diff --git a/tutorial_page.Rmd b/tutorial_page.Rmd index c018cca88dea960c259a578f836cf311f017e559..894284fe565d8c73fade72559b6bca1f3cd9a461 100644 --- a/tutorial_page.Rmd +++ b/tutorial_page.Rmd @@ -308,25 +308,33 @@ Versuchen Sie nun den oben gezeigten Plot selbst zu erstellen. Die Farbe und Par ```{r lm-plot, exercise=TRUE, exercise.lines=5} raters <- gameData$"Users Rated" owned <- gameData$"Owned Users" +cavg <- gameData$"Complexity Average" x = lm() plot(, , pch = 16, col = "blue") ``` -Mithilfe der Linearen Regression kann man nun die Hypothesen entweder beweisen oder widerlegen. \ ### Hypothesentest +R hat Funktionen zum Testen von Hypothesen. Bei den bereits gegebenen Hypothesen eignet sich der [Chi-squared test](https://www.rdocumentation.org/packages/stats/versions/3.6.2/topics/chisq.test). Dieser wird mit ```chisq.test()``` aufgerufen und nimmt zwei Wertesets an mit weiteren Parametern fuer genaueres einstellen. Der ausgegebene p-Wert (p-value) kann dann mit dem Signifikanzwert (typischerweise 5% / 0.05) verglichen werden. Ist der Wert groesser als 0.05 kann man annehmen, dass die Hypothese stimmt. + +```{r hypothesis-test, exercise=TRUE, exercise.lines=4} +cavg <- gameData$"Complexity Average" +owned <- gameData$"Owned Users" +ptime <- gameData$"Play Time" +``` + ```{r hypothesis-quiz} quiz( - question("Spiele mit hoeherem Complexity Score haben eine niedrigere Anzahl von Owned Users.", + question("Spiele mit hoeherem Complexity Average haben eine niedrigere Anzahl von Owned Users.", answer("Wahr", correct = TRUE), answer("Falsch") ), - question("Spiele mit hoeherem Complexity Score haben hoehere Play Time.", - answer("Wahr", correct = TRUE), - answer("Falsch") + question("Spiele mit hoeherem Complexity Average haben hoehere Play Time.", + answer("Wahr"), + answer("Falsch", correct = TRUE) ) ) ``` diff --git a/tutorial_page.html b/tutorial_page.html index d502f53b70be0a3e095d7cb71c0c4dd02bc4f29c..842eb31b724930cb930a905010f54248c78eae05 100644 --- a/tutorial_page.html +++ b/tutorial_page.html @@ -526,16 +526,32 @@ data-diagnostics="1" data-startover="1" data-lines="5" data-pipe="|>"> <pre class="text"><code>raters <- gameData$"Users Rated" owned <- gameData$"Owned Users" +cavg <- gameData$"Complexity Average" x = lm() plot(, , pch = 16, col = "blue")</code></pre> <script type="application/json" data-ui-opts="1">{"engine":"r","has_checker":false,"caption":"<span data-i18n=\"text.enginecap\" data-i18n-opts=\"{"engine":"R"}\">R Code<\/span>"}</script> </div> -<p>Mithilfe der Linearen Regression kann man nun die Hypothesen entweder -beweisen oder widerlegen.<br /> +<p><br /> </p> </div> <div id="section-hypothesentest" class="section level3"> <h3>Hypothesentest</h3> +<p>R hat Funktionen zum Testen von Hypothesen. Bei den bereits gegebenen +Hypothesen eignet sich der <a +href="https://www.rdocumentation.org/packages/stats/versions/3.6.2/topics/chisq.test">Chi-squared +test</a>. Dieser wird mit <code>chisq.test()</code> aufgerufen und nimmt +zwei Wertesets an mit weiteren Parametern fuer genaueres einstellen. Der +ausgegebene p-Wert (p-value) kann dann mit dem Signifikanzwert +(typischerweise 5% / 0.05) verglichen werden. Ist der Wert groesser als +0.05 kann man annehmen, dass die Hypothese stimmt.</p> +<div class="tutorial-exercise" data-label="hypothesis-test" +data-completion="1" data-diagnostics="1" data-startover="1" +data-lines="4" data-pipe="|>"> +<pre class="text"><code>cavg <- gameData$"Complexity Average" +owned <- gameData$"Owned Users" +ptime <- gameData$"Play Time"</code></pre> +<script type="application/json" data-ui-opts="1">{"engine":"r","has_checker":false,"caption":"<span data-i18n=\"text.enginecap\" data-i18n-opts=\"{"engine":"R"}\">R Code<\/span>"}</script> +</div> <div class="panel-heading tutorial-quiz-title"><span data-i18n="text.quiz">Quiz</span></div> <div class="panel panel-default tutorial-question-container"> <div data-label="hypothesis-quiz-1" class="tutorial-question panel-body"> @@ -1228,19 +1244,19 @@ learnr:::store_exercise_cache(structure(list(label = "replace-special-chars", gl <script type="application/shiny-prerendered" data-context="server"> learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label = "second-quiz-1", question = structure("Mit welchem R-Befehl lassen sich Packages installieren?", html = TRUE, class = c("html", - "character")), answers = list(structure(list(id = "lnr_ans_b3b3b08", + "character")), answers = list(structure(list(id = "lnr_ans_12cf4cb", option = "install.packages()", value = "install.packages()", label = structure("install.packages()", html = TRUE, class = c("html", "character")), correct = TRUE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_32848a1", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_65b9fe3", option = "add.packages()", value = "add.packages()", label = structure("add.packages()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_a02f92e", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_90226f5", option = "install.library()", value = "install.library()", label = structure("install.library()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_319adee", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_97a58eb", option = "install()", value = "install()", label = structure("install()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", "tutorial_quiz_answer"))), button_labels = list(submit = structure("<span data-i18n=\"button.questionsubmit\">Submit Answer<\u002fspan>", html = TRUE, class = c("html", @@ -1251,7 +1267,7 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label "character")), message = NULL, post_message = NULL), ids = list( answer = "second-quiz-1-answer", question = "second-quiz-1"), loading = NULL, random_answer_order = FALSE, allow_retry = FALSE, - seed = 1432656865.83287, options = list()), class = c("learnr_radio", + seed = 1218072898.93279, options = list()), class = c("learnr_radio", "tutorial_question")), session = session) </script> @@ -1259,16 +1275,16 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label <script type="application/shiny-prerendered" data-context="server"> learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label = "second-quiz-2", question = structure("Mit welchem R-Befehl lassen sich die installierten Packages initialisieren?", html = TRUE, class = c("html", - "character")), answers = list(structure(list(id = "lnr_ans_4b23e86", + "character")), answers = list(structure(list(id = "lnr_ans_16687fb", option = "use()", value = "use()", label = structure("use()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_9186eff", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_7a27b3a", option = "library()", value = "library()", label = structure("library()", html = TRUE, class = c("html", "character")), correct = TRUE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_815bf9a", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_3ad5217", option = "init()", value = "init()", label = structure("init()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_d6009cf", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_683f85c", option = "install.packages()", value = "install.packages()", label = structure("install.packages()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", @@ -1280,23 +1296,23 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label "character")), message = NULL, post_message = NULL), ids = list( answer = "second-quiz-2-answer", question = "second-quiz-2"), loading = NULL, random_answer_order = FALSE, allow_retry = FALSE, - seed = 134181754.437517, options = list()), class = c("learnr_radio", + seed = 1599605720.25513, options = list()), class = c("learnr_radio", "tutorial_question")), session = session) </script> <script type="application/shiny-prerendered" data-context="server"> learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label = "second-quiz-3", question = structure("Welcher Packet benutzen wir, um XLSX-Dateien zu lesen?", html = TRUE, class = c("html", - "character")), answers = list(structure(list(id = "lnr_ans_7af3d2b", + "character")), answers = list(structure(list(id = "lnr_ans_f45d7ab", option = "readxl()", value = "readxl()", label = structure("readxl()", html = TRUE, class = c("html", "character")), correct = TRUE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_a15d56d", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_65934f8", option = "readxls()", value = "readxls()", label = structure("readxls()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_5e7085b", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_33189f9", option = "readexcel()", value = "readexcel()", label = structure("readexcel()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_d0af678", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_ac98401", option = "excelread()", value = "excelread()", label = structure("excelread()", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", "tutorial_quiz_answer"))), button_labels = list(submit = structure("<span data-i18n=\"button.questionsubmit\">Submit Answer<\u002fspan>", html = TRUE, class = c("html", @@ -1307,7 +1323,7 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label "character")), message = NULL, post_message = NULL), ids = list( answer = "second-quiz-3-answer", question = "second-quiz-3"), loading = NULL, random_answer_order = FALSE, allow_retry = FALSE, - seed = 2083917251.5296, options = list()), class = c("learnr_radio", + seed = 163007436.924094, options = list()), class = c("learnr_radio", "tutorial_question")), session = session) </script> @@ -1315,19 +1331,19 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label <script type="application/shiny-prerendered" data-context="server"> learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label = "second-quiz-4", question = structure("Wie lassen sich einzelne Spalten aus dem Datensatz auslesen?", html = TRUE, class = c("html", - "character")), answers = list(structure(list(id = "lnr_ans_d8d0eb1", + "character")), answers = list(structure(list(id = "lnr_ans_96832df", option = "dataset&\\`column\\`", value = "dataset&\\`column\\`", label = structure("dataset&`column`", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_9204f47", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_c6758aa", option = "column$dataset", value = "column$dataset", label = structure("column$dataset", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_6b22e24", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_5ee110b", option = "dataset%\\`column\\`", value = "dataset%\\`column\\`", label = structure("dataset%`column`", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_a08895", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_c3ffeb", option = "dataset$\\`column\\`", value = "dataset$\\`column\\`", label = structure("dataset$`column`", html = TRUE, class = c("html", "character")), correct = TRUE, message = NULL, type = "literal"), class = c("tutorial_question_answer", @@ -1339,7 +1355,7 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label "character")), message = NULL, post_message = NULL), ids = list( answer = "second-quiz-4-answer", question = "second-quiz-4"), loading = NULL, random_answer_order = FALSE, allow_retry = FALSE, - seed = 1574339287.26689, options = list()), class = c("learnr_radio", + seed = 826987455.114904, options = list()), class = c("learnr_radio", "tutorial_question")), session = session) </script> @@ -1560,7 +1576,7 @@ learnr:::store_exercise_cache(structure(list(label = "lm-plot", global_setup = s "gameData <- read_excel(\"bgg_dataset.xlsx\", sheet = \"Sheet\")", "knitr::opts_chunk$set(echo = FALSE)"), chunk_opts = list(label = "setup", include = FALSE)), setup = NULL, chunks = list(list(label = "lm-plot", - code = "raters <- gameData$\"Users Rated\"\nowned <- gameData$\"Owned Users\"\nx = lm()\nplot(, , pch = 16, col = \"blue\")\n", + code = "raters <- gameData$\"Users Rated\"\nowned <- gameData$\"Owned Users\"\ncavg <- gameData$\"Complexity Average\"\nx = lm()\nplot(, , pch = 16, col = \"blue\")\n", opts = list(label = "\"lm-plot\"", exercise = "TRUE", exercise.lines = "5"), engine = "r")), code_check = NULL, error_check = NULL, check = NULL, solution = NULL, tests = NULL, options = list(eval = FALSE, @@ -1581,8 +1597,52 @@ learnr:::store_exercise_cache(structure(list(label = "lm-plot", global_setup = s engine = "r", split = FALSE, include = TRUE, purl = TRUE, max.print = 1000, label = "lm-plot", exercise = TRUE, exercise.lines = 5, code = c("raters <- gameData$\"Users Rated\"", - "owned <- gameData$\"Owned Users\"", "x = lm()", "plot(, , pch = 16, col = \"blue\")", - ""), out.width.px = 624, out.height.px = 384, params.src = "lm-plot, exercise=TRUE, exercise.lines=5", + "owned <- gameData$\"Owned Users\"", "cavg <- gameData$\"Complexity Average\"", + "x = lm()", "plot(, , pch = 16, col = \"blue\")", ""), + out.width.px = 624, out.height.px = 384, params.src = "lm-plot, exercise=TRUE, exercise.lines=5", + fig.num = 0, exercise.df_print = "paged", exercise.checker = "NULL"), + engine = "r", version = "4"), class = c("r", "tutorial_exercise" +))) +</script> + +<script type="application/shiny-prerendered" data-context="server"> +`tutorial-exercise-hypothesis-test-result` <- learnr:::setup_exercise_handler(reactive(req(input$`tutorial-exercise-hypothesis-test-code-editor`)), session) +output$`tutorial-exercise-hypothesis-test-output` <- renderUI({ + `tutorial-exercise-hypothesis-test-result`() +}) +</script> + + +<script type="application/shiny-prerendered" data-context="server"> +learnr:::store_exercise_cache(structure(list(label = "hypothesis-test", global_setup = structure(c("library(learnr)", +"library(readxl)", "library(\"ggplot2\")", "options(scipen = 10)", +"gameData <- read_excel(\"bgg_dataset.xlsx\", sheet = \"Sheet\")", +"knitr::opts_chunk$set(echo = FALSE)"), chunk_opts = list(label = "setup", + include = FALSE)), setup = NULL, chunks = list(list(label = "hypothesis-test", + code = "cavg <- gameData$\"Complexity Average\"\nowned <- gameData$\"Owned Users\"\nptime <- gameData$\"Play Time\"", + opts = list(label = "\"hypothesis-test\"", exercise = "TRUE", + exercise.lines = "4"), engine = "r")), code_check = NULL, + error_check = NULL, check = NULL, solution = NULL, tests = NULL, + options = list(eval = FALSE, echo = TRUE, results = "markup", + tidy = FALSE, tidy.opts = NULL, collapse = FALSE, prompt = FALSE, + comment = NA, highlight = FALSE, size = "normalsize", + background = "#F7F7F7", strip.white = TRUE, cache = 0, + cache.path = "tutorial_page_cache/html/", cache.vars = NULL, + cache.lazy = TRUE, dependson = NULL, autodep = FALSE, + cache.rebuild = FALSE, fig.keep = "high", fig.show = "asis", + fig.align = "default", fig.path = "tutorial_page_files/figure-html/", + dev = "png", dev.args = NULL, dpi = 192, fig.ext = "png", + fig.width = 6.5, fig.height = 4, fig.env = "figure", + fig.cap = NULL, fig.scap = NULL, fig.lp = "fig:", fig.subcap = NULL, + fig.pos = "", out.width = 624, out.height = NULL, out.extra = NULL, + fig.retina = 2, external = TRUE, sanitize = FALSE, interval = 1, + aniopts = "controls,loop", warning = TRUE, error = FALSE, + message = TRUE, render = NULL, ref.label = NULL, child = NULL, + engine = "r", split = FALSE, include = TRUE, purl = TRUE, + max.print = 1000, label = "hypothesis-test", exercise = TRUE, + exercise.lines = 4, code = c("cavg <- gameData$\"Complexity Average\"", + "owned <- gameData$\"Owned Users\"", "ptime <- gameData$\"Play Time\"" + ), out.width.px = 624, out.height.px = 384, params.src = "hypothesis-test, exercise=TRUE, exercise.lines=4", fig.num = 0, exercise.df_print = "paged", exercise.checker = "NULL"), engine = "r", version = "4"), class = c("r", "tutorial_exercise" ))) @@ -1590,11 +1650,11 @@ learnr:::store_exercise_cache(structure(list(label = "lm-plot", global_setup = s <script type="application/shiny-prerendered" data-context="server"> learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label = "hypothesis-quiz-1", - question = structure("Spiele mit hoeherem Complexity Score haben eine niedrigere Anzahl von Owned Users.", html = TRUE, class = c("html", - "character")), answers = list(structure(list(id = "lnr_ans_eed26d3", + question = structure("Spiele mit hoeherem Complexity Average haben eine niedrigere Anzahl von Owned Users.", html = TRUE, class = c("html", + "character")), answers = list(structure(list(id = "lnr_ans_9bb2259", option = "Wahr", value = "Wahr", label = structure("Wahr", html = TRUE, class = c("html", "character")), correct = TRUE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_ab0fd6", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_e13f1f", option = "Falsch", value = "Falsch", label = structure("Falsch", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", "tutorial_quiz_answer"))), button_labels = list(submit = structure("<span data-i18n=\"button.questionsubmit\">Submit Answer<\u002fspan>", html = TRUE, class = c("html", @@ -1605,20 +1665,20 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label "character")), message = NULL, post_message = NULL), ids = list( answer = "hypothesis-quiz-1-answer", question = "hypothesis-quiz-1"), loading = NULL, random_answer_order = FALSE, allow_retry = FALSE, - seed = 1623030304.74422, options = list()), class = c("learnr_radio", + seed = 1536608112.28446, options = list()), class = c("learnr_radio", "tutorial_question")), session = session) </script> <script type="application/shiny-prerendered" data-context="server"> learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label = "hypothesis-quiz-2", - question = structure("Spiele mit hoeherem Complexity Score haben hoehere Play Time.", html = TRUE, class = c("html", - "character")), answers = list(structure(list(id = "lnr_ans_3501eb8", + question = structure("Spiele mit hoeherem Complexity Average haben hoehere Play Time.", html = TRUE, class = c("html", + "character")), answers = list(structure(list(id = "lnr_ans_cf287ea", option = "Wahr", value = "Wahr", label = structure("Wahr", html = TRUE, class = c("html", - "character")), correct = TRUE, message = NULL, type = "literal"), class = c("tutorial_question_answer", - "tutorial_quiz_answer")), structure(list(id = "lnr_ans_73bea82", - option = "Falsch", value = "Falsch", label = structure("Falsch", html = TRUE, class = c("html", "character")), correct = FALSE, message = NULL, type = "literal"), class = c("tutorial_question_answer", + "tutorial_quiz_answer")), structure(list(id = "lnr_ans_73903cd", + option = "Falsch", value = "Falsch", label = structure("Falsch", html = TRUE, class = c("html", + "character")), correct = TRUE, message = NULL, type = "literal"), class = c("tutorial_question_answer", "tutorial_quiz_answer"))), button_labels = list(submit = structure("<span data-i18n=\"button.questionsubmit\">Submit Answer<\u002fspan>", html = TRUE, class = c("html", "character")), try_again = structure("<span data-i18n=\"button.questiontryagain\">Try Again<\u002fspan>", html = TRUE, class = c("html", "character"))), messages = list(correct = structure("Correct!", html = TRUE, class = c("html", @@ -1627,7 +1687,7 @@ learnr:::question_prerendered_chunk(structure(list(type = "learnr_radio", label "character")), message = NULL, post_message = NULL), ids = list( answer = "hypothesis-quiz-2-answer", question = "hypothesis-quiz-2"), loading = NULL, random_answer_order = FALSE, allow_retry = FALSE, - seed = 1015741688.02701, options = list()), class = c("learnr_radio", + seed = 1942667023.09538, options = list()), class = c("learnr_radio", "tutorial_question")), session = session) </script> @@ -1673,20 +1733,20 @@ learnr:::store_exercise_cache(structure(list(label = "plotExercise", global_setu <script type="application/shiny-prerendered" data-context="server"> 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