From 4d50079d6b0dfdc031754472665747f6d191413b Mon Sep 17 00:00:00 2001 From: Janek Thomas Date: Fri, 8 Oct 2021 14:37:52 +0200 Subject: [PATCH] moved and compilable --- .gitignore | 1 + slides/feature-engineering/Makefile | 1 + slides/feature-engineering/chapter-order.tex | 25 + .../data/ames_housing_extended.csv | 2931 +++++++++++++++++ .../figure_man/absolute-loss.png | Bin 0 -> 94021 bytes .../figure_man/ames-encoding.png | Bin 0 -> 37146 bytes .../figure_man/automl2.png | Bin 0 -> 517231 bytes .../figure_man/comparison.png | Bin 0 -> 76825 bytes .../figure_man/constant-imputation.png | Bin 0 -> 80061 bytes .../feature-engineering/figure_man/custom.pdf | Bin 0 -> 364466 bytes .../feature-engineering/figure_man/custom.png | Bin 0 -> 41341 bytes slides/feature-engineering/figure_man/dag.png | Bin 0 -> 44876 bytes .../feature-engineering/figure_man/dbscan.png | Bin 0 -> 138662 bytes .../figure_man/definition.pdf | Bin 0 -> 208815 bytes .../figure_man/definition.png | Bin 0 -> 38367 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slides/feature-engineering/Makefile create mode 100644 slides/feature-engineering/chapter-order.tex create mode 100644 slides/feature-engineering/data/ames_housing_extended.csv create mode 100644 slides/feature-engineering/figure_man/absolute-loss.png create mode 100644 slides/feature-engineering/figure_man/ames-encoding.png create mode 100644 slides/feature-engineering/figure_man/automl2.png create mode 100644 slides/feature-engineering/figure_man/comparison.png create mode 100644 slides/feature-engineering/figure_man/constant-imputation.png create mode 100644 slides/feature-engineering/figure_man/custom.pdf create mode 100644 slides/feature-engineering/figure_man/custom.png create mode 100644 slides/feature-engineering/figure_man/dag.png create mode 100644 slides/feature-engineering/figure_man/dbscan.png create mode 100644 slides/feature-engineering/figure_man/definition.pdf create mode 100644 slides/feature-engineering/figure_man/definition.png create mode 100644 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slides/feature-engineering/figure_man/target02.png create mode 100644 slides/feature-engineering/figure_man/target03.png create mode 100644 slides/feature-engineering/figure_man/target04.png create mode 100644 slides/feature-engineering/figure_man/train_valid_test.jpg create mode 100644 slides/feature-engineering/figure_man/tree-based01.png create mode 100644 slides/feature-engineering/figure_man/tree-based02.png create mode 100644 slides/feature-engineering/figure_man/tree-based03.png create mode 100644 slides/feature-engineering/figure_man/tree.pdf create mode 100644 slides/feature-engineering/figure_man/tree.png create mode 100644 slides/feature-engineering/figure_man/z-score.png create mode 100644 slides/feature-engineering/rsrc/ames-encoding.R create mode 100644 slides/feature-engineering/rsrc/ggsave-1.R create mode 100644 slides/feature-engineering/rsrc/ggsave-2.R create mode 100644 slides/feature-engineering/rsrc/ggsave-3.R create mode 100644 slides/feature-engineering/rsrc/ggsave-4.R create mode 100644 slides/feature-engineering/rsrc/ggsave-5.R create mode 100644 slides/feature-engineering/rsrc/ggsave-6.R create mode 100644 slides/feature-engineering/rsrc/plot_impute.R create mode 100644 slides/feature-engineering/rsrc/plot_impute.rds create mode 100644 slides/feature-engineering/rsrc/plot_loss.R create mode 100644 slides/feature-engineering/slides-feature-eng-functional-data.tex create mode 100644 slides/feature-engineering/slides-feature-eng-imputation.tex create mode 100644 slides/feature-engineering/slides-feature-eng-intro.tex create mode 100644 slides/feature-engineering/slides-feature-eng-outliers.tex create mode 100644 slides/feature-engineering/slides-feature-eng-practical.tex create mode 100644 slides/feature-engineering/slides-feature-eng-trafo.tex diff --git a/.gitignore b/.gitignore index 8e32d38cb..60710b0d0 100644 --- a/.gitignore +++ b/.gitignore @@ -44,6 +44,7 @@ slides/supervised-regression/slides-*.pdf slides/trees/slides-*.pdf slides/tuning/slides-*.pdf slides/boosting/slides-*.pdf +slides/feature-engineering/slides-*.pdf # vim swap files *.swp # used for atom editor diff --git a/slides/feature-engineering/Makefile b/slides/feature-engineering/Makefile new file mode 100644 index 000000000..6e753282a --- /dev/null +++ b/slides/feature-engineering/Makefile @@ -0,0 +1 @@ +include ../tex.mk \ No newline at end of file diff --git a/slides/feature-engineering/chapter-order.tex b/slides/feature-engineering/chapter-order.tex new file mode 100644 index 000000000..be92ccfb3 --- /dev/null +++ b/slides/feature-engineering/chapter-order.tex @@ -0,0 +1,25 @@ +%Suggested order of slides +% slides-feature-eng-intro.tex +% slides-feature-eng-trafo.tex +% slides-feature-eng-imputation.tex +% slides-feature-eng-functional-data.tex +% slides-feature-eng-outlier.tex +% slides-feature-eng-practical.tex + +\subsection{Introduction} +\includepdf[pages=-]{../slides-pdf/slides-feature-eng-intro.pdf} + +\subsection{Feature and Target Transformation} +\includepdf[pages=-]{../slides-pdf/slides-feature-eng-trafo.pdf} + +\subsection{Imputation} +\includepdf[pages=-]{../slides-pdf/slides-feature-eng-imputation.pdf} + +\subsection{Functional Features} +\includepdf[pages=-]{../slides-pdf/slides-feature-eng-functional-data.pdf} + +\subsection{Outliers} +\includepdf[pages=-]{../slides-pdf/slides-feature-eng-outlier.pdf} + +\subsection{Practical Feature Engineering} +\includepdf[pages=-]{../slides-pdf/slides-feature-eng-practical.pdf} diff --git a/slides/feature-engineering/data/ames_housing_extended.csv b/slides/feature-engineering/data/ames_housing_extended.csv new file mode 100644 index 000000000..062beddd8 --- /dev/null +++ b/slides/feature-engineering/data/ames_housing_extended.csv @@ -0,0 +1,2931 @@ +,MS SubClass,MS Zoning,Lot Frontage,Lot Area,Street,Alley,Lot Shape,Land Contour,Utilities,Lot Config,Land Slope,Neighborhood,Condition 1,Condition 2,Bldg Type,House Style,Overall 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z(4=Nj{e2?sEZW^T7Ti~U3yu3UiAmrQE92-BhgGtR(6=94Z^8ZH!ZeP z@NnoyY-6adL24akA3@4t(s$>QDC>?og7J2AVgss(K|a*6n1m&r-+IbX6Y^{g>yv*# zz3<7BTa$<4GhkBagIi6q3DFUht&$+5fo4=;ypcg>G$Peo#>pe?+0OI`y{{V^@kVjb zky#d-7a$<+*uFjdMaF5r$tuq~x}Y=b=mh0TF+Gi#5(;sXW)d~bUC8qNoAuUv{F0Cx z;A*JrxH6gqh*5eC7tHV$bGlMfM_Dz92j*ICJk7PISBQR|7@hrrMTfoRPRf(Hlp6nq zMH)`iqvgIByH?ErSNv7uVyC{ww;ZUj0;`;$i2@n`vd0Wm18qCcS)$xP#d7D) z9o#R#slil;TrjGY0=M@qW~ITy1q{X15W3;Gc^(;!?m3jj=v{29_zPKi5e$p*swpDM z0F&$&f$_mVox^lSoXXn%uX&4Q4bvM>C@P&-;mXqtvG~(ob z73Xb7$_0BCv17Xmy7`A*nUmB;ae6D6(^N?9xaaP_l)WN{n+3f8)B5^BfU{@8xWkb9 zUWeJOwiho}cuZO&9G0RFWw$5M$|Ae{>z51NrMndsw_SFoH5PIk`S1wR8R>1;l%moq z>FnjUbxlG{EF**eli|1rh_)sdov*gC)7+M{i24$xXpKUk&gn8hrQrxy)y*f+tg^Ko z#?zsQP8t7{PaSz+JD`9rA_{wY_Z1SM%bcABQ?Jkj35{P$|Go=h%N>A`7s2A;+Uru=Jo#BE10c(|RrL58!_8521-0iL zcp;#ovb?-lu{?{`mh$5Cdvw%JDw|5PyOj|ShD!=*9Jt9@@1ZoQJ7Iig?bYT45D^65 zUys`J{d+VHzX8NYOUcB|?M0id>$gZ$QE=CugM=ml?V~hlV{+_!U$vH%U0+!mW*1Xd zW@cs%4lrUrqW<{urQCOU2|Y24(AvD%06DyZ0#|$@;JPT>AF_~0#h)hYtbE4&S4nxD zoY5Q>SKAVZTCZ^|6qz-S1~?KEC(E-otNu6WxX4CW4H|~pMY1{DvK1Hb7$}X5>FVh;xOJ7^4)3c#N_NF9UpRP9?V| z@Yb}IYpTf+i4zeL65{2xLYD*~MBay%mKGxfQ^G3~uTTP6!Nc)?(nJN^rGSPK% + select(SalePrice, MS.Zoning, Street, Lot.Shape, Land.Contour, Bldg.Type) %>% + makeRegrTask(id = "None", target = "SalePrice") %>>% cpoFixFactors() + +task1 = createDummyFeatures(task, method = "1-of-n") +task1$task.desc$id = "One-Hot" + +task2 = createDummyFeatures(task, method = "reference") +task2$task.desc$id = "Dummy" + +lrns = list( + makeLearner(id = "Linear Regression", "regr.lm"), + makeLearner(id = "Random Forest", "regr.ranger")) + +set.seed(1) +rin = makeResampleInstance(cv10, task1) + +res = benchmark(lrns, list(task1, task2, task), rin, mae) + +pl = as.data.frame(res) %>% + filter(task.id != "None" | learner.id != "Linear Regression") %>% + ggplot(aes(y = mae, x = task.id)) + + geom_boxplot() + + facet_wrap(~learner.id) + + theme_minimal() + + theme(axis.text.x = element_text(angle = 20, hjust = 1)) + + ylab("Mean Absolute Error") + + xlab("") + ggtitle("Ames House Price Prediction") + +ggsave("figure_man/ames-encoding.png", width = 6, height = 5) \ No newline at end of file diff --git a/slides/feature-engineering/rsrc/ggsave-1.R b/slides/feature-engineering/rsrc/ggsave-1.R new file mode 100644 index 000000000..a8195a41d --- /dev/null +++ b/slides/feature-engineering/rsrc/ggsave-1.R @@ -0,0 +1,21 @@ + + +library(mlr) +library(mlrMBO) +library(ggplot2) +library(gridExtra) +library(reshape2) +library(kernlab) +library(mvtnorm) +library(gptk) +library(smoof) + + +library(ggplot2) +d = data.frame( + Method = factor(1:4, labels = c("Linear Regression", "Gradient Boosting", "Linear Regression w. Feat. Eng.", "Gradient Boosting w. Feat. Eng.")), + Error = c(25.5, 10, 11, 9.8) +) +ggplot(data = d) + geom_bar(aes(x = Method, y = Error), stat = "identity") + theme_minimal() + theme(axis.text.x = element_text(angle = 15, hjust = 1)) + +############################################################################ \ No newline at end of file diff --git a/slides/feature-engineering/rsrc/ggsave-2.R b/slides/feature-engineering/rsrc/ggsave-2.R new file mode 100644 index 000000000..5e727733b --- /dev/null +++ b/slides/feature-engineering/rsrc/ggsave-2.R @@ -0,0 +1,190 @@ + +library(knitr) +library(mlr) +library(mlrMBO) +library(ggplot2) +library(gridExtra) +library(reshape2) +library(kernlab) +library(mvtnorm) +library(gptk) +library(smoof) + + +library(mlr) +library(mlrCPO) +library(ggplot2) +library(dplyr) +theme_set(theme_minimal()) +#ap = adjust_path(getwd()) +data = readr::read_csv("data/ames_housing_extended.csv") +data = data[, ! grepl(pattern = "energy_t", x = names(data))] + +data_new = data +names(data_new) = make.names(names(data_new)) +data_new = data_new %>% + dplyr::select(-X1, -Fence, -Pool.QC, -Misc.Feature, -Alley) %>% + select_if(is.numeric) %>% + na.omit() + +df_plot = data.frame(x = data_new$SalePrice) + +gg1_dist = ggplot(df_plot, aes(x)) + + geom_histogram(aes(y = stat(density)), color = "white", bins = 40L) + + stat_function(fun = dnorm, col = "red", + args = list(mean = mean(df_plot$x), sd = sd(df_plot$x))) + + xlab("Sale Price") + + ylab("Density") + +df_plot = data.frame(x = log(data_new$SalePrice)) + +gg2_dist = ggplot(df_plot, aes(x)) + + geom_histogram(aes(y = stat(density)), color = "white", bins = 40L) + + stat_function(fun = dnorm, col = "red", args = list(mean = mean(df_plot$x), sd = sd(df_plot$x))) + + xlab("Log Sale Price") + + ylab("Density") + +task = removeConstantFeatures(makeRegrTask(id = "Ames Housing", data = data_new, target = "SalePrice")) +lrn = makeLearner("regr.lm") +lrn$id = "No Trafo" +lrn_loglm = cpoLogTrafoRegr() %>>% makeLearner("regr.lm") +lrn_loglm$id = "Log Trafo" +mod = train(learner = "regr.lm", task = task) +mod_log = train(learner = lrn_loglm, task = task) +target = data_new$SalePrice + +pred_mod = predict(mod, task)$data$response +pred_mod_log = predict(mod_log, task)$data$response +df_plot = data.frame(target, pred_mod, pred_mod_log) + +gg1_pred = ggplot(data = df_plot, aes(x = target, y = pred_mod)) + + geom_point(alpha = 0.2) + + geom_abline(intercept = 0, slope = 1, color = "red") + + xlab("Sale Price") + + ylab("Predicted Sale Price") + +gg2_pred = ggplot(data = df_plot, aes(x = target, y = pred_mod_log)) + + geom_point(alpha = 0.2) + + geom_abline(intercept = 0, slope = 1, color = "red") + + xlab("Sale Price") + + ylab("exp(Predicted Log Sale Price)") + +gridExtra::grid.arrange(gg1_dist, gg1_pred, ncol = 2) + +########################################################## + +gridExtra::grid.arrange(gg2_dist, gg2_pred, ncol = 2) +######################################################### + +set.seed(31415) +rdesc = makeResampleInstance(desc = cv10, task = task) +bmr = benchmark(learners = list(lrn, lrn_loglm), tasks = task, resamplings = rdesc, measures = mae) +plotBMRBoxplots(bmr, pretty.names = FALSE) + +################################################### + +lrn_ranger = makeLearner("regr.ranger", num.trees = 200L, mtry = 3L) +lrn_ranger$id = "RF No Trafo" +lrn_logranger = cpoLogTrafoRegr() %>>% lrn_ranger +lrn_logranger$id = "RF Log Trafo" +bmr = benchmark(learners = list(lrn, lrn_loglm, lrn_ranger, lrn_logranger), tasks = task, resamplings = rdesc, measures = mae) +plotBMRBoxplots(bmr, pretty.names = FALSE) + +####################################################### + +data = readr::read_csv("data/ames_housing_extended.csv") +data = data[, ! grepl(pattern = "energy_t", x = names(data))] + +data_new = data +names(data_new) = make.names(names(data_new)) +task = data_new %>% + dplyr::select(-X1, -Fence, -Pool.QC, -Misc.Feature, -Alley) %>% + select_if(is.numeric) %>% + na.omit() %>% + makeRegrTask(id = "Ames Housing", data = ., target = "SalePrice") %>% + removeConstantFeatures() + +lrn_kknn_no_scale = makeLearner("regr.kknn", scale = FALSE) +lrn_kknn_no_scale$id = "No Scaling" +lrn_kknn_scale = mlrCPO::cpoScale() %>>% makeLearner("regr.kknn", scale = FALSE) +lrn_kknn_scale$id = "Normalize Features" +lrn_kknn_boxcox = makePreprocWrapperCaret(lrn_kknn_no_scale, ppc.BoxCox = TRUE) +lrn_kknn_boxcox$id = "Box-Cox Trafo" + +set.seed(31415) +bmr = benchmark(learners = list(lrn_kknn_no_scale, lrn_kknn_scale, lrn_kknn_boxcox), + tasks = task, resamplings = cv10, measures = mae) + +plotBMRBoxplots(bmr, pretty.names = FALSE) + +################################################### + +library(mlr) + +data = read.csv("data/ames_housing_extended.csv") + +data %>% + dplyr::select(SalePrice, Central.Air, Bldg.Type) %>% + slice(5:9) %>% + knitr::kable(format = 'latex') %>% + kableExtra::kable_styling(latex_options = 'HOLD_position', font_size = 7) + +################################################## + +data = read.csv("data/ames_housing_extended.csv") +data %>% + dplyr::select(SalePrice, Central.Air, Bldg.Type) %>% + slice(5:9) %>% + createDummyFeatures(target = "SalePrice") %>% + knitr::kable(format = 'latex') %>% + kableExtra::kable_styling(latex_options = 'HOLD_position', font_size = 4) + +############################################### + +library(dplyr) +data = read.csv("data/ames_housing_extended.csv") + +data %>% + filter(!is.na(Foundation)) %>% + dplyr::select(Foundation) %>% + group_by(Foundation) %>% + tally(name = "nk") %>% + t() %>% + knitr::kable(format = 'latex') %>% + kableExtra::kable_styling(latex_options = 'HOLD_position', font_size = 7) +#################################################### + +data %>% + mutate(house.id = row_number()) %>% + dplyr::select(house.id, SalePrice, Foundation) %>% + filter(Foundation == "Wood") %>% + t() %>% + knitr::kable(format = 'latex') %>% + kableExtra::kable_styling(latex_options = 'HOLD_position', font_size = 7) +################################################### + +data %>% + dplyr::select(SalePrice, Foundation) %>% + group_by(Foundation) %>% + dplyr::summarize(`Foundation(enc)` = mean(SalePrice, na.rm = TRUE)) %>% + t() %>% + knitr::kable(format = 'latex') %>% + kableExtra::kable_styling(latex_options = 'HOLD_position', font_size = 7) + +################################################# + + + + + + + + + + + + + + + + diff --git a/slides/feature-engineering/rsrc/ggsave-3.R b/slides/feature-engineering/rsrc/ggsave-3.R new file mode 100644 index 000000000..6b1f375d4 --- /dev/null +++ b/slides/feature-engineering/rsrc/ggsave-3.R @@ -0,0 +1,86 @@ + +library(knitr) +library(mlr) +library(mlrMBO) +library(ggplot2) +library(gridExtra) +library(reshape2) +library(kernlab) +library(mvtnorm) +library(gptk) +library(smoof) +library(tidyverse) +library(stringi) + +data = read_csv("data/ames_housing_extended.csv") +set.seed(2) + +data %>% + dplyr::select(matches("energy"), X1) %>% + sample_n(8) %>% + gather("Minute", "Energy_Consumption", -X1) %>% + mutate(Minute = as.numeric(stri_replace(Minute, "", fixed = "energy_t"))) %>% + ggplot(aes(x = Minute, y = Energy_Consumption, group = X1)) + + geom_line() + + facet_grid(X1~.) + + theme_minimal() + + ylab("Energy Consumption") + + xlab("Minute of Day") + +######################################################## + +library(tidyverse) + +data = read_csv("data/ames_housing_extended.csv") + +data %>% + mutate(house.id = X1) %>% + dplyr::select(house.id, matches("energy")) %>% + gather(name, value, -house.id) %>% + group_by(house.id) %>% + dplyr::summarize(mean.energy = mean(value, na.rm = TRUE), + var.energy = var(value, na.rm = TRUE), + max.energy = max(value, na.rm = TRUE)) %>% + sample_n(5) %>% + mutate("..." = rep("...", times = 5)) %>% + knitr::kable(format = 'latex') %>% + kableExtra::kable_styling(latex_options = 'HOLD_position', font_size = 7) + +############################################## + +library(tidyverse) +library(stringi) +library(mlr) + +data = read_csv("data/ames_housing_extended.csv") + +task = data %>% + mutate(lot_area = `Lot Area`) %>% + dplyr::select(SalePrice, lot_area , matches("energy")) %>% + na.omit %>% + makeFunctionalData(fd.features = list("Energy" = 3:ncol(.))) %>% + makeRegrTask(" ", data = ., target = "SalePrice") +feat.methods = list("Energy" = extractFDAWavelets(filter = "haar")) +lrns = list( + makeLearner(id = "Boosted Linear Model", "regr.glmboost"), + makeExtractFDAFeatsWrapper(makeLearner("regr.glmboost"), feat.methods = feat.methods), + makeLearner(id = "Boosted Functional Linear Model", "regr.FDboost") +) + +lrns[[2]]$id = "Boosted Linear Model with Wavelets" +if (FALSE) { + set.seed(12) + b1 = benchmark(lrns, task, cv10, measure = mae, keep.pred = FALSE, models = FALSE) + saveRDS(b1, file = "benchmark_cache/ames.rds") +} else { + b1 = readRDS("benchmark_cache/ames.rds") +} + +plotBMRBoxplots(b1, pretty.names = FALSE) + + theme_minimal() + + theme(axis.text.x = element_text(angle = 20, hjust = 1)) + + ylab("Mean Absolute Error") + + xlab("") + ggtitle("House Price Prediction") + +############################################ + diff --git a/slides/feature-engineering/rsrc/ggsave-4.R b/slides/feature-engineering/rsrc/ggsave-4.R new file mode 100644 index 000000000..184e814e6 --- /dev/null +++ b/slides/feature-engineering/rsrc/ggsave-4.R @@ -0,0 +1,105 @@ + +library(knitr) +library(mlr) +library(mlrMBO) +library(ggplot2) +library(gridExtra) +library(reshape2) +library(kernlab) +library(mvtnorm) +library(gptk) +library(smoof) + +n_cols = 200L +# p = 0.02 +# simDF = function (n_feats, n_cols, p) { +# cols = list() +# for (i in seq_len(n_cols)) { +# cols[[i]] = rnorm(n_feats) +# cols[[i]][sample(n_feats, size = n_feats * p, replace = FALSE)] = NA +# } +# df = do.call(cbind, cols) +# return (df) +# } +# sim = 50L +# ratios = numeric(sim) +# for (i in seq_len(sim)) { +# ratios[i] = sum(! complete.cases(simDF(n_feats, n_cols, p))) / n_feats +# } +# boxplot(ratios) +# mean(ratios) +# 1 - pbinom(q = 0, size = n_cols, p = p) +df_probs = lapply(c(0.01, 0.02, 0.05, 0.1), FUN = function (p) { + n_feats = seq_len(n_cols) + na_prob = 1 - pbinom(q = 0, size = n_feats, p = p) + return (data.frame(n_feats = n_feats, na_prob = na_prob, prob = p)) +}) + +df_plots = do.call(rbind, df_probs) +df_plots$prob = paste0(df_plots$prob * 100, " %") + +ggplot(data = df_plots, aes(x = n_feats, y = na_prob, color = prob)) + + geom_line() + + xlab("Number of Features") + + ylab("Percentage of\nNon-Usable Observations") + + labs(color = "Percentage of missing\nobservations per\nfeature") + + +################################################################ + +library(naniar) +data = read_csv("data/ames_housing_extended.csv") %>% dplyr::select(-X1, -matches("energy")) +vis_miss(data) + theme(axis.text.x = element_text(angle = 90, size = 10)) + +############################################################### + +impute_var = "Lot Frontage" +x = data[[impute_var]] +y_mean = y_med = x +y_mean[is.na(y_mean)] = mean(x, na.rm = TRUE) +y_med[is.na(y_med)] = quantile(x, 0.5, na.rm = TRUE) + +df_plot = data.frame(value = c(x, y_mean, y_med), technique = rep(c("No imputation", "Imputing with mean", "Imputing with median"), each = length(x))) + +ggplot(data = df_plot, aes(x = value, fill = technique)) + + geom_histogram(position = position_dodge(), bins = 40) + + # geom_rug(aes(color = technique), alpha = 0.1) + + xlab(impute_var) + + ylab("Density") + + labs(fill = "") + +############################################################# + +# ap = adjust_path(getwd()) +data = readr::read_csv("data/ames_housing_extended.csv") +data = data[, ! grepl(pattern = "energy_t", x = names(data))] + +load("figure_data/plot_impute.rds") +df_plot = df_plot[! df_plot$technique %in% c("CART", "Random Forest"),] + +ggplot(data = df_plot, aes(technique, perf)) + + geom_boxplot() + + xlab("Imputation Technique") + + ylab("MAE") + +########################################################## + +set.seed(618) +x = runif(n = 100, min = 0, max = 10) +y = 2 + 2 * x * sin(x) + 2 * x + rnorm(100, mean = 0, sd = 2) + +mod = lm(y ~ x) +x_new = c(2, 5, 8, 8.5, 9) +pred_new = predict(mod, newdata = data.frame(x = x_new)) + +df_plot = data.frame(x = x, y = y) +df_new_points = data.frame(x = x_new, y = pred_new) + +ggplot() + + geom_point(data = df_plot, aes(x = x, y = y)) + + geom_smooth(data = df_plot, aes(x = x, y = y), method = "lm", se = FALSE, + color = "red") + + geom_point(data = df_new_points, aes(x = x, y = y), color = "red", size = 3) + + xlab("Feature used for imputation") + + ylab("Feature to impute") + diff --git a/slides/feature-engineering/rsrc/ggsave-5.R b/slides/feature-engineering/rsrc/ggsave-5.R new file mode 100644 index 000000000..c1d827695 --- /dev/null +++ b/slides/feature-engineering/rsrc/ggsave-5.R @@ -0,0 +1,217 @@ + + +library(mlr) +library(mlrMBO) +library(ggplot2) +library(gridExtra) +library(reshape2) +library(kernlab) +library(mvtnorm) +library(gptk) +library(smoof) + +set.seed(31415) +x = runif(n = 100, min = 0, max = 10) +y = 2 * 0.2 * x + rnorm(100, 0, 1) + +df_outlier_feat = df_outlier_target = df_outlier = data.frame(x = x, y = y) + +df_outlier$outlier = "Wthout outliers" +gg1 = ggplot(df_outlier_feat, aes(x = x , y = y)) + + geom_point() + + xlab("Feature") + + ylab("Target") + +df_outlier_target$y[2] = 500 + +gg2 = ggplot(df_outlier_target, aes(x = x, y = y)) + + geom_point() + + xlab("Feature") + + ylab("Target") + +gridExtra::grid.arrange(gg1, ncol = 2) + +######################################################## + +gridExtra::grid.arrange(gg1, gg2, ncol = 2) + +######################################################## + +df_outlier_target$y[2] = 500 + +df_outlier_target$outlier = "With outliers" +gg1 = ggplot(rbind(df_outlier, df_outlier_target), aes(x = x , y = y, color = outlier)) + + geom_point() + + geom_smooth(method = "lm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("Outlier in the Target") + + labs(color = "") + +gg2 = ggplot() + + geom_point(data = df_outlier, aes(x = x, y = y)) + + geom_smooth(data = rbind(df_outlier, df_outlier_target), aes(x = x , y = y, color = outlier), method = "lm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("") + + labs(color = "") + + coord_cartesian(ylim = c(-2, 8)) + +######################################################### +gridExtra::grid.arrange(gg1, gg2, ncol = 2) + +######################################################## + +df_outlier_feat$x[2] = -999 + +df_outlier_feat$outlier = "With outliers" +gg1 = ggplot(rbind(df_outlier, df_outlier_feat), aes(x = x , y = y, color = outlier)) + + geom_point() + + geom_smooth(method = "lm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("Outlier in the Feature") + + labs(color = "") + +gg2 = ggplot() + + geom_point(data = df_outlier, aes(x = x, y = y)) + + geom_smooth(data = rbind(df_outlier, df_outlier_feat), aes(x = x , y = y, color = outlier), method = "lm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("") + + labs(color = "") + + coord_cartesian(xlim=c(0, 10)) + +gridExtra::grid.arrange(gg1, gg2, ncol = 2) + +####################################################### + +source("figure_code/plot_loss.R") + +set.seed(31415) + +x = 1:5 +y = 2 + 0.5 * x + rnorm(length(x), 0, 1.5) +data = data.frame(x = x, y = y) +model = lm(y ~ x) + +plotModQuadraticLoss(data = data, model = model, pt_idx = c(1,4)) + +########################################################## + +plotModAbsoluteLoss(data, model = model, pt_idx = c(1,4)) +########################################################## + +df_outlier_target$y[2] = 500 + +df_outlier_target$method = c("rlm", "lm") +gg1 = ggplot(data = df_outlier_target, aes(x = x, y = y)) + + geom_point() + + geom_smooth(aes(color = "Quadratic"), method = "lm", se = FALSE) + + geom_smooth(aes(color = "Absolute"), method = "rlm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("Outlier in the Target") + + labs(color = "Used Loss") + + theme(legend.position = "none") + +gg2 = ggplot(data = df_outlier_target, aes(x = x, y = y)) + + geom_point() + + geom_smooth(aes(color = "Quadratic"), method = "lm", se = FALSE) + + geom_smooth(aes(color = "Absolute"), method = "rlm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("") + + labs(color = "Used Loss") + + coord_cartesian(ylim = c(-2, 8)) + +gridExtra::grid.arrange(gg1, gg2, ncol = 2) +####################################################### + +df_outlier_feat$x[2] = -999 + +df_outlier_feat$method = c("rlm", "lm") +gg1 = ggplot(data = df_outlier_feat, aes(x = x, y = y)) + + geom_point() + + geom_smooth(aes(color = "Quadratic"), method = "lm", se = FALSE) + + geom_smooth(aes(color = "Absolute"), method = "rlm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("Outlier in the Feature") + + labs(color = "Used Loss") + + theme(legend.position = "none") + +gg2 = ggplot(data = df_outlier_feat, aes(x = x, y = y)) + + geom_point() + + geom_smooth(aes(color = "Quadratic"), method = "lm", se = FALSE) + + geom_smooth(aes(color = "Absolute"), method = "rlm", se = FALSE) + + xlab("Feature") + + ylab("Target") + + ggtitle("") + + labs(color = "Used Loss") + + coord_cartesian(xlim = c(0, 10)) + +gridExtra::grid.arrange(gg1, gg2, ncol = 2) + +################################################## + +set.seed(31415) +x = runif(n = 100, min = 0, max = 10) +y = ifelse(x < 6, rnorm(n = sum(x < 6), mean = 3, sd = 0.5), rnorm(n = sum(x >= 6), mean = 6, sd = 0.5)) + +x[1] = -0.5 + +df_outlier_target = data.frame(x = x, y = y) +df_outlier_target$y[which.min(x)] = 15 + +gg1 = ggplot(data = df_outlier_target, aes(x = x, y = y)) + geom_point() +mod = rpart::rpart(y ~ x, control = list(minsplit = 1, minbucket = 1)) +gg2 = ggplot(data = df_outlier_target, aes(x = x, y = y)) + geom_point() + geom_vline(xintercept = mod$split[,"index"], col = "red", linetype = "dashed") + +gridExtra::grid.arrange(gg1, ncol = 2) + +#################################################### + +gridExtra::grid.arrange(gg1, ncol = 2) +rpart.plot::rpart.plot(mod) + +gridExtra::grid.arrange(gg1, gg2, ncol = 2) +rpart.plot::rpart.plot(mod) +################################################### + +data = readr::read_csv("data/ames_housing_extended.csv") +data = data[, ! grepl(pattern = "energy_t", x = names(data))] + +impute_var = "Lot Frontage" +x = na.omit(data[[impute_var]]) +z = (x - mean(x)) / sd(x) +x_removed = x[abs(z) < 3] + +df_plot = data.frame(value = c(x, x_removed), technique = rep(c("None", "Z-Score"), times = c(length(x), length(x_removed)))) + +ggplot(data = df_plot, aes(x = value, fill = technique)) + + geom_histogram(position = position_dodge(), bins = 40) + + # geom_rug() + + geom_vline(xintercept = c(- 3 * sd(x) + mean(x), 3 * sd(x) + mean(x)), + color = "red", linetype = "dashed") + + xlab(impute_var) + + ylab("Density") + + labs(fill = "Outlier removal technique") + +################################################### + +set.seed(31415) +x1 = c(rnorm(200, mean = c(2, 6), sd = 1), 0.5, 1.7, 2, 3, 2, 2.3, 5.5, 5.6, 5.5, 7.5, 8, 7.6, 9, 9.7, 9.6) +x2 = c(rnorm(200, mean = c(2, 6), sd = 1), 8.4, 8, 9, 7.6, 8.4, 7.2, 2, 3.1, 1.4, 3, 2, 0.2, 9, 8, 3) + +cluster = c(rep(c("A", "B"), times = 100L), rep("Noise", times = 15L)) + +df_plot = data.frame(x1, x2, cluster) +ggplot(data = df_plot, aes(x = x1, y = x2, color = cluster)) + geom_point() + + + + + + + diff --git a/slides/feature-engineering/rsrc/ggsave-6.R b/slides/feature-engineering/rsrc/ggsave-6.R new file mode 100644 index 000000000..7c1e9f8d9 --- /dev/null +++ b/slides/feature-engineering/rsrc/ggsave-6.R @@ -0,0 +1,24 @@ + + +library(mlr) +library(mlrMBO) +library(ggplot2) +library(gridExtra) +library(reshape2) +library(kernlab) +library(mvtnorm) +library(gptk) +library(smoof) + +library(dplyr) +data = read.csv("data/ames_housing_extended.csv") +data %>% + filter(!is.na(Neighborhood)) %>% + group_by(Neighborhood) %>% + tally() %>% + sample_n(6) %>% + t() %>% + knitr::kable(format = 'latex') %>% + kableExtra::kable_styling(latex_options = 'HOLD_position', font_size = 7) + +############################################################################ \ No newline at end of file diff --git a/slides/feature-engineering/rsrc/plot_impute.R b/slides/feature-engineering/rsrc/plot_impute.R new file mode 100644 index 000000000..98f8e238f --- /dev/null +++ b/slides/feature-engineering/rsrc/plot_impute.R @@ -0,0 +1,49 @@ +library(mlr) +library(ggplot2) +library(dplyr) + +root = rprojroot::find_root(rprojroot::is_git_root) + +data = readr::read_csv(paste0(root, "/data/ames_housing_extended.csv")) +data = data[, ! grepl(pattern = "energy_t", x = names(data))] + +data_new = data +names(data_new) = make.names(names(data_new)) + +data_new = data_new %>% + select(-X1, -Fence, -Pool.QC, -Misc.Feature, -Alley) %>% + select_if(is.numeric) + +task = removeConstantFeatures(makeRegrTask(data = data_new, target = "SalePrice")) +task_no_missings = removeConstantFeatures(makeRegrTask(data = na.omit(data_new), target = "SalePrice")) + +lrn = makeLearner("regr.lm") +lrn_impute_mean = makeImputeWrapper(learner = lrn, classes = list(numeric = imputeMedian(), integer = imputeMedian())) +lrn_impute_med = makeImputeWrapper(learner = lrn, classes = list(numeric = imputeMedian(), integer = imputeMedian())) +lrn_impute_hist = makeImputeWrapper(learner = lrn, classes = list(numeric = imputeHist(), integer = imputeHist()), dummy.classes = c("numeric", "integer")) +lrn_impute_max = makeImputeWrapper(learner = lrn, classes = list(numeric = imputeMax(2), integer = imputeMax(2))) +lrn_impute_model_rpart = makeImputeWrapper(learner = lrn, classes = list(numeric = imputeLearner("regr.rpart"), integer = imputeLearner("regr.rpart"))) + +rf_surrogate = makeLearner("regr.randomForestSRC", ntree = 200L, mtry = 3L, nodesize = 200L) +lrn_impute_model_rf = makeImputeWrapper(learner = lrn, classes = list(numeric = imputeLearner(rf_surrogate), integer = imputeLearner(rf_surrogate))) + + +set.seed(31415) +res_no_impute = resample(learner = lrn, task = task_no_missings, resampling = cv10, measures = mae, show.info = FALSE) + +res_instance = makeResampleInstance(cv10, task) +res_impute_mean = resample(learner = lrn_impute_mean, task = task, resampling = res_instance, measures = mae, show.info = FALSE) +res_impute_med = resample(learner = lrn_impute_med, task = task, resampling = res_instance, measures = mae, show.info = FALSE) +res_impute_hist = resample(learner = lrn_impute_hist, task = task, resampling = res_instance, measures = mae, show.info = FALSE) +res_impute_max = resample(learner = lrn_impute_max, task = task, resampling = res_instance, measures = mae, show.info = FALSE) +res_impute_model_rpart = resample(learner = lrn_impute_model_rpart, task = task, resampling = res_instance, measures = mae) +res_impute_model_rf = resample(learner = lrn_impute_model_rf, task = task, resampling = res_instance, measures = mae) + +df_plot = data.frame( + perf = c(res_no_impute$measures.test$mae, res_impute_mean$measures.test$mae, res_impute_med$measures.test$mae, + res_impute_hist$measures.test$mae, res_impute_max$measures.test$mae, + res_impute_model_rpart$measures.test$mae, res_impute_model_rf$measures.test$mae), + technique = rep(c("No imputation", "Mean", "Median", "Histogram", "Max*2", "CART", "Random Forest"), each = 10) +) + +save(list = "df_plot", file = "plot_impute.rds") diff --git a/slides/feature-engineering/rsrc/plot_impute.rds b/slides/feature-engineering/rsrc/plot_impute.rds new file mode 100644 index 0000000000000000000000000000000000000000..f4ec83fbfc2c343b73b26b042350295e23dc6911 GIT binary patch literal 821 zcmV-51Iqj#iwFP!000001I1HqNK;W5zV1WYC{rvkgP~LeYFSyKSn-NEEL*7=7?pO^ zyBco0^X^Wgs0@iL3<-(8q{7gCL<+e?H!>l&id9$g|f7qmRaPw=B}W>_9N)R 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