
```
<!--
{target="_blank"}
-->
</br>
```{r, echo=FALSE, out.width="80%"}
include_graphics("static/images/wide_format.png")
```
</br>
# Welcome
Welcome to the ModernDive labs page! You can find the following instructor resources:
1. Example [problem sets and labs](#problem-sets).
1. A [term project](#term-project-template) template.
1. All [previous online versions](#previous-versions) of ModernDive.
***
# Problem Sets {#problem-sets}
Jenny Smetzer, William Hopper, [Beth Brown](https://www.gcc.mass.edu/math/faculty/){target="_blank"} and Albert Y. Kim (Smith College) have produced problem sets and lab materials for ModernDive:
* **PS01: Introduction to R**:
+ [Problem set](static/PS/PS01_intro_to_R_RStudio.html){target="_blank"}
* **PS02: Data visualization with `ggplot2`**:
+ A short [pre-lecture](static/PS/PS02_pre_lecture.pdf){target="_blank"} explaning the Grammar of Graphics as implemented in the `ggplot2` package
+ [Problem set](static/PS/PS02_data_viz.html){target="_blank"}
* **PS03: Data wrangling with `dplyr`**:
+ A short [pre-lecture](static/PS/PS03_pre_lecture.pdf){target="_blank"} explaning the `%>%` operator and `dplyr` wrangling verbs
+ [Problem set](static/PS/PS03_data_wrangling.html){target="_blank"}
* **PS04: Regression with one numerical variable**:
+ [Problem set](static/PS/PS04_reg_one_num_x.html){target="_blank"}
* **PS05: Regression with one categorical variable**:
+ [Problem set](static/PS/PS05_reg_one_cat_x.html){target="_blank"}
* **PS06: Multiple regression with one numerical and one categorical variable**:
+ [Problem set](static/PS/PS06_multiple_reg.html){target="_blank"}
* **PS07: Sampling distributions**:
+ A short [recap exercise](static/PS/PS07_pre_lecture.html){target="_blank"} on the effect of sample size on sampling distributions
+ [Problem set](static/PS/PS07_sampling_dist.html){target="_blank"}
* **PS08: Confidence intervals and the bootstrap**:
+ [Problem set](static/PS/PS08_CI_bootstrap.html){target="_blank"}
* **PS09: Hypothesis testing**:
+ [Problem set](static/PS/PS09_hypothesis_testing.html){target="_blank"}
* **NEW - PS10: Inference for regression**:
+ [Problem set](static/PS/PS10_inference_for_regression.html){target="_blank"}
Resources:
* Download all necessary files to reproduce these problem sets here: <a href="static/PS/ModernDive_PS.zip" download>`ModernDive_PS.zip`</a>.
* Obtain solutions (verified instructors only) by filling out this [Google Form](https://docs.google.com/forms/d/e/1FAIpQLSf68Je_Q3ggRJ-74UtL0xG5-IuuKkSTIpEQZWro-8QbO7nmdA/viewform){target="_blank"}.
***
# Term Project {#term-project-template}
We at ModernDive are enthusiastic proponents of the following learning goal for
any course that uses our book: *Engage in the [data/science research
pipeline](https://r4ds.had.co.nz/introduction.html){target="_blank"} in as
faithful a manner as possible while maintaining a level suitable for novices.*
We think the best way to satisfy this learning goal is for students to complete
a term project!
```{r, echo=FALSE, out.width="80%"}
include_graphics("static/images/data_science_pipeline.png")
```
Resources:
* Check out an [example term project](static/term_project/resubmission_example.html){target="_blank"} by Alexis Cohen, Andrianne Dao, and Isabel Gomez analyzing Massachusetts high school data.
* For more information on how we present the term project to students, see the [Term Project](term_project.html) page.
* Be sure to look at our [data wrangling "Tips & Tricks"](https://moderndive.com/C-appendixC.html#data-wrangling){target="_blank"} ModernDive page written by Jenny Smetzer. It's based on the seven most common data wrangling questions we've encountered from students while they were working on their term projects:
```{r, echo=FALSE, out.width="70%"}
include_graphics("static/images/data_wrangling.png")
```
***
# Previous Versions {#previous-versions}
These are the **previous online versions** of the ModernDive textbook that may be out of date:
* [Version 1.0.0](static/previous_versions/v1.0.0/index.html){target="_blank"} released on November 25, 2019 ([source code](https://github.com/moderndive/ModernDive_book/releases/tag/v1.0.0){target="_blank"})
* [Version 0.6.1](static//previous_versions/v0.6.1/index.html){target="_blank"} released on August 28, 2019 ([source code](https://github.com/moderndive/ModernDive_book/releases/tag/v0.6.1){target="_blank"})
* [Version 0.6.0](static/previous_versions/v0.6.0/index.html){target="_blank"} released on August 7, 2019 ([source code](https://github.com/moderndive/moderndive_book/releases/tag/v0.6.0){target="_blank"})
* [Version 0.5.0](static/previous_versions/v0.5.0/index.html){target="_blank"} released on February 24, 2019 ([source code](https://github.com/moderndive/moderndive_book/releases/tag/v0.5.0){target="_blank"})
* [Version 0.4.0](static/previous_versions/v0.4.0/index.html){target="_blank"} released on July 21, 2018 ([source code](https://github.com/moderndive/moderndive_book/releases/tag/v0.4.0){target="_blank"})
* [Version 0.3.0](static/previous_versions/v0.3.0/index.html){target="_blank"} released on February 3, 2018 ([source code](https://github.com/moderndive/moderndive_book/releases/tag/v0.3.0){target="_blank"})
* [Version 0.2.0](static/previous_versions/v0.2.0/index.html){target="_blank"} released on August 2, 2017 ([source code](https://github.com/moderndive/moderndive_book/releases/tag/v0.2.0){target="_blank"})
* [Version 0.1.3](static/previous_versions/v0.1.3/index.html){target="_blank"} released on February 9, 2017 ([source code](https://github.com/moderndive/moderndive_book/releases/tag/v0.1.3){target="_blank"})
* [Version 0.1.2](static/previous_versions/v0.1.2/index.html){target="_blank"} released on January 22, 2017 ([source code](https://github.com/moderndive/moderndive_book/releases/tag/v0.1.2){target="_blank"})