├── .DS_Store ├── .gitignore ├── 10-07_Akcigit ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── jquery-1.11.3 │ │ └── jquery.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js └── style.css ├── 10-14_Mullainathan ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── jquery-1.11.3 │ │ └── jquery.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js └── style.css ├── 10-21_Adukia ├── Paper_Representation_Race_Gender_Books.pdf ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js └── style.css ├── 10-28_Almaatouq ├── .DS_Store ├── HighThroughputExperiments.pdf ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── header-attrs-2.10 │ │ └── header-attrs.js │ ├── jquery-1.11.3 │ │ └── jquery.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js ├── e2101062118.full.pdf └── style.css ├── 11-11_Lopes ├── .DS_Store ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── header-attrs-2.10 │ │ └── header-attrs.js │ ├── jquery-1.11.3 │ │ └── jquery.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js ├── lopes_1.pdf ├── lopes_2.pdf ├── lopes_3.pdf └── style.css ├── 11-18_Chetty ├── .DS_Store ├── Optional_Reading_Mathur_DarkPatterns.pdf ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── header-attrs-2.10 │ │ └── header-attrs.js │ ├── jquery-1.11.3 │ │ └── jquery.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js ├── Working_Paper_Schaffner_CSCW.pdf └── style.css ├── 12-02_Shakhnarovich ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── jquery-1.11.3 │ │ └── jquery.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js └── style.css ├── Fall2021.Rproj ├── README.md ├── chetty.jpg ├── fall2021mixer ├── README.Rmd ├── README.html ├── README.md ├── README_files │ ├── bootstrap-3.3.5 │ │ ├── css │ │ │ ├── bootstrap-theme.css │ │ │ ├── bootstrap-theme.css.map │ │ │ ├── bootstrap-theme.min.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ ├── cerulean.min.css │ │ │ ├── cosmo.min.css │ │ │ ├── darkly.min.css │ │ │ ├── flatly.min.css │ │ │ ├── fonts │ │ │ │ ├── Lato.ttf │ │ │ │ ├── LatoBold.ttf │ │ │ │ ├── LatoItalic.ttf │ │ │ │ ├── NewsCycle.ttf │ │ │ │ ├── NewsCycleBold.ttf │ │ │ │ ├── OpenSans.ttf │ │ │ │ ├── OpenSansBold.ttf │ │ │ │ ├── OpenSansBoldItalic.ttf │ │ │ │ ├── OpenSansItalic.ttf │ │ │ │ ├── OpenSansLight.ttf │ │ │ │ ├── OpenSansLightItalic.ttf │ │ │ │ ├── Raleway.ttf │ │ │ │ ├── RalewayBold.ttf │ │ │ │ ├── Roboto.ttf │ │ │ │ ├── RobotoBold.ttf │ │ │ │ ├── RobotoLight.ttf │ │ │ │ ├── RobotoMedium.ttf │ │ │ │ ├── SourceSansPro.ttf │ │ │ │ ├── SourceSansProBold.ttf │ │ │ │ ├── SourceSansProItalic.ttf │ │ │ │ ├── SourceSansProLight.ttf │ │ │ │ └── Ubuntu.ttf │ │ │ ├── journal.min.css │ │ │ ├── lumen.min.css │ │ │ ├── paper.min.css │ │ │ ├── readable.min.css │ │ │ ├── sandstone.min.css │ │ │ ├── simplex.min.css │ │ │ ├── spacelab.min.css │ │ │ ├── united.min.css │ │ │ └── yeti.min.css │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ │ ├── js │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.js │ │ │ └── npm.js │ │ └── shim │ │ │ ├── html5shiv.min.js │ │ │ └── respond.min.js │ ├── jquery-1.11.3 │ │ └── jquery.min.js │ ├── jquery-3.6.0 │ │ ├── jquery-3.6.0.js │ │ ├── jquery-3.6.0.min.js │ │ └── jquery-3.6.0.min.map │ └── navigation-1.1 │ │ ├── codefolding.js │ │ ├── sourceembed.js │ │ └── tabsets.js └── style.css ├── lopes.jpg └── sudo apt update /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/uchicago-computation-workshop/Fall2021/98279cc2abc4a500f47406524943c50223761b59/.DS_Store -------------------------------------------------------------------------------- /.gitignore: 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  • '); 110 | li.append(a); 111 | tabList.append(li); 112 | 113 | // set it's attributes 114 | tab.attr('role', 'tabpanel'); 115 | tab.addClass('tab-pane'); 116 | tab.addClass('tabbed-pane'); 117 | if (fade) 118 | tab.addClass('fade'); 119 | 120 | // move it into the tab content div 121 | tab.detach().appendTo(tabContent); 122 | }); 123 | 124 | // set active tab 125 | $(tabList.children('li')[activeTab]).addClass('active'); 126 | var active = $(tabContent.children('div.section')[activeTab]); 127 | active.addClass('active'); 128 | if (fade) 129 | active.addClass('in'); 130 | 131 | if (tabset.hasClass("tabset-sticky")) 132 | tabset.rmarkdownStickyTabs(); 133 | } 134 | 135 | // convert section divs with the .tabset class to tabsets 136 | var tabsets = $("div.section.tabset"); 137 | tabsets.each(function(i) { 138 | buildTabset($(tabsets[i])); 139 | }); 140 | }; 141 | 142 | -------------------------------------------------------------------------------- /10-14_Mullainathan/README.md: -------------------------------------------------------------------------------- 1 | 2 | 3 |

    The Computational Social Science Workshop Presents

    4 | 5 |

    Sendhil Mullainathan

    6 |

    Booth School of Business

    7 |

    University of Chicago

    8 | 9 |

    10 | 11 | 12 | 13 |

    The Computational Social Science Workshop at the University of Chicago cordially invites you to attend this week's talk:

    14 | 15 | 16 | 17 |
    18 | 19 | 26 | 27 | 28 | 29 |

    30 | 31 | **Summary:** Science begins with something curiously non-scientific. Scientists meticulously test hypotheses that themselves come from a very messy place: a mix of creativity, intuition, observation and chance. We argue machine learning can play a more rigorous role here. We illustrate this in a problem that is of great conceptual and practical interest: how do judges decide whom to jail? A deep learning algorithm trained on past data discovers a striking behavioral error: a defendant's face alone accounts for 30% of the explainable variation in whom judges choose to jail. This finding is not explained by race, skin color, demographics or other known factors. To make the discovery usable, we develop a procedure that allows the algorithm to communicate what it is seeing in the face. This leads us to identify facial features, previously not considered, that bias the way judges treat defendants. 32 | 33 | 34 |

    35 | 36 |
    37 | 38 |

    Thursday, 10/14/2021

    39 |

    11:00am-12:20pm

    40 | 41 |

    42 | 43 |

    44 | 45 | **Sendhil Mullainathan** is the Roman Family University Professor of Computation and Behavioral Science at Chicago Booth. His current research uses machine learning to understand complex problems in human behavior, social policy, and especially medicine, where computational techniques have the potential to uncover biomedical insights from large-scale health data. He currently teaches a course on Artificial Intelligence. 46 | 47 | In past work he has combined insights from economics and behavioral science with causal inference tools—lab, field, and natural experiments—to study social problems such as discrimination and poverty. Papers include: the impact of poverty on mental bandwidth; how algorithms can improve on judicial decision-making; whether CEO pay is excessive; using fictitious resumes to measure discrimination; showing that higher cigarette taxes makes smokers happier; and modeling how competition affects media bias. 48 |

    49 | 50 |
    51 | 52 |

    53 | 54 | **Attendance**: The talk will be held in Rm 295 of 1155 East 60th St. MACSS students who have a last name starting with A through L (Group 1) are required to attend this week's talk in person. Due to capacity constraint, the rest of MACSS students (Group 2) and all other attendees will need to join the meeting via Zoom ([link](https://uchicago.zoom.us/j/95981728771?pwd=SWdIcmVYeDFINmZpaldkbmsxUmN4dz09)) this week. 55 | 56 | 57 | **Participation**: Students in the Masters of Computational Social Science program are expected to attend and join the discussion by posting a comment on the issues page of the workshop's public repository.

    58 | 59 | This week's suggested reading: 60 | 61 | - [Kleinberg, Jon, Jens Ludwig, Sendhil Mullainathan, and Ziad Obermeyer. 2015. 'Prediction Policy Problems.' American Economic Review, 105 (5): 491-95.](https://www.aeaweb.org/articles?id=10.1257/aer.p20151023) 62 | 63 |
    64 | 65 |

    66 | 67 | --- 68 | 69 |

    The 2021-2022 Computational Social Science Workshop meets each Thursday from 11:00 a.m. to 12:20 p.m.. All interested faculty and graduate students are welcome.

    70 | 71 | 72 | 73 |

    Students in the Masters of Computational Social Science program are expected to attend and join the discussion by posting a comment on the issues page of the workshop's public repository on GitHub.

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'Hide' : 'Code') + ''); 33 | var showCodeButton = $(''); 34 | showCodeButton.append(showCodeText); 35 | showCodeButton 36 | .attr('data-toggle', 'collapse') 37 | .attr('data-target', '#' + id) 38 | .attr('aria-expanded', showThis) 39 | .attr('aria-controls', id); 40 | 41 | var buttonRow = $('
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    '); 76 | $(tabs[0]).before(tabContent); 77 | 78 | // build the tabset 79 | var activeTab = 0; 80 | tabs.each(function(i) { 81 | 82 | // get the tab div 83 | var tab = $(tabs[i]); 84 | 85 | // get the id then sanitize it for use with bootstrap tabs 86 | var id = tab.attr('id'); 87 | 88 | // see if this is marked as the active tab 89 | if (tab.hasClass('active')) 90 | activeTab = i; 91 | 92 | // remove any table of contents entries associated with 93 | // this ID (since we'll be removing the heading element) 94 | $("div#" + tocID + " li a[href='#" + id + "']").parent().remove(); 95 | 96 | // sanitize the id for use with bootstrap tabs 97 | id = id.replace(/[.\/?&!#<>]/g, '').replace(/\s/g, '_'); 98 | tab.attr('id', id); 99 | 100 | // get the heading element within it, grab it's text, then remove it 101 | var heading = tab.find('h' + tabLevel + ':first'); 102 | var headingText = heading.html(); 103 | heading.remove(); 104 | 105 | // build and append the tab list item 106 | var a = $('' + headingText + ''); 107 | a.attr('href', '#' + id); 108 | a.attr('aria-controls', id); 109 | var li = $('
  • '); 110 | li.append(a); 111 | tabList.append(li); 112 | 113 | // set it's attributes 114 | tab.attr('role', 'tabpanel'); 115 | tab.addClass('tab-pane'); 116 | tab.addClass('tabbed-pane'); 117 | if (fade) 118 | tab.addClass('fade'); 119 | 120 | // move it into the tab content div 121 | tab.detach().appendTo(tabContent); 122 | }); 123 | 124 | // set active tab 125 | $(tabList.children('li')[activeTab]).addClass('active'); 126 | var active = $(tabContent.children('div.section')[activeTab]); 127 | active.addClass('active'); 128 | if (fade) 129 | active.addClass('in'); 130 | 131 | if (tabset.hasClass("tabset-sticky")) 132 | tabset.rmarkdownStickyTabs(); 133 | } 134 | 135 | // convert section divs with the .tabset class to tabsets 136 | var tabsets = $("div.section.tabset"); 137 | tabsets.each(function(i) { 138 | buildTabset($(tabsets[i])); 139 | }); 140 | }; 141 | 142 | -------------------------------------------------------------------------------- /10-28_Almaatouq/.DS_Store: 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5 | var i, h, a; 6 | for (i = 0; i < hs.length; i++) { 7 | h = hs[i]; 8 | if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6 9 | a = h.attributes; 10 | while (a.length > 0) h.removeAttribute(a[0].name); 11 | } 12 | }); 13 | -------------------------------------------------------------------------------- /10-28_Almaatouq/README_files/navigation-1.1/codefolding.js: -------------------------------------------------------------------------------- 1 | 2 | window.initializeCodeFolding = function(show) { 3 | 4 | // handlers for show-all and hide all 5 | $("#rmd-show-all-code").click(function() { 6 | $('div.r-code-collapse').each(function() { 7 | $(this).collapse('show'); 8 | }); 9 | }); 10 | $("#rmd-hide-all-code").click(function() { 11 | $('div.r-code-collapse').each(function() { 12 | $(this).collapse('hide'); 13 | }); 14 | }); 15 | 16 | // index for unique code element ids 17 | var currentIndex = 1; 18 | 19 | // select all R code blocks 20 | var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan, pre.julia, pre.foldable'); 21 | rCodeBlocks.each(function() { 22 | 23 | // create a collapsable div to wrap the code in 24 | var div = $('
    '); 25 | var showThis = (show || $(this).hasClass('fold-show')) && !$(this).hasClass('fold-hide'); 26 | var id = 'rcode-643E0F36' + currentIndex++; 27 | div.attr('id', id); 28 | $(this).before(div); 29 | $(this).detach().appendTo(div); 30 | 31 | // add a show code button right above 32 | var showCodeText = $('' + (showThis ? 'Hide' : 'Code') + ''); 33 | var showCodeButton = $(''); 34 | showCodeButton.append(showCodeText); 35 | showCodeButton 36 | .attr('data-toggle', 'collapse') 37 | .attr('data-target', '#' + id) 38 | .attr('aria-expanded', showThis) 39 | .attr('aria-controls', id); 40 | 41 | var buttonRow = $('
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    '); 76 | $(tabs[0]).before(tabContent); 77 | 78 | // build the tabset 79 | var activeTab = 0; 80 | tabs.each(function(i) { 81 | 82 | // get the tab div 83 | var tab = $(tabs[i]); 84 | 85 | // get the id then sanitize it for use with bootstrap tabs 86 | var id = tab.attr('id'); 87 | 88 | // see if this is marked as the active tab 89 | if (tab.hasClass('active')) 90 | activeTab = i; 91 | 92 | // remove any table of contents entries associated with 93 | // this ID (since we'll be removing the heading element) 94 | $("div#" + tocID + " li a[href='#" + id + "']").parent().remove(); 95 | 96 | // sanitize the id for use with bootstrap tabs 97 | id = id.replace(/[.\/?&!#<>]/g, '').replace(/\s/g, '_'); 98 | tab.attr('id', id); 99 | 100 | // get the heading element within it, grab it's text, then remove it 101 | var heading = tab.find('h' + tabLevel + ':first'); 102 | var headingText = heading.html(); 103 | heading.remove(); 104 | 105 | // build and append the tab list item 106 | var a = $('' + headingText + ''); 107 | a.attr('href', '#' + id); 108 | a.attr('aria-controls', id); 109 | var li = $('
  • '); 110 | li.append(a); 111 | tabList.append(li); 112 | 113 | // set it's attributes 114 | tab.attr('role', 'tabpanel'); 115 | tab.addClass('tab-pane'); 116 | tab.addClass('tabbed-pane'); 117 | if (fade) 118 | tab.addClass('fade'); 119 | 120 | // move it into the tab content div 121 | tab.detach().appendTo(tabContent); 122 | }); 123 | 124 | // set active tab 125 | $(tabList.children('li')[activeTab]).addClass('active'); 126 | var active = $(tabContent.children('div.section')[activeTab]); 127 | active.addClass('active'); 128 | if (fade) 129 | active.addClass('in'); 130 | 131 | if (tabset.hasClass("tabset-sticky")) 132 | tabset.rmarkdownStickyTabs(); 133 | } 134 | 135 | // convert section divs with the .tabset class to tabsets 136 | var tabsets = $("div.section.tabset"); 137 | tabsets.each(function(i) { 138 | buildTabset($(tabsets[i])); 139 | }); 140 | }; 141 | 142 | -------------------------------------------------------------------------------- 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5 | var i, h, a; 6 | for (i = 0; i < hs.length; i++) { 7 | h = hs[i]; 8 | if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6 9 | a = h.attributes; 10 | while (a.length > 0) h.removeAttribute(a[0].name); 11 | } 12 | }); 13 | -------------------------------------------------------------------------------- /11-11_Lopes/README_files/navigation-1.1/codefolding.js: -------------------------------------------------------------------------------- 1 | 2 | window.initializeCodeFolding = function(show) { 3 | 4 | // handlers for show-all and hide all 5 | $("#rmd-show-all-code").click(function() { 6 | $('div.r-code-collapse').each(function() { 7 | $(this).collapse('show'); 8 | }); 9 | }); 10 | $("#rmd-hide-all-code").click(function() { 11 | $('div.r-code-collapse').each(function() { 12 | $(this).collapse('hide'); 13 | }); 14 | }); 15 | 16 | // index for unique code element ids 17 | var currentIndex = 1; 18 | 19 | // select all R code blocks 20 | var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan, pre.julia, pre.foldable'); 21 | rCodeBlocks.each(function() { 22 | 23 | // create a collapsable div to wrap the code in 24 | var div = $('
    '); 25 | var showThis = (show || $(this).hasClass('fold-show')) && !$(this).hasClass('fold-hide'); 26 | var id = 'rcode-643E0F36' + currentIndex++; 27 | div.attr('id', id); 28 | $(this).before(div); 29 | $(this).detach().appendTo(div); 30 | 31 | // add a show code button right above 32 | var showCodeText = $('' + (showThis ? 'Hide' : 'Code') + ''); 33 | var showCodeButton = $(''); 34 | showCodeButton.append(showCodeText); 35 | showCodeButton 36 | .attr('data-toggle', 'collapse') 37 | .attr('data-target', '#' + id) 38 | .attr('aria-expanded', showThis) 39 | .attr('aria-controls', id); 40 | 41 | var buttonRow = $('
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    '); 76 | $(tabs[0]).before(tabContent); 77 | 78 | // build the tabset 79 | var activeTab = 0; 80 | tabs.each(function(i) { 81 | 82 | // get the tab div 83 | var tab = $(tabs[i]); 84 | 85 | // get the id then sanitize it for use with bootstrap tabs 86 | var id = tab.attr('id'); 87 | 88 | // see if this is marked as the active tab 89 | if (tab.hasClass('active')) 90 | activeTab = i; 91 | 92 | // remove any table of contents entries associated with 93 | // this ID (since we'll be removing the heading element) 94 | $("div#" + tocID + " li a[href='#" + id + "']").parent().remove(); 95 | 96 | // sanitize the id for use with bootstrap tabs 97 | id = id.replace(/[.\/?&!#<>]/g, '').replace(/\s/g, '_'); 98 | tab.attr('id', id); 99 | 100 | // get the heading element within it, grab it's text, then remove it 101 | var heading = tab.find('h' + tabLevel + ':first'); 102 | var headingText = heading.html(); 103 | heading.remove(); 104 | 105 | // build and append the tab list item 106 | var a = $('' + headingText + ''); 107 | a.attr('href', '#' + id); 108 | a.attr('aria-controls', id); 109 | var li = $('
  • '); 110 | li.append(a); 111 | tabList.append(li); 112 | 113 | // set it's attributes 114 | tab.attr('role', 'tabpanel'); 115 | tab.addClass('tab-pane'); 116 | tab.addClass('tabbed-pane'); 117 | if (fade) 118 | tab.addClass('fade'); 119 | 120 | // move it into the tab content div 121 | tab.detach().appendTo(tabContent); 122 | }); 123 | 124 | // set active tab 125 | $(tabList.children('li')[activeTab]).addClass('active'); 126 | var active = $(tabContent.children('div.section')[activeTab]); 127 | active.addClass('active'); 128 | if (fade) 129 | active.addClass('in'); 130 | 131 | if (tabset.hasClass("tabset-sticky")) 132 | tabset.rmarkdownStickyTabs(); 133 | } 134 | 135 | // convert section divs with the .tabset class to tabsets 136 | var tabsets = $("div.section.tabset"); 137 | tabsets.each(function(i) { 138 | buildTabset($(tabsets[i])); 139 | }); 140 | }; 141 | 142 | -------------------------------------------------------------------------------- /11-11_Lopes/lopes_1.pdf: 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5 | var i, h, a; 6 | for (i = 0; i < hs.length; i++) { 7 | h = hs[i]; 8 | if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6 9 | a = h.attributes; 10 | while (a.length > 0) h.removeAttribute(a[0].name); 11 | } 12 | }); 13 | -------------------------------------------------------------------------------- /11-18_Chetty/README_files/navigation-1.1/codefolding.js: -------------------------------------------------------------------------------- 1 | 2 | window.initializeCodeFolding = function(show) { 3 | 4 | // handlers for show-all and hide all 5 | $("#rmd-show-all-code").click(function() { 6 | $('div.r-code-collapse').each(function() { 7 | $(this).collapse('show'); 8 | }); 9 | }); 10 | $("#rmd-hide-all-code").click(function() { 11 | $('div.r-code-collapse').each(function() { 12 | $(this).collapse('hide'); 13 | }); 14 | }); 15 | 16 | // index for unique code element ids 17 | var currentIndex = 1; 18 | 19 | // select all R code blocks 20 | var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan, pre.julia, pre.foldable'); 21 | rCodeBlocks.each(function() { 22 | 23 | // create a collapsable div to wrap the code in 24 | var div = $('
    '); 25 | var showThis = (show || $(this).hasClass('fold-show')) && !$(this).hasClass('fold-hide'); 26 | var id = 'rcode-643E0F36' + currentIndex++; 27 | div.attr('id', id); 28 | $(this).before(div); 29 | $(this).detach().appendTo(div); 30 | 31 | // add a show code button right above 32 | var showCodeText = $('' + (showThis ? 'Hide' : 'Code') + ''); 33 | var showCodeButton = $(''); 34 | showCodeButton.append(showCodeText); 35 | showCodeButton 36 | .attr('data-toggle', 'collapse') 37 | .attr('data-target', '#' + id) 38 | .attr('aria-expanded', showThis) 39 | .attr('aria-controls', id); 40 | 41 | var buttonRow = $('
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    '); 43 | 44 | buttonCol.append(showCodeButton); 45 | buttonRow.append(buttonCol); 46 | 47 | div.before(buttonRow); 48 | 49 | // show the div if necessary 50 | if (showThis) div.collapse('show'); 51 | 52 | // update state of button on show/hide 53 | // * Change text 54 | // * add a class for intermediate states styling 55 | div.on('hide.bs.collapse', function () { 56 | showCodeText.text('Code'); 57 | showCodeButton.addClass('btn-collapsing'); 58 | }); 59 | div.on('hidden.bs.collapse', function () { 60 | showCodeButton.removeClass('btn-collapsing'); 61 | }); 62 | div.on('show.bs.collapse', function () { 63 | showCodeText.text('Hide'); 64 | showCodeButton.addClass('btn-expanding'); 65 | }); 66 | div.on('shown.bs.collapse', function () { 67 | showCodeButton.removeClass('btn-expanding'); 68 | }); 69 | 70 | }); 71 | 72 | } 73 | -------------------------------------------------------------------------------- /11-18_Chetty/README_files/navigation-1.1/sourceembed.js: -------------------------------------------------------------------------------- 1 | 2 | window.initializeSourceEmbed = function(filename) { 3 | $("#rmd-download-source").click(function() { 4 | var src = $("#rmd-source-code").html(); 5 | var a = document.createElement('a'); 6 | a.href = "data:text/x-r-markdown;base64," + src; 7 | a.download = filename; 8 | document.body.appendChild(a); 9 | a.click(); 10 | document.body.removeChild(a); 11 | }); 12 | }; 13 | -------------------------------------------------------------------------------- /11-18_Chetty/README_files/navigation-1.1/tabsets.js: -------------------------------------------------------------------------------- 1 | 2 | 3 | /** 4 | * jQuery Plugin: Sticky Tabs 5 | * 6 | * @author Aidan Lister 7 | * adapted by Ruben Arslan to activate parent tabs too 8 | * http://www.aidanlister.com/2014/03/persisting-the-tab-state-in-bootstrap/ 9 | */ 10 | (function($) { 11 | "use strict"; 12 | $.fn.rmarkdownStickyTabs = function() { 13 | var context = this; 14 | // Show the tab corresponding with the hash in the URL, or the first tab 15 | var showStuffFromHash = function() { 16 | var hash = window.location.hash; 17 | var selector = hash ? 'a[href="' + hash + '"]' : 'li.active > a'; 18 | var $selector = $(selector, context); 19 | if($selector.data('toggle') === "tab") { 20 | $selector.tab('show'); 21 | // walk up the ancestors of this element, show any hidden tabs 22 | $selector.parents('.section.tabset').each(function(i, elm) { 23 | var link = $('a[href="#' + $(elm).attr('id') + '"]'); 24 | if(link.data('toggle') === "tab") { 25 | link.tab("show"); 26 | } 27 | }); 28 | } 29 | }; 30 | 31 | 32 | // Set the correct tab when the page loads 33 | showStuffFromHash(context); 34 | 35 | // Set the correct tab when a user uses their back/forward button 36 | $(window).on('hashchange', function() { 37 | showStuffFromHash(context); 38 | }); 39 | 40 | // Change the URL when tabs are clicked 41 | $('a', context).on('click', function(e) { 42 | history.pushState(null, null, this.href); 43 | showStuffFromHash(context); 44 | }); 45 | 46 | return this; 47 | }; 48 | }(jQuery)); 49 | 50 | window.buildTabsets = function(tocID) { 51 | 52 | // build a tabset from a section div with the .tabset class 53 | function buildTabset(tabset) { 54 | 55 | // check for fade and pills options 56 | var fade = tabset.hasClass("tabset-fade"); 57 | var pills = tabset.hasClass("tabset-pills"); 58 | var navClass = pills ? "nav-pills" : "nav-tabs"; 59 | 60 | // determine the heading level of the tabset and tabs 61 | var match = tabset.attr('class').match(/level(\d) /); 62 | if (match === null) 63 | return; 64 | var tabsetLevel = Number(match[1]); 65 | var tabLevel = tabsetLevel + 1; 66 | 67 | // find all subheadings immediately below 68 | var tabs = tabset.find("div.section.level" + tabLevel); 69 | if (!tabs.length) 70 | return; 71 | 72 | // create tablist and tab-content elements 73 | var tabList = $(''); 74 | $(tabs[0]).before(tabList); 75 | var tabContent = $('
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  • '); 110 | li.append(a); 111 | tabList.append(li); 112 | 113 | // set it's attributes 114 | tab.attr('role', 'tabpanel'); 115 | tab.addClass('tab-pane'); 116 | tab.addClass('tabbed-pane'); 117 | if (fade) 118 | tab.addClass('fade'); 119 | 120 | // move it into the tab content div 121 | tab.detach().appendTo(tabContent); 122 | }); 123 | 124 | // set active tab 125 | $(tabList.children('li')[activeTab]).addClass('active'); 126 | var active = $(tabContent.children('div.section')[activeTab]); 127 | active.addClass('active'); 128 | if (fade) 129 | active.addClass('in'); 130 | 131 | if (tabset.hasClass("tabset-sticky")) 132 | tabset.rmarkdownStickyTabs(); 133 | } 134 | 135 | // convert section divs with the .tabset class to tabsets 136 | var tabsets = $("div.section.tabset"); 137 | tabsets.each(function(i) { 138 | buildTabset($(tabsets[i])); 139 | }); 140 | }; 141 | 142 | -------------------------------------------------------------------------------- /11-18_Chetty/Working_Paper_Schaffner_CSCW.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/uchicago-computation-workshop/Fall2021/98279cc2abc4a500f47406524943c50223761b59/11-18_Chetty/Working_Paper_Schaffner_CSCW.pdf -------------------------------------------------------------------------------- /12-02_Shakhnarovich/README.md: -------------------------------------------------------------------------------- 1 |

    The Computational Social Science Workshop Presents

    2 | 3 |

    Greg Shakhnarovich

    4 |

    5 |

    Toyota Technological Institute

    6 | 7 |

    8 | 9 | 10 | 11 |

    The Computational Social Science Workshop at the University of Chicago cordially invites you to attend this week's talk:

    12 | 13 | 14 | 15 |
    16 | 17 | 24 | 25 | 26 | 27 |

    28 | 29 | **Summary:** We will look at the problem of identifying meaningful changes in sequences of images, both as a detection problem (find when the change occurs) and a description problem (describe the nature of the change in natural language). I will discuss our recent work on these problems (joint with Davis Gilton, Ruotian Luo and Rebecca Willett) in which we show that tackling them jointly may be beneficial. 30 | 31 | 32 |

    33 | 34 |
    35 | 36 |

    Thursday, 12/2/2021

    37 |

    11:00am-12:20pm

    38 | 39 |

    40 | 41 |

    42 | 43 | **Greg Shakhnarovich** is a Professor at the Toyota Technological Institute at Chicago, an independent, philanthropically funded graduate research institute on the University of Chicago campus. He also holds a part-time appointment at the CS Department, the University of Chicago. Prior to joining TTIC in 2008, Greg was a postdoctoral scholar at Brown University. He obtained his PhD degree in Electrical Engineering and Computer Science from MIT in 2005. Greg is a recipient of IBM Faculty Award and the Google Faculty Research Award, regularly serves as an Area Chair in flagship vision and learning conferences, and is an Associate Editor of the IEEE Transactions of Pattern Analysis and Machine Intelligence. Greg's research interests lie broadly in computer vision and machine learning. 44 |

    45 | 46 |
    47 | 48 |

    49 | 50 | **Attendance**: The talk will be held in Rm 295 of 1155 East 60th St. MACSS students who have a last name starting with M through Z (Group 2) are required to attend this week's talk in person. All MACSS faculty members are also welcome to join the talk in person. The rest of MACSS students (Group 1) and all other attendees will need to join the meeting via Zoom ([link](https://uchicago.zoom.us/j/92782114396?pwd=Q3RsR0YvbDFrd2R0MWZ4QllKUUFtZz09)). 51 |

    52 | 53 |

    54 | 55 | **Participation**: Students in the Masters of Computational Social Science program are expected to attend and join the discussion by posting a well-developed group question on the issues page of the workshop's public repository. 56 | 57 | This week's suggested readings: 58 | 59 | - [David Gilton, Ruotian Luo, Rebbecca Willett, and Greg Shaknarovich. 2020. 'Detection and Description of Change in Visual Streams.'](https://arxiv.org/pdf/2003.12633.pdf) 60 | 61 | 62 |
    63 | 64 |

    65 | 66 | --- 67 | 68 |

    The 2021-2022 Computational Social Science Workshop meets each Thursday from 11:00 a.m. to 12:20 p.m.. All interested faculty and graduate students are welcome.

    69 | 70 | 71 | 72 |

    Students in the Masters of Computational Social Science program are expected to attend and join the discussion by posting a comment on the issues page of the workshop's public repository on GitHub.

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'Hide' : 'Code') + ''); 33 | var showCodeButton = $(''); 34 | showCodeButton.append(showCodeText); 35 | showCodeButton 36 | .attr('data-toggle', 'collapse') 37 | .attr('data-target', '#' + id) 38 | .attr('aria-expanded', showThis) 39 | .attr('aria-controls', id); 40 | 41 | var buttonRow = $('
    '); 42 | var buttonCol = $('
    '); 43 | 44 | buttonCol.append(showCodeButton); 45 | buttonRow.append(buttonCol); 46 | 47 | div.before(buttonRow); 48 | 49 | // show the div if necessary 50 | if (showThis) div.collapse('show'); 51 | 52 | // update state of button on show/hide 53 | // * Change text 54 | // * add a class for intermediate states styling 55 | div.on('hide.bs.collapse', function () { 56 | showCodeText.text('Code'); 57 | showCodeButton.addClass('btn-collapsing'); 58 | }); 59 | div.on('hidden.bs.collapse', function () { 60 | showCodeButton.removeClass('btn-collapsing'); 61 | }); 62 | div.on('show.bs.collapse', function () { 63 | showCodeText.text('Hide'); 64 | showCodeButton.addClass('btn-expanding'); 65 | }); 66 | div.on('shown.bs.collapse', function () { 67 | showCodeButton.removeClass('btn-expanding'); 68 | }); 69 | 70 | }); 71 | 72 | } 73 | -------------------------------------------------------------------------------- /12-02_Shakhnarovich/README_files/navigation-1.1/sourceembed.js: -------------------------------------------------------------------------------- 1 | 2 | window.initializeSourceEmbed = function(filename) { 3 | $("#rmd-download-source").click(function() { 4 | var src = $("#rmd-source-code").html(); 5 | var a = document.createElement('a'); 6 | a.href = "data:text/x-r-markdown;base64," + src; 7 | a.download = filename; 8 | document.body.appendChild(a); 9 | a.click(); 10 | document.body.removeChild(a); 11 | }); 12 | }; 13 | -------------------------------------------------------------------------------- /12-02_Shakhnarovich/README_files/navigation-1.1/tabsets.js: -------------------------------------------------------------------------------- 1 | 2 | 3 | /** 4 | * jQuery Plugin: Sticky Tabs 5 | * 6 | * @author Aidan Lister 7 | * adapted by Ruben Arslan to activate parent tabs too 8 | * http://www.aidanlister.com/2014/03/persisting-the-tab-state-in-bootstrap/ 9 | */ 10 | (function($) { 11 | "use strict"; 12 | $.fn.rmarkdownStickyTabs = function() { 13 | var context = this; 14 | // Show the tab corresponding with the hash in the URL, or the first tab 15 | var showStuffFromHash = function() { 16 | var hash = window.location.hash; 17 | var selector = hash ? 'a[href="' + hash + '"]' : 'li.active > a'; 18 | var $selector = $(selector, context); 19 | if($selector.data('toggle') === "tab") { 20 | $selector.tab('show'); 21 | // walk up the ancestors of this element, show any hidden tabs 22 | $selector.parents('.section.tabset').each(function(i, elm) { 23 | var link = $('a[href="#' + $(elm).attr('id') + '"]'); 24 | if(link.data('toggle') === "tab") { 25 | link.tab("show"); 26 | } 27 | }); 28 | } 29 | }; 30 | 31 | 32 | // Set the correct tab when the page loads 33 | showStuffFromHash(context); 34 | 35 | // Set the correct tab when a user uses their back/forward button 36 | $(window).on('hashchange', function() { 37 | showStuffFromHash(context); 38 | }); 39 | 40 | // Change the URL when tabs are clicked 41 | $('a', context).on('click', function(e) { 42 | history.pushState(null, null, this.href); 43 | showStuffFromHash(context); 44 | }); 45 | 46 | return this; 47 | }; 48 | }(jQuery)); 49 | 50 | window.buildTabsets = function(tocID) { 51 | 52 | // build a tabset from a section div with the .tabset class 53 | function buildTabset(tabset) { 54 | 55 | // check for fade and pills options 56 | var fade = tabset.hasClass("tabset-fade"); 57 | var pills = tabset.hasClass("tabset-pills"); 58 | var navClass = pills ? "nav-pills" : "nav-tabs"; 59 | 60 | // determine the heading level of the tabset and tabs 61 | var match = tabset.attr('class').match(/level(\d) /); 62 | if (match === null) 63 | return; 64 | var tabsetLevel = Number(match[1]); 65 | var tabLevel = tabsetLevel + 1; 66 | 67 | // find all subheadings immediately below 68 | var tabs = tabset.find("div.section.level" + tabLevel); 69 | if (!tabs.length) 70 | return; 71 | 72 | // create tablist and tab-content elements 73 | var tabList = $(''); 74 | $(tabs[0]).before(tabList); 75 | var tabContent = $('
    '); 76 | $(tabs[0]).before(tabContent); 77 | 78 | // build the tabset 79 | var activeTab = 0; 80 | tabs.each(function(i) { 81 | 82 | // get the tab div 83 | var tab = $(tabs[i]); 84 | 85 | // get the id then sanitize it for use with bootstrap tabs 86 | var id = tab.attr('id'); 87 | 88 | // see if this is marked as the active tab 89 | if (tab.hasClass('active')) 90 | activeTab = i; 91 | 92 | // remove any table of contents entries associated with 93 | // this ID (since we'll be removing the heading element) 94 | $("div#" + tocID + " li a[href='#" + id + "']").parent().remove(); 95 | 96 | // sanitize the id for use with bootstrap tabs 97 | id = id.replace(/[.\/?&!#<>]/g, '').replace(/\s/g, '_'); 98 | tab.attr('id', id); 99 | 100 | // get the heading element within it, grab it's text, then remove it 101 | var heading = tab.find('h' + tabLevel + ':first'); 102 | var headingText = heading.html(); 103 | heading.remove(); 104 | 105 | // build and append the tab list item 106 | var a = $('' + headingText + ''); 107 | a.attr('href', '#' + id); 108 | a.attr('aria-controls', id); 109 | var li = $('
  • '); 110 | li.append(a); 111 | tabList.append(li); 112 | 113 | // set it's attributes 114 | tab.attr('role', 'tabpanel'); 115 | tab.addClass('tab-pane'); 116 | tab.addClass('tabbed-pane'); 117 | if (fade) 118 | tab.addClass('fade'); 119 | 120 | // move it into the tab content div 121 | tab.detach().appendTo(tabContent); 122 | }); 123 | 124 | // set active tab 125 | $(tabList.children('li')[activeTab]).addClass('active'); 126 | var active = $(tabContent.children('div.section')[activeTab]); 127 | active.addClass('active'); 128 | if (fade) 129 | active.addClass('in'); 130 | 131 | if (tabset.hasClass("tabset-sticky")) 132 | tabset.rmarkdownStickyTabs(); 133 | } 134 | 135 | // convert section divs with the .tabset class to tabsets 136 | var tabsets = $("div.section.tabset"); 137 | tabsets.each(function(i) { 138 | buildTabset($(tabsets[i])); 139 | }); 140 | }; 141 | 142 | -------------------------------------------------------------------------------- /Fall2021.Rproj: -------------------------------------------------------------------------------- 1 | Version: 1.0 2 | 3 | RestoreWorkspace: Default 4 | SaveWorkspace: Default 5 | AlwaysSaveHistory: Default 6 | 7 | EnableCodeIndexing: Yes 8 | UseSpacesForTab: Yes 9 | NumSpacesForTab: 2 10 | Encoding: UTF-8 11 | 12 | RnwWeave: Sweave 13 | LaTeX: pdfLaTeX 14 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Fall 2021 2 | ### Thursdays, 11:00am-12:20pm 3 | 4 |
    5 | 6 | ### Sep 30th - [James Evans](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/fall2021mixer) 7 | 8 |
    9 | 10 | ### Oct 7th - [Ufuk Akcigit](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/10-07_Akcigit) 11 | 12 |
    13 | 14 | ### Oct 14th - [Sendhil Mullainathan](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/10-14_Mullainathan) 15 | 16 |
    17 | 18 | ### Oct 21st - [Anjali Adukia](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/10-21_Adukia) 19 | 20 |
    21 | 22 | ### Oct 28th - [Abdullah Almaatouq](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/10-28_Almaatouq) 23 | 24 |
    25 | 26 | ### Nov 11th - [Pedro Lopes](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/11-11_Lopes) 27 | 28 |
    29 | 30 | ### Nov 18th - [Marshini Chetty](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/11-18_Chetty) 31 | 32 |
    33 | 34 | ### Dec 2nd - [Greg Shakhnarovich ](https://github.com/uchicago-computation-workshop/Fall2021/tree/master/12-02_Shakhnarovich) 35 | 36 |
    37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | -------------------------------------------------------------------------------- /chetty.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/uchicago-computation-workshop/Fall2021/98279cc2abc4a500f47406524943c50223761b59/chetty.jpg -------------------------------------------------------------------------------- /fall2021mixer/README_files/bootstrap-3.3.5/css/fonts/Lato.ttf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/uchicago-computation-workshop/Fall2021/98279cc2abc4a500f47406524943c50223761b59/fall2021mixer/README_files/bootstrap-3.3.5/css/fonts/Lato.ttf -------------------------------------------------------------------------------- /fall2021mixer/README_files/bootstrap-3.3.5/css/fonts/LatoBold.ttf: 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'Hide' : 'Code') + ''); 34 | var showCodeButton = $(''); 35 | showCodeButton.append(showCodeText); 36 | showCodeButton 37 | .attr('data-toggle', 'collapse') 38 | .attr('data-target', '#' + id) 39 | .attr('aria-expanded', show) 40 | .attr('aria-controls', id); 41 | 42 | var buttonRow = $('
    '); 43 | var buttonCol = $('
    '); 44 | 45 | buttonCol.append(showCodeButton); 46 | buttonRow.append(buttonCol); 47 | 48 | div.before(buttonRow); 49 | 50 | // update state of button on show/hide 51 | div.on('hidden.bs.collapse', function () { 52 | showCodeText.text('Code'); 53 | }); 54 | div.on('show.bs.collapse', function () { 55 | showCodeText.text('Hide'); 56 | }); 57 | }); 58 | 59 | } 60 | -------------------------------------------------------------------------------- /fall2021mixer/README_files/navigation-1.1/sourceembed.js: -------------------------------------------------------------------------------- 1 | 2 | window.initializeSourceEmbed = function(filename) { 3 | $("#rmd-download-source").click(function() { 4 | var src = $("#rmd-source-code").html(); 5 | var a = document.createElement('a'); 6 | a.href = "data:text/x-r-markdown;base64," + src; 7 | a.download = filename; 8 | document.body.appendChild(a); 9 | a.click(); 10 | document.body.removeChild(a); 11 | }); 12 | }; 13 | -------------------------------------------------------------------------------- /fall2021mixer/README_files/navigation-1.1/tabsets.js: -------------------------------------------------------------------------------- 1 | 2 | 3 | /** 4 | * jQuery Plugin: Sticky Tabs 5 | * 6 | * @author Aidan Lister 7 | * adapted by Ruben Arslan to activate parent tabs too 8 | * http://www.aidanlister.com/2014/03/persisting-the-tab-state-in-bootstrap/ 9 | */ 10 | (function($) { 11 | "use strict"; 12 | $.fn.rmarkdownStickyTabs = function() { 13 | var context = this; 14 | // Show the tab corresponding with the hash in the URL, or the first tab 15 | var showStuffFromHash = function() { 16 | var hash = window.location.hash; 17 | var selector = hash ? 'a[href="' + hash + '"]' : 'li.active > a'; 18 | var $selector = $(selector, context); 19 | if($selector.data('toggle') === "tab") { 20 | $selector.tab('show'); 21 | // walk up the ancestors of this element, show any hidden tabs 22 | $selector.parents('.section.tabset').each(function(i, elm) { 23 | var link = $('a[href="#' + $(elm).attr('id') + '"]'); 24 | if(link.data('toggle') === "tab") { 25 | link.tab("show"); 26 | } 27 | }); 28 | } 29 | }; 30 | 31 | 32 | // Set the correct tab when the page loads 33 | showStuffFromHash(context); 34 | 35 | // Set the correct tab when a user uses their back/forward button 36 | $(window).on('hashchange', function() { 37 | showStuffFromHash(context); 38 | }); 39 | 40 | // Change the URL when tabs are clicked 41 | $('a', context).on('click', function(e) { 42 | history.pushState(null, null, this.href); 43 | showStuffFromHash(context); 44 | }); 45 | 46 | return this; 47 | }; 48 | }(jQuery)); 49 | 50 | window.buildTabsets = function(tocID) { 51 | 52 | // build a tabset from a section div with the .tabset class 53 | function buildTabset(tabset) { 54 | 55 | // check for fade and pills options 56 | var fade = tabset.hasClass("tabset-fade"); 57 | var pills = tabset.hasClass("tabset-pills"); 58 | var navClass = pills ? "nav-pills" : "nav-tabs"; 59 | 60 | // determine the heading level of the tabset and tabs 61 | var match = tabset.attr('class').match(/level(\d) /); 62 | if (match === null) 63 | return; 64 | var tabsetLevel = Number(match[1]); 65 | var tabLevel = tabsetLevel + 1; 66 | 67 | // find all subheadings immediately below 68 | var tabs = tabset.find("div.section.level" + tabLevel); 69 | if (!tabs.length) 70 | return; 71 | 72 | // create tablist and tab-content elements 73 | var tabList = $(''); 74 | $(tabs[0]).before(tabList); 75 | var tabContent = $('
    '); 76 | $(tabs[0]).before(tabContent); 77 | 78 | // build the tabset 79 | var activeTab = 0; 80 | tabs.each(function(i) { 81 | 82 | // get the tab div 83 | var tab = $(tabs[i]); 84 | 85 | // get the id then sanitize it for use with bootstrap tabs 86 | var id = tab.attr('id'); 87 | 88 | // see if this is marked as the active tab 89 | if (tab.hasClass('active')) 90 | activeTab = i; 91 | 92 | // remove any table of contents entries associated with 93 | // this ID (since we'll be removing the heading element) 94 | $("div#" + tocID + " li a[href='#" + id + "']").parent().remove(); 95 | 96 | // sanitize the id for use with bootstrap tabs 97 | id = id.replace(/[.\/?&!#<>]/g, '').replace(/\s/g, '_'); 98 | tab.attr('id', id); 99 | 100 | // get the heading element within it, grab it's text, then remove it 101 | var heading = tab.find('h' + tabLevel + ':first'); 102 | var headingText = heading.html(); 103 | heading.remove(); 104 | 105 | // build and append the tab list item 106 | var a = $('' + headingText + ''); 107 | a.attr('href', '#' + id); 108 | a.attr('aria-controls', id); 109 | var li = $('
  • '); 110 | li.append(a); 111 | tabList.append(li); 112 | 113 | // set it's attributes 114 | tab.attr('role', 'tabpanel'); 115 | tab.addClass('tab-pane'); 116 | tab.addClass('tabbed-pane'); 117 | if (fade) 118 | tab.addClass('fade'); 119 | 120 | // move it into the tab content div 121 | tab.detach().appendTo(tabContent); 122 | }); 123 | 124 | // set active tab 125 | $(tabList.children('li')[activeTab]).addClass('active'); 126 | var active = $(tabContent.children('div.section')[activeTab]); 127 | active.addClass('active'); 128 | if (fade) 129 | active.addClass('in'); 130 | 131 | if (tabset.hasClass("tabset-sticky")) 132 | tabset.rmarkdownStickyTabs(); 133 | } 134 | 135 | // convert section divs with the .tabset class to tabsets 136 | var tabsets = $("div.section.tabset"); 137 | tabsets.each(function(i) { 138 | buildTabset($(tabsets[i])); 139 | }); 140 | }; 141 | 142 | -------------------------------------------------------------------------------- /lopes.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/uchicago-computation-workshop/Fall2021/98279cc2abc4a500f47406524943c50223761b59/lopes.jpg -------------------------------------------------------------------------------- /sudo apt update: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/uchicago-computation-workshop/Fall2021/98279cc2abc4a500f47406524943c50223761b59/sudo apt update --------------------------------------------------------------------------------