2b:null 2c:["$","title",null,{"children":"Canvas Analysis V 2 | John Hellier | Observable"}] 31:T5e2,cleanStudentResults = studentresults.map(d => { switch(d.Q1) { case 'Freshman': d.order = 1; break; case "Sophomore": d.order = 2; break; case "Junior": d.order = 3; break; case "Senior": d.order = 4; break; case "Graduate or above": d.order = 5; break; default: d.order = 6; } if (d.Q1 === null) { d.Q1 = 'Not Stated' } return d })32:[{"id":"ff5d68098339427d56aecd7204bebf041751c517a59a9edb5848bbed57dad6c34704eebd6e42e8c837eecc0a2f25a4515f4a103b07adb6acb7ae93793d3bd6ec","href":"https://static.observableusercontent.com/files/ff5d68098339427d56aecd7204bebf041751c517a59a9edb5848bbed57dad6c34704eebd6e42e8c837eecc0a2f25a4515f4a103b07adb6acb7ae93793d3bd6ec","name":"StudentResults.csv","type":"text/csv","lastModified":1675202411858.455,"size":457237}] 2f:{"id":"58f932cf301d3c31","slug":null,"title":"Canvas Analysis V 2","thumbnail":"de4e0109462430274b0171c43a72ef802caa0f0074d105687d28581a1e31ae94","access_level":"public","create_time":"$D2023-01-31T22:00:11.858Z","update_time":"$D2023-01-31T22:00:27.115Z","view_time":null,"first_public_time":"$D2023-01-31T22:00:11.858Z","has_unpublished_edits":null,"fork":{"id":"ae458cadb861c357","slug":null,"title":"Canvas Analysis - Students","owner":{"id":"c079c57df8f42a20","login":"johnhellierunm","name":"John Hellier"}},"stars":0,"starred":false,"owner":{"type":"team","id":"c079c57df8f42a20","login":"johnhellierunm","name":"John Hellier","avatar_url":"https://avatars-next.observableusercontent.com/d6bed66b206f70403c92635b545eea98999d39fd70a8cd284e8e6a5be28e64a7","tier":"starter_2024"},"version":682,"publish_version":null,"role":null,"authored":false,"authors":[{"type":"individual","id":"92989a02199cddd7","login":"johnhellierunm","name":"John Hellier","avatar_url":"https://avatars-next.observableusercontent.com/d6bed66b206f70403c92635b545eea98999d39fd70a8cd284e8e6a5be28e64a7","tier":null}],"members":[{"type":"individual","id":"92989a02199cddd7","login":"johnhellierunm","name":"John Hellier","avatar_url":"https://avatars-next.observableusercontent.com/d6bed66b206f70403c92635b545eea98999d39fd70a8cd284e8e6a5be28e64a7","tier":null,"role":"editor"}],"comments":[],"custom_thumbnail":false,"trashed":false,"lapsed":null,"subscribed":null,"forks":0,"collection":null,"type":"notebook","body":{"titling":"auto","title":"Canvas Analysis V 2","cells":[{"id":0,"value":"# Canvas Analysis V 2","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":574,"value":"#### Review of the Canvas LMS survey taken Nov-Dec 2022\nSurvey offered to students and faculty","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":6,"value":"Plot.plot({\n grid: true,\n x: {\n tickFormat: (d,i) => classes[i],\n label: \"Class Level\"\n },\n y: {\n label: \"Count\"\n },\n color: {\n scheme: \"plasma\"\n // range: [\"#e25759\", \"#4e79a7\"],\n },\n style: {\n fontFamily: \"Verdana\",\n },\n marks: [\n Plot.barY(cleanStudentResults, \n Plot.groupX({\n y: \"count\"\n }, {\n x: \"order\",\n title: (d) => classes[`${d[\"order\"]}` - 1],\n fill: \"order\"\n },\n ),\n ),\n Plot.ruleY([0])\n ]\n})\n\n","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":549,"value":"

If you used a Learning Management System like Canvas before, which one did you use?

","pinned":false,"hidden":false,"mode":"html","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":542,"value":"

When you have questions about Canvas what resources do you use?

","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":582,"value":"Plot.plot({\n grid: true,\n x: {\n // tickFormat: (d,i) => classes[i],\n tickSize: 6,\n tickRotate: -45,\n label: \"Which course type do you take most often?\"\n },\n // y: {\n // label: \"Count\"\n // },\n color: {\n scheme: \"plasma\"\n // range: [\"#e25759\", \"#4e79a7\"],\n },\n style: {\n fontFamily: \"Verdana\",\n fontSize: \"12px\" \n },\n \n marks: [\n Plot.barY(cleanStudentResults, \n Plot.groupX({\n y: \"count\"\n }, {\n x: \"Q3\",\n // title: (d) => classes[`${d[\"order\"]}` - 1],\n fill: \"Q3\"\n },\n ),\n ),\n Plot.ruleY([0])\n ],\n marginBottom: 350,\n marginLeft: 200,\n})\n\n","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":646,"value":"Plot.plot({\n // width: 800,\n x: {\n axis: null,\n // domain: d3.sort(getCountsPerClass, d => d.classLevel).map(d => classes[d.classLevel])\n },\n y: {\n grid: true,\n tickFormat: \"s\"\n },\n color: {\n // domain: classes,\n // legend: true,\n scheme: \"plasma\"\n },\n style: {\n fontFamily: \"Verdana\",\n fontSize: \"12px\"\n }, \n fx: {\n label: null,\n // tickFormat: (d,i) => formattedColumns1[d], \n tickSize: 6,\n tickRotate: -45,\n label: \"Which course type do you take most often?\",\n },\n facet: {\n data: getCountsPerClassQ3 ,\n x: \"column\", \n marginBottom: 350,\n \n },\n marks: [\n Plot.barY(getCountsPerClassQ3 , {x: \"classLevel\", \n y: \"count\", \n fill: \"classLevel\", \n title: d => classes[d.classLevel] + \" \" + d.count, \n }),\n Plot.ruleY([0])\n ],\n height: 600,\n marginLeft: 200,\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":5,"value":"studentresults = await FileAttachment(\"StudentResults.csv\").csv({typed: \"auto\"})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"studentresults","database":"$undefined"},{"id":183,"value":"getCounts = {\n let counts = [];\n for (let column of targetColumns) {\n counts.push({\"column\":column, \"count\": d3.sum(studentresults, (d) => d[column])}) \n }\n return counts\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":226,"value":"getCountsPerClass = {\n let counts = [];\n for (let column of targetColumns) {\n if (column === \"Q2OtherthatisnotlistedOther\") {\n break;\n }\n for (let classLevel of classes) {\n counts.push({\"column\":column, \n \"classLevel\": classLookup[classLevel], \n \"count\": d3.sum(cleanStudentResults, (d) => {\n if (d.Q1 === classLevel) {\n return d[column]\n }\n else {\n return null\n }\n }) \n })\n }}\n return counts\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":628,"value":"getCountsPerClassQ3 = {\n let counts = [];\n for (let column of q3Values) {\n // if (column === null) {\n // break;\n // }\n for (let classLevel of classes) {\n counts.push({\"column\":column, \n \"classLevel\": classLookup[classLevel], \n \"count\": d3.count(cleanStudentResults, (d) => {\n if (d.Q1 === classLevel && column === d.Q3) {\n return 1\n }\n }) \n })\n }}\n return counts\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":616,"value":"q3Values = Array.from(new Set(cleanStudentResults.map(d => d.Q3)))","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":606,"value":"getCountsPerClass2 = {\n let counts = [];\n for (let column of targetColumns) {\n if (column === \"Q2OtherthatisnotlistedOther\") {\n break;\n }\n for (let classLevel of classes) {\n counts.push({\"column\":column, \n \"classLevel\": classLookup[classLevel], \n \"count\": d3.sum(cleanStudentResults, (d) => {\n if (d.Q1 === classLevel) {\n return d[column]\n }\n else {\n return null\n }\n }) \n })\n }}\n return counts\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":494,"value":"getCountsPerClass1 = {\n let counts = [];\n for (let column of targetColumns1) {\n if (column === \"Q8FreeText\") {\n break;\n }\n for (let classLevel of classes) {\n counts.push({\"column\":column, \n \"classLevel\": classLookup[classLevel], \n \"count\": d3.sum(cleanStudentResults, (d) => {\n if (d.Q1 === classLevel) {\n return d[column]\n }\n else {\n return null\n }\n }) \n })\n }}\n return counts\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":178,"value":"targetColumns = Object.keys(studentresults[0]).filter((d) => d.startsWith('Q2'))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":492,"value":"targetColumns1 = Object.keys(studentresults[0]).filter((d) => d.startsWith('Q8'))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":210,"value":"formattedColumns = {\n return {\n Q2Thisismyfirstsemesterusin: \"First semester using Canvas\",\n Q2Canvas: \"Canvas\",\n Q2UNMorBlackboardLearn:\"UNM or Blackboard Learn\",\n Q2Brightspace:\"Brightspace\", \n Q2Moodle:\"Moodle\",\n Q2Otherthatisnotlisted:\"Other that is not listed\"\n }\n}\n","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":500,"value":"formattedColumns1 = {\n return {\n \"Q8canvasinfo.unm.edu\": \"Canvasinfo.unm.edu\",\n \"Q8UNMCanvasSupport(505-277-\": \"UNM Canvas Support\",\n \"Q8CourseInstructor(s)/TA(s)\": \"Course Instructor/TA\",\n \"Q8Otherstudents\": \"Other Students\",\n \"Q8CentralIThelpdesk(505-277\": \"Central IT Help Desk\",\n \"Q8Otherhelpdesksoncampus(de\": \"Other Help Desk\",\n \"Q8Google/Searchengine\": \"Google/ Search Engine\",\n \"Q8Other(pleasespecifyinthec\": \"Other\",\n \"Q8FreeText\": \"Free Text\"\n }\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":161,"value":"d3.count(studentresults,(d) => d.Q2Canvas)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":163,"value":"d3.group(studentresults, (d) => d.Q2Canvas === 1)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":86,"value":"Plot.plot({\n x: {\n tickFormat: (d,i) => formattedColumns[d],\n tickRotate: -45,\n label: \"If you used a Learning Management System like Canvas before, which one did you use?\"\n },\n y: {\n grid: true,\n label: \"Reponses\"\n },\n marks: [\n // Plot.barY(cleanStudentResults, Plot.groupX({y: \"sum\", title: group => group.map(d => d.Q2Canvas == 1)})),\n Plot.barY(getCounts, {\n x: \"column\", \n y: \"count\", \n sort: {x: \"y\", reverse: true},\n title: d => d.column + \" \" + d.count\n }),\n Plot.ruleY([0])\n ],\n marginBottom: 175, \n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":112,"value":"getCount = {\n let countObject = {}\n const columns = Object.keys(cleanStudentResults[0])\n for (let i = 0; i < columns.length; i++) {\n if (Number.isInteger(cleanStudentResults[0][columns[i]]) && d3.max(cleanStudentResults, d => d[columns[i]]) == 1) {\n countObject[columns[i]] = d3.sum(cleanStudentResults, d => d[columns[i]]) \n }\n }\n return countObject\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":114,"value":"allColumns = Object.keys(cleanStudentResults[0])","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":16,"value":"$31","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":45,"value":"classes = [\"Freshman\",\"Sophomore\",\"Junior\",\"Senior\",\"Graduate or above\", \"Not Stated\"]","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":380,"value":"classLookup = {\n let stuff = {}\n stuff[\"Freshman\"] = 0 \n stuff[\"Sophomore\"] = 1\n stuff[\"Junior\"] = 2\n stuff[\"Senior\"] = 3\n stuff[\"Graduate or above\"] = 4\n stuff[\"Not Stated\"] = 5\n return stuff\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":57,"value":"import {Plot} from \"@mkfreeman/plot-tooltip\"","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W32","stdlib":"1"}} 30:"$2f:body"