├── .gitignore ├── README.md ├── ScPo-advanced.Rproj ├── css ├── scpo-fonts.css └── scpo.css ├── img ├── ISLR │ └── Chapter2 │ │ ├── 2.1.pdf │ │ ├── 2.10.pdf │ │ ├── 2.10.png │ │ ├── 2.11.pdf │ │ ├── 2.11.png │ │ ├── 2.12.pdf │ │ ├── 2.12.png │ │ ├── 2.13.pdf │ │ ├── 2.14.pdf │ │ ├── 2.15.pdf │ │ ├── 2.16.pdf │ │ ├── 2.17.pdf │ │ ├── 2.2.pdf │ │ ├── 2.3.pdf │ │ ├── 2.3.png │ │ ├── 2.4.pdf │ │ ├── 2.4.png │ │ ├── 2.5.pdf │ │ ├── 2.5.png │ │ ├── 2.6.pdf │ │ ├── 2.6.png │ │ ├── 2.7.pdf │ │ ├── 2.7.png │ │ ├── 2.8.pdf │ │ ├── 2.8.png │ │ ├── 2.9.pdf │ │ ├── 2.9.png │ │ └── app.gif ├── IV-dag.png ├── Kensington_slums_large.jpg ├── clustering │ ├── c1.png │ ├── c10.png │ ├── c2.png │ ├── c3.png │ ├── c4.png │ ├── c5.png │ ├── c6.png │ ├── c7.png │ ├── c8.png │ └── c9.png ├── crime-dag.png ├── crime-dag2.png ├── ex │ └── title.png ├── father-thames.jpg ├── gifs │ ├── alert.png │ ├── help.png │ ├── panel.gif │ ├── ray-paris.mp4 │ ├── ray.mp4 │ ├── ray.png │ └── wages.gif ├── logo │ ├── ScPo-econ.png │ ├── ScPo-shield.png │ ├── dplyr.svg │ ├── ggplot2.svg │ ├── magrittr.svg │ └── r-datatable.svg ├── photos │ ├── SSR_cone.png │ ├── Smoking_lung_cancer.png │ ├── adjusted_death_rates.png │ ├── age_by_smoking_status.png │ ├── bootstrap1.JPG │ ├── bootstrap2.JPG │ ├── ci_diagram.png │ ├── correlation_funny.png │ ├── ex_cigar_subclassif.png │ ├── fundamental_pb_inference.png │ ├── fusilli-tricolore.png │ ├── gt_error_table.png │ ├── gt_error_table_ht.png │ ├── hist_building.gif │ ├── hist_building_vline.gif │ ├── ht.png │ ├── manip_1.png │ ├── manip_2.png │ ├── md-bank.jpg │ ├── md-bank2.jpg │ ├── md-pennies.jpg │ ├── min_wage_parallel_trends.png │ ├── nj_penn_map.png │ ├── pasta │ │ ├── pasta_bowl.JPG │ │ ├── sample1.JPG │ │ ├── sample10.JPG │ │ ├── sample11.JPG │ │ ├── sample12.JPG │ │ ├── sample13.JPG │ │ ├── sample14.JPG │ │ ├── sample15.JPG │ │ ├── sample16.JPG │ │ ├── sample17.JPG │ │ ├── sample18.JPG │ │ ├── sample19.JPG │ │ ├── sample2.JPG │ │ ├── sample3.JPG │ │ ├── sample4.JPG │ │ ├── sample5.JPG │ │ ├── sample6.JPG │ │ ├── sample7.JPG │ │ ├── sample8.JPG │ │ └── sample9.JPG │ ├── pasta1.JPG │ ├── pasta2.JPG │ ├── pasta3.JPG │ ├── pasta4.JPG │ ├── pasta5.JPG │ ├── pasta6.JPG │ ├── power.png │ ├── raw_death_rates.png │ ├── spurious.png │ ├── standard_normal_distrib.png │ ├── transition.png │ └── visualize.png ├── simulation-scatter-1.png ├── slum.jpg ├── snow-map.jpg └── snow-supply.jpg ├── js └── ru_xaringan.js ├── lectures ├── 00-DID │ ├── chapter_did.Rmd │ ├── chapter_did.html │ ├── chapter_did.pdf │ ├── chapter_did_files │ │ └── figure-html │ │ │ ├── unnamed-chunk-10-1.svg │ │ │ ├── unnamed-chunk-11-1.svg │ │ │ ├── unnamed-chunk-110-1.svg │ │ │ ├── unnamed-chunk-111-1.svg │ │ │ ├── unnamed-chunk-112-1.svg │ │ │ ├── unnamed-chunk-113-1.svg │ │ │ ├── unnamed-chunk-114-1.svg │ │ │ ├── unnamed-chunk-115-1.svg │ │ │ ├── unnamed-chunk-116-1.svg │ │ │ ├── unnamed-chunk-117-1.svg │ │ │ ├── unnamed-chunk-118-1.svg │ │ │ ├── unnamed-chunk-119-1.svg │ │ │ ├── unnamed-chunk-12-1.svg │ │ │ ├── unnamed-chunk-120-1.svg │ │ │ ├── unnamed-chunk-121-1.svg │ │ │ ├── unnamed-chunk-122-1.svg │ │ │ ├── unnamed-chunk-123-1.svg │ │ │ ├── unnamed-chunk-124-1.svg │ │ │ ├── unnamed-chunk-125-1.svg │ │ │ ├── unnamed-chunk-126-1.svg │ │ │ ├── unnamed-chunk-13-1.svg │ │ │ ├── unnamed-chunk-14-1.svg │ │ │ ├── unnamed-chunk-15-1.svg │ │ │ ├── unnamed-chunk-16-1.svg │ │ │ ├── unnamed-chunk-17-1.svg │ │ │ ├── unnamed-chunk-18-1.svg │ │ │ ├── unnamed-chunk-19-1.svg │ │ │ ├── unnamed-chunk-20-1.svg │ │ │ ├── unnamed-chunk-20-2.svg │ │ │ ├── unnamed-chunk-21-1.svg │ │ │ ├── unnamed-chunk-22-1.svg │ │ │ ├── unnamed-chunk-23-1.svg │ │ │ ├── unnamed-chunk-24-1.svg │ │ │ ├── unnamed-chunk-5-1.svg │ │ │ ├── unnamed-chunk-6-1.svg │ │ │ ├── unnamed-chunk-7-1.svg │ │ │ ├── unnamed-chunk-8-1.svg │ │ │ └── unnamed-chunk-9-1.svg │ ├── img │ │ └── logo │ │ │ └── ScPo-shield.png │ └── libs │ │ ├── elevate-section-attrs │ │ └── elevate-section-attrs.js │ │ ├── header-attrs │ │ └── header-attrs.js │ │ ├── jquery │ │ └── jquery.min.js │ │ ├── kePrint │ │ └── kePrint.js │ │ ├── lightable │ │ └── lightable.css │ │ └── remark-css │ │ └── default.css ├── 01-recap │ ├── libs │ │ ├── header-attrs │ │ │ └── header-attrs.js │ │ └── remark-css │ │ │ └── default.css │ ├── recap1.Rmd │ ├── recap1.html │ └── recap1_files │ │ └── figure-html │ │ ├── biased pdf-1.svg │ │ ├── competing pdfs-1.svg │ │ ├── ex_bad_exog-1.svg │ │ ├── ex_good_exog-1.svg │ │ ├── example: pdf 2-1.svg │ │ ├── example: pdf 3-1.svg │ │ ├── example: pdf-1.svg │ │ ├── ols vs lines 1-1.svg │ │ ├── ols vs lines 3-1.svg │ │ ├── ols vs lines 4-1.svg │ │ ├── ols vs lines 5-1.svg │ │ ├── ols vs lines 6-1.svg │ │ ├── ols vs lines 7-1.svg │ │ ├── plot ovb 1-1.svg │ │ ├── plot ovb 2-1.svg │ │ ├── plot ovb 3-1.svg │ │ ├── plot ovb 4-1.svg │ │ ├── plot ovb 5-1.svg │ │ ├── pop1-1.svg │ │ ├── sample1 scatter-1.svg │ │ ├── sample1-1.svg │ │ ├── sample2 scatter-1.svg │ │ ├── sample2-1.svg │ │ ├── sample3 scatter-1.svg │ │ ├── sample3-1.svg │ │ ├── scatter1-1.svg │ │ ├── simulation ci-1.svg │ │ ├── simulation p plot-1.svg │ │ ├── simulation scatter-1.png │ │ ├── simulation scatter2-1.png │ │ ├── simulation t plot-1.svg │ │ ├── t dist-1.svg │ │ ├── unbiased pdf-1.svg │ │ ├── variance bias-1.svg │ │ ├── variance pdf-1.svg │ │ └── vs lines 2-1.svg ├── 02-recap │ ├── libs │ │ ├── header-attrs │ │ │ └── header-attrs.js │ │ └── remark-css │ │ │ └── default.css │ ├── recap2.Rmd │ ├── recap2.html │ ├── recap2_files │ │ └── figure-html │ │ │ ├── dag1-1.svg │ │ │ ├── dat plot 1-1.svg │ │ │ ├── dat plot 2-1.svg │ │ │ ├── int plot 1-1.svg │ │ │ ├── int plot 2-1.svg │ │ │ ├── log linear plot-1.svg │ │ │ ├── log log plot-1.svg │ │ │ ├── plot ovb 1-1.svg │ │ │ ├── plot ovb 2-1.svg │ │ │ ├── plot ovb 3-1.svg │ │ │ ├── plot ovb 4-1.svg │ │ │ ├── plot ovb 5-1.svg │ │ │ ├── simulation ci-1.svg │ │ │ ├── t dist-1.svg │ │ │ ├── unnamed-chunk-4-1.svg │ │ │ ├── unnamed-chunk-5-1.svg │ │ │ ├── venn2-1.svg │ │ │ └── venn_iv-1.svg │ └── star1-1.png ├── 03-datatable │ ├── 03-datatable.Rmd │ ├── 03-datatable.html │ ├── 03-datatable_files │ │ └── figure-html │ │ │ └── storms_ggplot-1.png │ └── libs │ │ ├── cols.css │ │ ├── cols_macro.js │ │ ├── header-attrs │ │ └── header-attrs.js │ │ └── remark-css │ │ ├── default.css │ │ ├── metropolis-fonts.css │ │ └── metropolis.css ├── 04-IV │ ├── 04-IV.Rmd │ ├── 04-IV.html │ ├── 04-IV_files │ │ └── figure-html │ │ │ ├── dag1-1.svg │ │ │ ├── unnamed-chunk-2-1.svg │ │ │ ├── unnamed-chunk-3-1.svg │ │ │ ├── unnamed-chunk-4-1.svg │ │ │ └── unnamed-chunk-5-1.svg │ └── libs │ │ ├── header-attrs │ │ └── header-attrs.js │ │ └── remark-css │ │ └── default.css ├── 05-IV2 │ ├── 05-IV2.Rmd │ ├── 05-IV2.html │ ├── 05-IV2_files │ │ └── figure-html │ │ │ ├── IV-dag2-1.svg │ │ │ ├── ak-mod-1.svg │ │ │ ├── ak91-dummy-1.svg │ │ │ ├── ak91-wage-1.svg │ │ │ ├── mincer-1.svg │ │ │ ├── mincer2-1.svg │ │ │ ├── mincer3-1.svg │ │ │ ├── mincer4-1.svg │ │ │ └── se-plot-1.svg │ └── libs │ │ ├── header-attrs │ │ └── header-attrs.js │ │ ├── kePrint │ │ └── kePrint.js │ │ ├── lightable │ │ └── lightable.css │ │ └── remark-css │ │ └── default.css ├── 06-panel │ ├── 06-panel.Rmd │ ├── 06-panel.html │ ├── 06-panel_files │ │ └── figure-html │ │ │ ├── cri-dag-1.svg │ │ │ ├── cri-dag2-1.svg │ │ │ ├── dummy-1.svg │ │ │ ├── unnamed-chunk-10-1.svg │ │ │ ├── unnamed-chunk-15-1.svg │ │ │ ├── unnamed-chunk-4-1.svg │ │ │ ├── unnamed-chunk-8-1.svg │ │ │ └── unnamed-chunk-9-1.svg │ └── libs │ │ ├── header-attrs │ │ └── header-attrs.js │ │ ├── kePrint │ │ └── kePrint.js │ │ ├── lightable │ │ └── lightable.css │ │ └── remark-css │ │ └── default.css ├── 07-probit │ ├── 07-probit.Rmd │ ├── 07-probit.html │ ├── 07-probit_files │ │ └── figure-html │ │ │ ├── cdfs-1.svg │ │ │ ├── saturated-1.svg │ │ │ ├── unnamed-chunk-1-1.svg │ │ │ ├── unnamed-chunk-11-1.svg │ │ │ └── unnamed-chunk-3-1.svg │ └── libs │ │ ├── header-attrs │ │ └── header-attrs.js │ │ ├── kePrint │ │ └── kePrint.js │ │ ├── lightable │ │ └── lightable.css │ │ └── remark-css │ │ └── default.css ├── 08-learning │ ├── 08-learning.Rmd │ ├── 08-learning.html │ ├── imgs │ │ ├── 2.1.pdf │ │ ├── 2.10.pdf │ │ ├── 2.10.png │ │ ├── 2.11.pdf │ │ ├── 2.11.png │ │ ├── 2.12.pdf │ │ ├── 2.12.png │ │ ├── 2.13.pdf │ │ ├── 2.14.pdf │ │ ├── 2.15.pdf │ │ ├── 2.16.pdf │ │ ├── 2.17.pdf │ │ ├── 2.2.pdf │ │ ├── 2.3.pdf │ │ ├── 2.3.png │ │ ├── 2.4.pdf │ │ ├── 2.4.png │ │ ├── 2.5.pdf │ │ ├── 2.5.png │ │ ├── 2.6.pdf │ │ ├── 2.6.png │ │ ├── 2.7.pdf │ │ ├── 2.7.png │ │ ├── 2.8.pdf │ │ ├── 2.8.png │ │ ├── 2.9.pdf │ │ ├── 2.9.png │ │ └── app.gif │ └── libs │ │ ├── header-attrs │ │ └── header-attrs.js │ │ └── remark-css │ │ └── default.css ├── 09-unsupervised │ ├── 09-unsupervised.Rmd │ ├── 09-unsupervised.html │ ├── 09-unsupervised_files │ │ └── figure-html │ │ │ ├── unnamed-chunk-11-1.svg │ │ │ ├── unnamed-chunk-12-1.svg │ │ │ ├── unnamed-chunk-13-1.svg │ │ │ ├── unnamed-chunk-14-1.svg │ │ │ ├── unnamed-chunk-15-1.svg │ │ │ ├── unnamed-chunk-16-1.svg │ │ │ ├── unnamed-chunk-17-1.svg │ │ │ ├── unnamed-chunk-18-1.svg │ │ │ ├── unnamed-chunk-19-1.svg │ │ │ ├── unnamed-chunk-2-1.svg │ │ │ ├── unnamed-chunk-20-1.svg │ │ │ ├── unnamed-chunk-21-1.svg │ │ │ ├── unnamed-chunk-22-1.svg │ │ │ ├── unnamed-chunk-23-1.svg │ │ │ ├── unnamed-chunk-24-1.svg │ │ │ ├── unnamed-chunk-25-1.svg │ │ │ ├── unnamed-chunk-26-1.svg │ │ │ ├── unnamed-chunk-27-1.svg │ │ │ ├── unnamed-chunk-28-1.svg │ │ │ ├── unnamed-chunk-29-1.svg │ │ │ ├── unnamed-chunk-3-1.svg │ │ │ ├── unnamed-chunk-30-1.svg │ │ │ ├── unnamed-chunk-31-1.svg │ │ │ ├── unnamed-chunk-32-1.svg │ │ │ ├── unnamed-chunk-33-1.svg │ │ │ ├── unnamed-chunk-34-1.svg │ │ │ ├── unnamed-chunk-36-1.svg │ │ │ ├── unnamed-chunk-37-1.svg │ │ │ ├── unnamed-chunk-38-1.svg │ │ │ ├── unnamed-chunk-39-1.svg │ │ │ ├── unnamed-chunk-4-1.svg │ │ │ ├── unnamed-chunk-40-1.svg │ │ │ ├── unnamed-chunk-41-1.svg │ │ │ ├── unnamed-chunk-6-1.svg │ │ │ └── unnamed-chunk-8-1.svg │ └── libs │ │ ├── header-attrs │ │ └── header-attrs.js │ │ └── remark-css │ │ └── default.css └── template │ ├── learning.R │ ├── libs │ └── remark-css │ │ └── default.css │ ├── pca.R │ ├── template.Rmd │ └── template.html ├── libs ├── partials │ └── header.html ├── remark-css-0.0.1 │ └── default.css └── remark-css │ └── default.css └── rds ├── balls_percentile_cis.rds ├── iris_inc.rds ├── iris_shapefile_2015.dbf ├── iris_shapefile_2015.prj ├── iris_shapefile_2015.rds ├── iris_shapefile_2015.shp ├── iris_shapefile_2015.shx ├── pasta_percentile_cis.rds └── shuffled_data.rds /.gitignore: -------------------------------------------------------------------------------- 1 | .Rproj.user 2 | .Rhistory 3 | .RData 4 | .Ruserdata 5 | *_cache 6 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # **Advanced Econometrics at SciencesPo** 2 | 3 | This is the syllabus for the 2nd year course *advanced econometrics* offered by the department of economics at SciencesPo Paris. 4 | 5 | ## Prerequisites 6 | 7 | You need to have taken the course [**Introduction to Econometrics with R**](https://scpoecon.github.io/ScPoEconometrics/) at SciencesPo. Alternatively, if you are an exchange student, you need to have taken a course that covers the same syllabus. You will have to make sure that you are familiar with `R` knowledge we accumulate in that course as well. 8 | 9 | ## Overview 10 | 11 | We continue with our practical approach to learning Econometrics and R where we left it in the introductory part “Introduction to Econometrics with R”. We will learn about an important method to establish casual relationships in non-experimental data, called “Instrumental Variables”. We will learn about panel data, that is, data which tracks individuals over time. We will look at situations when our outcome data is discrete in nature, like “subject i chose option A (and not B)”. And we will look at a range of simple machine learning methods which are helpful for classification and prediction tasks. 12 | 13 | 14 | ## Syllabus and Slides 15 | 16 | Notice that several of those lectures extend over two sessions. 17 | 18 | 19 | Lecture 0: Introduction and contiuation from intro course: Difference-in-Differences [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/00-DID/chapter_did.html)] 20 | 21 | Lecture 1: Introduction, Logistics and Recap 1 from intro course. Uncertainty in regression estimates, orthogonality of error, BLUE property. [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/01-recap/recap1.html)] 22 | 23 | Lecture 2: Recap 2 from intro course. What's a *model*, omitted variable bias, interpreting coefficients, the log transformation [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/02-recap/recap2.html)] 24 | 25 | Lecture 3: intro to the `data.table` package [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/03-datatable/03-datatable.html)] 26 | 27 | Lecture 4: Instrumental Variables and Causality 1. John Snow's Cholera Experiment as a motivation for the IV estimator, using a DAG to think about the exclusion restriction, the Wald estimator. [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/04-IV/04-IV.html)] 28 | 29 | Lecture 5: Instrumental Variables and Causality 2. 2SLS, returns to schooling and ability bias, replicating Angrist and Krueger (1991), IV mechanics, identification and inference, weak instruments [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/05-IV2/05-IV2.html)] 30 | 31 | Lecture 6: Panel Data 1: What, How and Why? Application to crime rates at county level, within and between variation, the within transformation, running panel regressions in R [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/06-panel/06-panel.html)] 32 | 33 | Lecture 7: Discrete Outcomes: Logit and Probit. Bernoulli reminder, Mroz dataset, the linear probability model, the saturated LPM, logit and probit marginal effects, Goodness of fit in non-linear binary response models. [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/07-probit/07-probit.html)] 34 | 35 | Lecture 8: Intro to Statistical (or *Machine*) Learning 1: the bias-variance-tradeoff, taxonomy of methods, parametric vs non-parametric, linear vs nonlinear, relationship between variance, bias and MSE [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/08-learning/08-learning.html)] 36 | 37 | Lecture 9: Intro to Statistical (or *Machine*) Learning 2: Subset selection (Lasso and Ridge regressions), unsupervised learning (PCA and K-means clustering) [[HTML](https://raw.githack.com/ScPoEcon/Advanced-Metrics-slides/master/lectures/09-unsupervised/09-unsupervised.html)] 38 | 39 | ## Legal 40 | 41 | You can copy and adapt this material for your purposes, as long as you give appropriate credit and share the work yourself under same terms. Of course you can use the slides to teach in your classrooms. *Appropriate Credit* means that somewhere in your slides there is link back to this repo, indicating that this is what you are building upon. Click on the icon for details. 42 | 43 | Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. 44 | 45 | ## How to build 46 | 47 | * These are simply Rmarkdown slides. 48 | * So, in Rstudio, just click *knit*. 49 | * To print slides as PDF, do 50 | ```decktape chapter1.html chapter1.pdf --chrome-arg=--disable-web-security``` 51 | using the awesome [decktape](https://github.com/astefanutti/decktape) 52 | -------------------------------------------------------------------------------- /ScPo-advanced.Rproj: -------------------------------------------------------------------------------- 1 | Version: 1.0 2 | 3 | RestoreWorkspace: No 4 | SaveWorkspace: No 5 | AlwaysSaveHistory: Default 6 | 7 | EnableCodeIndexing: Yes 8 | UseSpacesForTab: Yes 9 | NumSpacesForTab: 4 10 | Encoding: UTF-8 11 | 12 | RnwWeave: Sweave 13 | LaTeX: pdfLaTeX 14 | -------------------------------------------------------------------------------- /css/scpo-fonts.css: -------------------------------------------------------------------------------- 1 | /* Add maven for code font (keep other xaringan defaults */ 2 | @import url(https://fonts.googleapis.com/css?family=Inconsolata); 3 | @import url(https://fonts.googleapis.com/css?family=Yanone+Kaffeesatz); 4 | @import url(https://fonts.googleapis.com/css?family=Droid+Serif:400,700,400italic); 5 | @import url(https://fonts.googleapis.com/css?family=Source+Code+Pro:400,700); 6 | 7 | body { font-family: 'Droid Serif', 'Palatino Linotype', 'Book Antiqua', Palatino, 'Microsoft YaHei', 'Songti SC', serif; } 8 | h1, h2, h3 { 9 | font-family: 'Yanone Kaffeesatz'; 10 | font-weight: normal; 11 | } 12 | 13 | .remark-code { 14 | font-family: 'Inconsolata', monospace; 15 | color: #515151; 16 | /*color: #818181;*/ 17 | /*color: rgb(249, 38, 114);*/ 18 | } 19 | 20 | .remark-inline-code { 21 | font-family: 'Inconsolata', monospace; 22 | color: #515151; 23 | background-color: rgba(217, 5, 2, 0.2); 24 | border-radius: 5px; /* Making border radius */ 25 | width: auto; /* Making auto-sizable width */ 26 | height: auto; /* Making auto-sizable height */ 27 | padding: 0px 2px 1px 2px; /*Making space around letters */ 28 | /*color: #818181;*/ 29 | /*color: rgb(249, 38, 114);*/ 30 | } 31 | .remark-code-line-highlighted { background-color: #ffff88; } 32 | -------------------------------------------------------------------------------- /css/scpo.css: -------------------------------------------------------------------------------- 1 | /* 2 | CSS for xaringan slides in RU flavor 3 | Author: Joseph V. Casillas 4 | Updated: 03/06/2018 5 | 6 | Modified by Florian Oswald for ScPo 7 | 18/08/2019 8 | */ 9 | 10 | /* Package defaults that we slightly tweak */ 11 | 12 | .remark-slide-content { font-size: 23px; } 13 | 14 | pre { 15 | display: block; 16 | font-family: monospace; 17 | white-space: pre; 18 | margin-top: 0em; 19 | margin-right: 0px; 20 | margin-bottom: 0.3em; 21 | margin-left: 0px; 22 | } 23 | 24 | a, a > code { 25 | color: #d90502; 26 | text-decoration: none; 27 | 28 | } 29 | 30 | 31 | /* slightly lower and bigger than default */ 32 | .footnote { 33 | position: absolute; 34 | bottom: 1em; 35 | padding-right: 4em; 36 | font-size: 85%; 37 | } 38 | 39 | /* important code slightly red 40 | .remark-code-line-highlighted { 41 | background-color: #FFD3DE !important; 42 | } 43 | */ 44 | 45 | /* color tweak */ 46 | .inverse { 47 | background-color: #ffebf0; 48 | color: #353632; 49 | text-shadow: none; 50 | } 51 | 52 | /* slightly spacing change */ 53 | .inverse h1, .inverse h2, .inverse h3 { 54 | color: #0729a6; 55 | line-height: 1.0em; 56 | } 57 | 58 | .inverse remark-code-line { 59 | background-color: #e0e1df; 60 | } 61 | 62 | /* Two-column layout (slightly wider for aspect ration) */ 63 | .left-column { 64 | color: #777; 65 | width: 25%; 66 | height: 92%; 67 | float: left; 68 | } 69 | 70 | .left-column h2:last-of-type, .left-column h3:last-child { 71 | color: #000; 72 | } 73 | 74 | /* slightly thiner to suppor aspect ration */ 75 | .right-column { 76 | width: 70%; 77 | float: right; 78 | padding-top: 1em; 79 | } 80 | 81 | /* Two-column layout (wide left col) */ 82 | .left-wide { 83 | width: 70%; 84 | float: left; 85 | } 86 | 87 | .right-thin { 88 | width: 30%; 89 | float: right; 90 | } 91 | 92 | /* Two-column layout (wide left col) */ 93 | .right-wide { 94 | width: 70%; 95 | float: right; 96 | } 97 | 98 | .left-thin { 99 | width: 30%; 100 | float: left; 101 | } 102 | 103 | .pull-left { 104 | float: left; 105 | width: 48%; 106 | } 107 | 108 | .pull-right { 109 | float: right; 110 | width: 48%; 111 | } 112 | 113 | .center { 114 | margin: auto; 115 | width: 60%; 116 | padding: 10px; 117 | text-align: center; 118 | } 119 | 120 | .pull-right ~ * { 121 | clear: both; 122 | } 123 | 124 | img, video, iframe { 125 | max-width: 100%; 126 | } 127 | 128 | blockquote { 129 | border-left: solid 5px lightgray; 130 | padding-left: 1em; 131 | } 132 | 133 | /* removed RU table adjustments*/ 134 | 135 | 136 | /* leave this alone */ 137 | @page { margin: 0; } 138 | @media print { 139 | .remark-slide-scaler { 140 | width: 100% !important; 141 | height: 100% !important; 142 | transform: scale(1) !important; 143 | top: 0 !important; 144 | left: 0 !important; 145 | } 146 | } 147 | 148 | /*~~~~~~~~~~~~~~*/ 149 | /* RU additions */ 150 | /*~~~~~~~~~~~~~~*/ 151 | 152 | /* Title slide */ 153 | 154 | /* Add image and change bg color */ 155 | 156 | /* changing background image to ScPo*/ 157 | .title-slide { 158 | background-image: url("../img/logo/ScPo-econ.png"); 159 | background-position: 9% 30%; 160 | background-size: 300px; 161 | background-color: #fff; 162 | padding-left: 100px; /* delete this for 4:3 aspect ratio */ 163 | } 164 | 165 | /* H1 fonts */ 166 | .title-slide h1 { 167 | color: #515151; 168 | padding-top: 250px; 169 | font-weight: normal; 170 | font-size: 45px; 171 | line-height: 0.05; 172 | text-align: left; 173 | text-shadow: none; 174 | padding-bottom: 18px; 175 | margin-bottom: 18px; 176 | } 177 | 178 | /* H2 fonts */ 179 | .title-slide h2 { 180 | color: #d90502; 181 | font-size: 35px; 182 | text-align: left; 183 | text-shadow: none; 184 | padding-top: 0px; 185 | margin-top: 0px; 186 | } 187 | 188 | /* H3 fonts */ 189 | .title-slide h3 { 190 | font-size: 28px; 191 | font-weight: normal; 192 | color: #666666; 193 | text-align: left; 194 | text-shadow: none; 195 | padding: 0px; 196 | margin: 0px; 197 | line-height: 1; 198 | } 199 | 200 | /* Remove slide count */ 201 | .title-slide .remark-slide-number { 202 | text-shadow: none; 203 | } 204 | 205 | 206 | /*add logo in footer*/ 207 | .my-footer { 208 | position: absolute; 209 | bottom: 15px; 210 | left: 15px; 211 | height: 60px; 212 | width: 100%; 213 | } 214 | 215 | /*~~~~~~~~~~~~~~~~~~*/ 216 | /* SECTION DIVIDERS */ 217 | /*~~~~~~~~~~~~~~~~~~*/ 218 | 219 | /* section divider red */ 220 | .separator { 221 | background-color: #d90502; 222 | padding-left: 100px; /* delete this for 4:3 aspect ratio */ 223 | } 224 | 225 | /* section divider red H1 fonts */ 226 | .separator h1, .separator h2, .separator h3, .separator p { 227 | color: #fff; 228 | } 229 | 230 | /* section divider grey */ 231 | .title-slide-section-grey { 232 | background-color: #515151; 233 | padding-left: 100px; /* delete this for 4:3 aspect ratio */ 234 | } 235 | 236 | /* section divider grey H1 fonts */ 237 | .title-slide-section-grey h1, .title-slide-section-grey h2, .title-slide-section-grey h3 { 238 | color: #fff; 239 | } 240 | 241 | .title-slide-section-grey p { 242 | color: #fff; 243 | } 244 | 245 | /*~~~~~~~~~~~~~~~~~~*/ 246 | /* FINAL SLIDE */ 247 | /*~~~~~~~~~~~~~~~~~~*/ 248 | 249 | .title-slide-final { 250 | background-color: #fff; 251 | padding-left: 100px; 252 | text-shadow: 0 0 20px #333; 253 | text-align: center; 254 | } 255 | 256 | 257 | .title-slide-final h1 { 258 | color: #d90502; 259 | } 260 | 261 | 262 | /*~~~~~~~~~~~~~~~~~~~~*/ 263 | /* Global adjustments */ 264 | /*~~~~~~~~~~~~~~~~~~~~*/ 265 | 266 | /* Add padding to all slides for 16:9 aspect ratio */ 267 | .remark-slide-content { 268 | padding-left: 100px; /* delete this for 4:3 aspect ratio */ 269 | } 270 | 271 | /* Color adjustments for text */ 272 | 273 | /* Make bold syntax compile to ScPo-red */ 274 | strong { 275 | color: #d90502; 276 | } 277 | 278 | .ScPored { 279 | color: #d90502; 280 | } 281 | 282 | /* Pink text */ 283 | .red { 284 | color: #d90502 !important; 285 | } 286 | 287 | /* Add blue tag */ 288 | .blue { 289 | color: #0000CC; 290 | font-weight: bold; 291 | } 292 | 293 | /* Add grey tag */ 294 | .grey { 295 | color: #515151; 296 | } 297 | 298 | .lightgrey { 299 | color: #818181; 300 | } 301 | 302 | /* Force black */ 303 | .black { 304 | color: black; 305 | font-weight: bold; 306 | } 307 | 308 | /* Add white tag */ 309 | .white { 310 | color: white; 311 | } 312 | 313 | /* Color adjustments to headers */ 314 | h1 { 315 | color: #d90502; 316 | } 317 | 318 | h3 { 319 | color: #515151; 320 | } 321 | 322 | /* Font size tags */ 323 | .big { 324 | font-size: 1.5em; 325 | } 326 | 327 | /* ru blockquote */ 328 | ru-blockquote { 329 | display: block; 330 | margin-top: 1em; 331 | margin-bottom: 1em; 332 | margin-left: 40px; 333 | margin-right: 40px; 334 | border-left: solid 10px #d90502; 335 | background-color: #818181; 336 | padding: 1em; 337 | color: #fff; 338 | -moz-border-radius: 5px; 339 | -webkit-border-radius: 5px; 340 | } 341 | 342 | .large { font-size: 120% } 343 | .small { font-size: 90% } 344 | 345 | .super{ 346 | vertical-align: super; 347 | font-size: 70%; 348 | } 349 | .sub{ 350 | vertical-align: sub; 351 | font-size: 70%; 352 | } 353 | 354 | /* Create a highlighted class called 'hi' */ 355 | .hi { 356 | font-weight: 600; 357 | color: #d90502 !important; 358 | } 359 | .hi-pink { 360 | font-weight: 600; 361 | color: #e64173 !important; 362 | } 363 | .hi-slate { 364 | font-weight: 600; 365 | color: #314f4f !important; 366 | } 367 | .hi-turquoise { 368 | font-weight: 600; 369 | color: #44C1C4 !important; 370 | } 371 | .hi-purple { 372 | font-weight: 600; 373 | color: #6A5ACD !important; 374 | } 375 | .hi-orange { 376 | font-weight: 600; 377 | color: #FFA500 !important; 378 | } 379 | .hi-yellow{ 380 | font-weight: 600; 381 | color: #D8BD44 !important; 382 | } 383 | .hi-green { 384 | font-weight: 600; 385 | color: #7CAE96 !important; 386 | } 387 | .hi-grey { 388 | font-weight: 600; 389 | color: #8AA19E !important; 390 | } 391 | .hi-blue { 392 | font-weight: 600; 393 | color: #54778B !important; 394 | } 395 | .hi-red { 396 | font-weight: 600; 397 | color: 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-------------------------------------------------------------------------------- 1 | 2 | // allow image sizing using percentage 3 | remark.macros.scale = function (percentage) { 4 | var url = this; 5 | return ''; 6 | }; 7 | 8 | 9 | -------------------------------------------------------------------------------- /lectures/00-DID/chapter_did.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ScPoEcon/Advanced-Metrics-slides/bd60aa1d166529b4b52867910fbd281292f132c3/lectures/00-DID/chapter_did.pdf -------------------------------------------------------------------------------- /lectures/00-DID/img/logo/ScPo-shield.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ScPoEcon/Advanced-Metrics-slides/bd60aa1d166529b4b52867910fbd281292f132c3/lectures/00-DID/img/logo/ScPo-shield.png 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-------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/00-DID/libs/kePrint/kePrint.js: -------------------------------------------------------------------------------- 1 | $(document).ready(function(){ 2 | if (typeof $('[data-toggle="tooltip"]').tooltip === 'function') { 3 | $('[data-toggle="tooltip"]').tooltip(); 4 | } 5 | if ($('[data-toggle="popover"]').popover === 'function') { 6 | $('[data-toggle="popover"]').popover(); 7 | } 8 | }); 9 | -------------------------------------------------------------------------------- /lectures/00-DID/libs/lightable/lightable.css: -------------------------------------------------------------------------------- 1 | /*! 2 | * lightable v0.0.1 3 | * Copyright 2020 Hao Zhu 4 | * Licensed under MIT (https://github.com/haozhu233/kableExtra/blob/master/LICENSE) 5 | */ 6 | 7 | .lightable-minimal { 8 | border-collapse: separate; 9 | border-spacing: 16px 1px; 10 | width: 100%; 11 | margin-bottom: 10px; 12 | } 13 | 14 | .lightable-minimal td { 15 | margin-left: 5px; 16 | margin-right: 5px; 17 | } 18 | 19 | .lightable-minimal th { 20 | margin-left: 5px; 21 | margin-right: 5px; 22 | } 23 | 24 | .lightable-minimal thead tr:last-child th { 25 | border-bottom: 2px solid #00000050; 26 | empty-cells: hide; 27 | 28 | } 29 | 30 | .lightable-minimal tbody tr:first-child td { 31 | padding-top: 0.5em; 32 | } 33 | 34 | .lightable-minimal.lightable-hover tbody tr:hover { 35 | background-color: #f5f5f5; 36 | } 37 | 38 | .lightable-minimal.lightable-striped tbody tr:nth-child(even) { 39 | background-color: #f5f5f5; 40 | } 41 | 42 | .lightable-classic { 43 | border-top: 0.16em solid #111111; 44 | border-bottom: 0.16em solid #111111; 45 | width: 100%; 46 | margin-bottom: 10px; 47 | margin: 10px 5px; 48 | } 49 | 50 | .lightable-classic tfoot tr td { 51 | border: 0; 52 | } 53 | 54 | .lightable-classic tfoot tr:first-child td { 55 | border-top: 0.14em solid #111111; 56 | } 57 | 58 | .lightable-classic caption { 59 | color: #222222; 60 | } 61 | 62 | .lightable-classic td { 63 | padding-left: 5px; 64 | padding-right: 5px; 65 | color: #222222; 66 | } 67 | 68 | .lightable-classic th { 69 | padding-left: 5px; 70 | padding-right: 5px; 71 | font-weight: normal; 72 | color: #222222; 73 | } 74 | 75 | .lightable-classic thead tr:last-child th { 76 | border-bottom: 0.10em solid #111111; 77 | } 78 | 79 | .lightable-classic.lightable-hover tbody tr:hover { 80 | background-color: #F9EEC1; 81 | } 82 | 83 | .lightable-classic.lightable-striped tbody tr:nth-child(even) { 84 | background-color: #f5f5f5; 85 | } 86 | 87 | .lightable-classic-2 { 88 | border-top: 3px double #111111; 89 | border-bottom: 3px double #111111; 90 | width: 100%; 91 | margin-bottom: 10px; 92 | } 93 | 94 | .lightable-classic-2 tfoot tr td { 95 | border: 0; 96 | } 97 | 98 | .lightable-classic-2 tfoot tr:first-child td { 99 | border-top: 3px double #111111; 100 | } 101 | 102 | .lightable-classic-2 caption { 103 | color: #222222; 104 | } 105 | 106 | .lightable-classic-2 td { 107 | padding-left: 5px; 108 | padding-right: 5px; 109 | color: #222222; 110 | } 111 | 112 | .lightable-classic-2 th { 113 | padding-left: 5px; 114 | padding-right: 5px; 115 | font-weight: normal; 116 | color: #222222; 117 | } 118 | 119 | .lightable-classic-2 tbody tr:last-child td { 120 | border-bottom: 3px double #111111; 121 | } 122 | 123 | .lightable-classic-2 thead tr:last-child th { 124 | border-bottom: 1px solid #111111; 125 | } 126 | 127 | .lightable-classic-2.lightable-hover tbody tr:hover { 128 | background-color: #F9EEC1; 129 | } 130 | 131 | .lightable-classic-2.lightable-striped tbody tr:nth-child(even) { 132 | background-color: #f5f5f5; 133 | } 134 | 135 | .lightable-material { 136 | min-width: 100%; 137 | white-space: nowrap; 138 | table-layout: fixed; 139 | font-family: Roboto, sans-serif; 140 | border: 1px solid #EEE; 141 | border-collapse: collapse; 142 | margin-bottom: 10px; 143 | } 144 | 145 | .lightable-material tfoot tr td { 146 | border: 0; 147 | } 148 | 149 | .lightable-material tfoot tr:first-child td { 150 | border-top: 1px solid #EEE; 151 | } 152 | 153 | .lightable-material th { 154 | height: 56px; 155 | padding-left: 16px; 156 | padding-right: 16px; 157 | } 158 | 159 | .lightable-material td { 160 | height: 52px; 161 | padding-left: 16px; 162 | padding-right: 16px; 163 | border-top: 1px solid #eeeeee; 164 | } 165 | 166 | .lightable-material.lightable-hover tbody tr:hover { 167 | background-color: #f5f5f5; 168 | } 169 | 170 | .lightable-material.lightable-striped tbody tr:nth-child(even) { 171 | background-color: #f5f5f5; 172 | } 173 | 174 | .lightable-material.lightable-striped tbody td { 175 | border: 0; 176 | } 177 | 178 | .lightable-material.lightable-striped thead tr:last-child th { 179 | border-bottom: 1px solid #ddd; 180 | } 181 | 182 | .lightable-material-dark { 183 | min-width: 100%; 184 | white-space: nowrap; 185 | table-layout: fixed; 186 | font-family: Roboto, sans-serif; 187 | border: 1px solid #FFFFFF12; 188 | border-collapse: collapse; 189 | margin-bottom: 10px; 190 | background-color: #363640; 191 | } 192 | 193 | .lightable-material-dark tfoot tr td { 194 | border: 0; 195 | } 196 | 197 | .lightable-material-dark tfoot tr:first-child td { 198 | border-top: 1px solid #FFFFFF12; 199 | } 200 | 201 | .lightable-material-dark th { 202 | height: 56px; 203 | padding-left: 16px; 204 | padding-right: 16px; 205 | color: #FFFFFF60; 206 | } 207 | 208 | .lightable-material-dark td { 209 | height: 52px; 210 | padding-left: 16px; 211 | padding-right: 16px; 212 | color: #FFFFFF; 213 | border-top: 1px solid #FFFFFF12; 214 | } 215 | 216 | .lightable-material-dark.lightable-hover tbody tr:hover { 217 | background-color: #FFFFFF12; 218 | } 219 | 220 | .lightable-material-dark.lightable-striped tbody tr:nth-child(even) { 221 | background-color: #FFFFFF12; 222 | } 223 | 224 | .lightable-material-dark.lightable-striped tbody td { 225 | border: 0; 226 | } 227 | 228 | .lightable-material-dark.lightable-striped thead tr:last-child th { 229 | border-bottom: 1px solid #FFFFFF12; 230 | } 231 | 232 | .lightable-paper { 233 | width: 100%; 234 | margin-bottom: 10px; 235 | color: #444; 236 | } 237 | 238 | .lightable-paper tfoot tr td { 239 | border: 0; 240 | } 241 | 242 | .lightable-paper tfoot tr:first-child td { 243 | border-top: 1px solid #00000020; 244 | } 245 | 246 | .lightable-paper thead tr:last-child th { 247 | color: #666; 248 | vertical-align: bottom; 249 | border-bottom: 1px solid #00000020; 250 | line-height: 1.15em; 251 | padding: 10px 5px; 252 | } 253 | 254 | .lightable-paper td { 255 | vertical-align: middle; 256 | border-bottom: 1px solid #00000010; 257 | line-height: 1.15em; 258 | padding: 7px 5px; 259 | } 260 | 261 | .lightable-paper.lightable-hover tbody tr:hover { 262 | background-color: #F9EEC1; 263 | } 264 | 265 | .lightable-paper.lightable-striped tbody tr:nth-child(even) { 266 | background-color: #00000008; 267 | } 268 | 269 | .lightable-paper.lightable-striped tbody td { 270 | border: 0; 271 | } 272 | 273 | -------------------------------------------------------------------------------- /lectures/00-DID/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/01-recap/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/01-recap/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/01-recap/recap1_files/figure-html/simulation scatter-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ScPoEcon/Advanced-Metrics-slides/bd60aa1d166529b4b52867910fbd281292f132c3/lectures/01-recap/recap1_files/figure-html/simulation scatter-1.png -------------------------------------------------------------------------------- /lectures/01-recap/recap1_files/figure-html/simulation scatter2-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ScPoEcon/Advanced-Metrics-slides/bd60aa1d166529b4b52867910fbd281292f132c3/lectures/01-recap/recap1_files/figure-html/simulation scatter2-1.png -------------------------------------------------------------------------------- /lectures/02-recap/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/02-recap/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/02-recap/star1-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ScPoEcon/Advanced-Metrics-slides/bd60aa1d166529b4b52867910fbd281292f132c3/lectures/02-recap/star1-1.png -------------------------------------------------------------------------------- /lectures/03-datatable/03-datatable_files/figure-html/storms_ggplot-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ScPoEcon/Advanced-Metrics-slides/bd60aa1d166529b4b52867910fbd281292f132c3/lectures/03-datatable/03-datatable_files/figure-html/storms_ggplot-1.png -------------------------------------------------------------------------------- /lectures/03-datatable/libs/cols.css: -------------------------------------------------------------------------------- 1 | 2 | /* Required: Clear floats after the columns */ 3 | .multicolrow:after { 4 | content: ""; 5 | display: table; 6 | clear: both; 7 | } 8 | 9 | /*Optional: Color header boxes*/ 10 | .multicolhead { 11 | background-color:#4B9CD3; 12 | color: #FFFFFF; 13 | } 14 | 15 | .wordwrap { 16 | white-space: pre-wrap; /* CSS3 */ 17 | white-space: -moz-pre-wrap; /* Firefox */ 18 | white-space: -o-pre-wrap; /* Opera 7 */ 19 | word-wrap: break-word; /* IE */ 20 | } -------------------------------------------------------------------------------- /lectures/03-datatable/libs/cols_macro.js: -------------------------------------------------------------------------------- 1 | // creates equal-width column headers with css class multicolhead for styling 2 | // ...titles is a comma-separated list a values to determine number and contents of columns 3 | 4 | remark.macros.col_header = function (...titles) { 5 | 6 | var num_items = titles.length; 7 | var width = Math.floor(100/num_items) - 2*0.5; 8 | 9 | var code = 10 | '
'+ 11 | '
'; 13 | 14 | for(let i = 0; i < num_items; i++) 15 | code = 16 | code + 17 | '
' + 25 | titles[i] + 26 | '
'; 27 | 28 | 29 | code = code + 30 | '
' + 31 | '
'; 32 | 33 | return code; 34 | 35 | }; 36 | 37 | // creates row of equal-width column list elements 38 | // ...bodies is a comma-separated list a values to determine number and contents of columns 39 | 40 | remark.macros.col_list = function (...bodies) { 41 | 42 | var num_items = bodies.length; 43 | var width = Math.floor(100/num_items) - 0.5; 44 | 45 | var code = 46 | '
'+ 47 | '
' ; 48 | 49 | for(let i = 0; i
  • ' + 57 | bodies[i] + 58 | '
    • '; 59 | 60 | code = code + 61 | '' + 62 | '
    '; 63 | 64 | return code; 65 | 66 | }; 67 | 68 | // creates row of equal-width column contents 69 | // ...bodies is a comma-separated list a values to determine number and contents of columns 70 | 71 | remark.macros.col_row = function (...bodies) { 72 | 73 | var num_items = bodies.length; 74 | var width = Math.floor(100/num_items) - 0.5; 75 | 76 | var code = 77 | '
    '+ 78 | '
    ' ; 79 | 80 | for(let i = 0; i' + 88 | bodies[i] + 89 | '
    '; 90 | 91 | code = code + 92 | '' + 93 | '
    '; 94 | 95 | return code; 96 | 97 | }; -------------------------------------------------------------------------------- /lectures/03-datatable/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/03-datatable/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/03-datatable/libs/remark-css/metropolis-fonts.css: -------------------------------------------------------------------------------- 1 | @import url(https://fonts.googleapis.com/css?family=Fira+Sans:300,300i,400,400i,500,500i,700,700i); 2 | @import url(https://cdn.rawgit.com/tonsky/FiraCode/1.204/distr/fira_code.css); 3 | 4 | body { 5 | font-family: 'Fira Sans','Droid Serif', 'Palatino Linotype', 'Book Antiqua', Palatino, 'Microsoft YaHei', 'Songti SC', serif; 6 | } 7 | 8 | .remark-code, .remark-inline-code { 9 | font-family: 'Fira Code', 'Lucida Console', Monaco, monospace; 10 | font-size: 80%; 11 | } 12 | -------------------------------------------------------------------------------- /lectures/03-datatable/libs/remark-css/metropolis.css: -------------------------------------------------------------------------------- 1 | .remark-slide-content { 2 | background-color: #FAFAFA; 3 | border-top: 80px solid #23373B; 4 | font-size: 20px; 5 | font-weight: 300; 6 | line-height: 1.5; 7 | padding: 1em 2em 1em 2em 8 | } 9 | 10 | .title-slide .inverse .remark-slide-content { 11 | background-color: #FAFAFA; 12 | } 13 | 14 | .inverse { 15 | background-color: #23373B; 16 | text-shadow: none; 17 | } 18 | 19 | /* Removes colored bar from top of the slide resulting in a clear slide */ 20 | .clear{ 21 | border-top: 0px solid #FAFAFA; 22 | } 23 | 24 | h1 { 25 | font-weight: normal; 26 | margin-top: -95px; 27 | margin-left: -00px; 28 | color: #FAFAFA; 29 | } 30 | 31 | h2, h3, h4 { 32 | padding-top: -15px; 33 | padding-bottom: 00px; 34 | color: #1A292C; 35 | text-shadow: none; 36 | font-weight: 400; 37 | text-align: left; 38 | margin-left: 00px; 39 | margin-bottom: -10px; 40 | } 41 | 42 | .remark-slide-content h1 { 43 | font-size: 45px; 44 | } 45 | 46 | .remark-slide-content h2 { 47 | font-size: 35px; 48 | } 49 | 50 | .remark-slide-content h3 { 51 | font-size: 30px; 52 | } 53 | 54 | .left-column h2, .left-column h3, .left-column h4 { 55 | color: #777; 56 | } 57 | 58 | .left-column h2:last-of-type, .left-column h3:last-child { 59 | color: #1A292C; 60 | } 61 | 62 | .title-slide { 63 | background-color: #FAFAFA; 64 | border-top: 80px solid #FAFAFA; 65 | } 66 | 67 | .title-slide h1 { 68 | color: #1A292C; 69 | font-size: 40px; 70 | text-shadow: none; 71 | font-weight: 400; 72 | text-align: left; 73 | margin-left: 15px; 74 | padding-top: 80px; 75 | } 76 | .title-slide h2 { 77 | margin-top: -25px; 78 | padding-bottom: -20px; 79 | color: #1A292C; 80 | text-shadow: none; 81 | font-weight: 300; 82 | font-size: 35px; 83 | text-align: left; 84 | margin-left: 15px; 85 | } 86 | .title-slide h3 { 87 | color: #1A292C; 88 | text-shadow: none; 89 | font-weight: 300; 90 | font-size: 25px; 91 | text-align: left; 92 | margin-left: 15px; 93 | margin-bottom: -30px; 94 | } 95 | 96 | hr, .title-slide h2::after, .mline h1::after { 97 | content: ''; 98 | display: block; 99 | border: none; 100 | background-color: #EB811B; 101 | color: #EB811B; 102 | height: 1px; 103 | } 104 | 105 | hr, .mline h1::after { 106 | margin: 1em 15px 0 15px; 107 | } 108 | 109 | .title-slide h2::after { 110 | margin: 10px 15px 35px 0; 111 | } 112 | 113 | .mline h1::after { 114 | margin: 10px 15px 0 15px; 115 | } 116 | 117 | .remark-slide-number { 118 | font-size: 13pt; 119 | color: #272822; 120 | opacity: 1; 121 | } 122 | .inverse .remark-slide-number { 123 | font-size: 13pt; 124 | color: #FAFAFA; 125 | opacity: 1; 126 | } 127 | 128 | /* turns off slide numbers for title page: https://github.com/gnab/remark/issues/298 */ 129 | .title-slide .remark-slide-number { 130 | display: none; 131 | } 132 | 133 | .remark-inline-code { 134 | /* background: #F5F5F5; /* lighter */ 135 | background: #e7e8e2; /* darker */ 136 | border-radius: 3px; 137 | padding: 4px; 138 | } 139 | 140 | .code10 .remark-code { 141 | font-size: 10%; 142 | } 143 | 144 | .code20 .remark-code { 145 | font-size: 20%; 146 | } 147 | 148 | .code30 .remark-code { 149 | font-size: 30%; 150 | } 151 | 152 | .code40 .remark-code { 153 | font-size: 40%; 154 | } 155 | 156 | .code50 .remark-code { 157 | font-size: 50%; 158 | } 159 | 160 | .code60 .remark-code { 161 | font-size: 60%; 162 | } 163 | 164 | .code70 .remark-code { 165 | font-size: 70%; 166 | } 167 | 168 | .code80 .remark-code { 169 | font-size: 80%; 170 | } 171 | 172 | .code90 .remark-code { 173 | font-size: 90%; 174 | } 175 | 176 | .code100 .remark-code { 177 | font-size: 100%; 178 | } 179 | 180 | .font10 { 181 | font-size: 10%; 182 | } 183 | 184 | .font20 { 185 | font-size: 20%; 186 | } 187 | 188 | .font30 { 189 | font-size: 30%; 190 | } 191 | 192 | .font40 { 193 | font-size: 40%; 194 | } 195 | 196 | .font50 { 197 | font-size: 50%; 198 | } 199 | 200 | .font60 { 201 | font-size: 60%; 202 | } 203 | 204 | .font70 { 205 | font-size: 70%; 206 | } 207 | 208 | .font80 { 209 | font-size: 80%; 210 | } 211 | 212 | .font90 { 213 | font-size: 90%; 214 | } 215 | 216 | .font100 { 217 | font-size: 100%; 218 | } 219 | 220 | .font110 { 221 | font-size: 110%; 222 | } 223 | 224 | .font120 { 225 | font-size: 120%; 226 | } 227 | 228 | .font130 { 229 | font-size: 130%; 230 | } 231 | 232 | .font140 { 233 | font-size: 140%; 234 | } 235 | 236 | .font150 { 237 | font-size: 150%; 238 | } 239 | 240 | .font160 { 241 | font-size: 160%; 242 | } 243 | .font170 { 244 | font-size: 170%; 245 | } 246 | .font180 { 247 | font-size: 180%; 248 | } 249 | .font190 { 250 | font-size: 190%; 251 | } 252 | .font200 { 253 | font-size: 200%; 254 | } 255 | -------------------------------------------------------------------------------- /lectures/04-IV/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/04-IV/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/05-IV2/05-IV2_files/figure-html/ak-mod-1.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | -------------------------------------------------------------------------------- /lectures/05-IV2/05-IV2_files/figure-html/mincer-1.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | -------------------------------------------------------------------------------- /lectures/05-IV2/05-IV2_files/figure-html/mincer2-1.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | -------------------------------------------------------------------------------- /lectures/05-IV2/05-IV2_files/figure-html/mincer3-1.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | -------------------------------------------------------------------------------- /lectures/05-IV2/05-IV2_files/figure-html/mincer4-1.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | -------------------------------------------------------------------------------- /lectures/05-IV2/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/05-IV2/libs/kePrint/kePrint.js: -------------------------------------------------------------------------------- 1 | $(document).ready(function(){ 2 | if (typeof $('[data-toggle="tooltip"]').tooltip === 'function') { 3 | $('[data-toggle="tooltip"]').tooltip(); 4 | } 5 | if ($('[data-toggle="popover"]').popover === 'function') { 6 | $('[data-toggle="popover"]').popover(); 7 | } 8 | }); 9 | -------------------------------------------------------------------------------- /lectures/05-IV2/libs/lightable/lightable.css: -------------------------------------------------------------------------------- 1 | /*! 2 | * lightable v0.0.1 3 | * Copyright 2020 Hao Zhu 4 | * Licensed under MIT (https://github.com/haozhu233/kableExtra/blob/master/LICENSE) 5 | */ 6 | 7 | .lightable-minimal { 8 | border-collapse: separate; 9 | border-spacing: 16px 1px; 10 | width: 100%; 11 | margin-bottom: 10px; 12 | } 13 | 14 | .lightable-minimal td { 15 | margin-left: 5px; 16 | margin-right: 5px; 17 | } 18 | 19 | .lightable-minimal th { 20 | margin-left: 5px; 21 | margin-right: 5px; 22 | } 23 | 24 | .lightable-minimal thead tr:last-child th { 25 | border-bottom: 2px solid #00000050; 26 | empty-cells: hide; 27 | 28 | } 29 | 30 | .lightable-minimal tbody tr:first-child td { 31 | padding-top: 0.5em; 32 | } 33 | 34 | .lightable-minimal.lightable-hover tbody tr:hover { 35 | background-color: #f5f5f5; 36 | } 37 | 38 | .lightable-minimal.lightable-striped tbody tr:nth-child(even) { 39 | background-color: #f5f5f5; 40 | } 41 | 42 | .lightable-classic { 43 | border-top: 0.16em solid #111111; 44 | border-bottom: 0.16em solid #111111; 45 | width: 100%; 46 | margin-bottom: 10px; 47 | margin: 10px 5px; 48 | } 49 | 50 | .lightable-classic tfoot tr td { 51 | border: 0; 52 | } 53 | 54 | .lightable-classic tfoot tr:first-child td { 55 | border-top: 0.14em solid #111111; 56 | } 57 | 58 | .lightable-classic caption { 59 | color: #222222; 60 | } 61 | 62 | .lightable-classic td { 63 | padding-left: 5px; 64 | padding-right: 5px; 65 | color: #222222; 66 | } 67 | 68 | .lightable-classic th { 69 | padding-left: 5px; 70 | padding-right: 5px; 71 | font-weight: normal; 72 | color: #222222; 73 | } 74 | 75 | .lightable-classic thead tr:last-child th { 76 | border-bottom: 0.10em solid #111111; 77 | } 78 | 79 | .lightable-classic.lightable-hover tbody tr:hover { 80 | background-color: #F9EEC1; 81 | } 82 | 83 | .lightable-classic.lightable-striped tbody tr:nth-child(even) { 84 | background-color: #f5f5f5; 85 | } 86 | 87 | .lightable-classic-2 { 88 | border-top: 3px double #111111; 89 | border-bottom: 3px double #111111; 90 | width: 100%; 91 | margin-bottom: 10px; 92 | } 93 | 94 | .lightable-classic-2 tfoot tr td { 95 | border: 0; 96 | } 97 | 98 | .lightable-classic-2 tfoot tr:first-child td { 99 | border-top: 3px double #111111; 100 | } 101 | 102 | .lightable-classic-2 caption { 103 | color: #222222; 104 | } 105 | 106 | .lightable-classic-2 td { 107 | padding-left: 5px; 108 | padding-right: 5px; 109 | color: #222222; 110 | } 111 | 112 | .lightable-classic-2 th { 113 | padding-left: 5px; 114 | padding-right: 5px; 115 | font-weight: normal; 116 | color: #222222; 117 | } 118 | 119 | .lightable-classic-2 tbody tr:last-child td { 120 | border-bottom: 3px double #111111; 121 | } 122 | 123 | .lightable-classic-2 thead tr:last-child th { 124 | border-bottom: 1px solid #111111; 125 | } 126 | 127 | .lightable-classic-2.lightable-hover tbody tr:hover { 128 | background-color: #F9EEC1; 129 | } 130 | 131 | .lightable-classic-2.lightable-striped tbody tr:nth-child(even) { 132 | background-color: #f5f5f5; 133 | } 134 | 135 | .lightable-material { 136 | min-width: 100%; 137 | white-space: nowrap; 138 | table-layout: fixed; 139 | font-family: Roboto, sans-serif; 140 | border: 1px solid #EEE; 141 | border-collapse: collapse; 142 | margin-bottom: 10px; 143 | } 144 | 145 | .lightable-material tfoot tr td { 146 | border: 0; 147 | } 148 | 149 | .lightable-material tfoot tr:first-child td { 150 | border-top: 1px solid #EEE; 151 | } 152 | 153 | .lightable-material th { 154 | height: 56px; 155 | padding-left: 16px; 156 | padding-right: 16px; 157 | } 158 | 159 | .lightable-material td { 160 | height: 52px; 161 | padding-left: 16px; 162 | padding-right: 16px; 163 | border-top: 1px solid #eeeeee; 164 | } 165 | 166 | .lightable-material.lightable-hover tbody tr:hover { 167 | background-color: #f5f5f5; 168 | } 169 | 170 | .lightable-material.lightable-striped tbody tr:nth-child(even) { 171 | background-color: #f5f5f5; 172 | } 173 | 174 | .lightable-material.lightable-striped tbody td { 175 | border: 0; 176 | } 177 | 178 | .lightable-material.lightable-striped thead tr:last-child th { 179 | border-bottom: 1px solid #ddd; 180 | } 181 | 182 | .lightable-material-dark { 183 | min-width: 100%; 184 | white-space: nowrap; 185 | table-layout: fixed; 186 | font-family: Roboto, sans-serif; 187 | border: 1px solid #FFFFFF12; 188 | border-collapse: collapse; 189 | margin-bottom: 10px; 190 | background-color: #363640; 191 | } 192 | 193 | .lightable-material-dark tfoot tr td { 194 | border: 0; 195 | } 196 | 197 | .lightable-material-dark tfoot tr:first-child td { 198 | border-top: 1px solid #FFFFFF12; 199 | } 200 | 201 | .lightable-material-dark th { 202 | height: 56px; 203 | padding-left: 16px; 204 | padding-right: 16px; 205 | color: #FFFFFF60; 206 | } 207 | 208 | .lightable-material-dark td { 209 | height: 52px; 210 | padding-left: 16px; 211 | padding-right: 16px; 212 | color: #FFFFFF; 213 | border-top: 1px solid #FFFFFF12; 214 | } 215 | 216 | .lightable-material-dark.lightable-hover tbody tr:hover { 217 | background-color: #FFFFFF12; 218 | } 219 | 220 | .lightable-material-dark.lightable-striped tbody tr:nth-child(even) { 221 | background-color: #FFFFFF12; 222 | } 223 | 224 | .lightable-material-dark.lightable-striped tbody td { 225 | border: 0; 226 | } 227 | 228 | .lightable-material-dark.lightable-striped thead tr:last-child th { 229 | border-bottom: 1px solid #FFFFFF12; 230 | } 231 | 232 | .lightable-paper { 233 | width: 100%; 234 | margin-bottom: 10px; 235 | color: #444; 236 | } 237 | 238 | .lightable-paper tfoot tr td { 239 | border: 0; 240 | } 241 | 242 | .lightable-paper tfoot tr:first-child td { 243 | border-top: 1px solid #00000020; 244 | } 245 | 246 | .lightable-paper thead tr:last-child th { 247 | color: #666; 248 | vertical-align: bottom; 249 | border-bottom: 1px solid #00000020; 250 | line-height: 1.15em; 251 | padding: 10px 5px; 252 | } 253 | 254 | .lightable-paper td { 255 | vertical-align: middle; 256 | border-bottom: 1px solid #00000010; 257 | line-height: 1.15em; 258 | padding: 7px 5px; 259 | } 260 | 261 | .lightable-paper.lightable-hover tbody tr:hover { 262 | background-color: #F9EEC1; 263 | } 264 | 265 | .lightable-paper.lightable-striped tbody tr:nth-child(even) { 266 | background-color: #00000008; 267 | } 268 | 269 | .lightable-paper.lightable-striped tbody td { 270 | border: 0; 271 | } 272 | 273 | -------------------------------------------------------------------------------- /lectures/05-IV2/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/06-panel/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/06-panel/libs/kePrint/kePrint.js: -------------------------------------------------------------------------------- 1 | $(document).ready(function(){ 2 | if (typeof $('[data-toggle="tooltip"]').tooltip === 'function') { 3 | $('[data-toggle="tooltip"]').tooltip(); 4 | } 5 | if ($('[data-toggle="popover"]').popover === 'function') { 6 | $('[data-toggle="popover"]').popover(); 7 | } 8 | }); 9 | -------------------------------------------------------------------------------- /lectures/06-panel/libs/lightable/lightable.css: -------------------------------------------------------------------------------- 1 | /*! 2 | * lightable v0.0.1 3 | * Copyright 2020 Hao Zhu 4 | * Licensed under MIT (https://github.com/haozhu233/kableExtra/blob/master/LICENSE) 5 | */ 6 | 7 | .lightable-minimal { 8 | border-collapse: separate; 9 | border-spacing: 16px 1px; 10 | width: 100%; 11 | margin-bottom: 10px; 12 | } 13 | 14 | .lightable-minimal td { 15 | margin-left: 5px; 16 | margin-right: 5px; 17 | } 18 | 19 | .lightable-minimal th { 20 | margin-left: 5px; 21 | margin-right: 5px; 22 | } 23 | 24 | .lightable-minimal thead tr:last-child th { 25 | border-bottom: 2px solid #00000050; 26 | empty-cells: hide; 27 | 28 | } 29 | 30 | .lightable-minimal tbody tr:first-child td { 31 | padding-top: 0.5em; 32 | } 33 | 34 | .lightable-minimal.lightable-hover tbody tr:hover { 35 | background-color: #f5f5f5; 36 | } 37 | 38 | .lightable-minimal.lightable-striped tbody tr:nth-child(even) { 39 | background-color: #f5f5f5; 40 | } 41 | 42 | .lightable-classic { 43 | border-top: 0.16em solid #111111; 44 | width: 100%; 45 | margin-bottom: 10px; 46 | margin: 10px 5px; 47 | } 48 | 49 | .lightable-classic caption { 50 | color: #222222; 51 | } 52 | 53 | .lightable-classic td { 54 | padding-left: 5px; 55 | padding-right: 5px; 56 | color: #222222; 57 | } 58 | 59 | .lightable-classic th { 60 | padding-left: 5px; 61 | padding-right: 5px; 62 | font-weight: normal; 63 | color: #222222; 64 | } 65 | 66 | .lightable-classic thead tr:last-child th { 67 | border-bottom: 0.10em solid #111111; 68 | } 69 | 70 | .lightable-classic tbody tr:last-child td { 71 | border-bottom: 0.14em solid #111111; 72 | } 73 | 74 | .lightable-classic.lightable-hover tbody tr:hover { 75 | background-color: #F9EEC1; 76 | } 77 | 78 | .lightable-classic.lightable-striped tbody tr:nth-child(even) { 79 | background-color: #f5f5f5; 80 | } 81 | 82 | .lightable-classic-2 { 83 | border-top: 3px double #111111; 84 | width: 100%; 85 | margin-bottom: 10px; 86 | } 87 | 88 | .lightable-classic-2 caption { 89 | color: #222222; 90 | } 91 | 92 | .lightable-classic-2 td { 93 | padding-left: 5px; 94 | padding-right: 5px; 95 | color: #222222; 96 | } 97 | 98 | .lightable-classic-2 th { 99 | padding-left: 5px; 100 | padding-right: 5px; 101 | font-weight: normal; 102 | color: #222222; 103 | } 104 | 105 | .lightable-classic-2 tbody tr:last-child td { 106 | border-bottom: 3px double #111111; 107 | } 108 | 109 | .lightable-classic-2 thead tr:last-child th { 110 | border-bottom: 1px solid #111111; 111 | } 112 | 113 | .lightable-classic-2.lightable-hover tbody tr:hover { 114 | background-color: #F9EEC1; 115 | } 116 | 117 | .lightable-classic-2.lightable-striped tbody tr:nth-child(even) { 118 | background-color: #f5f5f5; 119 | } 120 | 121 | .lightable-material { 122 | min-width: 100%; 123 | white-space: nowrap; 124 | table-layout: fixed; 125 | font-family: Roboto, sans-serif; 126 | border: 1px solid #EEE; 127 | border-collapse: collapse; 128 | margin-bottom: 10px; 129 | } 130 | 131 | .lightable-material th { 132 | height: 56px; 133 | padding-left: 16px; 134 | padding-right: 16px; 135 | } 136 | 137 | .lightable-material td { 138 | height: 52px; 139 | padding-left: 16px; 140 | padding-right: 16px; 141 | border-top: 1px solid #eeeeee; 142 | } 143 | 144 | .lightable-material.lightable-hover tbody tr:hover { 145 | background-color: #f5f5f5; 146 | } 147 | 148 | .lightable-material.lightable-striped tbody tr:nth-child(even) { 149 | background-color: #f5f5f5; 150 | } 151 | 152 | .lightable-material.lightable-striped tbody td { 153 | border: 0; 154 | } 155 | 156 | .lightable-material.lightable-striped thead tr:last-child th { 157 | border-bottom: 1px solid #ddd; 158 | } 159 | 160 | .lightable-material-dark { 161 | min-width: 100%; 162 | white-space: nowrap; 163 | table-layout: fixed; 164 | font-family: Roboto, sans-serif; 165 | border: 1px solid #FFFFFF12; 166 | border-collapse: collapse; 167 | margin-bottom: 10px; 168 | background-color: #363640; 169 | } 170 | 171 | .lightable-material-dark th { 172 | height: 56px; 173 | padding-left: 16px; 174 | padding-right: 16px; 175 | color: #FFFFFF60; 176 | } 177 | 178 | .lightable-material-dark td { 179 | height: 52px; 180 | padding-left: 16px; 181 | padding-right: 16px; 182 | color: #FFFFFF; 183 | border-top: 1px solid #FFFFFF12; 184 | } 185 | 186 | .lightable-material-dark.lightable-hover tbody tr:hover { 187 | background-color: #FFFFFF12; 188 | } 189 | 190 | .lightable-material-dark.lightable-striped tbody tr:nth-child(even) { 191 | background-color: #FFFFFF12; 192 | } 193 | 194 | .lightable-material-dark.lightable-striped tbody td { 195 | border: 0; 196 | } 197 | 198 | .lightable-material-dark.lightable-striped thead tr:last-child th { 199 | border-bottom: 1px solid #FFFFFF12; 200 | } 201 | 202 | .lightable-paper { 203 | width: 100%; 204 | margin-bottom: 10px; 205 | color: #444; 206 | } 207 | 208 | .lightable-paper thead tr:last-child th { 209 | color: #666; 210 | vertical-align: bottom; 211 | border-bottom: 1px solid #00000020; 212 | line-height: 1.15em; 213 | padding: 10px 5px; 214 | } 215 | 216 | .lightable-paper td { 217 | vertical-align: middle; 218 | border-bottom: 1px solid #00000010; 219 | line-height: 1.15em; 220 | padding: 7px 5px; 221 | } 222 | 223 | .lightable-paper.lightable-hover tbody tr:hover { 224 | background-color: #F9EEC1; 225 | } 226 | 227 | .lightable-paper.lightable-striped tbody tr:nth-child(even) { 228 | background-color: #00000008; 229 | } 230 | 231 | .lightable-paper.lightable-striped tbody td { 232 | border: 0; 233 | } 234 | 235 | -------------------------------------------------------------------------------- /lectures/06-panel/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/07-probit/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/07-probit/libs/kePrint/kePrint.js: -------------------------------------------------------------------------------- 1 | $(document).ready(function(){ 2 | if (typeof $('[data-toggle="tooltip"]').tooltip === 'function') { 3 | $('[data-toggle="tooltip"]').tooltip(); 4 | } 5 | if ($('[data-toggle="popover"]').popover === 'function') { 6 | $('[data-toggle="popover"]').popover(); 7 | } 8 | }); 9 | -------------------------------------------------------------------------------- /lectures/07-probit/libs/lightable/lightable.css: -------------------------------------------------------------------------------- 1 | /*! 2 | * lightable v0.0.1 3 | * Copyright 2020 Hao Zhu 4 | * Licensed under MIT (https://github.com/haozhu233/kableExtra/blob/master/LICENSE) 5 | */ 6 | 7 | .lightable-minimal { 8 | border-collapse: separate; 9 | border-spacing: 16px 1px; 10 | width: 100%; 11 | margin-bottom: 10px; 12 | } 13 | 14 | .lightable-minimal td { 15 | margin-left: 5px; 16 | margin-right: 5px; 17 | } 18 | 19 | .lightable-minimal th { 20 | margin-left: 5px; 21 | margin-right: 5px; 22 | } 23 | 24 | .lightable-minimal thead tr:last-child th { 25 | border-bottom: 2px solid #00000050; 26 | empty-cells: hide; 27 | 28 | } 29 | 30 | .lightable-minimal tbody tr:first-child td { 31 | padding-top: 0.5em; 32 | } 33 | 34 | .lightable-minimal.lightable-hover tbody tr:hover { 35 | background-color: #f5f5f5; 36 | } 37 | 38 | .lightable-minimal.lightable-striped tbody tr:nth-child(even) { 39 | background-color: #f5f5f5; 40 | } 41 | 42 | .lightable-classic { 43 | border-top: 0.16em solid #111111; 44 | width: 100%; 45 | margin-bottom: 10px; 46 | margin: 10px 5px; 47 | } 48 | 49 | .lightable-classic caption { 50 | color: #222222; 51 | } 52 | 53 | .lightable-classic td { 54 | padding-left: 5px; 55 | padding-right: 5px; 56 | color: #222222; 57 | } 58 | 59 | .lightable-classic th { 60 | padding-left: 5px; 61 | padding-right: 5px; 62 | font-weight: normal; 63 | color: #222222; 64 | } 65 | 66 | .lightable-classic thead tr:last-child th { 67 | border-bottom: 0.10em solid #111111; 68 | } 69 | 70 | .lightable-classic tbody tr:last-child td { 71 | border-bottom: 0.14em solid #111111; 72 | } 73 | 74 | .lightable-classic.lightable-hover tbody tr:hover { 75 | background-color: #F9EEC1; 76 | } 77 | 78 | .lightable-classic.lightable-striped tbody tr:nth-child(even) { 79 | background-color: #f5f5f5; 80 | } 81 | 82 | .lightable-classic-2 { 83 | border-top: 3px double #111111; 84 | width: 100%; 85 | margin-bottom: 10px; 86 | } 87 | 88 | .lightable-classic-2 caption { 89 | color: #222222; 90 | } 91 | 92 | .lightable-classic-2 td { 93 | padding-left: 5px; 94 | padding-right: 5px; 95 | color: #222222; 96 | } 97 | 98 | .lightable-classic-2 th { 99 | padding-left: 5px; 100 | padding-right: 5px; 101 | font-weight: normal; 102 | color: #222222; 103 | } 104 | 105 | .lightable-classic-2 tbody tr:last-child td { 106 | border-bottom: 3px double #111111; 107 | } 108 | 109 | .lightable-classic-2 thead tr:last-child th { 110 | border-bottom: 1px solid #111111; 111 | } 112 | 113 | .lightable-classic-2.lightable-hover tbody tr:hover { 114 | background-color: #F9EEC1; 115 | } 116 | 117 | .lightable-classic-2.lightable-striped tbody tr:nth-child(even) { 118 | background-color: #f5f5f5; 119 | } 120 | 121 | .lightable-material { 122 | min-width: 100%; 123 | white-space: nowrap; 124 | table-layout: fixed; 125 | font-family: Roboto, sans-serif; 126 | border: 1px solid #EEE; 127 | border-collapse: collapse; 128 | margin-bottom: 10px; 129 | } 130 | 131 | .lightable-material th { 132 | height: 56px; 133 | padding-left: 16px; 134 | padding-right: 16px; 135 | } 136 | 137 | .lightable-material td { 138 | height: 52px; 139 | padding-left: 16px; 140 | padding-right: 16px; 141 | border-top: 1px solid #eeeeee; 142 | } 143 | 144 | .lightable-material.lightable-hover tbody tr:hover { 145 | background-color: #f5f5f5; 146 | } 147 | 148 | .lightable-material.lightable-striped tbody tr:nth-child(even) { 149 | background-color: #f5f5f5; 150 | } 151 | 152 | .lightable-material.lightable-striped tbody td { 153 | border: 0; 154 | } 155 | 156 | .lightable-material.lightable-striped thead tr:last-child th { 157 | border-bottom: 1px solid #ddd; 158 | } 159 | 160 | .lightable-material-dark { 161 | min-width: 100%; 162 | white-space: nowrap; 163 | table-layout: fixed; 164 | font-family: Roboto, sans-serif; 165 | border: 1px solid #FFFFFF12; 166 | border-collapse: collapse; 167 | margin-bottom: 10px; 168 | background-color: #363640; 169 | } 170 | 171 | .lightable-material-dark th { 172 | height: 56px; 173 | padding-left: 16px; 174 | padding-right: 16px; 175 | color: #FFFFFF60; 176 | } 177 | 178 | .lightable-material-dark td { 179 | height: 52px; 180 | padding-left: 16px; 181 | padding-right: 16px; 182 | color: #FFFFFF; 183 | border-top: 1px solid #FFFFFF12; 184 | } 185 | 186 | .lightable-material-dark.lightable-hover tbody tr:hover { 187 | background-color: #FFFFFF12; 188 | } 189 | 190 | .lightable-material-dark.lightable-striped tbody tr:nth-child(even) { 191 | background-color: #FFFFFF12; 192 | } 193 | 194 | .lightable-material-dark.lightable-striped tbody td { 195 | border: 0; 196 | } 197 | 198 | .lightable-material-dark.lightable-striped thead tr:last-child th { 199 | border-bottom: 1px solid #FFFFFF12; 200 | } 201 | 202 | .lightable-paper { 203 | width: 100%; 204 | margin-bottom: 10px; 205 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We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/08-learning/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/09-unsupervised/libs/header-attrs/header-attrs.js: -------------------------------------------------------------------------------- 1 | // Pandoc 2.9 adds attributes on both header and div. We remove the former (to 2 | // be compatible with the behavior of Pandoc < 2.8). 3 | document.addEventListener('DOMContentLoaded', function(e) { 4 | var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); 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 | -------------------------------------------------------------------------------- /lectures/09-unsupervised/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right + * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/template/learning.R: -------------------------------------------------------------------------------- 1 | rm(list=ls()) 2 | library(ggplot2) 3 | library(splines) 4 | library(dplyr) 5 | # 6 | # tfun <- function(x) { 7 | # x + 0.1 * x^2 - 0.002 * x^3 + 0.00001 *x^4 8 | # } 9 | 10 | # sin(x-2) + x-0.05*x^2 11 | 12 | getmodels <- function(x,y,newx,dfs = 2:20){ 13 | r = data.frame(x=x,y=y) 14 | o = data.frame(x=newx) 15 | s = list() 16 | # browser() 17 | for (i in 1:length(dfs)){ 18 | if (dfs[i] == 2){ 19 | s[[i]] <- lm(y~x,r) 20 | o = cbind(o, predict(s[[i]], newdata = o)) 21 | } else { 22 | s[[i]] <- smooth.spline(x,y,df = dfs[i]) 23 | o = cbind(o, predict(s[[i]], o$x)$y) 24 | } 25 | } 26 | names(o)[-c(1)] <- paste0("df",dfs) 27 | names(s) <- paste0("df",dfs) 28 | list(models = s, pred = o) 29 | } 30 | 31 | datafig2.12 <- function(fun = function(x) {x*sin(x-2) + 0.2*x},n=90,eps = 1,df1=5, df2=40, ub = 5,nnew = 200){ 32 | set.seed(1234) 33 | 34 | r = data.frame(x = seq(0,ub,length.out = n)) 35 | r$truth = fun(r$x) 36 | r$epsi = rnorm(n,mean = 0, sd = eps) 37 | r$y = r$truth + r$epsi 38 | # browser() 39 | 40 | mods = getmodels(r$x,r$y,seq(0,ub, length.out = nnew)) 41 | # add test data to predictions 42 | mods$pred$truth = fun(mods$pred$x) 43 | mods$pred$testdata = mods$pred$truth + rnorm(nnew,mean = 0, sd = eps) 44 | # mses and bias 45 | mses = list( 46 | train = colMeans(sapply(mods$models,residuals)^2) 47 | ) # test mses 48 | mses$test <- colMeans((mods$pred[,names(mods$models)] - mods$pred[,"testdata"])^2) 49 | 50 | # bias 51 | mses$bias <- colMeans((mods$pred[,names(mods$models)] - mods$pred[,"truth"])^2) 52 | mses$var <- diag(var(mods$pred[,names(mods$models)])) 53 | list(mods,mses) 54 | 55 | } 56 | x = datafig2.12() 57 | 58 | plotfig2.12 <- function(d) { 59 | stopifnot(is.list(d)) 60 | m = data.frame(d) 61 | m$x = 2:(nrow(m)+1) 62 | m = reshape2::melt(m,id.vars = "x") 63 | m %>% 64 | rename(model = variable) %>% 65 | ggplot(aes(x=x,y = value, color = model)) + geom_point() 66 | 67 | } 68 | plot(plotfig2.12(x[[2]])) 69 | 70 | smes1 <- function(fun = function(x) {x*sin(x-2) + 0.2*x},n=90,eps = 1,df1=5, df2=40, ub = 5,nnew = 200){ 71 | set.seed(1234) 72 | 73 | r = data.frame(x = seq(0,ub,length.out = n)) 74 | r$truth = fun(r$x) 75 | r$epsi = rnorm(n,mean = 0, sd = eps) 76 | r$y = r$truth + r$epsi 77 | # browser() 78 | mods = list() 79 | mods$lm = lm(y ~ x,data = r) 80 | mods$low = smooth.spline(r$x,r$y,df = df1) 81 | mods$hi = smooth.spline(r$x,r$y, df = df2) 82 | # mods$ns5 = gam::gam(formula = as.formula(paste0("y ~ s(x,",df1,")")),data = r) 83 | # mods$ns5 = mgcv::gam(formula = as.formula(paste0("y ~ ns(x,df = ",df1,")")),data = r) 84 | # mods$ns20 = gam::gam(formula = as.formula(paste0("y ~ ns(x,df = ",df2,")")),data = r) 85 | # mods$ns20 = mgcv::gam(formula = as.formula(paste0("y ~ ns(x,df = ",df2,")")),data = r) 86 | 87 | names(mods)[2:3] <- paste0("s",c(df1,df2)) 88 | 89 | 90 | # mses and bias 91 | mses = list( 92 | train = colMeans(sapply(mods,residuals)^2) 93 | ) 94 | 95 | # predictions 96 | preds = data.frame(x = seq(0,ub, length.out = nnew)) 97 | preds = cbind(preds, lm = predict(mods$lm,newdata = preds)) 98 | preds = cbind(preds,sapply(mods[2:3],function(x) predict(x,preds$x)$y)) 99 | preds$truth = fun(preds$x) #+ rnorm(nnew,mean = 0, sd = eps) 100 | mnames = names(preds)[-1] 101 | preds$testdata = preds$truth + rnorm(nnew,mean = 0, sd = eps) 102 | 103 | # test mses 104 | mses$test <- colMeans((preds[,names(mods)] - preds[,"testdata"])^2) 105 | 106 | # bias 107 | mses$bias <- colMeans((preds[,names(mods)] - preds[,"truth"])^2) 108 | mses$var <- diag(var(preds[,names(mods)])) 109 | 110 | mp = reshape2::melt(preds[,-ncol(preds)], id.vars = "x") 111 | names(mp)[2] <- "model" 112 | 113 | # make plots 114 | p1 = ggplot() + theme_bw() 115 | # points 116 | p1 = p1 + geom_point(data = r,aes(x = x, y = y),shape = 1,size = 2) 117 | p1 = p1 + geom_line(data=mp, aes(x = x, y = value, color = model), size = 1) 118 | # 119 | # color scale 120 | cnames = c("orange", "blue" , "green","black") 121 | names(cnames) <- mnames 122 | p1 = p1 + scale_color_manual(values = cnames) 123 | 124 | # flexilibty plot 125 | d2 = data.frame(flexibility = c(2,df1,df2),model = c("lm",paste0(df1," df"),paste0(df2," df")), train = mses$train, test = mses$test) 126 | d2 = reshape2::melt(d2, id.vars = c("flexibility","model")) 127 | names(d2)[3] <- "type" 128 | p2 = ggplot(data = d2, aes(x = flexibility, y = value,linetype = type)) + geom_path(color = "black") + scale_y_continuous(name = "MSE") 129 | cnames = c("orange", "blue" , "green") 130 | names(cnames) <- c("lm",paste0(df1," df"),paste0(df2," df")) 131 | p2 = p2 + geom_point(data = d2, aes(color = model), size = 3, shape = 15) + scale_color_manual(values = cnames) 132 | # add minimal test MSE 133 | p2 = p2 + geom_hline(yintercept = eps^2, linetype = "dashed", color = "grey")+ theme_bw() 134 | cowplot::plot_grid(p1,p2) 135 | # list(p1,p2) 136 | } 137 | 138 | smes2 <- function(fun = function(x) {x*sin(x-2) + 0.2*x},n=90,eps = 1,df1=5, df2=20, df3=60, ub = 5,nnew = 200){ 139 | set.seed(1234) 140 | 141 | r = data.frame(x = seq(0,ub,length.out = n)) 142 | r$truth = fun(r$x) 143 | r$epsi = rnorm(n,mean = 0, sd = eps) 144 | r$y = r$truth + r$epsi 145 | # browser() 146 | mods = list() 147 | mods$lm = lm(y ~ x,data = r) 148 | mods$low = smooth.spline(r$x,r$y,df = df1) 149 | mods$hi = smooth.spline(r$x,r$y, df = df2) 150 | mods$hi2 = smooth.spline(r$x,r$y, df = df3) 151 | # mods$ns5 = gam::gam(formula = as.formula(paste0("y ~ s(x,",df1,")")),data = r) 152 | # mods$ns5 = mgcv::gam(formula = as.formula(paste0("y ~ ns(x,df = ",df1,")")),data = r) 153 | # mods$ns20 = gam::gam(formula = as.formula(paste0("y ~ ns(x,df = ",df2,")")),data = r) 154 | # mods$ns20 = mgcv::gam(formula = as.formula(paste0("y ~ ns(x,df = ",df2,")")),data = r) 155 | 156 | names(mods)[2:4] <- paste0("s",c(df1,df2,df3)) 157 | 158 | 159 | # mses 160 | mses = list( 161 | train = colMeans(sapply(mods,residuals)^2) 162 | ) 163 | 164 | # predictions 165 | preds = data.frame(x = seq(0,ub, length.out = nnew)) 166 | preds = cbind(preds, lm = predict(mods$lm,newdata = preds)) 167 | preds = cbind(preds,sapply(mods[2:4],function(x) predict(x,preds$x)$y)) 168 | preds$truth = fun(preds$x) #+ rnorm(nnew,mean = 0, sd = eps) 169 | mnames = names(preds)[-1] 170 | preds$testdata = preds$truth + rnorm(nnew,mean = 0, sd = eps) 171 | 172 | # test mses 173 | mses$test <- colMeans((preds[,names(mods)] - preds[,"testdata"])^2) 174 | 175 | mp = reshape2::melt(preds[,-ncol(preds)], id.vars = "x") 176 | names(mp)[2] <- "model" 177 | 178 | # make plots 179 | p1 = ggplot() + theme_bw() 180 | # points 181 | p1 = p1 + geom_point(data = r,aes(x = x, y = y),shape = 1,size = 2) 182 | p1 = p1 + geom_line(data=mp, aes(x = x, y = value, color = model), size = 1) 183 | # 184 | # color scale 185 | cnames = c("orange", "blue" , "green","purple","black") 186 | names(cnames) <- mnames 187 | p1 = p1 + scale_color_manual(values = cnames) 188 | 189 | # flexilibty plot 190 | d2 = data.frame(flexibility = c(2,df1,df2,df3),model = c("lm",paste0(df1," df"),paste0(df2," df"),paste0(df3," df")), train = mses$train, test = mses$test) 191 | d2 = reshape2::melt(d2, id.vars = c("flexibility","model")) 192 | names(d2)[3] <- "type" 193 | p2 = ggplot(data = d2, aes(x = flexibility, y = value,linetype = type)) + geom_path(color = "black") + scale_y_continuous(name = "MSE") 194 | cnames = c("orange", "blue" , "green","purple") 195 | names(cnames) <- c("lm",paste0(df1," df"),paste0(df2," df"),paste0(df3," df")) 196 | p2 = p2 + geom_point(data = d2, aes(color = model), size = 3, shape = 15) + scale_color_manual(values = cnames) + theme_bw() 197 | # add minimal test MSE 198 | p2 = p2 + geom_hline(yintercept = eps^2, linetype = "dashed", color = "grey") 199 | cowplot::plot_grid(p1,p2) 200 | # list(p1,p2) 201 | } 202 | 203 | # running 204 | # figure 2.9 205 | # print(smes1()) 206 | # figure 2.10 207 | # print(smes1(fun = function(x){x^1.2})) 208 | # figure 2.11 209 | # print(smes1(fun = function(x){4*x*sin(x) - 0.5*x^2})) 210 | 211 | # 212 | # z <- simdata() 213 | # 214 | # gp1 <- function(z) { 215 | # p1 = ggplot(data = z,aes(x = x, y = y)) + theme_bw() 216 | # # points 217 | # p1 = p1 + geom_point(shape = 1,size = 2) 218 | # # lm 219 | # p1 = p1 + geom_smooth(method = "lm", se = FALSE, aes(color = "lm")) 220 | # # smooth df=5 221 | # p1 = p1 + geom_smooth(method = "mgcv::gam", se = FALSE, formula = y ~ ns(x, df = 5), aes(color = "spline 5 df")) 222 | # # smooth df=5 223 | # p1 = p1 + geom_smooth(method = "mgcv::gam", se = FALSE, formula = y ~ ns(x, df = 12), aes(color = "spline 12 df")) 224 | # # p1 225 | # # truth 226 | # p1 = p1 + stat_function(data = data.frame(x = c(0,100)),aes(x=x,y = NULL,color = "truth"),fun = tfun, size = 1) 227 | # 228 | # # color scale 229 | # p1 + scale_color_manual(values = c("lm" = "orange", "spline 5 df" = "blue" , "spline 12 df" = "green", "truth" = "black" )) 230 | # } 231 | # 232 | # 233 | -------------------------------------------------------------------------------- /lectures/template/libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right ~ * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /lectures/template/pca.R: -------------------------------------------------------------------------------- 1 | 2 | data(Carseats,package = "ISLR") 3 | library(ggplot2) 4 | library(dplyr) 5 | 6 | t100 = Carseats %>% 7 | filter(Advertising > 0) %>% 8 | mutate(Population = Population / 10) %>% 9 | top_n(100,Population) 10 | ggplot(t100, aes(x = Population, y = Advertising)) + geom_point() 11 | 12 | 13 | # too difficult 14 | data(Hitters,package = "ISLR") 15 | summary(lm(Salary~., Hitters)) 16 | x=model.matrix(Salary~.,Hitters)[,-1] 17 | y=Hitters$Salary 18 | train=sample(1:nrow(x), nrow(x)/2) 19 | test=(-train) 20 | y.test=y[test] 21 | 22 | library(pls) 23 | pcr.fit=pcr(Salary~., data=Hitters ,scale=TRUE,validation ="CV") 24 | summary(pcr.fit) 25 | validationplot(pcr.fit,val.type="MSEP") 26 | 27 | pcr.fit=pcr(Salary~., data=Hitters,subset=train,scale=TRUE, 28 | validation ="CV") 29 | validationplot(pcr.fit,val.type="MSEP") 30 | 31 | # pca lab 10.4 32 | states = row.names(USArrests) 33 | apply(USArrests , 2, mean) 34 | apply(USArrests , 2, var) 35 | skimr::skim(USArrests) 36 | 37 | # must standardize 38 | pr.out=prcomp(USArrests, scale=TRUE) 39 | names(pr.out) 40 | pr.out$center 41 | pr.out$scale 42 | # loading vectors 43 | pr.out$rotation 44 | # PC score matrix 45 | dim(pr.out$x) 46 | biplot(pr.out, scale=0) 47 | 48 | 49 | 50 | 51 | 52 | 53 | -------------------------------------------------------------------------------- /lectures/template/template.Rmd: -------------------------------------------------------------------------------- 1 | --- 2 | title: "ScPoEconometrics: Advanced" 3 | subtitle: "TEMPLATE" 4 | author: "Florian Oswald" 5 | date: "SciencesPo Paris
    `r Sys.Date()`" 6 | output: 7 | xaringan::moon_reader: 8 | lib_dir: libs 9 | css: [default, "../../css/scpo.css", "../../css/scpo-fonts.css"] 10 | nature: 11 | beforeInit: ["../../js/ru_xaringan.js"] 12 | highlightStyle: github 13 | highlightLines: true 14 | countIncrementalSlides: false 15 | ratio: "16:9" 16 | includes: 17 | in_header: ["../../libs/partials/header.html"] 18 | --- 19 | 20 | layout: true 21 | 22 |
    23 | 24 | --- 25 | 26 | ```{r setup, include=FALSE,warning=FALSE,message=FALSE} 27 | options(htmltools.dir.version = FALSE) 28 | knitr::opts_chunk$set( 29 | message = FALSE, 30 | warning = FALSE, 31 | dev = "svg", 32 | cache = TRUE, 33 | fig.align = "center" 34 | #fig.width = 11, 35 | #fig.height = 5 36 | ) 37 | 38 | # define vars 39 | om = par("mar") 40 | lowtop = c(om[1],om[2],0.1,om[4]) 41 | library(magrittr) 42 | 43 | ``` 44 | 45 | # Where Did We Stop Last Week? 46 | 47 | .pull-left[ 48 | * Last week we learned about *sampling distributions* 49 | 50 | * We took repeated samples from a population (Fusilli or plastic balls) and computed an **estimate** of the sample proportion $\hat{p}$ over and over again 51 | 52 | * We took 1000 (!) samples and looked how the sampling distribution evolved as we increased sample sizes from $n=25$ to $n=100$. 53 | 54 | * Our estimates became *more precise* as $n$ increased. 55 | 56 | ] 57 | 58 | -- 59 | 60 | .pull-right[ 61 | * We introduced notation: 62 | * population size $N$, 63 | * *point estimate* (like $\hat{p}$), 64 | * standard error *of* an estimate 65 | 66 | * We said *random sampling produces **unbiased** estimates*. 67 | 68 | * Our sample statistics provided **good guesses** about the true population parameters of interest. 69 | ] 70 | 71 | 72 | --- 73 | 74 | 75 | --- 76 | layout: false 77 | class: separator, middle 78 | 79 | # SEPARATOR 80 | 81 | 82 | 83 | --- 84 | layout: true 85 | 86 |
    87 | 88 | --- 89 | 90 | # next slide 91 | 92 | 93 | --- 94 | 95 | 96 | class: title-slide-final, middle 97 | background-image: url(../../img/logo/ScPo-econ.png) 98 | background-size: 250px 99 | background-position: 9% 19% 100 | 101 | # END 102 | 103 | 104 | 105 | 106 | | | | 107 | | :--------------------------------------------------------------------------------------------------------- | :-------------------------------- | 108 | | .ScPored[] | florian.oswald@sciencespo.fr | 109 | | .ScPored[] | Slides | 110 | | .ScPored[] | Book | 111 | | .ScPored[] | @ScPoEcon | 112 | | .ScPored[] | @ScPoEcon | 113 | 114 | -------------------------------------------------------------------------------- /lectures/template/template.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | ScPoEconometrics Advanced 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 19 | 20 | 21 | 22 | 23 | 111 | 112 | 113 | 114 | 202 | 203 | 222 | 223 | 233 | 234 | 235 | -------------------------------------------------------------------------------- /libs/partials/header.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 12 | 13 | -------------------------------------------------------------------------------- /libs/remark-css-0.0.1/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right ~ * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; } 61 | .remark-slide thead, .remark-slide tfoot, .remark-slide tr:nth-child(even) { background: #eee } 62 | 63 | @page { margin: 0; } 64 | @media print { 65 | .remark-slide-scaler { 66 | width: 100% !important; 67 | height: 100% !important; 68 | transform: scale(1) !important; 69 | top: 0 !important; 70 | left: 0 !important; 71 | } 72 | } 73 | -------------------------------------------------------------------------------- /libs/remark-css/default.css: -------------------------------------------------------------------------------- 1 | a, a > code { 2 | color: rgb(249, 38, 114); 3 | text-decoration: none; 4 | } 5 | .footnote { 6 | position: absolute; 7 | bottom: 3em; 8 | padding-right: 4em; 9 | font-size: 90%; 10 | } 11 | .remark-code-line-highlighted { background-color: #ffff88; } 12 | 13 | .inverse { 14 | background-color: #272822; 15 | color: #d6d6d6; 16 | text-shadow: 0 0 20px #333; 17 | } 18 | .inverse h1, .inverse h2, .inverse h3 { 19 | color: #f3f3f3; 20 | } 21 | /* Two-column layout */ 22 | .left-column { 23 | color: #777; 24 | width: 20%; 25 | height: 92%; 26 | float: left; 27 | } 28 | .left-column h2:last-of-type, .left-column h3:last-child { 29 | color: #000; 30 | } 31 | .right-column { 32 | width: 75%; 33 | float: right; 34 | padding-top: 1em; 35 | } 36 | .pull-left { 37 | float: left; 38 | width: 47%; 39 | } 40 | .pull-right { 41 | float: right; 42 | width: 47%; 43 | } 44 | .pull-right ~ * { 45 | clear: both; 46 | } 47 | img, video, iframe { 48 | max-width: 100%; 49 | } 50 | blockquote { 51 | border-left: solid 5px lightgray; 52 | padding-left: 1em; 53 | } 54 | .remark-slide table { 55 | margin: auto; 56 | border-top: 1px solid #666; 57 | border-bottom: 1px solid #666; 58 | } 59 | .remark-slide table thead th { border-bottom: 1px solid #ddd; } 60 | th, td { padding: 5px; 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