marimo-learn / tools /02_formative.py
Greg Wilson
reorganizing tools
915ca9b
# /// script
# requires-python = "==3.12"
# dependencies = [
# "anywidget",
# "marimo",
# "marimo-learn==0.13.0",
# ]
# ///
"""
Example Marimo Notebook: Education Widgets Demo
This notebook demonstrates all formative assessment widgets.
Run with: marimo edit demo.py
"""
import marimo
__generated_with = "0.23.1"
app = marimo.App()
@app.cell
def _():
import marimo as mo
from marimo_learn import (
ConceptMapWidget,
FlashcardWidget,
LabelingWidget,
MatchingWidget,
MultipleChoiceWidget,
NumericEntryWidget,
OrderingWidget,
PredictThenCheckWidget,
)
return (
ConceptMapWidget,
FlashcardWidget,
LabelingWidget,
MatchingWidget,
MultipleChoiceWidget,
NumericEntryWidget,
OrderingWidget,
PredictThenCheckWidget,
mo,
)
@app.cell
def _(mo):
mo.md("""
# Formative Assessment Widgets
This notebook demonstrates several widgets from the [marimo-learn](https://pypi.org/project/marimo-learn/) package that you can use to embed formative assessments in your lessons. They also show how easy it is to build custom plugins for the marimo notebook to meet your teaching needs.
""")
return
@app.cell
def _(mo):
mo.md("""
## Concept Map
""")
return
@app.cell
def _(ConceptMapWidget, mo):
concept_map = mo.ui.anywidget(
ConceptMapWidget(
question="Map the relationships between these Python concepts:",
concepts=["function", "parameter", "argument", "return value", "call site"],
terms=["defines", "accepts", "supplies", "produces", "invokes"],
correct_edges=[
{"from": "function", "to": "parameter", "label": "accepts"},
{"from": "function", "to": "return value", "label": "produces"},
{"from": "call site", "to": "argument", "label": "supplies"},
{"from": "argument", "to": "parameter", "label": "defines"},
{"from": "call site", "to": "function", "label": "invokes"},
],
)
)
concept_map
return (concept_map,)
@app.cell
def _(concept_map, mo):
def concept_map_msg(widget):
val = widget.value.get("value") or {}
score = val.get("score")
total = val.get("total", 5)
if score is None:
return "Draw connections between concepts to see your score."
msg = f"**{score}/{total}** correct connection{'s' if total != 1 else ''}"
if val.get("correct"):
msg += " — complete!"
return msg
mo.md(concept_map_msg(concept_map))
return
@app.cell
def _(mo):
mo.md("""
## Flashcard Deck
""")
return
@app.cell
def _(FlashcardWidget, mo):
flashcard_deck = mo.ui.anywidget(
FlashcardWidget(
question="Python Concepts — rate yourself on each card:",
cards=[
{
"front": "What does a list comprehension look like?",
"back": "[expr for item in iterable if condition] — e.g., [x**2 for x in range(10) if x % 2 == 0]",
},
{
"front": "What is the difference between a list and a tuple?",
"back": "Lists are mutable (can be changed after creation); tuples are immutable (cannot be changed).",
},
{
"front": "What does the `*args` parameter do in a function definition?",
"back": "It collects any number of positional arguments into a tuple named `args`.",
},
{
"front": "What is a Python generator?",
"back": "A function that uses `yield` to produce values one at a time, pausing between each, without building the full sequence in memory.",
},
{
"front": "What does `if __name__ == '__main__':` do?",
"back": "It runs the indented code only when the file is executed directly, not when it is imported as a module.",
},
{
"front": "What is the difference between `is` and `==` in Python?",
"back": "`==` tests value equality; `is` tests identity (whether two names refer to the exact same object in memory).",
},
],
shuffle=True,
)
)
flashcard_deck
return (flashcard_deck,)
@app.cell
def _(flashcard_deck, mo):
def flashcard_progress(widget):
val = widget.value.get("value") or {}
results = val.get("results", {})
counts = {"got_it": 0, "almost": 0, "no": 0}
for r in results.values():
counts[r["rating"]] = counts.get(r["rating"], 0) + 1
return len(results), counts, val.get("complete", False)
_rated, _counts, _complete = flashcard_progress(flashcard_deck)
mo.md(f"""
**Progress:** {_rated} card(s) rated —
✓ Got it: {_counts["got_it"]}  
~ Almost: {_counts["almost"]}  
✗ No: {_counts["no"]}
{"  🎉 Deck complete!" if _complete else ""}
""")
return
@app.cell
def _(mo):
mo.md("""
## Labeling Question
""")
return
@app.cell
def _(LabelingWidget, mo):
labeling_question = mo.ui.anywidget(
LabelingWidget(
question="Label the parts of this Python code:",
labels=[
"Variable declaration",
"Function call",
"String literal",
"Arithmetic operation",
],
text_lines=[
"name = 'Alice'",
"age = 25",
"result = age + 5",
"print(name)",
],
correct_labels={
0: [0, 2], # Line 0: labels 0 and 2
1: [0], # Line 1: label 0
2: [0, 3], # Line 2: labels 0 and 3
3: [1], # Line 3: label 1
},
)
)
labeling_question
return (labeling_question,)
@app.cell
def _(labeling_question, mo):
_val = labeling_question.value.get("value") or {}
_total = _val.get("total", 0)
_msg = f"Score: {_val['score']}/{_total}" if _total > 0 else "Not submitted yet"
mo.md(f"**{_msg}**")
return
@app.cell
def _(mo):
mo.md("""
## Matching Question
""")
return
@app.cell
def _(MatchingWidget, mo):
matching_question = mo.ui.anywidget(
MatchingWidget(
question="Match the programming languages to their primary paradigms:",
left=["Python", "Haskell", "C", "SQL"],
right=["Functional", "Procedural", "Multi-paradigm", "Declarative"],
correct_matches={0: 2, 1: 0, 2: 1, 3: 3},
)
)
matching_question
return (matching_question,)
@app.cell
def _(matching_question, mo):
_val = matching_question.value.get("value") or {}
_msg = f"Score: {_val['score']}/{_val['total']}" if _val else "Not answered yet"
mo.md(f"**{_msg}**")
return
@app.cell
def _(mo):
mo.md("""
## Multiple Choice Question
""")
return
@app.cell
def _(MultipleChoiceWidget, mo):
multiple_choice_question = mo.ui.anywidget(
MultipleChoiceWidget(
question="What is the capital of France?",
options=["London", "Berlin", "Paris", "Madrid"],
correct_answer=2,
explanation="Paris has been the capital of France since the 12th century.",
)
)
multiple_choice_question
return (multiple_choice_question,)
@app.cell
def _(mo, multiple_choice_question):
_val = multiple_choice_question.value.get("value") or {}
if _val.get("answered"):
_msg = "Score: 1/1" if _val.get("correct") else "Score: 0/1"
else:
_msg = "Not answered yet"
mo.md(f"**{_msg}**")
return
@app.cell
def _(mo):
mo.md("""
## Ordering Question
""")
return
@app.cell
def _(OrderingWidget, mo):
ordering_question = mo.ui.anywidget(
OrderingWidget(
question="Arrange these steps of the scientific method in the correct order:",
items=[
"Ask a question",
"Do background research",
"Construct a hypothesis",
"Test with an experiment",
"Analyze data",
"Draw conclusions",
],
shuffle=True,
)
)
ordering_question
return (ordering_question,)
@app.cell
def _(mo, ordering_question):
_val = ordering_question.value.get("value") or {}
if _val.get("correct") is not None and _val.get("order"):
_msg = "Score: 1/1" if _val.get("correct") else "Score: 0/1"
else:
_msg = "Not answered yet"
mo.md(f"**{_msg}**")
return
@app.cell
def _(mo):
mo.md("""
## Numeric Entry Question
""")
return
@app.cell
def _(NumericEntryWidget, mo):
numeric_entry_question = mo.ui.anywidget(
NumericEntryWidget(
question="How many bits are in one byte?",
correct_answer=8,
tolerance=0.5,
explanation="A byte consists of exactly 8 bits.",
)
)
numeric_entry_question
return (numeric_entry_question,)
@app.cell
def _(mo, numeric_entry_question):
_val = numeric_entry_question.value.get("value") or {}
if _val.get("answered"):
_msg = "Score: 1/1" if _val.get("ok") else "Score: 0/1"
else:
_msg = "Not answered yet"
mo.md(f"**{_msg}**")
return
@app.cell
def _(mo):
mo.md("""
## Predict-Then-Check Question
""")
return
@app.cell
def _(PredictThenCheckWidget, mo):
predict_then_check_question = mo.ui.anywidget(
PredictThenCheckWidget(
question="What does this Python code print?",
code='words = ["one", "two", "three"]\nprint(len(words))',
output="3",
options=["2", "3", "['one', 'two', 'three']", "None"],
correct_answer=1,
explanations=[
"Wrong: len() counts all items; the list has three elements.",
"Correct: len() returns the number of items, which is 3.",
"Wrong: len() returns an integer count, not the list itself.",
"Wrong: len() always returns an integer, never None.",
],
)
)
predict_then_check_question
return (predict_then_check_question,)
@app.cell
def _(mo, predict_then_check_question):
_val = predict_then_check_question.value.get("value") or {}
if _val.get("answered"):
_msg = "Score: 1/1" if _val.get("correct") else "Score: 0/1"
else:
_msg = "Not answered yet"
mo.md(f"**{_msg}**")
return
@app.cell
def _(mo):
mo.md("""
---
## Quiz Results Summary
You can access the values from all widgets to create a summary or scoring system.
""")
return
@app.cell
def _(
concept_map,
flashcard_deck,
matching_question,
mo,
multiple_choice_question,
numeric_entry_question,
ordering_question,
predict_then_check_question,
):
def widget_val(widget):
return widget.value.get("value") or {}
def calculate_score():
score = 0
total = 0
for val, answered_key, correct_key in [
(widget_val(concept_map), "score", "correct"),
(widget_val(matching_question), "score", "correct"),
(widget_val(multiple_choice_question), "answered", "correct"),
(widget_val(ordering_question), "order", "correct"),
(widget_val(numeric_entry_question), "answered", "ok"),
(widget_val(predict_then_check_question), "answered", "correct"),
]:
if val.get(answered_key) is not None and val.get(answered_key) is not False:
total += 1
if val.get(correct_key):
score += 1
fc = widget_val(flashcard_deck)
if fc.get("results"):
total += 1
if fc.get("complete"):
score += 1
return score, total
score, total = calculate_score()
mo.md(f"""
### Current Score: {score}/{total}
{"🎉 Perfect score!" if score == total and total > 0 else "Keep going!" if total > 0 else "Answer the questions above to see your score."}
""")
return
if __name__ == "__main__":
app.run()