diff --git a/Readme.md b/Readme.md index 9365119..f344594 100644 --- a/Readme.md +++ b/Readme.md @@ -1,10 +1,10 @@ ## GemCity ML: No /Low Code ML Tutorial -### July 20, 2023 +### Dec 30, 2023 ### Evelyn J. Boettcher -![WTM](./data/WTM_Logo_Stacked_Horizontal_Color.png) +![WTM](./talk/data/WTM_Logo_Stacked_Horizontal_Color.png) -Evelyn J. Boettcher will go through a Google Women Techmakers educational tutorial on how to make an image classifier application with No/Low Code. +Evelyn J. Boettcher's tutorial based on a Google Women Techmakers educational tutorial on how to make an image classifier application with No/Low Code. This tutorial is designed to encourage kids to go into Computer Science by gently introducing them to AI and Machine learning. No Coding or ML experience needed. @@ -14,18 +14,18 @@ This is a step-by-step guide to build an ML image application | Subject | Image | |:---- |:----------------------------------| -| Train a model | ![](./data/teachable_machine.png) | -| Export Model | ![](./data/export_model.png) | -| Integrat Model | ![](./data/evelyn_peace.png) | +| Train a model | ![](./talk/data/teachable_machine.png) | +| Export Model | ![](./talk/data/export_model.png) | +| Integrate Model | ![](./talk/data/evelyn_peace.png) | ### In this Repo -* Lesson Plan -* Slide Deck -* Web Application -* Student Low Code Web Application +* [Lesson Plan](./docs/lessonplan.pdf) +* [Slide Deck](./docs/slide_deck.html) +* [Web Application](./docs/application_demo/index.html) +* [Student Low Code Web Application](./docs/application_demo/) diff --git a/docs/application_demo/my_model.js b/docs/application_demo/my_model.js index b4e9ab2..585b883 100644 --- a/docs/application_demo/my_model.js +++ b/docs/application_demo/my_model.js @@ -49,7 +49,7 @@ async function predict() { const prediction = await model.predict(webcam.canvas); let myEmoji = "❓"; let max_i = maxPredictions + 1; - let max_prob = 0.35; + let max_prob = 0.40; for (let i = 0; i < maxPredictions; i++) { const classPrediction = prediction[i].className + ": " + prediction[i].probability.toFixed(2); diff --git a/talk/evelyn.css b/docs/evelyn_2023.css similarity index 100% rename from talk/evelyn.css rename to docs/evelyn_2023.css diff --git a/docs/img/computer_on_fire.png b/docs/img/computer_on_fire.png new file mode 100644 index 0000000..0e91586 Binary files /dev/null and b/docs/img/computer_on_fire.png differ diff --git a/docs/lessonplan.pdf b/docs/lessonplan.pdf new file mode 100644 index 0000000..72d2b2e Binary files /dev/null and b/docs/lessonplan.pdf differ diff --git a/docs/markdown/lesson_plan.html b/docs/markdown/lesson_plan.html new file mode 100644 index 0000000..fafce33 --- /dev/null +++ b/docs/markdown/lesson_plan.html @@ -0,0 +1,485 @@ + + + + + + + + + +No/Low code Workshop – lesson_plan + + + + + + + + + + + + + + + + + + + + + + + + + +
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Discover Computer Science: Teachable Machine Workshop

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A No / Low Code workshop where students will learn about machine learning (ML) and build their own ML application.

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  • Training the AI/ML model is a NO code exercise.
    +
  • +
  • Creating a working web application is a low code exercise. +
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    • Students will modify a working application for their needs.
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  • +
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Targeted Grades

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4th through 12th

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This mainly targets to middle school to elementary. But there is no age limit on this workshop.

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Slide Deck.

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Slide Deck

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Duration

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60-90 minutes

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Outcomes / Learning Objectives

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  • Students will learn about classification
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  • How classifications is used in Machine learning (ML)
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  • How to create their own ml algorithm
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  • Create their own application
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  • Be introduced to computer science.
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Students will:

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  • Explain that machine learning is when computers detect patterns
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  • Make their own rules (a model) for describing those patterns
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  • Train a machine learning model using Teachable Machine
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  • Use conditional statements
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Prep

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ItemQty
Monkey Carts Printed1 set per group
laptop with web camera1 per group
Internet
Pen and Paper1 per student
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Lesson

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Outline:

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  • Classes and Models (No computers, Need monkey cards)
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  • Finished Application Demo
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  • Walk through Teachable Machines
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  • Student build their own application (two class AI model)
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  • (stretch) Students build three class application
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  • (stretch) Students build a nicer application
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Opening (15 min)

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HOOK
+Show finished Application Demo

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Ask: How does that work?

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Walk through what a class is.

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Give students a set of the green monkey cards (from AI Unplugged). Have teams divide their chart paper into 2 classes: Biting and Non Biting.

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Training data (blue paper):

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  • biting: 1, 2, 3, 4
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  • non- biting: 5-20 Have them decide which characteristics are for biting monkeys. This is done as a group.
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Then show them the test data (green paper) and see how well their model did.

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Test data (green paper)

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  • Biting: 22, 23, 24
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  • Non-biting: 21, 25 - 40
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AI Unplugged has more example in this paper

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ML Explained (2.5 min)

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Overview Video on Machine Learning (~ 2 minutes)

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YouTube (very simple explanation)

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Train Model (10 min)

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Train Model with Teachable Machines.

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  • Demo how to train a model on Teachable Machine
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  • Give students 6-7 minutes to train their own. +
      +
    • Have students go to Teachable Machine
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    • Click Get Started and start an image classification
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    • Let students create two class classification for any school acceptable hand jester. +
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      • Keep the images simple
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      • name your classes something descriptive: Cat / Dog
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      • Ask how you could account for differences: skin color, jewelry, nail color.
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Run Models (10min)

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  • Download model. +
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    • Show students how to copy their model to a folder (static) in student_application_start,
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    • Update the URL in the my_model.js (line 5)
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  • (stretch) Show students how to add an image to the first “if” condition. (on line 64) (hint: look at the application_demo folder) +
      +
    • Use Wikipedia images search for emojis
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  • +
  • (stretch) Ask how the Javascript syntax is different than the Python Syntax
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Closing

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  • Have each group Demo their application
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  • Student Reflection: +
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    • How could you use ML application in your school, home, car?
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    • What would you have to consider when training a model?
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  • Celebrate: You created a working ML models!
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  • Follow-up Resources: +
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+ + + + \ No newline at end of file diff --git a/docs/markdown/slide_deck.html b/docs/markdown/slide_deck.html new file mode 100644 index 0000000..ece4488 --- /dev/null +++ b/docs/markdown/slide_deck.html @@ -0,0 +1,1187 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + No/Low code Workshop – slide_deck + + + + + + + + + + + + + + + + + + +
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Welcome

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  • Please grab a pencil/pen and paper. (Reflection afterwards)
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  • Please go to github for code +
      +
    • Download the repo
    • +
  • +
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+

ML with Teachable Machines

+

First

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Let’s get in the right mindset.

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    +
  • We are all learners and we are all teachers. +
      +
    • please, ask and give help as needed
    • +
  • +
  • Everyone here is valued and respected
  • +
  • Got Stuck: Break it up and try again
  • +
  • This is an intro (e.g. Taste of technical skills) +
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+

About Me

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Evelyn J. Boettcher

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Evelyn Boettcher
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    +
  • Mom
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  • Loves to sew and cook
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  • I speak one language well and that is python!
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  • Trained Physicist
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  • Member of GemCity.TECH
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Today’s Goal

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+
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  • Train a model to classify hand gestures +
      +
    • Learn what a classifier is
    • +
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  • Use conditional statements to turn those classes into and emoji
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  • Build a Web application
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demo demo

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Demo

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+

Let’s check it out.

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Classifications and Models:

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We are going to build a model that classifies between two (or more) classes.
+

+

Classification

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A category into which something is put.
+

+

Model

+

Tries to predict the correct label of a given input data.
+The model is trained using the training data, and then it is evaluated on test data.

+
+
+

Classification

+
+
+

Your task is to group monkeys into two classes:

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  • Class_1: Biting Monkey
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  • Class_2: Non-Biting Monkeys
  • +
+

Materials: Each group gets one set of blue monkey carts

+
+

+

Image from Huffington Post.

+
+
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Classification: Challenge

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+
+
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  • Develop a rule to define: Biting and NonBiting
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  • Separate your codes by that rule
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  • Repeat until all of your cards can follow your rule.
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+ + + + + + + + + + + + + + + + + + + + + +
Class_1: BitingClass_2: Non Biting
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+ +

Classification: Wrap up

+
    +
  • What Rule did you use to determine which class the Monkey belongs to?

  • +
  • Does your model hold up?

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+
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+

+
Visual
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  • Class_1= Biting Monkey
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  • Class_2= Non-Biting Monkeys
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+
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+
+

+
Rule
+
+
+
+
+
+
+ +

Classification: Share Out

+

Model: The set of rules and steps to make a prediction

+

What is your group’s model for classifying monkeys?

+
    +
  • Class_1: Biting Monkey
  • +
  • Class_2: Non-Biting Monkeys
  • +
+


+

Classification: Man vs Machine

+

In this monkey example, we (human) could infer the model (set of rules). Software Engineering is when a human makes a rule that the machine follows.

+

Most Machine learning classifiers, the “rules” of the model are unknown to us. We only get hte output of the machine assigned classes. Machine learning is when the machine creates the rules for the machine to follow.

+
+
+

Machine Learning

+

Video by OxfordSparks:

+ +
+
+

Break

+

Before we get to building our machine learning model, lets take a break.

+
    +
  • Stand up
  • +
  • Stretch
  • +
  • Walk Around
  • +
  • Get some water
  • +
+
+
+

Building a ML Model

+

There are three basic steps to building a model

+
    +
  • Train the model
  • +
  • Export the model
  • +
  • Use the model
  • +
  • Forth Step: Repeat
  • +
+


+

Why a forth step

+

Your model, app etc will not work the first time.

+
+
+ +

Train the Model

+
+
+
    +
  • Google “Teachable Machine” +
      +
    • Click Get Started
    • +
    • Click Image Project (standard model)
    • +
  • +
  • Rename Class_1: Thumbs Up
  • +
  • Add Image Samples by, clicking Webcam
  • +
  • Put only your hand in the webcam +
      +
    • Make a thumbs up sign
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    • Click record
    • +
    • repeat, with hand in new parts of screen
    • +
  • +
  • Repeat with a new class: Thumbs Down
  • +
  • Click Train Model
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  • Test the accuracy of your model: Record more images if needed
  • +
+
+
+
+

+
Teachable Machine
+
+
+
+
+
+
+ +

Export the Model

+
    +
  • In Teachable Machine, click Export Model
  • +
  • Then click Upload my model
  • +
  • click Copy
  • +
  • Leave tab open (may need to retrain)
  • +
+
+
+ +

Use the Model

+
    +
  • In a new tab, go to +
      +
    • TODO link to github
    • +
  • +
  • Open my-script.js
  • +
  • Paste your model’s url in line
  • +
  • Run and test your app
  • +
+
+
+


+

Running and Testing

+

WOW, this is a hard step.

+
    +
  • We can edit and run it in Github (fork code).
  • +
  • Codepen.io +
      +
    • Let’s use Codepen.io
    • +
  • +
  • Or run it on our computer +
      +
    • python -m http.server
    • +
    • must use localhost:8000 or https:// server
    • +
  • +
+
+
+ +

Stretch Goals

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+ ++++ + + + + + + + + + + + + + + + + + + + + + + + + +
LevelGoal
MildAdd a third class to your model
HotAdd another else if to the my_model.js
SpicyThe application can not handle when there is no gestures. Can you fix that within the application or model
InsanityUpdate the css to make it look nice
+
+
+

Stretch Goals:

+

Conditional Statements

+

if this is true then, else do this.

+


+

if you are in 9th grade (the condition)

+


+
    +
  • Raise your hand
  • +
+

else

+
    +
  • Fold your hands on your desk
  • +
+


+

All computer programs have the ability to do an if/else (conditional) statements.

+
+
+

Javascript Syntax

+

We will be using a computer language called Javascript.

+

Syntax is the rules that control the structure of the symbols, punctuation, and words of a programming language.
+

+

Single condition: syntax (if/else)

+

What structure do you see.

+
if (condition){
+    \\ Do this
+} else {
+    \\ Do this
+}
+
+
+ +

Multiple condition:

+

Syntax (if/else if / else)

+
+
+
if (condition){
+    \\ Do this action
+}else if (condition){
+    \\ Do this action 2
+} else {
+    \\ Do this action 3
+}
+
+


+

With more than one condition (checking for true), use else if.

+
+
+


+

Google is your friend

+

When stuck, google. Stack overflow is your best friend

+
    +
  • Include language: javescript
  • +
  • What you are trying to do: if statement
  • +
+

Example: javescript if statement

+
+
+

Student’s ML Gesture Demo

+
    +
  • Show your working app
  • +
  • Show us the code
  • +
  • Explain your process
  • +
+

Next Steps

+
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  • What you want to do next?
  • +
  • How could you use a teachable machine in your home or school +
      +
    • Teacher’s 3rd eye app: bad hand gesture detector?
    • +
    • Crowd engagement
    • +
    • Porch pirate detector
    • +
  • +
  • What steps and obstacle would you have to master.
  • +
+

Learn more

+
    +
  • Coding Train: for more Javascript Machine Learning projects
  • +
  • AI4Allfree AI programs for US-based high school and college students
  • +
+
+
+

Acknowledgements

+
    +
  • AI Unplugged: Monkey cards
  • +
  • Google Women Techmakers
  • +
+

Workshop is based on

+ + + + +
+
+
+ + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/docs/search.json b/docs/search.json index 7c6675f..8fb6786 100644 --- a/docs/search.json +++ b/docs/search.json @@ -18,7 +18,7 @@ "href": "slide_deck.html#about-me", "title": "No Code Machine Learning Workshop", "section": "About Me", - "text": "About Me\nEvelyn J. Boettcher\n\n\n\n\n\nEvelyn Boettcher\n\n\n\n\nMom\nLoves to sew and cook\nI speak one language well and that is python!\nTrained Physicist" + "text": "About Me\nEvelyn J. Boettcher\n\n\n\n\n\nEvelyn Boettcher\n\n\n\n\nMom\nLoves to sew and cook\nI speak one language well and that is python!\nTrained Physicist\nMember of GemCity.TECH" }, { "objectID": "slide_deck.html#todays-goal", @@ -32,14 +32,14 @@ "href": "slide_deck.html#classifications-and-models", "title": "No Code Machine Learning Workshop", "section": "Classifications and Models:", - "text": "Classifications and Models:\nWe are going to build a model that classifies between two (or more) classes.\nClassification\nA category into which something is put.\nModel\nTries to predict the correct label of a given input data.\nThe model is trained using the training data, and then it is evaluated on test data." + "text": "Classifications and Models:\nWe are going to build a model that classifies between two (or more) classes.\n\nClassification\nA category into which something is put.\n\nModel\nTries to predict the correct label of a given input data.\nThe model is trained using the training data, and then it is evaluated on test data." }, { "objectID": "slide_deck.html#classification-1", "href": "slide_deck.html#classification-1", "title": "No Code Machine Learning Workshop", "section": "Classification", - "text": "Classification\n\n\nYour task is to group monkeys into two classes:\n\nClass_1: Biting Monkey\nClass_2: Non-Biting Monkeys\n\n\n\nImage from Huffington Post.\n\n\nMaterials: Each group gets one set of (blue monkey)[./data/monkey_cards.pdf] carts\nClassification: Challenge\n\n\n\nDevelop a rule to define: Biting and NonBiting\nSeparate your codes by that rule\nRepeat until all of your cards can follow your rule.\n\n\n\n\n\nClass_1: Biting\nClass_2: Non Biting" + "text": "Classification\n\n\nYour task is to group monkeys into two classes:\n\nClass_1: Biting Monkey\nClass_2: Non-Biting Monkeys\n\n\nMaterials: Each group gets one set of blue monkey carts\n\n\nClassification: Challenge\n\nDevelop a rule to define: Biting and NonBiting\nSeparate your codes by that rule\nRepeat until all of your cards can follow your rule.\n\n\n\nImage from Huffington Post.\n\n\n\n\n\n\n\n\n\nClass_1: Biting\nClass_2: Non Biting\n\n\n\n\ncard c\ncard d\n\n\ncard a\ncard b\n\n\n…\n…" }, { "objectID": "slide_deck.html#classifications-and-models-1", @@ -81,7 +81,7 @@ "href": "slide_deck.html#building-a-ml-model", "title": "No Code Machine Learning Workshop", "section": "Building a ML Model", - "text": "Building a ML Model\nThere are three basic steps to building a model\n\nTrain the model\nExport the model\nUse the model\nForth Step: Repeat\n\nWhy a forth step\nYour model, app etc will not work the first time." + "text": "Building a ML Model\nThere are three basic steps to building a model\n\n\n\nTrain the model\nExport the model\nUse the model\nForth Step: Repeat\n\n\nWhy a forth step\nYour model, app etc will not work the first time.\n\n\n\n\ncomputer_fire" }, { "objectID": "slide_deck.html#stretch-goals-conditional-statements", @@ -95,7 +95,7 @@ "href": "slide_deck.html#javascript-syntax", "title": "No Code Machine Learning Workshop", "section": "Javascript Syntax", - "text": "Javascript Syntax\nWe will be using a computer language called Javascript.\nSyntax is the rules that control the structure of the symbols, punctuation, and words of a programming language.\nSingle condition: syntax (if/else)\nWhat structure do you see.\nif (condition){\n \\\\ Do this\n} else {\n \\\\ Do this\n}" + "text": "Javascript Syntax\nWe will be using a computer language called Javascript.\nSyntax is the rules that control the structure of the symbols, punctuation, and words of a programming language.\n\n\n\n\nSingle condition: syntax (if/else)\nWhat structure do you see.\nif (condition){\n \\\\ Do this\n} else {\n \\\\ Do this\n}" }, { "objectID": "slide_deck.html#students-ml-gesture-demo", @@ -117,5 +117,131 @@ "title": "No Code Machine Learning Workshop", "section": "ML with Teachable Machines", "text": "ML with Teachable Machines\nFirst\nLet’s get in the right mindset.\n\nWe are all learners and we are all teachers.\n\nplease, ask and give help as needed\n\nEveryone here is valued and respected\nGot Stuck: Break it up and try again\nThis is an intro (e.g. Taste of technical skills)\n\nWant to build a more powerful app or dig deeper\n\nGo to Tensorflow website" + }, + { + "objectID": "slide_deck.html#stretch-goals-1", + "href": "slide_deck.html#stretch-goals-1", + "title": "No Code Machine Learning Workshop", + "section": "Stretch Goals:", + "text": "Stretch Goals:\nConditional Statements\nif this is true then, else do this.\n\nif you are in 9th grade (the condition)\n\n\nRaise your hand\n\nelse\n\n\nFold your hands on your desk\n\n\nAll computer programs have the ability to do an if/else (conditional) statements." + }, + { + "objectID": "markdown/slide_deck.html", + "href": "markdown/slide_deck.html", + "title": "No/Low code Workshop", + "section": "", + "text": "Please grab a pencil/pen and paper. (Reflection afterwards)\nPlease go to github for code\n\nDownload the repo" + }, + { + "objectID": "markdown/slide_deck.html#welcome", + "href": "markdown/slide_deck.html#welcome", + "title": "No/Low code Workshop", + "section": "", + "text": "Please grab a pencil/pen and paper. (Reflection afterwards)\nPlease go to github for code\n\nDownload the repo" + }, + { + "objectID": "markdown/slide_deck.html#ml-with-teachable-machines", + "href": "markdown/slide_deck.html#ml-with-teachable-machines", + "title": "No/Low code Workshop", + "section": "ML with Teachable Machines", + "text": "ML with Teachable Machines\n\nFirst\nLet’s get in the right mindset.\n\nWe are all learners and we are all teachers.\n\nplease, ask and give help as needed\n\nEveryone here is valued and respected\nGot Stuck: Break it up and try again\nThis is an intro (e.g. Taste of technical skills)\n\nWant to build a more powerful app or dig deeper\n\nGo to Tensorflow website" + }, + { + "objectID": "markdown/slide_deck.html#about-me", + "href": "markdown/slide_deck.html#about-me", + "title": "No/Low code Workshop", + "section": "About Me", + "text": "About Me\nEvelyn J. Boettcher\n\n\n\n\n\nEvelyn Boettcher\n\n\n\n\nMom\nLoves to sew and cook\nI speak one language well and that is python!\nTrained Physicist\nMember of GemCity.TECH" + }, + { + "objectID": "markdown/slide_deck.html#todays-goal", + "href": "markdown/slide_deck.html#todays-goal", + "title": "No/Low code Workshop", + "section": "Today’s Goal", + "text": "Today’s Goal\n\n\n\nTrain a model to classify hand gestures\n\nLearn what a classifier is\n\nUse conditional statements to turn those classes into and emoji\nBuild a Web application\n\n\n \n\n\n\n\nDemo\n\nLet’s check it out.\n\n\nFinal Site\nCode" + }, + { + "objectID": "markdown/slide_deck.html#classifications-and-models", + "href": "markdown/slide_deck.html#classifications-and-models", + "title": "No/Low code Workshop", + "section": "Classifications and Models:", + "text": "Classifications and Models:\nWe are going to build a model that classifies between two (or more) classes.\n\n\nClassification\nA category into which something is put.\n\n\nModel\nTries to predict the correct label of a given input data.\nThe model is trained using the training data, and then it is evaluated on test data." + }, + { + "objectID": "markdown/slide_deck.html#classification-1", + "href": "markdown/slide_deck.html#classification-1", + "title": "No/Low code Workshop", + "section": "Classification", + "text": "Classification\n\n\nYour task is to group monkeys into two classes:\n\nClass_1: Biting Monkey\nClass_2: Non-Biting Monkeys\n\nMaterials: Each group gets one set of blue monkey carts\n\n\nImage from Huffington Post.\n\n\n\nClassification: Challenge\n\n\n\nDevelop a rule to define: Biting and NonBiting\nSeparate your codes by that rule\nRepeat until all of your cards can follow your rule.\n\n\n\n\n\nClass_1: Biting\nClass_2: Non Biting\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nClassification: Wrap up\n\nWhat Rule did you use to determine which class the Monkey belongs to?\nDoes your model hold up?\n\n\n\n\n\n\nVisual\n\n\n\nClass_1= Biting Monkey\nClass_2= Non-Biting Monkeys\n\n\n\n\n\nRule\n\n\n\n\n\n\n\nClassification: Share Out\nModel: The set of rules and steps to make a prediction\nWhat is your group’s model for classifying monkeys?\n\nClass_1: Biting Monkey\nClass_2: Non-Biting Monkeys\n\n\n\n\nClassification: Man vs Machine\nIn this monkey example, we (human) could infer the model (set of rules). Software Engineering is when a human makes a rule that the machine follows.\nMost Machine learning classifiers, the “rules” of the model are unknown to us. We only get hte output of the machine assigned classes. Machine learning is when the machine creates the rules for the machine to follow." + }, + { + "objectID": "markdown/slide_deck.html#machine-learning", + "href": "markdown/slide_deck.html#machine-learning", + "title": "No/Low code Workshop", + "section": "Machine Learning", + "text": "Machine Learning\nVideo by OxfordSparks:" + }, + { + "objectID": "markdown/slide_deck.html#break", + "href": "markdown/slide_deck.html#break", + "title": "No/Low code Workshop", + "section": "Break", + "text": "Break\nBefore we get to building our machine learning model, lets take a break.\n\nStand up\nStretch\nWalk Around\nGet some water" + }, + { + "objectID": "markdown/slide_deck.html#building-a-ml-model", + "href": "markdown/slide_deck.html#building-a-ml-model", + "title": "No/Low code Workshop", + "section": "Building a ML Model", + "text": "Building a ML Model\nThere are three basic steps to building a model\n\nTrain the model\nExport the model\nUse the model\nForth Step: Repeat\n\n\n\nWhy a forth step\nYour model, app etc will not work the first time.\n\n\n\nTrain the Model\n\n\n\nGoogle “Teachable Machine”\n\nClick Get Started\nClick Image Project (standard model)\n\nRename Class_1: Thumbs Up\nAdd Image Samples by, clicking Webcam\nPut only your hand in the webcam\n\nMake a thumbs up sign\nClick record\nrepeat, with hand in new parts of screen\n\nRepeat with a new class: Thumbs Down\nClick Train Model\nTest the accuracy of your model: Record more images if needed\n\n\n\n\n\nTeachable Machine\n\n\n\n\n\n\n\nExport the Model\n\nIn Teachable Machine, click Export Model\nThen click Upload my model\nclick Copy\nLeave tab open (may need to retrain)\n\n\n\n\nUse the Model\n\nIn a new tab, go to\n\nTODO link to github\n\nOpen my-script.js\nPaste your model’s url in line\nRun and test your app\n\n\n\n\n\nRunning and Testing\nWOW, this is a hard step.\n\nWe can edit and run it in Github (fork code).\nCodepen.io\n\nLet’s use Codepen.io\n\nOr run it on our computer\n\npython -m http.server\nmust use localhost:8000 or https:// server\n\n\n\n\n\n\nStretch Goals\n\n\n\n\n\n\n\n\nLevel\nGoal\n\n\n\n\nMild\nAdd a third class to your model\n\n\nHot\nAdd another else if to the my_model.js\n\n\nSpicy\nThe application can not handle when there is no gestures. Can you fix that within the application or model\n\n\nInsanity\nUpdate the css to make it look nice" + }, + { + "objectID": "markdown/slide_deck.html#stretch-goals-1", + "href": "markdown/slide_deck.html#stretch-goals-1", + "title": "No/Low code Workshop", + "section": "Stretch Goals:", + "text": "Stretch Goals:\n\nConditional Statements\nif this is true then, else do this.\n\nif you are in 9th grade (the condition)\n\n\nRaise your hand\n\nelse\n\nFold your hands on your desk\n\n\nAll computer programs have the ability to do an if/else (conditional) statements." + }, + { + "objectID": "markdown/slide_deck.html#javascript-syntax", + "href": "markdown/slide_deck.html#javascript-syntax", + "title": "No/Low code Workshop", + "section": "Javascript Syntax", + "text": "Javascript Syntax\nWe will be using a computer language called Javascript.\nSyntax is the rules that control the structure of the symbols, punctuation, and words of a programming language.\n\n\nSingle condition: syntax (if/else)\nWhat structure do you see.\nif (condition){\n \\\\ Do this\n} else {\n \\\\ Do this\n}\n\n\n\nMultiple condition:\n\nSyntax (if/else if / else)\n\n\nif (condition){\n \\\\ Do this action\n}else if (condition){\n \\\\ Do this action 2\n} else {\n \\\\ Do this action 3\n}\n\n\nWith more than one condition (checking for true), use else if.\n\n\n\n\n\nGoogle is your friend\nWhen stuck, google. Stack overflow is your best friend\n\nInclude language: javescript\nWhat you are trying to do: if statement\n\nExample: javescript if statement" + }, + { + "objectID": "markdown/slide_deck.html#students-ml-gesture-demo", + "href": "markdown/slide_deck.html#students-ml-gesture-demo", + "title": "No/Low code Workshop", + "section": "Student’s ML Gesture Demo", + "text": "Student’s ML Gesture Demo\n\nShow your working app\nShow us the code\nExplain your process\n\n\nNext Steps\n\nWhat you want to do next?\nHow could you use a teachable machine in your home or school\n\nTeacher’s 3rd eye app: bad hand gesture detector?\nCrowd engagement\nPorch pirate detector\n\nWhat steps and obstacle would you have to master.\n\n\n\nLearn more\n\nCoding Train: for more Javascript Machine Learning projects\nAI4Allfree AI programs for US-based high school and college students" + }, + { + "objectID": "markdown/slide_deck.html#acknowledgements", + "href": "markdown/slide_deck.html#acknowledgements", + "title": "No/Low code Workshop", + "section": "Acknowledgements", + "text": "Acknowledgements\n\nAI Unplugged: Monkey cards\nGoogle Women Techmakers\n\nWorkshop is based on\n\nNicki Anselmo WTM workshop for CS 2023" + }, + { + "objectID": "markdown/lesson_plan.html", + "href": "markdown/lesson_plan.html", + "title": "No/Low code Workshop", + "section": "", + "text": "A No / Low Code workshop where students will learn about machine learning (ML) and build their own ML application.\n\nTraining the AI/ML model is a NO code exercise.\n\nCreating a working web application is a low code exercise.\n\nStudents will modify a working application for their needs.\n\n\n\n\n4th through 12th\nThis mainly targets to middle school to elementary. But there is no age limit on this workshop.\n\n\n\nSlide Deck\n\n\n\n60-90 minutes\n\n\n\n\nStudents will learn about classification\nHow classifications is used in Machine learning (ML)\nHow to create their own ml algorithm\nCreate their own application\nBe introduced to computer science.\n\n\n\n\nExplain that machine learning is when computers detect patterns\nMake their own rules (a model) for describing those patterns\nTrain a machine learning model using Teachable Machine\nUse conditional statements\n\n\n\n\n\n\n\n\n\nItem\nQty\n\n\n\n\nMonkey Carts Printed\n1 set per group\n\n\nlaptop with web camera\n1 per group\n\n\nInternet\n\n\n\nPen and Paper\n1 per student" + }, + { + "objectID": "markdown/lesson_plan.html#discover-computer-science-teachable-machine-workshop", + "href": "markdown/lesson_plan.html#discover-computer-science-teachable-machine-workshop", + "title": "No/Low code Workshop", + "section": "", + "text": "A No / Low Code workshop where students will learn about machine learning (ML) and build their own ML application.\n\nTraining the AI/ML model is a NO code exercise.\n\nCreating a working web application is a low code exercise.\n\nStudents will modify a working application for their needs.\n\n\n\n\n4th through 12th\nThis mainly targets to middle school to elementary. But there is no age limit on this workshop.\n\n\n\nSlide Deck\n\n\n\n60-90 minutes\n\n\n\n\nStudents will learn about classification\nHow classifications is used in Machine learning (ML)\nHow to create their own ml algorithm\nCreate their own application\nBe introduced to computer science.\n\n\n\n\nExplain that machine learning is when computers detect patterns\nMake their own rules (a model) for describing those patterns\nTrain a machine learning model using Teachable Machine\nUse conditional statements\n\n\n\n\n\n\n\n\n\nItem\nQty\n\n\n\n\nMonkey Carts Printed\n1 set per group\n\n\nlaptop with web camera\n1 per group\n\n\nInternet\n\n\n\nPen and Paper\n1 per student" + }, + { + "objectID": "markdown/lesson_plan.html#lesson", + "href": "markdown/lesson_plan.html#lesson", + "title": "No/Low code Workshop", + "section": "Lesson", + "text": "Lesson\nOutline:\n\nClasses and Models (No computers, Need monkey cards)\nFinished Application Demo\nWalk through Teachable Machines\nStudent build their own application (two class AI model)\n(stretch) Students build three class application\n(stretch) Students build a nicer application\n\n\nOpening (15 min)\nHOOK\nShow finished Application Demo\nAsk: How does that work?\nWalk through what a class is.\nGive students a set of the green monkey cards (from AI Unplugged). Have teams divide their chart paper into 2 classes: Biting and Non Biting.\nTraining data (blue paper):\n\nbiting: 1, 2, 3, 4\nnon- biting: 5-20 Have them decide which characteristics are for biting monkeys. This is done as a group.\n\nThen show them the test data (green paper) and see how well their model did.\nTest data (green paper)\n\nBiting: 22, 23, 24\nNon-biting: 21, 25 - 40\n\nAI Unplugged has more example in this paper\n\n\nML Explained (2.5 min)\nOverview Video on Machine Learning (~ 2 minutes)\nYouTube (very simple explanation)\n\n\nTrain Model (10 min)\nTrain Model with Teachable Machines.\n\nDemo how to train a model on Teachable Machine\nGive students 6-7 minutes to train their own.\n\nHave students go to Teachable Machine\nClick Get Started and start an image classification\nLet students create two class classification for any school acceptable hand jester.\n\nKeep the images simple\nname your classes something descriptive: Cat / Dog\nAsk how you could account for differences: skin color, jewelry, nail color.\n\n\n\n\n\nRun Models (10min)\n\nDownload model.\n\nShow students how to copy their model to a folder (static) in student_application_start,\nUpdate the URL in the my_model.js (line 5)\n\n(stretch) Show students how to add an image to the first “if” condition. 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i=`click.dismiss${t.EVENT_KEY}`,s=t.NAME;j.on(document,i,`[data-bs-dismiss="${s}"]`,(function(i){if(["A","AREA"].includes(this.tagName)&&i.preventDefault(),c(this))return;const o=n(this)||this.closest(`.${s}`);t.getOrCreateInstance(o)[e]()}))};class W extends B{static get NAME(){return"alert"}close(){if(j.trigger(this._element,"close.bs.alert").defaultPrevented)return;this._element.classList.remove("show");const t=this._element.classList.contains("fade");this._queueCallback((()=>this._destroyElement()),this._element,t)}_destroyElement(){this._element.remove(),j.trigger(this._element,"closed.bs.alert"),this.dispose()}static jQueryInterface(t){return this.each((function(){const e=W.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}R(W,"close"),g(W);const $='[data-bs-toggle="button"]';class z extends B{static get NAME(){return"button"}toggle(){this._element.setAttribute("aria-pressed",this._element.classList.toggle("active"))}static jQueryInterface(t){return this.each((function(){const e=z.getOrCreateInstance(this);"toggle"===t&&e[t]()}))}}function q(t){return"true"===t||"false"!==t&&(t===Number(t).toString()?Number(t):""===t||"null"===t?null:t)}function F(t){return t.replace(/[A-Z]/g,(t=>`-${t.toLowerCase()}`))}j.on(document,"click.bs.button.data-api",$,(t=>{t.preventDefault();const e=t.target.closest($);z.getOrCreateInstance(e).toggle()})),g(z);const U={setDataAttribute(t,e,i){t.setAttribute(`data-bs-${F(e)}`,i)},removeDataAttribute(t,e){t.removeAttribute(`data-bs-${F(e)}`)},getDataAttributes(t){if(!t)return{};const e={};return Object.keys(t.dataset).filter((t=>t.startsWith("bs"))).forEach((i=>{let n=i.replace(/^bs/,"");n=n.charAt(0).toLowerCase()+n.slice(1,n.length),e[n]=q(t.dataset[i])})),e},getDataAttribute:(t,e)=>q(t.getAttribute(`data-bs-${F(e)}`)),offset(t){const 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t=t=>this._pointerEvent&&("pen"===t.pointerType||"touch"===t.pointerType),e=e=>{t(e)?this.touchStartX=e.clientX:this._pointerEvent||(this.touchStartX=e.touches[0].clientX)},i=t=>{this.touchDeltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this.touchStartX},n=e=>{t(e)&&(this.touchDeltaX=e.clientX-this.touchStartX),this._handleSwipe(),"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((t=>this.cycle(t)),500+this._config.interval))};V.find(".carousel-item 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n=this._getDimension();this._element.classList.remove(ct),this._element.classList.add(ht),this._element.style[n]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const s=`scroll${n[0].toUpperCase()+n.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct,lt),this._element.style[n]="",j.trigger(this._element,"shown.bs.collapse")}),this._element,!0),this._element.style[n]=`${this._element[s]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(j.trigger(this._element,"hide.bs.collapse").defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,u(this._element),this._element.classList.add(ht),this._element.classList.remove(ct,lt);const e=this._triggerArray.length;for(let t=0;t{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct),j.trigger(this._element,"hidden.bs.collapse")}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(lt)}_getConfig(t){return(t={...rt,...U.getDataAttributes(this._element),...t}).toggle=Boolean(t.toggle),t.parent=r(t.parent),a(ot,t,at),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=V.find(ut,this._config.parent);V.find(ft,this._config.parent).filter((e=>!t.includes(e))).forEach((t=>{const e=n(t);e&&this._addAriaAndCollapsedClass([t],this._isShown(e))}))}_addAriaAndCollapsedClass(t,e){t.length&&t.forEach((t=>{e?t.classList.remove(dt):t.classList.add(dt),t.setAttribute("aria-expanded",e)}))}static jQueryInterface(t){return this.each((function(){const e={};"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1);const 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e=t.ownerDocument;return e&&e.defaultView||window}return t}function $t(t){return t instanceof Wt(t).Element||t instanceof Element}function zt(t){return t instanceof Wt(t).HTMLElement||t instanceof HTMLElement}function qt(t){return"undefined"!=typeof ShadowRoot&&(t instanceof Wt(t).ShadowRoot||t instanceof ShadowRoot)}const Ft={name:"applyStyles",enabled:!0,phase:"write",fn:function(t){var e=t.state;Object.keys(e.elements).forEach((function(t){var i=e.styles[t]||{},n=e.attributes[t]||{},s=e.elements[t];zt(s)&&Rt(s)&&(Object.assign(s.style,i),Object.keys(n).forEach((function(t){var e=n[t];!1===e?s.removeAttribute(t):s.setAttribute(t,!0===e?"":e)})))}))},effect:function(t){var e=t.state,i={popper:{position:e.options.strategy,left:"0",top:"0",margin:"0"},arrow:{position:"absolute"},reference:{}};return Object.assign(e.elements.popper.style,i.popper),e.styles=i,e.elements.arrow&&Object.assign(e.elements.arrow.style,i.arrow),function(){Object.keys(e.elements).forEach((function(t){var 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Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;ij.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in 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t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'',trigger:"hover focus",title:"",delay:0,html:!1,selector:!1,placement:"top",offset:[0,0],container:!1,fallbackPlacements:["top","right","bottom","left"],boundary:"clippingParents",customClass:"",sanitize:!0,sanitizeFn:null,allowList:{"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},popperConfig:null},en={HIDE:"hide.bs.tooltip",HIDDEN:"hidden.bs.tooltip",SHOW:"show.bs.tooltip",SHOWN:"shown.bs.tooltip",INSERTED:"inserted.bs.tooltip",CLICK:"click.bs.tooltip",FOCUSIN:"focusin.bs.tooltip",FOCUSOUT:"focusout.bs.tooltip",MOUSEENTER:"mouseenter.bs.tooltip",MOUSELEAVE:"mouseleave.bs.tooltip"},nn="fade",sn="show",on="show",rn="out",an=".tooltip-inner",ln=".modal",cn="hide.bs.modal",hn="hover",dn="focus";class un extends B{constructor(t,e){if(void 0===Fe)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t),this._isEnabled=!0,this._timeout=0,this._hoverState="",this._activeTrigger={},this._popper=null,this._config=this._getConfig(e),this.tip=null,this._setListeners()}static get Default(){return tn}static get NAME(){return Qi}static get Event(){return en}static get DefaultType(){return Zi}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(t){if(this._isEnabled)if(t){const e=this._initializeOnDelegatedTarget(t);e._activeTrigger.click=!e._activeTrigger.click,e._isWithActiveTrigger()?e._enter(null,e):e._leave(null,e)}else{if(this.getTipElement().classList.contains(sn))return void this._leave(null,this);this._enter(null,this)}}dispose(){clearTimeout(this._timeout),j.off(this._element.closest(ln),cn,this._hideModalHandler),this.tip&&this.tip.remove(),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this.isWithContent()||!this._isEnabled)return;const t=j.trigger(this._element,this.constructor.Event.SHOW),e=h(this._element),i=null===e?this._element.ownerDocument.documentElement.contains(this._element):e.contains(this._element);if(t.defaultPrevented||!i)return;"tooltip"===this.constructor.NAME&&this.tip&&this.getTitle()!==this.tip.querySelector(an).innerHTML&&(this._disposePopper(),this.tip.remove(),this.tip=null);const n=this.getTipElement(),s=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME);n.setAttribute("id",s),this._element.setAttribute("aria-describedby",s),this._config.animation&&n.classList.add(nn);const o="function"==typeof this._config.placement?this._config.placement.call(this,n,this._element):this._config.placement,r=this._getAttachment(o);this._addAttachmentClass(r);const{container:a}=this._config;H.set(n,this.constructor.DATA_KEY,this),this._element.ownerDocument.documentElement.contains(this.tip)||(a.append(n),j.trigger(this._element,this.constructor.Event.INSERTED)),this._popper?this._popper.update():this._popper=qe(this._element,n,this._getPopperConfig(r)),n.classList.add(sn);const l=this._resolvePossibleFunction(this._config.customClass);l&&n.classList.add(...l.split(" ")),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>{j.on(t,"mouseover",d)}));const c=this.tip.classList.contains(nn);this._queueCallback((()=>{const t=this._hoverState;this._hoverState=null,j.trigger(this._element,this.constructor.Event.SHOWN),t===rn&&this._leave(null,this)}),this.tip,c)}hide(){if(!this._popper)return;const t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"onChange",enabled:!0,phase:"afterWrite",fn:t=>this._handlePopperPlacementChange(t)}],onFirstUpdate:t=>{t.options.placement!==t.placement&&this._handlePopperPlacementChange(t)}};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_addAttachmentClass(t){this.getTipElement().classList.add(`${this._getBasicClassPrefix()}-${this.updateAttachment(t)}`)}_getAttachment(t){return Ji[t.toUpperCase()]}_setListeners(){this._config.trigger.split(" ").forEach((t=>{if("click"===t)j.on(this._element,this.constructor.Event.CLICK,this._config.selector,(t=>this.toggle(t)));else if("manual"!==t){const e=t===hn?this.constructor.Event.MOUSEENTER:this.constructor.Event.FOCUSIN,i=t===hn?this.constructor.Event.MOUSELEAVE:this.constructor.Event.FOCUSOUT;j.on(this._element,e,this._config.selector,(t=>this._enter(t))),j.on(this._element,i,this._config.selector,(t=>this._leave(t)))}})),this._hideModalHandler=()=>{this._element&&this.hide()},j.on(this._element.closest(ln),cn,this._hideModalHandler),this._config.selector?this._config={...this._config,trigger:"manual",selector:""}:this._fixTitle()}_fixTitle(){const t=this._element.getAttribute("title"),e=typeof this._element.getAttribute("data-bs-original-title");(t||"string"!==e)&&(this._element.setAttribute("data-bs-original-title",t||""),!t||this._element.getAttribute("aria-label")||this._element.textContent||this._element.setAttribute("aria-label",t),this._element.setAttribute("title",""))}_enter(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusin"===t.type?dn:hn]=!0),e.getTipElement().classList.contains(sn)||e._hoverState===on?e._hoverState=on:(clearTimeout(e._timeout),e._hoverState=on,e._config.delay&&e._config.delay.show?e._timeout=setTimeout((()=>{e._hoverState===on&&e.show()}),e._config.delay.show):e.show())}_leave(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusout"===t.type?dn:hn]=e._element.contains(t.relatedTarget)),e._isWithActiveTrigger()||(clearTimeout(e._timeout),e._hoverState=rn,e._config.delay&&e._config.delay.hide?e._timeout=setTimeout((()=>{e._hoverState===rn&&e.hide()}),e._config.delay.hide):e.hide())}_isWithActiveTrigger(){for(const t in this._activeTrigger)if(this._activeTrigger[t])return!0;return!1}_getConfig(t){const e=U.getDataAttributes(this._element);return Object.keys(e).forEach((t=>{Gi.has(t)&&delete e[t]})),(t={...this.constructor.Default,...e,..."object"==typeof t&&t?t:{}}).container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),a(Qi,t,this.constructor.DefaultType),t.sanitize&&(t.template=Yi(t.template,t.allowList,t.sanitizeFn)),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t}_cleanTipClass(){const t=this.getTipElement(),e=new RegExp(`(^|\\s)${this._getBasicClassPrefix()}\\S+`,"g"),i=t.getAttribute("class").match(e);null!==i&&i.length>0&&i.map((t=>t.trim())).forEach((e=>t.classList.remove(e)))}_getBasicClassPrefix(){return"bs-tooltip"}_handlePopperPlacementChange(t){const{state:e}=t;e&&(this.tip=e.elements.popper,this._cleanTipClass(),this._addAttachmentClass(this._getAttachment(e.placement)))}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null)}static jQueryInterface(t){return this.each((function(){const e=un.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(un);const fn={...un.Default,placement:"right",offset:[0,8],trigger:"click",content:"",template:''},pn={...un.DefaultType,content:"(string|element|function)"},mn={HIDE:"hide.bs.popover",HIDDEN:"hidden.bs.popover",SHOW:"show.bs.popover",SHOWN:"shown.bs.popover",INSERTED:"inserted.bs.popover",CLICK:"click.bs.popover",FOCUSIN:"focusin.bs.popover",FOCUSOUT:"focusout.bs.popover",MOUSEENTER:"mouseenter.bs.popover",MOUSELEAVE:"mouseleave.bs.popover"};class gn extends un{static get Default(){return fn}static get NAME(){return"popover"}static get Event(){return mn}static get DefaultType(){return pn}isWithContent(){return this.getTitle()||this._getContent()}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),".popover-header"),this._sanitizeAndSetContent(t,this._getContent(),".popover-body")}_getContent(){return this._resolvePossibleFunction(this._config.content)}_getBasicClassPrefix(){return"bs-popover"}static jQueryInterface(t){return this.each((function(){const e=gn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(gn);const _n="scrollspy",bn={offset:10,method:"auto",target:""},vn={offset:"number",method:"string",target:"(string|element)"},yn="active",wn=".nav-link, .list-group-item, .dropdown-item",En="position";class An extends B{constructor(t,e){super(t),this._scrollElement="BODY"===this._element.tagName?window:this._element,this._config=this._getConfig(e),this._offsets=[],this._targets=[],this._activeTarget=null,this._scrollHeight=0,j.on(this._scrollElement,"scroll.bs.scrollspy",(()=>this._process())),this.refresh(),this._process()}static get Default(){return bn}static get NAME(){return _n}refresh(){const t=this._scrollElement===this._scrollElement.window?"offset":En,e="auto"===this._config.method?t:this._config.method,n=e===En?this._getScrollTop():0;this._offsets=[],this._targets=[],this._scrollHeight=this._getScrollHeight(),V.find(wn,this._config.target).map((t=>{const s=i(t),o=s?V.findOne(s):null;if(o){const t=o.getBoundingClientRect();if(t.width||t.height)return[U[e](o).top+n,s]}return null})).filter((t=>t)).sort(((t,e)=>t[0]-e[0])).forEach((t=>{this._offsets.push(t[0]),this._targets.push(t[1])}))}dispose(){j.off(this._scrollElement,".bs.scrollspy"),super.dispose()}_getConfig(t){return(t={...bn,...U.getDataAttributes(this._element),..."object"==typeof t&&t?t:{}}).target=r(t.target)||document.documentElement,a(_n,t,vn),t}_getScrollTop(){return this._scrollElement===window?this._scrollElement.pageYOffset:this._scrollElement.scrollTop}_getScrollHeight(){return this._scrollElement.scrollHeight||Math.max(document.body.scrollHeight,document.documentElement.scrollHeight)}_getOffsetHeight(){return this._scrollElement===window?window.innerHeight:this._scrollElement.getBoundingClientRect().height}_process(){const t=this._getScrollTop()+this._config.offset,e=this._getScrollHeight(),i=this._config.offset+e-this._getOffsetHeight();if(this._scrollHeight!==e&&this.refresh(),t>=i){const t=this._targets[this._targets.length-1];this._activeTarget!==t&&this._activate(t)}else{if(this._activeTarget&&t0)return this._activeTarget=null,void this._clear();for(let e=this._offsets.length;e--;)this._activeTarget!==this._targets[e]&&t>=this._offsets[e]&&(void 0===this._offsets[e+1]||t`${e}[data-bs-target="${t}"],${e}[href="${t}"]`)),i=V.findOne(e.join(","),this._config.target);i.classList.add(yn),i.classList.contains("dropdown-item")?V.findOne(".dropdown-toggle",i.closest(".dropdown")).classList.add(yn):V.parents(i,".nav, .list-group").forEach((t=>{V.prev(t,".nav-link, .list-group-item").forEach((t=>t.classList.add(yn))),V.prev(t,".nav-item").forEach((t=>{V.children(t,".nav-link").forEach((t=>t.classList.add(yn)))}))})),j.trigger(this._scrollElement,"activate.bs.scrollspy",{relatedTarget:t})}_clear(){V.find(wn,this._config.target).filter((t=>t.classList.contains(yn))).forEach((t=>t.classList.remove(yn)))}static jQueryInterface(t){return this.each((function(){const e=An.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}j.on(window,"load.bs.scrollspy.data-api",(()=>{V.find('[data-bs-spy="scroll"]').forEach((t=>new An(t)))})),g(An);const Tn="active",On="fade",Cn="show",kn=".active",Ln=":scope > li > .active";class xn extends B{static get NAME(){return"tab"}show(){if(this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE&&this._element.classList.contains(Tn))return;let t;const 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Dn="toast",Sn="hide",Nn="show",In="showing",Pn={animation:"boolean",autohide:"boolean",delay:"number"},jn={animation:!0,autohide:!0,delay:5e3};class Mn extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get DefaultType(){return Pn}static get Default(){return jn}static get NAME(){return 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t&&t?t:{}},a(Dn,t,this.constructor.DefaultType),t}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){j.on(this._element,"mouseover.bs.toast",(t=>this._onInteraction(t,!0))),j.on(this._element,"mouseout.bs.toast",(t=>this._onInteraction(t,!1))),j.on(this._element,"focusin.bs.toast",(t=>this._onInteraction(t,!0))),j.on(this._element,"focusout.bs.toast",(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=Mn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}return R(Mn),g(Mn),{Alert:W,Button:z,Carousel:st,Collapse:pt,Dropdown:hi,Modal:Hi,Offcanvas:Fi,Popover:gn,ScrollSpy:An,Tab:xn,Toast:Mn,Tooltip:un}})); +//# sourceMappingURL=bootstrap.bundle.min.js.map \ No newline at end of file diff --git a/docs/site_libs/quarto-html/anchor.min.js b/docs/site_libs/quarto-html/anchor.min.js new file mode 100644 index 0000000..1c2b86f --- /dev/null +++ b/docs/site_libs/quarto-html/anchor.min.js @@ -0,0 +1,9 @@ +// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat +// +// AnchorJS - v4.3.1 - 2021-04-17 +// https://www.bryanbraun.com/anchorjs/ +// Copyright (c) 2021 Bryan Braun; Licensed MIT +// +// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat +!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(this,function(){"use strict";return function(A){function d(A){A.icon=Object.prototype.hasOwnProperty.call(A,"icon")?A.icon:"",A.visible=Object.prototype.hasOwnProperty.call(A,"visible")?A.visible:"hover",A.placement=Object.prototype.hasOwnProperty.call(A,"placement")?A.placement:"right",A.ariaLabel=Object.prototype.hasOwnProperty.call(A,"ariaLabel")?A.ariaLabel:"Anchor",A.class=Object.prototype.hasOwnProperty.call(A,"class")?A.class:"",A.base=Object.prototype.hasOwnProperty.call(A,"base")?A.base:"",A.truncate=Object.prototype.hasOwnProperty.call(A,"truncate")?Math.floor(A.truncate):64,A.titleText=Object.prototype.hasOwnProperty.call(A,"titleText")?A.titleText:""}function w(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A instanceof NodeList))throw new TypeError("The selector provided to AnchorJS was invalid.");e=[].slice.call(A)}return e}this.options=A||{},this.elements=[],d(this.options),this.isTouchDevice=function(){return Boolean("ontouchstart"in window||window.TouchEvent||window.DocumentTouch&&document instanceof DocumentTouch)},this.add=function(A){var e,t,o,i,n,s,a,c,r,l,h,u,p=[];if(d(this.options),"touch"===(l=this.options.visible)&&(l=this.isTouchDevice()?"always":"hover"),0===(e=w(A=A||"h2, h3, h4, h5, h6")).length)return this;for(null===document.head.querySelector("style.anchorjs")&&((u=document.createElement("style")).className="anchorjs",u.appendChild(document.createTextNode("")),void 0===(A=document.head.querySelector('[rel="stylesheet"],style'))?document.head.appendChild(u):document.head.insertBefore(u,A),u.sheet.insertRule(".anchorjs-link{opacity:0;text-decoration:none;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}",u.sheet.cssRules.length),u.sheet.insertRule(":hover>.anchorjs-link,.anchorjs-link:focus{opacity:1}",u.sheet.cssRules.length),u.sheet.insertRule("[data-anchorjs-icon]::after{content:attr(data-anchorjs-icon)}",u.sheet.cssRules.length),u.sheet.insertRule('@font-face{font-family:anchorjs-icons;src:url(data:n/a;base64,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) 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const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + console.log({ + childtop: marginChild.getBoundingClientRect().top, + scroll: window.scrollY, + top, + lastBottom, + }); + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + + console.log({ + top, + height: marginChild.getBoundingClientRect().height, + marginTop, + total: top + marginChild.getBoundingClientRect().height + marginTop, + }); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(layoutMarginEls, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); + const sidebarEl = window.document.getElementById("quarto-sidebar"); + const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); + const marginSidebarEl = window.document.getElementById( + "quarto-margin-sidebar" + ); + // function to determine whether the element has a previous sibling that is active + const prevSiblingIsActiveLink = (el) => { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // fire slideEnter for tabby tab activations (for htmlwidget resize behavior) + document.addEventListener("tabby", fireSlideEnter, false); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + let elRect; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } + + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const boundRect = el.getBoundingClientRect(); + const top = + boundRect.top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (tocOpenDepth === -1 && depth > 1) { + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} + +function nexttick(func) { + return setTimeout(func, 0); +} diff --git a/docs/site_libs/quarto-nav/quarto-nav.js b/docs/site_libs/quarto-nav/quarto-nav.js new file mode 100644 index 0000000..3b21201 --- /dev/null +++ b/docs/site_libs/quarto-nav/quarto-nav.js @@ -0,0 +1,277 @@ +const headroomChanged = new CustomEvent("quarto-hrChanged", { + detail: {}, + bubbles: true, + cancelable: false, + composed: false, +}); + +window.document.addEventListener("DOMContentLoaded", function () { + let init = false; + + // Manage the back to top button, if one is present. + let lastScrollTop = window.pageYOffset || document.documentElement.scrollTop; + const scrollDownBuffer = 5; + const scrollUpBuffer = 35; + const btn = document.getElementById("quarto-back-to-top"); + const hideBackToTop = () => { + btn.style.display = "none"; + }; + const showBackToTop = () => { + btn.style.display = "inline-block"; + }; + if (btn) { + window.document.addEventListener( + "scroll", + function () { + const currentScrollTop = + window.pageYOffset || document.documentElement.scrollTop; + + // Shows and hides the button 'intelligently' as the user scrolls + if (currentScrollTop - scrollDownBuffer > lastScrollTop) { + hideBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } else if (currentScrollTop < lastScrollTop - scrollUpBuffer) { + showBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } + + // Show the button at the bottom, hides it at the top + if (currentScrollTop <= 0) { + hideBackToTop(); + } else if ( + window.innerHeight + currentScrollTop >= + document.body.offsetHeight + ) { + showBackToTop(); + } + }, + false + ); + } + + function throttle(func, wait) { + var timeout; + return function () { + const context = this; + const args = arguments; + const later = function () { + clearTimeout(timeout); + timeout = null; + func.apply(context, args); + }; + + if (!timeout) { + timeout = setTimeout(later, wait); + } + }; + } + + function headerOffset() { + // Set an offset if there is are fixed top navbar + const headerEl = window.document.querySelector("header.fixed-top"); + if (headerEl) { + return headerEl.clientHeight; + } else { + return 0; + } + } + + function footerOffset() { + const footerEl = window.document.querySelector("footer.footer"); + if (footerEl) { + return footerEl.clientHeight; + } else { + return 0; + } + } + + function updateDocumentOffsetWithoutAnimation() { + updateDocumentOffset(false); + } + + function updateDocumentOffset(animated) { + // set body offset + const topOffset = headerOffset(); + const bodyOffset = topOffset + footerOffset(); + const bodyEl = window.document.body; + bodyEl.setAttribute("data-bs-offset", topOffset); + bodyEl.style.paddingTop = topOffset + "px"; + + // deal with sidebar offsets + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + if (!animated) { + sidebar.classList.add("notransition"); + // Remove the no transition class after the animation has time to complete + setTimeout(function () { + sidebar.classList.remove("notransition"); + }, 201); + } + + if (window.Headroom && sidebar.classList.contains("sidebar-unpinned")) { + sidebar.style.top = "0"; + sidebar.style.maxHeight = "100vh"; + } else { + sidebar.style.top = topOffset + "px"; + sidebar.style.maxHeight = "calc(100vh - " + topOffset + "px)"; + } + }); + + // allow space for footer + const mainContainer = window.document.querySelector(".quarto-container"); + if (mainContainer) { + mainContainer.style.minHeight = "calc(100vh - " + bodyOffset + "px)"; + } + + // link offset + let linkStyle = window.document.querySelector("#quarto-target-style"); + if (!linkStyle) { + linkStyle = window.document.createElement("style"); + linkStyle.setAttribute("id", "quarto-target-style"); + window.document.head.appendChild(linkStyle); + } + while (linkStyle.firstChild) { + linkStyle.removeChild(linkStyle.firstChild); + } + if (topOffset > 0) { + linkStyle.appendChild( + window.document.createTextNode(` + section:target::before { + content: ""; + display: block; + height: ${topOffset}px; + margin: -${topOffset}px 0 0; + }`) + ); + } + if (init) { + window.dispatchEvent(headroomChanged); + } + init = true; + } + + // initialize headroom + var header = window.document.querySelector("#quarto-header"); + if (header && window.Headroom) { + const headroom = new window.Headroom(header, { + tolerance: 5, + onPin: function () { + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + sidebar.classList.remove("sidebar-unpinned"); + }); + updateDocumentOffset(); + }, + onUnpin: function () { + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + sidebar.classList.add("sidebar-unpinned"); + }); + updateDocumentOffset(); + }, + }); + headroom.init(); + + let frozen = false; + window.quartoToggleHeadroom = function () { + if (frozen) { + headroom.unfreeze(); + frozen = false; + } else { + headroom.freeze(); + frozen = true; + } + }; + } + + window.addEventListener( + "hashchange", + function (e) { + if ( + getComputedStyle(document.documentElement).scrollBehavior !== "smooth" + ) { + window.scrollTo(0, window.pageYOffset - headerOffset()); + } + }, + false + ); + + // Observe size changed for the header + const headerEl = window.document.querySelector("header.fixed-top"); + if (headerEl && window.ResizeObserver) { + const observer = new window.ResizeObserver( + updateDocumentOffsetWithoutAnimation + ); + observer.observe(headerEl, { + attributes: true, + childList: true, + characterData: true, + }); + } else { + window.addEventListener( + "resize", + throttle(updateDocumentOffsetWithoutAnimation, 50) + ); + } + setTimeout(updateDocumentOffsetWithoutAnimation, 250); + + // fixup index.html links if we aren't on the filesystem + if (window.location.protocol !== "file:") { + const links = window.document.querySelectorAll("a"); + for (let i = 0; i < links.length; i++) { + if (links[i].href) { + links[i].href = links[i].href.replace(/\/index\.html/, "/"); + } + } + + // Fixup any sharing links that require urls + // Append url to any sharing urls + const sharingLinks = window.document.querySelectorAll( + "a.sidebar-tools-main-item" + ); + for (let i = 0; i < sharingLinks.length; i++) { + const sharingLink = sharingLinks[i]; + const href = sharingLink.getAttribute("href"); + if (href) { + sharingLink.setAttribute( + "href", + href.replace("|url|", window.location.href) + ); + } + } + + // Scroll the active navigation item into view, if necessary + const navSidebar = window.document.querySelector("nav#quarto-sidebar"); + if (navSidebar) { + // Find the active item + const activeItem = navSidebar.querySelector("li.sidebar-item a.active"); + if (activeItem) { + // Wait for the scroll height and height to resolve by observing size changes on the + // nav element that is scrollable + const resizeObserver = new ResizeObserver((_entries) => { + // The bottom of the element + const elBottom = activeItem.offsetTop; + const viewBottom = navSidebar.scrollTop + navSidebar.clientHeight; + + // The element height and scroll height are the same, then we are still loading + if (viewBottom !== navSidebar.scrollHeight) { + // Determine if the item isn't visible and scroll to it + if (elBottom >= viewBottom) { + navSidebar.scrollTop = elBottom; + } + + // stop observing now since we've completed the scroll + resizeObserver.unobserve(navSidebar); + } + }); + resizeObserver.observe(navSidebar); + } + } + } +}); diff --git a/docs/site_libs/quarto-search/autocomplete.umd.js b/docs/site_libs/quarto-search/autocomplete.umd.js new file mode 100644 index 0000000..619c57c --- /dev/null +++ b/docs/site_libs/quarto-search/autocomplete.umd.js @@ -0,0 +1,3 @@ +/*! @algolia/autocomplete-js 1.7.3 | MIT License | © Algolia, Inc. and contributors | https://github.com/algolia/autocomplete */ +!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self)["@algolia/autocomplete-js"]={})}(this,(function(e){"use strict";function t(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function 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s={keyId:j(c),pattern:a};return r&&(s.searcher=re(a,t)),s}var u={children:[],operator:i[0]};return i.forEach((function(t){var r=n[t];v(r)&&r.forEach((function(t){u.children.push(e(t))}))})),u};return se(e)||(e=le(e)),i(e)}(e,this.options),r=function e(n,r,i){if(!n.children){var o=n.keyId,c=n.searcher,a=t._findMatches({key:t._keyStore.get(o),value:t._myIndex.getValueForItemAtKeyId(r,o),searcher:c});return a&&a.length?[{idx:i,item:r,matches:a}]:[]}for(var s=[],u=0,h=n.children.length;u1&&void 0!==arguments[1]?arguments[1]:{},n=t.getFn,r=void 0===n?I.getFn:n,i=t.fieldNormWeight,o=void 0===i?I.fieldNormWeight:i,c=e.keys,a=e.records,s=new $({getFn:r,fieldNormWeight:o});return s.setKeys(c),s.setIndexRecords(a),s},ye.config=I,function(){ne.push.apply(ne,arguments)}(te),ye},"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define.amd?define(t):(e="undefined"!=typeof globalThis?globalThis:e||self).Fuse=t(); \ No newline at end of file diff --git a/docs/site_libs/quarto-search/quarto-search.js b/docs/site_libs/quarto-search/quarto-search.js new file mode 100644 index 0000000..f5d852d --- /dev/null +++ b/docs/site_libs/quarto-search/quarto-search.js @@ -0,0 +1,1140 @@ +const kQueryArg = "q"; +const kResultsArg = "show-results"; + +// If items don't provide a URL, then both the navigator and the onSelect +// function aren't called (and therefore, the default implementation is used) +// +// We're using this sentinel URL to signal to those handlers that this +// item is a more item (along with the type) and can be handled appropriately +const kItemTypeMoreHref = "0767FDFD-0422-4E5A-BC8A-3BE11E5BBA05"; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Ensure that search is available on this page. If it isn't, + // should return early and not do anything + var searchEl = window.document.getElementById("quarto-search"); + if (!searchEl) return; + + const { autocomplete } = window["@algolia/autocomplete-js"]; + + let quartoSearchOptions = {}; + let language = {}; + const searchOptionEl = window.document.getElementById( + "quarto-search-options" + ); + if (searchOptionEl) { + const jsonStr = searchOptionEl.textContent; + quartoSearchOptions = JSON.parse(jsonStr); + language = quartoSearchOptions.language; + } + + // note the search mode + if (quartoSearchOptions.type === "overlay") { + searchEl.classList.add("type-overlay"); + } else { + searchEl.classList.add("type-textbox"); + } + + // Used to determine highlighting behavior for this page + // A `q` query param is expected when the user follows a search + // to this page + const currentUrl = new URL(window.location); + const query = currentUrl.searchParams.get(kQueryArg); + const showSearchResults = currentUrl.searchParams.get(kResultsArg); + const mainEl = window.document.querySelector("main"); + + // highlight matches on the page + if (query !== null && mainEl) { + // perform any highlighting + highlight(escapeRegExp(query), mainEl); + + // fix up the URL to remove the q query param + const replacementUrl = new URL(window.location); + replacementUrl.searchParams.delete(kQueryArg); + window.history.replaceState({}, "", replacementUrl); + } + + // function to clear highlighting on the page when the search query changes + // (e.g. if the user edits the query or clears it) + let highlighting = true; + const resetHighlighting = (searchTerm) => { + if (mainEl && highlighting && query !== null && searchTerm !== query) { + clearHighlight(query, mainEl); + highlighting = false; + } + }; + + // Clear search highlighting when the user scrolls sufficiently + const resetFn = () => { + resetHighlighting(""); + window.removeEventListener("quarto-hrChanged", resetFn); + window.removeEventListener("quarto-sectionChanged", resetFn); + }; + + // Register this event after the initial scrolling and settling of events + // on the page + window.addEventListener("quarto-hrChanged", resetFn); + window.addEventListener("quarto-sectionChanged", resetFn); + + // Responsively switch to overlay mode if the search is present on the navbar + // Note that switching the sidebar to overlay mode requires more coordinate (not just + // the media query since we generate different HTML for sidebar overlays than we do + // for sidebar input UI) + const detachedMediaQuery = + quartoSearchOptions.type === "overlay" ? "all" : "(max-width: 991px)"; + + // If configured, include the analytics client to send insights + const plugins = configurePlugins(quartoSearchOptions); + + let lastState = null; + const { setIsOpen, setQuery, setCollections } = autocomplete({ + container: searchEl, + detachedMediaQuery: detachedMediaQuery, + defaultActiveItemId: 0, + panelContainer: "#quarto-search-results", + panelPlacement: quartoSearchOptions["panel-placement"], + debug: false, + openOnFocus: true, + plugins, + classNames: { + form: "d-flex", + }, + translations: { + clearButtonTitle: language["search-clear-button-title"], + detachedCancelButtonText: language["search-detached-cancel-button-title"], + submitButtonTitle: language["search-submit-button-title"], + }, + initialState: { + query, + }, + getItemUrl({ item }) { + return item.href; + }, + onStateChange({ state }) { + // Perhaps reset highlighting + resetHighlighting(state.query); + + // If the panel just opened, ensure the panel is positioned properly + if (state.isOpen) { + if (lastState && !lastState.isOpen) { + setTimeout(() => { + positionPanel(quartoSearchOptions["panel-placement"]); + }, 150); + } + } + + // Perhaps show the copy link + showCopyLink(state.query, quartoSearchOptions); + + lastState = state; + }, + reshape({ sources, state }) { + return sources.map((source) => { + try { + const items = source.getItems(); + + // Validate the items + validateItems(items); + + // group the items by document + const groupedItems = new Map(); + items.forEach((item) => { + const hrefParts = item.href.split("#"); + const baseHref = hrefParts[0]; + const isDocumentItem = hrefParts.length === 1; + + const items = groupedItems.get(baseHref); + if (!items) { + groupedItems.set(baseHref, [item]); + } else { + // If the href for this item matches the document + // exactly, place this item first as it is the item that represents + // the document itself + if (isDocumentItem) { + items.unshift(item); + } else { + items.push(item); + } + groupedItems.set(baseHref, items); + } + }); + + const reshapedItems = []; + let count = 1; + for (const [_key, value] of groupedItems) { + const firstItem = value[0]; + reshapedItems.push({ + ...firstItem, + type: kItemTypeDoc, + }); + + const collapseMatches = quartoSearchOptions["collapse-after"]; + const collapseCount = + typeof collapseMatches === "number" ? collapseMatches : 1; + + if (value.length > 1) { + const target = `search-more-${count}`; + const isExpanded = + state.context.expanded && + state.context.expanded.includes(target); + + const remainingCount = value.length - collapseCount; + + for (let i = 1; i < value.length; i++) { + if (collapseMatches && i === collapseCount) { + reshapedItems.push({ + target, + title: isExpanded + ? language["search-hide-matches-text"] + : remainingCount === 1 + ? `${remainingCount} ${language["search-more-match-text"]}` + : `${remainingCount} ${language["search-more-matches-text"]}`, + type: kItemTypeMore, + href: kItemTypeMoreHref, + }); + } + + if (isExpanded || !collapseMatches || i < collapseCount) { + reshapedItems.push({ + ...value[i], + type: kItemTypeItem, + target, + }); + } + } + } + count += 1; + } + + return { + ...source, + getItems() { + return reshapedItems; + }, + }; + } catch (error) { + // Some form of error occurred + return { + ...source, + getItems() { + return [ + { + title: error.name || "An Error Occurred While Searching", + text: + error.message || + "An unknown error occurred while attempting to perform the requested search.", + type: kItemTypeError, + }, + ]; + }, + }; + } + }); + }, + navigator: { + navigate({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + window.location.assign(itemUrl); + } + }, + navigateNewTab({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + const windowReference = window.open(itemUrl, "_blank", "noopener"); + if (windowReference) { + windowReference.focus(); + } + } + }, + navigateNewWindow({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + window.open(itemUrl, "_blank", "noopener"); + } + }, + }, + getSources({ state, setContext, setActiveItemId, refresh }) { + return [ + { + sourceId: "documents", + getItemUrl({ item }) { + if (item.href) { + return offsetURL(item.href); + } else { + return undefined; + } + }, + onSelect({ + item, + state, + setContext, + setIsOpen, + setActiveItemId, + refresh, + }) { + if (item.type === kItemTypeMore) { + toggleExpanded(item, state, setContext, setActiveItemId, refresh); + + // Toggle more + setIsOpen(true); + } + }, + getItems({ query }) { + if (query === null || query === "") { + return []; + } + + const limit = quartoSearchOptions.limit; + if (quartoSearchOptions.algolia) { + return algoliaSearch(query, limit, quartoSearchOptions.algolia); + } else { + // Fuse search options + const fuseSearchOptions = { + isCaseSensitive: false, + shouldSort: true, + minMatchCharLength: 2, + limit: limit, + }; + + return readSearchData().then(function (fuse) { + return fuseSearch(query, fuse, fuseSearchOptions); + }); + } + }, + templates: { + noResults({ createElement }) { + const hasQuery = lastState.query; + + return createElement( + "div", + { + class: `quarto-search-no-results${ + hasQuery ? "" : " no-query" + }`, + }, + language["search-no-results-text"] + ); + }, + header({ items, createElement }) { + // count the documents + const count = items.filter((item) => { + return item.type === kItemTypeDoc; + }).length; + + if (count > 0) { + return createElement( + "div", + { class: "search-result-header" }, + `${count} ${language["search-matching-documents-text"]}` + ); + } else { + return createElement( + "div", + { class: "search-result-header-no-results" }, + `` + ); + } + }, + footer({ _items, createElement }) { + if ( + quartoSearchOptions.algolia && + quartoSearchOptions.algolia["show-logo"] + ) { + const libDir = quartoSearchOptions.algolia["libDir"]; + const logo = createElement("img", { + src: offsetURL( + `${libDir}/quarto-search/search-by-algolia.svg` + ), + class: "algolia-search-logo", + }); + return createElement( + "a", + { href: "http://www.algolia.com/" }, + logo + ); + } + }, + + item({ item, createElement }) { + return renderItem( + item, + createElement, + state, + setActiveItemId, + setContext, + refresh + ); + }, + }, + }, + ]; + }, + }); + + window.quartoOpenSearch = () => { + setIsOpen(false); + setIsOpen(true); + focusSearchInput(); + }; + + // Remove the labeleledby attribute since it is pointing + // to a non-existent label + if (quartoSearchOptions.type === "overlay") { + const inputEl = window.document.querySelector( + "#quarto-search .aa-Autocomplete" + ); + if (inputEl) { + inputEl.removeAttribute("aria-labelledby"); + } + } + + // If the main document scrolls dismiss the search results + // (otherwise, since they're floating in the document they can scroll with the document) + window.document.body.onscroll = () => { + setIsOpen(false); + }; + + if (showSearchResults) { + setIsOpen(true); + focusSearchInput(); + } +}); + +function configurePlugins(quartoSearchOptions) { + const autocompletePlugins = []; + const algoliaOptions = quartoSearchOptions.algolia; + if ( + algoliaOptions && + algoliaOptions["analytics-events"] && + algoliaOptions["search-only-api-key"] && + algoliaOptions["application-id"] + ) { + const apiKey = algoliaOptions["search-only-api-key"]; + const appId = algoliaOptions["application-id"]; + + // Aloglia insights may not be loaded because they require cookie consent + // Use deferred loading so events will start being recorded when/if consent + // is granted. + const algoliaInsightsDeferredPlugin = deferredLoadPlugin(() => { + if ( + window.aa && + window["@algolia/autocomplete-plugin-algolia-insights"] + ) { + window.aa("init", { + appId, + apiKey, + useCookie: true, + }); + + const { createAlgoliaInsightsPlugin } = + window["@algolia/autocomplete-plugin-algolia-insights"]; + // Register the insights client + const algoliaInsightsPlugin = createAlgoliaInsightsPlugin({ + insightsClient: window.aa, + onItemsChange({ insights, insightsEvents }) { + const events = insightsEvents.map((event) => { + const maxEvents = event.objectIDs.slice(0, 20); + return { + ...event, + objectIDs: maxEvents, + }; + }); + + insights.viewedObjectIDs(...events); + }, + }); + return algoliaInsightsPlugin; + } + }); + + // Add the plugin + autocompletePlugins.push(algoliaInsightsDeferredPlugin); + return autocompletePlugins; + } +} + +// For plugins that may not load immediately, create a wrapper +// plugin and forward events and plugin data once the plugin +// is initialized. This is useful for cases like cookie consent +// which may prevent the analytics insights event plugin from initializing +// immediately. +function deferredLoadPlugin(createPlugin) { + let plugin = undefined; + let subscribeObj = undefined; + const wrappedPlugin = () => { + if (!plugin && subscribeObj) { + plugin = createPlugin(); + if (plugin && plugin.subscribe) { + plugin.subscribe(subscribeObj); + } + } + return plugin; + }; + + return { + subscribe: (obj) => { + subscribeObj = obj; + }, + onStateChange: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onStateChange) { + plugin.onStateChange(obj); + } + }, + onSubmit: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onSubmit) { + plugin.onSubmit(obj); + } + }, + onReset: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onReset) { + plugin.onReset(obj); + } + }, + getSources: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.getSources) { + return plugin.getSources(obj); + } else { + return Promise.resolve([]); + } + }, + data: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.data) { + plugin.data(obj); + } + }, + }; +} + +function validateItems(items) { + // Validate the first item + if (items.length > 0) { + const item = items[0]; + const missingFields = []; + if (item.href == undefined) { + missingFields.push("href"); + } + if (!item.title == undefined) { + missingFields.push("title"); + } + if (!item.text == undefined) { + missingFields.push("text"); + } + + if (missingFields.length === 1) { + throw { + name: `Error: Search index is missing the ${missingFields[0]} field.`, + message: `The items being returned for this search do not include all the required fields. Please ensure that your index items include the ${missingFields[0]} field or use index-fields in your _quarto.yml file to specify the field names.`, + }; + } else if (missingFields.length > 1) { + const missingFieldList = missingFields + .map((field) => { + return `${field}`; + }) + .join(", "); + + throw { + name: `Error: Search index is missing the following fields: ${missingFieldList}.`, + message: `The items being returned for this search do not include all the required fields. Please ensure that your index items includes the following fields: ${missingFieldList}, or use index-fields in your _quarto.yml file to specify the field names.`, + }; + } + } +} + +let lastQuery = null; +function showCopyLink(query, options) { + const language = options.language; + lastQuery = query; + // Insert share icon + const inputSuffixEl = window.document.body.querySelector( + ".aa-Form .aa-InputWrapperSuffix" + ); + + if (inputSuffixEl) { + let copyButtonEl = window.document.body.querySelector( + ".aa-Form .aa-InputWrapperSuffix .aa-CopyButton" + ); + + if (copyButtonEl === null) { + copyButtonEl = window.document.createElement("button"); + copyButtonEl.setAttribute("class", "aa-CopyButton"); + copyButtonEl.setAttribute("type", "button"); + copyButtonEl.setAttribute("title", language["search-copy-link-title"]); + copyButtonEl.onmousedown = (e) => { + e.preventDefault(); + e.stopPropagation(); + }; + + const linkIcon = "bi-clipboard"; + const checkIcon = "bi-check2"; + + const shareIconEl = window.document.createElement("i"); + shareIconEl.setAttribute("class", `bi ${linkIcon}`); + copyButtonEl.appendChild(shareIconEl); + inputSuffixEl.prepend(copyButtonEl); + + const clipboard = new window.ClipboardJS(".aa-CopyButton", { + text: function (_trigger) { + const copyUrl = new URL(window.location); + copyUrl.searchParams.set(kQueryArg, lastQuery); + copyUrl.searchParams.set(kResultsArg, "1"); + return copyUrl.toString(); + }, + }); + clipboard.on("success", function (e) { + // Focus the input + + // button target + const button = e.trigger; + const icon = button.querySelector("i.bi"); + + // flash "checked" + icon.classList.add(checkIcon); + icon.classList.remove(linkIcon); + setTimeout(function () { + icon.classList.remove(checkIcon); + icon.classList.add(linkIcon); + }, 1000); + }); + } + + // If there is a query, show the link icon + if (copyButtonEl) { + if (lastQuery && options["copy-button"]) { + copyButtonEl.style.display = "flex"; + } else { + copyButtonEl.style.display = "none"; + } + } + } +} + +/* Search Index Handling */ +// create the index +var fuseIndex = undefined; +async function readSearchData() { + // Initialize the search index on demand + if (fuseIndex === undefined) { + // create fuse index + const options = { + keys: [ + { name: "title", weight: 20 }, + { name: "section", weight: 20 }, + { name: "text", weight: 10 }, + ], + ignoreLocation: true, + threshold: 0.1, + }; + const fuse = new window.Fuse([], options); + + // fetch the main search.json + const response = await fetch(offsetURL("search.json")); + if (response.status == 200) { + return response.json().then(function (searchDocs) { + searchDocs.forEach(function (searchDoc) { + fuse.add(searchDoc); + }); + fuseIndex = fuse; + return fuseIndex; + }); + } else { + return Promise.reject( + new Error( + "Unexpected status from search index request: " + response.status + ) + ); + } + } + return fuseIndex; +} + +function inputElement() { + return window.document.body.querySelector(".aa-Form .aa-Input"); +} + +function focusSearchInput() { + setTimeout(() => { + const inputEl = inputElement(); + if (inputEl) { + inputEl.focus(); + } + }, 50); +} + +/* Panels */ +const kItemTypeDoc = "document"; +const kItemTypeMore = "document-more"; +const kItemTypeItem = "document-item"; +const kItemTypeError = "error"; + +function renderItem( + item, + createElement, + state, + setActiveItemId, + setContext, + refresh +) { + switch (item.type) { + case kItemTypeDoc: + return createDocumentCard( + createElement, + "file-richtext", + item.title, + item.section, + item.text, + item.href + ); + case kItemTypeMore: + return createMoreCard( + createElement, + item, + state, + setActiveItemId, + setContext, + refresh + ); + case kItemTypeItem: + return createSectionCard( + createElement, + item.section, + item.text, + item.href + ); + case kItemTypeError: + return createErrorCard(createElement, item.title, item.text); + default: + return undefined; + } +} + +function createDocumentCard(createElement, icon, title, section, text, href) { + const iconEl = createElement("i", { + class: `bi bi-${icon} search-result-icon`, + }); + const titleEl = createElement("p", { class: "search-result-title" }, title); + const titleContainerEl = createElement( + "div", + { class: "search-result-title-container" }, + [iconEl, titleEl] + ); + + const textEls = []; + if (section) { + const sectionEl = createElement( + "p", + { class: "search-result-section" }, + section + ); + textEls.push(sectionEl); + } + const descEl = createElement("p", { + class: "search-result-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + textEls.push(descEl); + + const textContainerEl = createElement( + "div", + { class: "search-result-text-container" }, + textEls + ); + + const containerEl = createElement( + "div", + { + class: "search-result-container", + }, + [titleContainerEl, textContainerEl] + ); + + const linkEl = createElement( + "a", + { + href: offsetURL(href), + class: "search-result-link", + }, + containerEl + ); + + const classes = ["search-result-doc", "search-item"]; + if (!section) { + classes.push("document-selectable"); + } + + return createElement( + "div", + { + class: classes.join(" "), + }, + linkEl + ); +} + +function createMoreCard( + createElement, + item, + state, + setActiveItemId, + setContext, + refresh +) { + const moreCardEl = createElement( + "div", + { + class: "search-result-more search-item", + onClick: (e) => { + // Handle expanding the sections by adding the expanded + // section to the list of expanded sections + toggleExpanded(item, state, setContext, setActiveItemId, refresh); + e.stopPropagation(); + }, + }, + item.title + ); + + return moreCardEl; +} + +function toggleExpanded(item, state, setContext, setActiveItemId, refresh) { + const expanded = state.context.expanded || []; + if (expanded.includes(item.target)) { + setContext({ + expanded: expanded.filter((target) => target !== item.target), + }); + } else { + setContext({ expanded: [...expanded, item.target] }); + } + + refresh(); + setActiveItemId(item.__autocomplete_id); +} + +function createSectionCard(createElement, section, text, href) { + const sectionEl = createSection(createElement, section, text, href); + return createElement( + "div", + { + class: "search-result-doc-section search-item", + }, + sectionEl + ); +} + +function createSection(createElement, title, text, href) { + const descEl = createElement("p", { + class: "search-result-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + + const titleEl = createElement("p", { class: "search-result-section" }, title); + const linkEl = createElement( + "a", + { + href: offsetURL(href), + class: "search-result-link", + }, + [titleEl, descEl] + ); + return linkEl; +} + +function createErrorCard(createElement, title, text) { + const descEl = createElement("p", { + class: "search-error-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + + const titleEl = createElement("p", { + class: "search-error-title", + dangerouslySetInnerHTML: { + __html: ` ${title}`, + }, + }); + const errorEl = createElement("div", { class: "search-error" }, [ + titleEl, + descEl, + ]); + return errorEl; +} + +function positionPanel(pos) { + const panelEl = window.document.querySelector( + "#quarto-search-results .aa-Panel" + ); + const inputEl = window.document.querySelector( + "#quarto-search .aa-Autocomplete" + ); + + if (panelEl && inputEl) { + panelEl.style.top = `${Math.round(panelEl.offsetTop)}px`; + if (pos === "start") { + panelEl.style.left = `${Math.round(inputEl.left)}px`; + } else { + panelEl.style.right = `${Math.round(inputEl.offsetRight)}px`; + } + } +} + +/* Highlighting */ +// highlighting functions +function highlightMatch(query, text) { + if (text) { + const start = text.toLowerCase().indexOf(query.toLowerCase()); + if (start !== -1) { + const startMark = ""; + const endMark = ""; + + const end = start + query.length; + text = + text.slice(0, start) + + startMark + + text.slice(start, end) + + endMark + + text.slice(end); + const startInfo = clipStart(text, start); + const endInfo = clipEnd( + text, + startInfo.position + startMark.length + endMark.length + ); + text = + startInfo.prefix + + text.slice(startInfo.position, endInfo.position) + + endInfo.suffix; + + return text; + } else { + return text; + } + } else { + return text; + } +} + +function clipStart(text, pos) { + const clipStart = pos - 50; + if (clipStart < 0) { + // This will just return the start of the string + return { + position: 0, + prefix: "", + }; + } else { + // We're clipping before the start of the string, walk backwards to the first space. + const spacePos = findSpace(text, pos, -1); + return { + position: spacePos.position, + prefix: "", + }; + } +} + +function clipEnd(text, pos) { + const clipEnd = pos + 200; + if (clipEnd > text.length) { + return { + position: text.length, + suffix: "", + }; + } else { + const spacePos = findSpace(text, clipEnd, 1); + return { + position: spacePos.position, + suffix: spacePos.clipped ? "…" : "", + }; + } +} + +function findSpace(text, start, step) { + let stepPos = start; + while (stepPos > -1 && stepPos < text.length) { + const char = text[stepPos]; + if (char === " " || char === "," || char === ":") { + return { + position: step === 1 ? stepPos : stepPos - step, + clipped: stepPos > 1 && stepPos < text.length, + }; + } + stepPos = stepPos + step; + } + + return { + position: stepPos - step, + clipped: false, + }; +} + +// removes highlighting as implemented by the mark tag +function clearHighlight(searchterm, el) { + const childNodes = el.childNodes; + for (let i = childNodes.length - 1; i >= 0; i--) { + const node = childNodes[i]; + if (node.nodeType === Node.ELEMENT_NODE) { + if ( + node.tagName === "MARK" && + node.innerText.toLowerCase() === searchterm.toLowerCase() + ) { + el.replaceChild(document.createTextNode(node.innerText), node); + } else { + clearHighlight(searchterm, node); + } + } + } +} + +function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string +} + +// highlight matches +function highlight(term, el) { + const termRegex = new RegExp(term, "ig"); + const childNodes = el.childNodes; + + // walk back to front avoid mutating elements in front of us + for (let i = childNodes.length - 1; i >= 0; i--) { + const node = childNodes[i]; + + if (node.nodeType === Node.TEXT_NODE) { + // Search text nodes for text to highlight + const text = node.nodeValue; + + let startIndex = 0; + let matchIndex = text.search(termRegex); + if (matchIndex > -1) { + const markFragment = document.createDocumentFragment(); + while (matchIndex > -1) { + const prefix = text.slice(startIndex, matchIndex); + markFragment.appendChild(document.createTextNode(prefix)); + + const mark = document.createElement("mark"); + mark.appendChild( + document.createTextNode( + text.slice(matchIndex, matchIndex + term.length) + ) + ); + markFragment.appendChild(mark); + + startIndex = matchIndex + term.length; + matchIndex = text.slice(startIndex).search(new RegExp(term, "ig")); + if (matchIndex > -1) { + matchIndex = startIndex + matchIndex; + } + } + if (startIndex < text.length) { + markFragment.appendChild( + document.createTextNode(text.slice(startIndex, text.length)) + ); + } + + el.replaceChild(markFragment, node); + } + } else if (node.nodeType === Node.ELEMENT_NODE) { + // recurse through elements + highlight(term, node); + } + } +} + +/* Link Handling */ +// get the offset from this page for a given site root relative url +function offsetURL(url) { + var offset = getMeta("quarto:offset"); + return offset ? offset + url : url; +} + +// read a meta tag value +function getMeta(metaName) { + var metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; +} + +function algoliaSearch(query, limit, algoliaOptions) { + const { getAlgoliaResults } = window["@algolia/autocomplete-preset-algolia"]; + + const applicationId = algoliaOptions["application-id"]; + const searchOnlyApiKey = algoliaOptions["search-only-api-key"]; + const indexName = algoliaOptions["index-name"]; + const indexFields = algoliaOptions["index-fields"]; + const searchClient = window.algoliasearch(applicationId, searchOnlyApiKey); + const searchParams = algoliaOptions["params"]; + const searchAnalytics = !!algoliaOptions["analytics-events"]; + + return getAlgoliaResults({ + searchClient, + queries: [ + { + indexName: indexName, + query, + params: { + hitsPerPage: limit, + clickAnalytics: searchAnalytics, + ...searchParams, + }, + }, + ], + transformResponse: (response) => { + if (!indexFields) { + return response.hits.map((hit) => { + return hit.map((item) => { + return { + ...item, + text: highlightMatch(query, item.text), + }; + }); + }); + } else { + const remappedHits = response.hits.map((hit) => { + return hit.map((item) => { + const newItem = { ...item }; + ["href", "section", "title", "text"].forEach((keyName) => { + const mappedName = indexFields[keyName]; + if ( + mappedName && + item[mappedName] !== undefined && + mappedName !== keyName + ) { + newItem[keyName] = item[mappedName]; + delete newItem[mappedName]; + } + }); + newItem.text = highlightMatch(query, newItem.text); + return newItem; + }); + }); + return remappedHits; + } + }, + }); +} + +function fuseSearch(query, fuse, fuseOptions) { + return fuse.search(query, fuseOptions).map((result) => { + const addParam = (url, name, value) => { + const anchorParts = url.split("#"); + const baseUrl = anchorParts[0]; + const sep = baseUrl.search("\\?") > 0 ? "&" : "?"; + anchorParts[0] = baseUrl + sep + name + "=" + value; + return anchorParts.join("#"); + }; + + return { + title: result.item.title, + section: result.item.section, + href: addParam(result.item.href, kQueryArg, query), + text: highlightMatch(query, result.item.text), + }; + }); +} diff --git a/docs/site_libs/revealjs/dist/theme/quarto.css b/docs/site_libs/revealjs/dist/theme/quarto.css index d410a92..c968337 100644 --- a/docs/site_libs/revealjs/dist/theme/quarto.css +++ b/docs/site_libs/revealjs/dist/theme/quarto.css @@ -2,4 +2,4 @@ * * ansi colors from IPython notebook's * 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!important;color:#039ac6;text-shadow:1px 1px 5px #015079}.reveal p.author{text-align:center !important;align:center !important;font-size:1.35em;color:#f98d43;text-shadow:1px 1px 5px #015079;padding-top:.2em !important;padding-bottom:.5em}.reveal p.subtitle{text-align:center !important;align:center !important;font-size:2.2em;color:#039ac6;box-sizing:content-box;width:80% !important;margin-left:2.5rem !important;text-shadow:1px 4px 5px #015079}.reveal p.date{color:#5fb71c;text-align:center !important;align:center !important}/*# sourceMappingURL=f95d2bded9c28492b788fe14c3e9f347.css.map */ diff --git a/docs/slide_deck.html b/docs/slide_deck.html index 640dbb9..2d9f257 100644 --- a/docs/slide_deck.html +++ b/docs/slide_deck.html @@ -97,7 +97,7 @@ code span.wa { color: #5e5e5e; font-style: italic; } /* Warning */ - + @@ -396,7 +396,7 @@

No Code Machine Learning Workshop

-

Building an web app with low code.

+

Building an AI web app with low code.

@@ -414,7 +414,7 @@

Welcome

  • Please grab a pencil/pen and paper. (Reflection afterwards)
  • Please go to github for code
  • @@ -442,19 +442,20 @@

    First

    About Me

    Evelyn J. Boettcher

    -
    +

    Evelyn Boettcher
    -
    +
    • Mom
    • Loves to sew and cook
    • I speak one language well and that is python!
    • Trained Physicist
    • +
    • Member of GemCity.TECH
    @@ -483,15 +484,18 @@

    Demo

    Let’s check it out.


    Classifications and Models:

    -

    We are going to build a model that classifies between two (or more) classes.

    +

    We are going to build a model that classifies between two (or more) classes.
    +

    Classification

    -

    A category into which something is put.

    +

    A category into which something is put.
    +

    Model

    Tries to predict the correct label of a given input data.
    The model is trained using the training data, and then it is evaluated on test data.

    @@ -499,26 +503,30 @@

    Model

    Classification

    -
    +

    Your task is to group monkeys into two classes:

    • Class_1: Biting Monkey
    • Class_2: Non-Biting Monkeys
    -
    -

    -

    Image from Huffington Post.

    -
    -
    -

    Materials: Each group gets one set of (blue monkey)[./data/monkey_cards.pdf] carts

    +


    +

    Materials: Each group gets one set of blue monkey carts

    +



    +

    Classification: Challenge

    -
    -
    • Develop a rule to define: Biting and NonBiting
    • Separate your codes by that rule
    • Repeat until all of your cards can follow your rule.
    +
    +

    +

    Image from Huffington Post.

    +
    +
    +
    +
    +
    @@ -529,19 +537,21 @@

    Classification: Challenge

    - - + + - - + + - - + +
    card ccard d
    card acard b
    +
    +
    @@ -576,6 +586,7 @@

    Classification: Wrap up

    +


    Classification: Share Out

    Model: The set of rules and steps to make a prediction

    What is your group’s model for classifying monkeys?

    @@ -583,6 +594,10 @@

    Classification: Share Out

  • Class_1: Biting Monkey
  • Class_2: Non-Biting Monkeys
  • +

    + +
    +


    Classification: Man vs Machine

    In this monkey example, we (human) could infer the model (set of rules). Software Engineering is when a human makes a rule that the machine follows.

    Most Machine learning classifiers, the “rules” of the model are unknown to us. We only get hte output of the machine assigned classes. Machine learning is when the machine creates the rules for the machine to follow.

    @@ -605,14 +620,26 @@

    Break

    Building a ML Model

    There are three basic steps to building a model

    +
    +
    • Train the model
    • Export the model
    • Use the model
    • Forth Step: Repeat
    +


    Why a forth step

    Your model, app etc will not work the first time.

    +
    +
    +
    +

    +
    computer_fire
    +
    +
    +
    +
    @@ -620,7 +647,7 @@

    Train the Model

      -
    • Google “Teachable Machine” +
    • Google “Teachable Machine”
      • Click Get Started
      • Click Image Project (standard model)
      • @@ -663,14 +690,27 @@

        Use the Model

        • In a new tab, go to
            -
          • TODO link to github
          • +
          • Student Code
          • +
          • Download student_application_starter
          • +
          • OR fork code
          • +
        • +
        • Open my_model.js using any IDE. Github has an online IDE +
            +
          • Popular IDES +
              +
            • VS-Code
            • +
            • CodePen
            • +
            • Github
            • +
        • -
        • Open my-script.js
        • -
        • Paste your model’s url in line
        • +
        • Update the URL in the my_model.js (line 5)
        • Run and test your app
        +
        +
        +


        Running and Testing

        -

        WOW this is hard step.

        +

        WOW, this is a hard step.

        • We can edit and run it in Github (fork code).
        • Codepen.io @@ -679,17 +719,21 @@

          Running and Testing

      • Or run it on our computer
          -
        • python -m http.server
        • +
        • python -m http.server +
            +
          • must use localhost:8000
          • +

    Stretch Goals

    +


    --++ @@ -699,26 +743,27 @@

    Stretch Goals

    - + - + - + - +
    MildMild Add a third class to your model
    HotHot Add another else if to the my_model.js
    SpicySpicy The application can not handle when there is no gestures. Can you fix that within the application or model
    InsanityInsanity Update the css to make it look nice
    -
    -

    Stretch Goals: Conditional Statements

    +
    +

    Stretch Goals:

    +

    Conditional Statements

    if this is true then, else do this.


    if you are in 9th grade (the condition)

    @@ -726,7 +771,8 @@

    Stretch Goals: Conditional Statements

    • Raise your hand
    -

    else

    +

    else
    +

    • Fold your hands on your desk
    @@ -736,7 +782,11 @@

    Stretch Goals: Conditional Statements

    Javascript Syntax

    We will be using a computer language called Javascript.

    -

    Syntax is the rules that control the structure of the symbols, punctuation, and words of a programming language.

    +Syntax is the rules that control the structure of the symbols, punctuation, and words of a programming language.
    +

    + +
    +


    Single condition: syntax (if/else)

    What structure do you see.

    if (condition){
    @@ -747,7 +797,8 @@ 

    Single condition: syntax (if/else)

    -

    Multiple condition: Syntax (if/else if / else)

    +

    Multiple condition:

    +

    Syntax (if/else if / else)

    if (condition){
    @@ -758,16 +809,18 @@ 

    Multiple condition: Syntax (if \\ Do this action 3 }

    +


    With more than one condition (checking for true), use else if.

    +


    Google is your friend

    -

    When stuck google. Stack overflow is your best friend

    +

    When stuck, google. Stack overflow is your best friend

    • Include language: javescript
    • What you are trying to do: if statement
    -

    Example: javescript if statement

    +

    Example: javescript if statement

    Student’s ML Gesture Demo

    diff --git a/docs/student_application_starter/favicon.ico b/docs/student_application_starter/favicon.ico new file mode 100644 index 0000000..d4f3015 Binary files /dev/null and b/docs/student_application_starter/favicon.ico differ diff --git a/docs/student_application_starter/index.html b/docs/student_application_starter/index.html new file mode 100644 index 0000000..d0153f5 --- /dev/null +++ b/docs/student_application_starter/index.html @@ -0,0 +1,48 @@ + + + + + + + + + + + + My First ML App + + + + + + + + + + + + +

    Gesture Classification Demo

    + Google Women Techmaker Logo +

    Women Techmaker Low Code ML application.

    +

    Created with Teachable Machine.

    + +
    +
    + + +
    +
    +
    +
    + + + + \ No newline at end of file diff --git a/docs/student_application_starter/my_model.js b/docs/student_application_starter/my_model.js new file mode 100644 index 0000000..e428e15 --- /dev/null +++ b/docs/student_application_starter/my_model.js @@ -0,0 +1,66 @@ +// More API functions here: +// https://github.com/googlecreativelab/teachablemachine-community/tree/master/libraries/image + +// the link to your model provided by Teachable Machine export panel +const URL = "./static/tm-my-image-model/"; + +let model, webcam, labelContainer, maxPredictions; + +// Load the image model and setup the webcam +async function init() { + + const modelURL = URL + "model.json"; + const metadataURL = URL + "metadata.json"; + //const devices = await navigator.mediaDevices.enumerateDevices() + // load the model and metadata + // Refer to tmImage.loadFromFiles() in the API to support files from a file picker + // or files from your local hard drive + // Note: the pose library adds "tmImage" object to your window (window.tmImage) + model = await tmImage.load(modelURL, metadataURL); + maxPredictions = model.getTotalClasses(); + + // Convenience function to setup a webcam + const flip = true; // whether to flip the webcam + webcam = new tmImage.Webcam(200, 200, flip); // width, height, flip + await webcam.setup({ facingMode: "environment" }); // request access to the webcam + await webcam.play(); + window.requestAnimationFrame(loop); + + // append elements to the DOM + document.getElementById("webcam-container").appendChild(webcam.canvas); + labelContainer = document.getElementById("label-container"); + for (let i = 0; i < maxPredictions; i++) { // add class labels + labelContainer.appendChild(document.createElement("div")); + } + const emoji = document.createElement("div"); + emoji.setAttribute("id", "emoji"); + labelContainer.appendChild(emoji); +} + +async function loop() { + webcam.update(); // update the webcam frame + await predict(); + window.requestAnimationFrame(loop); +} + +// run the webcam image through the image model +async function predict() { + // predict can take in an image, video or canvas html element + const prediction = await model.predict(webcam.canvas); + let myEmoji = "❓"; + let max_i = maxPredictions + 1; + let max_prob = 0.35; + for (let i = 0; i < maxPredictions; i++) { + const classPrediction = + prediction[i].className + ": " + prediction[i].probability.toFixed(2); + labelContainer.childNodes[i].innerHTML = classPrediction; + if (prediction[i].probability > max_prob){ + max_i = i; + max_prob = prediction[i].probability; + } + } + // TODO Build a if/else function that changes the emoji + // Based on the prediction + labelContainer.childNodes[maxPredictions].innerHTML = myEmoji; +} + diff --git a/docs/student_application_starter/static/WTM_Logo_Stacked_Horizontal_Color.png b/docs/student_application_starter/static/WTM_Logo_Stacked_Horizontal_Color.png new file mode 100644 index 0000000..81f89a4 Binary files /dev/null and b/docs/student_application_starter/static/WTM_Logo_Stacked_Horizontal_Color.png differ diff --git a/docs/student_application_starter/static/favicon.ico b/docs/student_application_starter/static/favicon.ico new file mode 100644 index 0000000..d4f3015 Binary files /dev/null and b/docs/student_application_starter/static/favicon.ico differ diff --git a/docs/student_application_starter/style.css b/docs/student_application_starter/style.css new file mode 100644 index 0000000..783ec5d --- /dev/null +++ b/docs/student_application_starter/style.css @@ -0,0 +1,94 @@ +html, body { + height: 100%; +} + +html { + display: table; + margin: auto; + + background-color: #5390f5; +} + +body { + padding: 10px; + display: table-cell; + background-color: whitesmoke; + width: 750px; + +} + + canvas { + display: block; + } + + #webcam-container { + border: 5px solid #5390f5; + border-radius: 3px; + -moz-border-radius: 3px; + -webkit-border-radius: 3px; + box-shadow: 5px -5px rgba(0,0,0,0.6); + -moz-box-shadow: 5px -10px rgba(0,0,0,0.6); + -webkit-box-shadow: 5px -5px rgba(0,0,0,0.6); + -o-box-shadow: 5px -5px rgba(0,0,0,0.6); + width: 200px; + height: 200px; + } + + #label-container { + width:200px; + height:200px; + margin-left:10px; + } + +#emoji { + font-size: 55px; + margin: auto; +} + + .removed { + display: none; + } + + #status { + font-size:150%; + } + + button { + padding: 15px 25px; + font-size: 24px; + text-align: center; + cursor: pointer; + outline: none; + color: black; + background-color: #1ce9b6; + border: none; + border-radius: 15px; + box-shadow: 5px 3px #4285f4; + margin-bottom: 8px;; + } + + button:hover {background-color: #05c0a7} + + button:active { + background-color: #05c0a7; + box-shadow: 3px 5px #666; + transform: translateY(4px); + } + +.flex-container { + display: flex; +} + +.flex-child { + flex: 1; + +} + +.flex-child:first-child { + margin-right: 20px; + width:100px; + height: 200px; +} +.flex-child:second-child { + margin-right: 0px; +} \ No newline at end of file diff --git a/talk/.quarto/xref/INDEX b/talk/.quarto/xref/INDEX index f6b6002..3e960b9 100644 --- a/talk/.quarto/xref/INDEX +++ b/talk/.quarto/xref/INDEX @@ -5,5 +5,14 @@ "slide_deck.qmd": { "slide_deck.html": "ba42f4cd", "slide_deck.tex": "2fbbe9d1" + }, + "lessonplan.qmd": { + "lessonplan.tex": "403541a6" + }, + "markdown/lesson_plan.md": { + "lesson_plan.html": "7948b9f5" + }, + "markdown/slide_deck.md": { + "slide_deck.html": "94f26967" } } \ No newline at end of file diff --git a/talk/_quarto.yml b/talk/_quarto.yml index 3ed51bb..e2333b7 100644 --- a/talk/_quarto.yml +++ b/talk/_quarto.yml @@ -8,8 +8,8 @@ format: code-fold: true html-math-method: katex revealjs: - theme: [default, evelyn.scss] - css: evelyn.css + theme: [default, evelyn_2023.scss] + css: evelyn_2023.css logo: './img/logos/DidactexLogo.png' footer: "Gem City Tech ML/AI " scrollable: true diff --git a/talk/evelyn_2023.css b/talk/evelyn_2023.css new file mode 100644 index 0000000..5e30413 --- /dev/null +++ b/talk/evelyn_2023.css @@ -0,0 +1,126 @@ + + +/********************************************* + * GLOBAL STYLES + *********************************************/ +.slide-deck { +width:100%; +float: center; +} +caption{ + font-size: 1.3rem; + font-weight: bold; +} +th { + font-size: 1.2rem; +} + +td { + font-size: 18px; +} +table tr:nth-child(odd) td{ + background-color: #ebf2ff; + +} +table tr:nth-child(even) td{ + background-color: #f7f9fc; +} + +/****************************** +* Columns +************************************/ +#left { + left:-5.33%; + text-align: left; + float: left; + width:50%; + z-index:-10; +} + +#right { + left:31.25%; + top: 75px; + float: right; + text-align: left; + z-index:-5; + width:50%; + + .twocolumn { + display: grid; + grid-template-columns: 1fr 1fr; + grid-gap: 10px; + text-align: right; + } +} + + +input[type="checkbox"] { + appearance: none; + -webkit-appearance: none; + -moz-appearance: none; + color: #000; + width: 1.1rem; + height: 1.1rem; + padding-right: 1rem; +} + +/* Checkbox un-checked style */ +input[type="checkbox"]:before { + font: 1.5em FontAwesome; + content: '\00f096'; + border: 2px solid #698751; + border-radius: 3px; + display: inline-block; + margin-right: 0.0em; + margin-top: 0.0em; + vertical-align: 0px; + font: 1.1rem; + width: 1.1rem; + height: 1.1rem; + background-color: #fcfdff; +} + +/* Checked checkbox style (in this case the background is green #e7ffba, change this to change the color) */ +input[type="checkbox"]:checked:before { + /* NOTE: Replace the url with a path to an SVG of a checkmark to get a checkmark icon */ + background-repeat: no-repeat; + background-position: center; + content: '\00f046'; + /* The size of the checkmark icon, you may/may not need this */ + background-size: 25px; + border-radius: 2px; + background-color: #698751; + color: black; + font: 1.5em FontAwesome; +} + + +/* Disabled checkbox styles */ +input[type="checkbox"]:disabled { + opacity: 1.1rem; +} + + +.footer-default { + box-sizing: content-box; + width: 50% !important; + padding-left: 25rem; + font-size: 0.7rem !important; + color: #f98d43 !important; + font-weight: bold !important; + text-align: center !important; + } + +.slide-logo.r-stretch { + max-width: 15vw !important; + max-height: 4vw !important; + +} +.reveal div.sourceCode{ + margin-bottom: 1em; + overflow: auto; +} + + + +} \ No newline at end of file diff --git a/talk/evelyn.scss b/talk/evelyn_2023.scss similarity index 90% rename from talk/evelyn.scss rename to talk/evelyn_2023.scss index 4004119..312fae9 100644 --- a/talk/evelyn.scss +++ b/talk/evelyn_2023.scss @@ -46,21 +46,22 @@ $headings-font-weight: 500 !default; .reveal h1 { font-size: 2.6em; - color: #015079; + color: #f98d43ff; text-shadow: 0px 0px 1em rgba(0, 0, 0, 0.25); } .reveal h2 { - text-shadow: 0px 0px 1em rgba(0, 0, 0, 0.25); + text-shadow: 0px 0px .4em rgba(0, 0, 0, 0.25); font-size: 2em; padding-top:1px; font-weight: bold; - color: #015079;} + color: rgb(93, 158, 24); +} .reveal h3 { font-size: 1.5em; font-weight: bold; - color: #039ac6ff; + color: #f98d43ff; text-shadow: 4px 4px 12px rgba(10, 0, 0, 0.15); line-height: 1em; padding-bottom:0px; @@ -70,10 +71,11 @@ $headings-font-weight: 500 !default; .reveal h4 { font-size: 1.4em; font-weight: bold; - color: #f98d43ff; + color:rgb(3, 198, 152); line-height:1em; padding-bottom:0px; - margin-bottom:0px;} + margin-bottom:0px; +} /********************************************* @@ -84,7 +86,7 @@ $headings-font-weight: 500 !default; line-height: 1.0; text-align: left; margin-left: 1em; - font-size: 1.2em; + font-size: 1.0em; } @@ -101,13 +103,22 @@ $headings-font-weight: 500 !default; .reveal em { font-style: italic; } + .reveal ol, .reveal dl, .reveal ul { display: inline-block; text-align: left; margin: 1px 0; margin-left: 1.2em; padding: 0.1em; - font-size: 1.1em;} + font-size: 1.0em; + +} + +.reveal .slide ul li { + margin-top: 0.1em !important; + margin-bottom: 0.1em !important; + font-size: 1.05em; +} .reveal ol { list-style-type: decimal; } @@ -175,12 +186,8 @@ $headings-font-weight: 500 !default; color: #DCDCDC; } .reveal table { - /*margin: auto; - /*border-collapse: collapse; - border-spacing: 1px; - border-left:250px; - border-right:50px;*/ - font-size: .9em; + + font-size: 1.05em; margin-left:1.5em; margin-right:1.5em; vertical-align:center; @@ -238,7 +245,15 @@ $headings-font-weight: 500 !default; .reveal section img { margin: 0.2em 0.2em; background: rgba(255,255,255, 0.2); - border: 0.25em solid #698751; + border-width: 0.2em; + border-style: solid; + border-image: + linear-gradient( + to bottom, + rgb(93, 158, 24), + rgba(0, 0, 0, 0) + ) 1 100%; + box-shadow: 0 0.3em 0.75em rgba(0, 0, 0, 0.5); } .reveal section figure img { @@ -251,8 +266,8 @@ $headings-font-weight: 500 !default; transition: all 0.15s linear; } .reveal a:hover img { - background: rgba(255, 255, 255, 0.2); - border: 0.25em solid #698751; + background: rgba(255, 255, 255, 0.2); + border: 0.25em solid rgba(93, 158, 24, 0.935); box-shadow: 0 0.2em 2em rgba(0, 0, 0, 0.65); } /********************************************* @@ -343,16 +358,17 @@ $headings-font-weight: 500 !default; .reveal h1.title{ text-align: center !important; -align: left !important; -margin-left: -2rem !important; -padding-top: 15rem; +align: center !important; +margin-left: 0rem !important; +padding-top: 5rem; box-sizing: content-box; -width: 70% !important; +width: 100% !important; color: #039ac6ff; text-shadow: 1px 1px 5px #015079; } .reveal p.author{ - text-align: left !important; + text-align: center !important; + align: center !important; font-size: 1.35em; color: #f98d43ff; text-shadow: 1px 1px 5px #015079; @@ -361,7 +377,8 @@ text-shadow: 1px 1px 5px #015079; } .reveal p.subtitle{ - text-align: left !important; + text-align: center !important; + align: center !important; font-size: 2.2em; color: #039ac6ff; box-sizing: content-box; @@ -372,6 +389,8 @@ text-shadow: 1px 1px 5px #015079; .reveal p.date{ color: #5FB71C; + text-align: center !important; + align: center !important; } diff --git a/talk/img/Discord-Logo+Wordmark-Color.png b/talk/img/Discord-Logo+Wordmark-Color.png deleted file mode 100644 index aa1b5e2..0000000 Binary files a/talk/img/Discord-Logo+Wordmark-Color.png and /dev/null differ diff --git a/talk/img/GemCity_meetup_qr.png b/talk/img/GemCity_meetup_qr.png deleted file mode 100644 index c178aba..0000000 Binary files a/talk/img/GemCity_meetup_qr.png and /dev/null differ diff --git a/talk/img/computer_on_fire.png b/talk/img/computer_on_fire.png new file mode 100644 index 0000000..0e91586 Binary files /dev/null and b/talk/img/computer_on_fire.png differ diff --git a/talk/img/gemcity_discord_qr.png b/talk/img/gemcity_discord_qr.png deleted file mode 100644 index 0df6612..0000000 Binary files a/talk/img/gemcity_discord_qr.png and /dev/null differ diff --git a/talk/img/logos/DDLLogo.png b/talk/img/logos/DDLLogo.png deleted file mode 100644 index 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b/talk/img/logos/pizzalogo.png deleted file mode 100644 index 5ae4af7..0000000 Binary files a/talk/img/logos/pizzalogo.png and /dev/null differ diff --git a/talk/img/logos/qr-code.png b/talk/img/logos/qr-code.png deleted file mode 100644 index 512c43e..0000000 Binary files a/talk/img/logos/qr-code.png and /dev/null differ diff --git a/talk/img/logos/tech_first_logo.jpg b/talk/img/logos/tech_first_logo.jpg deleted file mode 100644 index 508f3a5..0000000 Binary files a/talk/img/logos/tech_first_logo.jpg and /dev/null differ diff --git a/talk/img/qr-code.png b/talk/img/qr-code.png deleted file mode 100644 index 512c43e..0000000 Binary files a/talk/img/qr-code.png and /dev/null differ diff --git a/talk/lessonplan.qmd b/talk/lessonplan.qmd index 5d88b61..77e6df4 100644 --- a/talk/lessonplan.qmd +++ b/talk/lessonplan.qmd @@ -1,6 +1,6 @@ --- title: "Lesson Plan" -date: "December 3rd, 2023" +date: "20231231" author: "Evelyn J. Boettcher" format: pdf: diff --git a/talk/markdown/lesson_plan.md b/talk/markdown/lesson_plan.md index 6702726..18d0678 100644 --- a/talk/markdown/lesson_plan.md +++ b/talk/markdown/lesson_plan.md @@ -13,9 +13,9 @@ and **build** their own ML application. This mainly targets to middle school to elementary. But there is no age limit on this workshop. -### Slide Deck is located here. +### Slide Deck. -To Do +[Slide Deck](https://ejboettcher.github.io/gemcityML-No-CodeAI/slide_deck.html#/title-slide) ### Duration @@ -42,8 +42,8 @@ To Do ### Prep | Item | Qty | -|:------------------------------------------------|:---| -| [Monkey Carts Printed](./data/monkey_class.pdf) | 1 set per group | +|:----------|:--------| +| [Monkey Carts Printed](https://ejboettcher.github.io/gemcityML-No-CodeAI/data/monkey_class.pdf) | 1 set per group | | laptop with web camera | 1 per group | | Internet | | | Pen and Paper | 1 per student | @@ -55,34 +55,34 @@ To Do Outline: * Classes and Models (No computers, Need monkey cards) -* Finished Application Demo -* Walk through Teachable machines -* Student build their own application (two classes) +* [Finished Application Demo](https://ejboettcher.github.io/gemcityML-No-CodeAI/application_demo/index.html) +* Walk through [Teachable Machines](https://teachablemachine.withgoogle.com/) +* Student build their own application (two class AI model) * (stretch) Students build three class application * (stretch) Students build a nicer application ### Opening (15 min) **HOOK** -Show finished application +Show finished [Application Demo](https://ejboettcher.github.io/gemcityML-No-CodeAI/application_demo/index.html) -Ask: How does that work? + +**Ask:** How does that work? Walk through what a class is. -Give students a set of the **green** monkey cards (from AI Unplugged). Have teams divide their chart paper -into 2: Biting and Non Biting. +Give students a set of the **green** monkey cards (from AI Unplugged). Have teams divide their chart paper into 2 classes: Biting and Non Biting. -Training data (blue paper): +*Training data* (blue paper): - biting: 1, 2, 3, 4 - non- biting: 5-20 -Have them decide which characteristics are for biting monkeys. +Have them decide which characteristics are for biting monkeys. This is done as a group. -Then show them the test data and see +Then show them the test data (green paper) and see how well their model did. -Test data (green paper) +*Test data* (green paper) - Biting: 22, 23, 24 - Non-biting: 21, 25 - 40 @@ -112,18 +112,18 @@ Train Model with Teachable Machines. ### Run Models (10min) -* Create an exportable link. - * Show students how to upload their model to a server, copy the url and paste it in the `my_app.js` (line -34) -* Show students how to add an image to the first “if” condition. (on line 70) - * Use Wikipedia images search +* Download model. + * Show students how to copy their model to a folder (static) in student_application_start, + * Update the URL in the `my_model.js` (line 5) +* (stretch) Show students how to add an image to the first “if” condition. (on line 64) (hint: look at the `application_demo` folder) + * Use Wikipedia images search for emojis * (stretch) Ask how the Javascript syntax is different than the Python Syntax ### Closing * Have each group Demo their application -* Student Refplation: +* Student Reflection: * How could you use ML application in your school, home, car? * What would you have to consider when training a model? * Celebrate: You created a working ML models! diff --git a/talk/markdown/slide_deck.md b/talk/markdown/slide_deck.md index 0018c78..5a30fd9 100644 --- a/talk/markdown/slide_deck.md +++ b/talk/markdown/slide_deck.md @@ -3,7 +3,7 @@ - Please grab a pencil/pen and paper. (Reflection afterwards) - Please go to github for code - - Download the repo + - Download [the repo](https://github.com/ejboettcher/gemcityML-No-CodeAI) ## ML with Teachable Machines @@ -26,12 +26,12 @@ Let's get in the right mindset. Evelyn J. Boettcher :::{.columns} -::::{.column width=39%} +::::{.column width=49%} ![Evelyn Boettcher](./img/Boettcher_C17.jpeg) :::: -::::{.column width=59%} +::::{.column width=49%} - Mom - Loves to sew and cook @@ -73,8 +73,9 @@ Let's check it out.
    -- Final Site -- Code +- [Final Site](https://ejboettcher.github.io/gemcityML-No-CodeAI/application_demo/index.html) +- [Demo Code](https://github.com/ejboettcher/gemcityML-No-CodeAI/tree/main/docs/application_demo) +- [Student Code](https://github.com/ejboettcher/gemcityML-No-CodeAI/tree/main/docs/student_application_starter) ## Classifications and Models: @@ -97,17 +98,28 @@ The model is trained using the training data, and then it is evaluated on test ## Classification :::{.columns} -::::{.column width=49%} +::::{.column width=59%} Your task is to group monkeys into two classes: - **Class_1**: Biting Monkey -- **Class_2**: Non-Biting Monkeys +- **Class_2**: Non-Biting Monkeys + +
    Materials: Each group gets one set of [blue monkey](./data/monkey_cards.pdf) carts +
    +
    + +### Classification: Challenge + +* Develop a rule to define: Biting and NonBiting +* Separate your codes by that rule +* Repeat until all of your cards can follow your rule. + :::: -::::{.column width=49%} +::::{.column width=39%} ![](./img/biting_monkey.jpg) @@ -117,16 +129,8 @@ Image from [Huffington Post](https://www.huffpost.com/entry/baby-monkey-misses-m ::: - -### Classification: Challenge - - :::{.columns} -::::{.column width=49%} - -* Develop a rule to define: Biting and NonBiting -* Separate your codes by that rule -* Repeat until all of your cards can follow your rule. +::::{.column width=25%} :::: ::::{.column width=49%} @@ -134,11 +138,15 @@ Image from [Huffington Post](https://www.huffpost.com/entry/baby-monkey-misses-m | **Class_1**: Biting | **Class_2**: Non Biting | |:---- |:---- | -| | | -| | | -| | | +| card c | card d | +| card a | card b | +| ... | ... | :::: +::::{.column width=24%} + +:::: + ::: --- @@ -170,6 +178,8 @@ Image from [Huffington Post](https://www.huffpost.com/entry/baby-monkey-misses-m --- +
    + ### Classification: Share Out **Model**: The set of rules and steps to make a prediction @@ -179,6 +189,8 @@ What is your group's **model** for classifying monkeys? - **Class_1**: Biting Monkey - **Class_2**: Non-Biting Monkeys +
    +

    ### Classification: Man vs Machine @@ -208,6 +220,11 @@ lets take a break. There are three basic steps to building a model +:::{.columns} + +::::{.column width=49%} + + - Train the model - Export the model - Use the model @@ -215,10 +232,18 @@ There are three basic steps to building a model
    + + ### Why a forth step -Your model, app etc will not work the first time. +Your model, app etc will not work the first time. +:::: +::::{.column width=49%} + +![computer_fire](./img/computer_on_fire.png) +:::: +::: --- ### Train the Model @@ -260,11 +285,19 @@ Your model, app etc will not work the first time. ### Use the Model - In a new tab, go to - - **TODO** link to github -- Open my-script.js -- Paste your model's url in line + - [Student Code](https://github.com/ejboettcher/gemcityML-No-CodeAI/tree/main/docs/student_application_starter) + - Download *student_application_starter* + - OR *fork* code +- Open `my_model.js` using any IDE. Github has an online IDE + - Popular IDES + - VS-Code + - CodePen + - Github +- Update the URL in the `my_model.js` (line 5) - Run and test your app +
    +

    #### Running and Testing @@ -276,21 +309,24 @@ WOW, this is a hard step. - Let's use Codepen.io - Or run it on our computer - ```python -m http.server``` - - must use localhost:8000 or https:// server + - must use localhost:8000 --- ### Stretch Goals -| Level | Goal | -|:---- |:---- | -| Mild | Add a third class to your model | -| Hot | Add another `else if` to the my_model.js | -| Spicy | The application can not handle when there is no gestures. Can you fix that within the application or model | -| Insanity | Update the css to make it look nice | +
    + +| Level | Goal | +|:-- |:--------- | +| **Mild** | Add a third class to your model | +| **Hot** | Add another `else if` to the my_model.js | +| **Spicy** | The application can not handle when there is no gestures. Can you fix that within the application or model | +|**Insanity** | Update the css to make it look nice | -## Stretch Goals: Conditional Statements +## Stretch Goals: +### Conditional Statements `if` this is *true* then, `else` do this. @@ -302,7 +338,8 @@ if **you are in 9th grade** (the condition) - Raise your hand -else +**else** +
    - Fold your hands on your desk @@ -315,7 +352,10 @@ All computer programs have the ability to do an if/else (conditional) statements We will be using a computer language called `Javascript`. -**Syntax** is the rules that control the structure of the symbols, punctuation, and words of a programming language. +**Syntax** is the rules that control the structure of the symbols, punctuation, and words of a programming language. +
    +
    +
    ### Single condition: syntax (if/else) @@ -331,7 +371,8 @@ if (condition){ --- -### Multiple condition: Syntax (if/else if / else) +### Multiple condition: +#### Syntax (if/else if / else) :::{.columns} ::::{.column width=49%} @@ -350,19 +391,23 @@ if (condition){ :::: ::::{.column width=49%} +
    + With more than one condition (checking for true), use `else if`. :::: ::: +
    + #### Google is your friend -When stuck google. Stack overflow is your best friend +When stuck, google. Stack overflow is your best friend - Include language: javescript - What you are trying to do: if statement -Example: javescript if statement +Example: `javescript if statement` ## Student's ML Gesture Demo