├── .R └── Makevars ├── .Rbuildignore ├── .gitattributes ├── .github ├── .gitignore └── workflows │ └── deploy-bookdown-netlify.yml ├── .gitignore ├── 01-introduction.Rmd ├── 02-how-to-use.Rmd ├── 03-data-scientist-in-edu.Rmd ├── 04-special-considerations.Rmd ├── 05-foundational-skills_1.Rmd ├── 06-foundational-skills_2.Rmd ├── 07-wt-ed-ds-pipeline.Rmd ├── 08-wt-gradebook.Rmd ├── 09-wt-aggregate-data.Rmd ├── 10-wt-longitudinal-analysis.Rmd ├── 11-wt-text-analysis.Rmd ├── 12-wt-social-network-analysis.Rmd ├── 13-wt-multilevel-models.Rmd ├── 14-wt-machine-learning.Rmd ├── 15-data-science-in-your-job.Rmd ├── 16-teaching-data-science.Rmd ├── 17-learning-more.Rmd ├── 18-additional-resources.Rmd ├── 19-conclusion.Rmd ├── 20-appendices.Rmd ├── 21-references.Rmd ├── DESCRIPTION ├── README.md ├── _book ├── 01-introduction.md ├── 02-how-to-use.md ├── 03-data-scientist-in-edu.md ├── 04-special-considerations.md ├── 05-foundational-skills_1.md ├── 06-foundational-skills_2.md ├── 07-wt-ed-ds-pipeline.md ├── 07-wt-ed-ds-pipeline_files │ └── figure-html │ │ ├── fig7-1-1.png │ │ ├── fig7-2-1.png │ │ └── fig7-3-1.png ├── 08-wt-gradebook.md ├── 08-wt-gradebook_files │ └── figure-html │ │ ├── fig8-1-1.png │ │ ├── fig8-2-1.png │ │ ├── fig8-3-1.png │ │ ├── fig8-4-1.png │ │ ├── fig8-5-1.png │ │ └── fig8-6-1.png ├── 09-wt-aggregate-data.md ├── 09-wt-aggregate-data_files │ └── figure-html │ │ ├── fig9-1-1.png │ │ ├── fig9-2-1.png │ │ ├── fig9-3-1.png │ │ └── fig9-4-1.png ├── 10-wt-longitudinal-analysis.md ├── 10-wt-longitudinal-analysis_files │ └── figure-html │ │ ├── fig10-1-1.png │ │ ├── fig10-2-1.png │ │ ├── fig10-3-1.png │ │ ├── fig10-4-1.png │ │ ├── fig10-5-1.png │ │ ├── fig10-6-1.png │ │ ├── fig10-7-1.png │ │ ├── fig10-8-1.png │ │ └── fig10-9-1.png ├── 11-wt-text-analysis.md ├── 11-wt-text-analysis_files │ └── figure-html │ │ └── fig11-1-1.png ├── 12-wt-social-network-analysis.md ├── 12-wt-social-network-analysis_files │ └── figure-html │ │ ├── fig12-1-1.png │ │ └── fig12-2-1.png ├── 13-wt-multilevel-models.md ├── 14-wt-machine-learning.md ├── 14-wt-machine-learning_files │ └── figure-html │ │ └── fig14-1-1.png ├── 15-data-science-in-your-job.md ├── 16-teaching-data-science.md ├── 17-learning-more.md ├── 18-additional-resources.md ├── 19-conclusion.md ├── 20-appendices.md ├── 21-references.md ├── 404.html ├── _main.docx ├── c01.html ├── c02.html ├── c03.html ├── c04.html ├── c05.html ├── c06.html ├── c07.html ├── c08.html ├── c09.html ├── c10.html ├── c11.html ├── c12.html ├── c13.html ├── c14.html ├── c15.html ├── c16.html ├── c17.html ├── c18.html ├── c19.html ├── c20.html ├── css │ └── style.css ├── dsieur-cover-routledge.jpg ├── favicon.ico ├── index.html ├── index.md ├── libs │ ├── anchor-sections-1.1.0 │ │ ├── anchor-sections-hash.css │ │ ├── anchor-sections.css │ │ └── anchor-sections.js │ ├── gitbook-2.6.7 │ │ ├── css │ │ │ ├── fontawesome │ │ │ │ └── fontawesome-webfont.ttf │ │ │ ├── plugin-bookdown.css │ │ │ ├── plugin-clipboard.css │ │ │ ├── plugin-fontsettings.css │ │ │ ├── plugin-highlight.css │ │ │ ├── plugin-search.css │ │ │ ├── plugin-table.css │ │ │ └── style.css │ │ └── js │ │ │ ├── app.min.js │ │ │ ├── clipboard.min.js │ │ │ ├── jquery.highlight.js │ │ │ ├── plugin-bookdown.js │ │ │ ├── plugin-clipboard.js │ │ │ ├── plugin-fontsettings.js │ │ │ ├── plugin-search.js │ │ │ └── plugin-sharing.js │ └── jquery-3.6.0 │ │ └── jquery-3.6.0.min.js ├── man │ └── figures │ │ ├── Figure 0.1.png │ │ ├── Figure 5.1.png │ │ ├── Figure 5.10.png │ │ ├── Figure 5.11.png │ │ ├── Figure 5.2.png │ │ ├── Figure 5.3.png │ │ ├── Figure 5.4.png │ │ ├── Figure 5.5.png │ │ ├── Figure 5.6.png │ │ ├── Figure 5.7.png │ │ ├── Figure 5.8.png │ │ ├── Figure 5.9.png │ │ ├── Figure 6.1.png │ │ ├── Figure 6.2.png │ │ ├── Figure 6.3.png │ │ ├── Figure 6.4.png │ │ ├── Figure 6.5.png │ │ └── Figure 6.6.png ├── reference-keys.txt ├── references.html └── search_index.json ├── _bookdown.yml ├── _build.sh ├── _main.rds ├── _output.yml ├── apa_pl.csl ├── before_script.R ├── book.bib ├── css └── style.css ├── data-science-in-education.Rproj ├── data ├── agg_data │ ├── district_merged_df.csv │ ├── district_tidy_df.csv │ ├── fall_2018_meal_eligiblity_official.pdf │ ├── frpl_pdf.Rds │ ├── mps_fall2018_racial_ethnic_by_school_by_grade.pdf │ └── race_pdf.Rds ├── foundational_skills │ ├── for_use │ │ └── MA_Public_Schools_2017.csv │ └── raw │ │ └── MA_Public_Schools_2017.csv ├── gradebooks │ ├── Excel Grade Tracker AssessmentTypePoints_NODATA.xlsx │ ├── ExcelGradeBook.xlsx │ └── ExcelGradeTrackerAssessmentTypePoints_SIMDATA_01.xlsx ├── longitudinal_data │ ├── bchildcountandedenvironments2012.csv │ ├── bchildcountandedenvironments2013.csv │ ├── bchildcountandedenvironments2014.csv │ ├── bchildcountandedenvironments2015.csv │ ├── bchildcountandedenvironments2016.csv │ └── bchildcountandedenvironments2017-18.csv ├── ml │ ├── .gitignore │ ├── oulad_assessments.csv │ ├── oulad_interactions_filtered.csv.zip │ └── oulad_students.csv ├── naep │ └── NDECoreExcel_Mathematics, Grade 8, Race ethnicity used to repor_20190825230831.xlsx ├── nrc_sentiments.Rds ├── online-science-motivation │ ├── old-code.Rmd │ ├── processed │ │ ├── dat.csv │ │ └── sci_mo_processed.csv │ └── raw │ │ ├── s12-course-data.csv │ │ ├── s12-course-minutes.csv │ │ ├── s12-post-survey.csv │ │ ├── s12-pre-survey.csv │ │ ├── s3-gradebook.csv │ │ ├── s3-post-survey.xls │ │ ├── s3-pre-survey.xls │ │ └── s3-trace-data.xlsx ├── pisaUSA15 │ ├── sch-quest.csv │ ├── stu_quest.csv │ └── tch-quest.csv ├── student-responses-data.csv ├── tidytuesday │ └── rtweet-processed-tidytuesday-data.rds └── tweet-data.csv ├── dsieur-cover-routledge.jpg ├── favicon.ico ├── google_analytics.html ├── images └── Screenshot 2025-06-03 at 4.13.07 PM.png ├── index.Rmd ├── man ├── figures │ ├── Figure 0.1.png │ ├── Figure 5.1.png │ ├── Figure 5.10.png │ ├── Figure 5.11.png │ ├── Figure 5.2.png │ ├── Figure 5.3.png │ ├── Figure 5.4.png │ ├── Figure 5.5.png │ ├── Figure 5.6.png │ ├── Figure 5.7.png │ ├── Figure 5.8.png │ ├── Figure 5.9.png │ ├── Figure 6.1.png │ ├── Figure 6.2.png │ ├── Figure 6.3.png │ ├── Figure 6.4.png │ ├── Figure 6.5.png │ ├── Figure 6.6.png │ ├── Figure 7.1.png │ └── logo.png ├── pdf │ ├── fall_2018_meal_eligiblity_official.pdf │ └── mps_fall2018_racial_ethnic_by_school_by_grade.pdf └── tables │ ├── Table 13.1.doc │ ├── Table 13.2.doc │ ├── Table 13.3.doc │ ├── Table 13.4.doc │ ├── Table 7.1.doc │ ├── Table 7.2.doc │ ├── Table 7.3.doc │ └── Table 7.4.doc ├── netlify.toml ├── packages.bib ├── posts.rds └── r ├── book-status.R ├── palette_dataedu.R └── theme_dataedu.R /.R/Makevars: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/data-edu/data-science-in-education/HEAD/.R/Makevars -------------------------------------------------------------------------------- /.Rbuildignore: -------------------------------------------------------------------------------- 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