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1 Parent(s): f2c035f

add `init.py` for initial draft structure

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Files changed (1) hide show
  1. app.py +246 -396
app.py CHANGED
@@ -1,254 +1,111 @@
 
 
 
 
 
 
 
 
 
 
 
1
  import marimo
2
 
3
- __generated_with = "0.9.2"
4
  app = marimo.App()
5
 
6
 
7
- @app.cell
8
- def __():
9
- import marimo as mo
10
-
11
- mo.md("# Welcome to marimo! πŸŒŠπŸƒ")
12
- return (mo,)
13
-
14
-
15
- @app.cell
16
- def __(mo):
17
- slider = mo.ui.slider(1, 22)
18
- return (slider,)
19
-
20
-
21
- @app.cell
22
- def __(mo, slider):
23
- mo.md(
24
- f"""
25
- marimo is a **reactive** Python notebook.
26
-
27
- This means that unlike traditional notebooks, marimo notebooks **run
28
- automatically** when you modify them or
29
- interact with UI elements, like this slider: {slider}.
30
-
31
- {"##" + "πŸƒ" * slider.value}
32
- """
33
- )
34
- return
35
-
36
-
37
  @app.cell(hide_code=True)
38
- def __(mo):
39
- mo.accordion(
40
- {
41
- "Tip: disabling automatic execution": mo.md(
42
- rf"""
43
- marimo lets you disable automatic execution: just go into the
44
- notebook settings and set
45
-
46
- "Runtime > On Cell Change" to "lazy".
47
-
48
- When the runtime is lazy, after running a cell, marimo marks its
49
- descendants as stale instead of automatically running them. The
50
- lazy runtime puts you in control over when cells are run, while
51
- still giving guarantees about the notebook state.
52
- """
53
- )
54
- }
55
- )
56
  return
57
 
58
 
59
  @app.cell(hide_code=True)
60
  def __(mo):
61
  mo.md(
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
62
  """
63
- Tip: This is a tutorial notebook. You can create your own notebooks
64
- by entering `marimo edit` at the command line.
65
- """
66
- ).callout()
67
  return
68
 
69
 
70
  @app.cell(hide_code=True)
71
  def __(mo):
72
  mo.md(
 
 
 
 
 
 
 
 
 
73
  """
74
- ## 1. Reactive execution
75
-
76
- A marimo notebook is made up of small blocks of Python code called
77
- cells.
78
-
79
- marimo reads your cells and models the dependencies among them: whenever
80
- a cell that defines a global variable is run, marimo
81
- **automatically runs** all cells that reference that variable.
82
-
83
- Reactivity keeps your program state and outputs in sync with your code,
84
- making for a dynamic programming environment that prevents bugs before they
85
- happen.
86
- """
87
- )
88
  return
89
 
90
 
91
  @app.cell(hide_code=True)
92
- def __(changed, mo):
93
- (
 
94
  mo.md(
95
- f"""
96
- **✨ Nice!** The value of `changed` is now {changed}.
97
 
98
- When you updated the value of the variable `changed`, marimo
99
- **reacted** by running this cell automatically, because this cell
100
- references the global variable `changed`.
101
 
102
- Reactivity ensures that your notebook state is always
103
- consistent, which is crucial for doing good science; it's also what
104
- enables marimo notebooks to double as tools and apps.
105
  """
106
  )
107
- if changed
108
- else mo.md(
109
- """
110
- **🌊 See it in action.** In the next cell, change the value of the
111
- variable `changed` to `True`, then click the run button.
112
- """
113
  )
 
114
  )
115
- return
116
-
117
-
118
- @app.cell
119
- def __():
120
- changed = False
121
- return (changed,)
122
-
123
-
124
- @app.cell(hide_code=True)
125
- def __(mo):
126
- mo.accordion(
127
- {
128
- "Tip: execution order": (
129
- """
130
- The order of cells on the page has no bearing on
131
- the order in which cells are executed: marimo knows that a cell
132
- reading a variable must run after the cell that defines it. This
133
- frees you to organize your code in the way that makes the most
134
- sense for you.
135
- """
136
- )
137
- }
138
- )
139
- return
140
-
141
-
142
- @app.cell(hide_code=True)
143
- def __(mo):
144
- mo.md(
145
- """
146
- **Global names must be unique.** To enable reactivity, marimo imposes a
147
- constraint on how names appear in cells: no two cells may define the same
148
- variable.
149
- """
150
- )
151
- return
152
-
153
-
154
- @app.cell(hide_code=True)
155
- def __(mo):
156
- mo.accordion(
157
- {
158
- "Tip: encapsulation": (
159
- """
160
- By encapsulating logic in functions, classes, or Python modules,
161
- you can minimize the number of global variables in your notebook.
162
- """
163
- )
164
- }
165
- )
166
- return
167
-
168
-
169
- @app.cell(hide_code=True)
170
- def __(mo):
171
- mo.accordion(
172
- {
173
- "Tip: private variables": (
174
- """
175
- Variables prefixed with an underscore are "private" to a cell, so
176
- they can be defined by multiple cells.
177
- """
178
- )
179
- }
180
- )
181
- return
182
-
183
-
184
- @app.cell(hide_code=True)
185
- def __(mo):
186
- mo.md(
187
- """
188
- ## 2. UI elements
189
-
190
- Cells can output interactive UI elements. Interacting with a UI
191
- element **automatically triggers notebook execution**: when
192
- you interact with a UI element, its value is sent back to Python, and
193
- every cell that references that element is re-run.
194
-
195
- marimo provides a library of UI elements to choose from under
196
- `marimo.ui`.
197
- """
198
- )
199
- return
200
-
201
-
202
- @app.cell
203
- def __(mo):
204
- mo.md("""**🌊 Some UI elements.** Try interacting with the below elements.""")
205
- return
206
-
207
-
208
- @app.cell
209
- def __(mo):
210
- icon = mo.ui.dropdown(["πŸƒ", "🌊", "✨"], value="πŸƒ")
211
- return (icon,)
212
-
213
-
214
- @app.cell
215
- def __(icon, mo):
216
- repetitions = mo.ui.slider(1, 16, label=f"number of {icon.value}: ")
217
- return (repetitions,)
218
-
219
-
220
- @app.cell
221
- def __(icon, repetitions):
222
- icon, repetitions
223
- return
224
-
225
-
226
- @app.cell
227
- def __(icon, mo, repetitions):
228
- mo.md("# " + icon.value * repetitions.value)
229
- return
230
 
231
 
232
  @app.cell(hide_code=True)
233
  def __(mo):
234
  mo.md(
235
- """
236
- ## 3. marimo is just Python
237
-
238
- marimo cells parse Python (and only Python), and marimo notebooks are
239
- stored as pure Python files β€” outputs are _not_ included. There's no
240
- magical syntax.
241
 
242
- The Python files generated by marimo are:
 
 
243
 
244
- - easily versioned with git, yielding minimal diffs
245
- - legible for both humans and machines
246
- - formattable using your tool of choice,
247
- - usable as Python scripts, with UI elements taking their default
248
- values, and
249
- - importable by other modules (more on that in the future).
250
  """
251
- )
252
  return
253
 
254
 
@@ -256,215 +113,208 @@ def __(mo):
256
  def __(mo):
257
  mo.md(
258
  """
259
- ## 4. Running notebooks as apps
260
-
261
- marimo notebooks can double as apps. Click the app window icon in the
262
- bottom-right to see this notebook in "app view."
263
 
264
- Serve a notebook as an app with `marimo run` at the command-line.
265
- Of course, you can use marimo just to level-up your
266
- notebooking, without ever making apps.
267
  """
268
  )
269
  return
270
 
271
 
272
  @app.cell(hide_code=True)
273
- def __(mo):
274
- mo.md(
275
- """
276
- ## 5. The `marimo` command-line tool
277
-
278
- **Creating and editing notebooks.** Use
279
-
280
- ```
281
- marimo edit
282
- ```
283
-
284
- in a terminal to start the marimo notebook server. From here
285
- you can create a new notebook or edit existing ones.
286
-
287
-
288
- **Running as apps.** Use
289
-
290
- ```
291
- marimo run notebook.py
292
- ```
293
-
294
- to start a webserver that serves your notebook as an app in read-only mode,
295
- with code cells hidden.
296
-
297
- **Convert a Jupyter notebook.** Convert a Jupyter notebook to a marimo
298
- notebook using `marimo convert`:
299
-
300
- ```
301
- marimo convert your_notebook.ipynb > your_app.py
302
- ```
303
-
304
- **Tutorials.** marimo comes packaged with tutorials:
305
 
306
- - `dataflow`: more on marimo's automatic execution
307
- - `ui`: how to use UI elements
308
- - `markdown`: how to write markdown, with interpolated values and
309
- LaTeX
310
- - `plots`: how plotting works in marimo
311
- - `sql`: how to use SQL
312
- - `layout`: layout elements in marimo
313
- - `fileformat`: how marimo's file format works
314
- - `markdown-format`: for using `.md` files in marimo
315
- - `for-jupyter-users`: if you are coming from Jupyter
316
 
317
- Start a tutorial with `marimo tutorial`; for example,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
318
 
319
- ```
320
- marimo tutorial dataflow
321
- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
322
 
323
- In addition to tutorials, we have examples in our
324
- [our GitHub repo](https://www.github.com/marimo-team/marimo/tree/main/examples).
325
  """
326
- )
327
- return
328
 
329
-
330
- @app.cell(hide_code=True)
331
- def __(mo):
332
- mo.md(
333
- """
334
- ## 6. The marimo editor
335
-
336
- Here are some tips to help you get started with the marimo editor.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
337
  """
338
- )
339
- return
340
 
 
341
 
342
- @app.cell
343
- def __(mo, tips):
344
- mo.accordion(tips)
345
- return
346
-
347
-
348
- @app.cell(hide_code=True)
349
- def __(mo):
350
- mo.md("""## Finally, a fun fact""")
351
- return
352
 
353
 
354
  @app.cell(hide_code=True)
355
- def __(mo):
356
- mo.md(
357
- """
358
- The name "marimo" is a reference to a type of algae that, under
359
- the right conditions, clumps together to form a small sphere
360
- called a "marimo moss ball". Made of just strands of algae, these
361
- beloved assemblages are greater than the sum of their parts.
362
- """
 
 
 
 
 
 
 
363
  )
364
- return
365
 
366
 
367
  @app.cell(hide_code=True)
368
  def __():
369
- tips = {
370
- "Saving": (
371
- """
372
- **Saving**
373
-
374
- - _Name_ your app using the box at the top of the screen, or
375
- with `Ctrl/Cmd+s`. You can also create a named app at the
376
- command line, e.g., `marimo edit app_name.py`.
377
-
378
- - _Save_ by clicking the save icon on the bottom right, or by
379
- inputting `Ctrl/Cmd+s`. By default marimo is configured
380
- to autosave.
381
- """
382
- ),
383
- "Running": (
384
- """
385
- 1. _Run a cell_ by clicking the play ( β–· ) button on the top
386
- right of a cell, or by inputting `Ctrl/Cmd+Enter`.
387
-
388
- 2. _Run a stale cell_ by clicking the yellow run button on the
389
- right of the cell, or by inputting `Ctrl/Cmd+Enter`. A cell is
390
- stale when its code has been modified but not run.
391
-
392
- 3. _Run all stale cells_ by clicking the play ( β–· ) button on
393
- the bottom right of the screen, or input `Ctrl/Cmd+Shift+r`.
394
- """
395
- ),
396
- "Console Output": (
397
- """
398
- Console output (e.g., `print()` statements) is shown below a
399
- cell.
400
- """
401
- ),
402
- "Creating, Moving, and Deleting Cells": (
403
- """
404
- 1. _Create_ a new cell above or below a given one by clicking
405
- the plus button to the left of the cell, which appears on
406
- mouse hover.
407
-
408
- 2. _Move_ a cell up or down by dragging on the handle to the
409
- right of the cell, which appears on mouse hover.
410
-
411
- 3. _Delete_ a cell by clicking the trash bin icon. Bring it
412
- back by clicking the undo button on the bottom right of the
413
- screen, or with `Ctrl/Cmd+Shift+z`.
414
- """
415
- ),
416
- "Disabling Automatic Execution": (
417
- """
418
- Via the notebook settings (gear icon) or footer panel, you
419
- can disable automatic execution. This is helpful when
420
- working with expensive notebooks or notebooks that have
421
- side-effects like database transactions.
422
- """
423
- ),
424
- "Disabling Cells": (
425
- """
426
- You can disable a cell via the cell context menu.
427
- marimo will never run a disabled cell or any cells that depend on it.
428
- This can help prevent accidental execution of expensive computations
429
- when editing a notebook.
430
- """
431
- ),
432
- "Code Folding": (
433
- """
434
- You can collapse or fold the code in a cell by clicking the arrow
435
- icons in the line number column to the left, or by using keyboard
436
- shortcuts.
437
 
438
- Use the command palette (`Ctrl/Cmd+k`) or a keyboard shortcut to
439
- quickly fold or unfold all cells.
440
- """
441
- ),
442
- "Code Formatting": (
443
- """
444
- If you have [ruff](https://github.com/astral-sh/ruff) installed,
445
- you can format a cell with the keyboard shortcut `Ctrl/Cmd+b`.
446
- """
447
- ),
448
- "Command Palette": (
449
- """
450
- Use `Ctrl/Cmd+k` to open the command palette.
451
- """
452
- ),
453
- "Keyboard Shortcuts": (
454
- """
455
- Open the notebook menu (top-right) or input `Ctrl/Cmd+Shift+h` to
456
- view a list of all keyboard shortcuts.
457
- """
458
- ),
459
- "Configuration": (
460
- """
461
- Configure the editor by clicking the gears icon near the top-right
462
- of the screen.
463
- """
464
- ),
465
- }
466
- return (tips,)
467
 
468
 
469
  if __name__ == "__main__":
470
- app.run()
 
1
+ # /// script
2
+ # dependencies = [
3
+ # "marimo",
4
+ # "anywidget==0.9.13",
5
+ # "traitlets==5.14.3",
6
+ # ]
7
+ # ///
8
+ """
9
+ This is the starting point for your notebook.
10
+ """
11
+
12
  import marimo
13
 
14
+ __generated_with = "0.9.10"
15
  app = marimo.App()
16
 
17
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18
  @app.cell(hide_code=True)
19
+ def __(header_widget):
20
+ header_widget
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
21
  return
22
 
23
 
24
  @app.cell(hide_code=True)
25
  def __(mo):
26
  mo.md(
27
+ r"""
28
+ First of all, create a header for your notebook.
29
+
30
+ We've designed a `HeaderWidget` for you to display important information.
31
+
32
+ To use `HeaderWidget`, you need to create an instance of it. You can pass a dictionary containing key-value pairs that represent the information you want to display in the header.
33
+
34
+ For example:
35
+
36
+ ```python
37
+ header_widget = HeaderWidget(
38
+ result={
39
+ "Title": "Comprehensive E-Commerce Customer Behavior Analysis",
40
+ "Author": '<a href="https://github.com/Haleshot/marimo-tutorials">Dr. Jane Smith, PhD</a>',
41
+ "Version": "1.2.3",
42
+ "Description": "This advanced notebook presents a multi-faceted analysis of <b>customer behavior patterns</b> across various e-commerce platforms. The primary goal is to derive actionable insights that can significantly enhance customer engagement, optimize conversion rates, and ultimately drive business growth in the competitive e-commerce landscape.",
43
+ "Keywords": "E-Commerce Analytics, Customer Behavior Modeling, Predictive Analytics, Machine Learning, Natural Language Processing, Data Visualization, Time Series Analysis",
44
+ "Data Sources": "1. Customer transaction logs (5 years, 10M+ records)<br>2. Website clickstream data (real-time, 1B+ events)<br>3. CRM records (customer demographics, purchase history)<br>4. Social media interactions (Twitter, Facebook, Instagram)<br>5. Customer support tickets and chat logs<br>6. Product catalog and inventory data",
45
+ "Last Updated": "November 3, 2024",
46
+ }
47
+ )
48
+ ```
49
  """
50
+ )
 
 
 
51
  return
52
 
53
 
54
  @app.cell(hide_code=True)
55
  def __(mo):
56
  mo.md(
57
+ r"""
58
+ **Some tips from our experience with marimo**
59
+
60
+ 1. If a notebook contains any io operation, e.g., reading an external .csv file, you'd better use a `marimo.ui.form` for users to config the path of this .csv file.
61
+ 2. You can create more ui components and appealing contents with pure html, [anywidget](https://github.com/manzt/anywidget) and more. But when you are doing this, remember to check its appearance under both light and dark themes, and different widths.
62
+ 3. Albeit you can create local variables in a cell with a prefix "_", we recommend you do this as little as possible because the `Explore variables` panel will neglect these variables, making debug these variables hard.
63
+ 4. If you want your notebook to run properly in our cloud, please check whether the dependencies are supported by wasm. Some popular libraries like `polars` and `openai`, for example, are not supported.
64
+ 5. Attach as few assets as possible, we want to keep our repo lightweight.
65
+ 6. Functional thinking are preferred in marimo since instances are immutable.
66
  """
67
+ ).callout(kind="info")
 
 
 
 
 
 
 
 
 
 
 
 
 
68
  return
69
 
70
 
71
  @app.cell(hide_code=True)
72
+ def __(mo):
73
+ # Custom Constants
74
+ custom_form = (
75
  mo.md(
76
+ r"""
77
+ **Customize your constants here:**
78
 
79
+ {image}
 
 
80
 
 
 
 
81
  """
82
  )
83
+ .batch(
84
+ image=mo.ui.text(
85
+ value="../assets/<>/<>",
86
+ label="Path of your data: ",
87
+ full_width=True,
88
+ ), ## add more rows below
89
  )
90
+ .form(bordered=True, label="Custom Constants")
91
  )
92
+ custom_form
93
+ return (custom_form,)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
94
 
95
 
96
  @app.cell(hide_code=True)
97
  def __(mo):
98
  mo.md(
99
+ r"""
100
+ You can access the value of the form above with:
 
 
 
 
101
 
102
+ ```python
103
+ custom_form.value['image']
104
+ ```
105
 
106
+ after the submission.
 
 
 
 
 
107
  """
108
+ ).callout(kind="info")
109
  return
110
 
111
 
 
113
  def __(mo):
114
  mo.md(
115
  """
116
+ <h1 id="refs">References</h1>
 
 
 
117
 
118
+ - [Reference 1](https://example.com)
119
+ - [Reference 2](https://example.com)
 
120
  """
121
  )
122
  return
123
 
124
 
125
  @app.cell(hide_code=True)
126
+ def __():
127
+ import anywidget
128
+ import traitlets
129
+
130
+ class HeaderWidget(anywidget.AnyWidget):
131
+ _esm = """
132
+ function escapeHTML(str) {
133
+ return str.replace(/[&<>'"]/g,
134
+ tag => ({
135
+ '&': '&amp;',
136
+ '<': '&lt;',
137
+ '>': '&gt;',
138
+ "'": '&#39;',
139
+ '"': '&quot;'
140
+ }[tag] || tag)
141
+ );
142
+ }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
143
 
144
+ function stripHTML(html) {
145
+ const tmp = document.createElement("DIV");
146
+ tmp.innerHTML = html;
147
+ return tmp.textContent || tmp.innerText || "";
148
+ }
 
 
 
 
 
149
 
150
+ function renderValue(value) {
151
+ if (typeof value !== 'string') {
152
+ return escapeHTML(String(value));
153
+ }
154
+
155
+ const isHTML = /<[a-z][\s\S]*>/i.test(value);
156
+ const strippedValue = isHTML ? stripHTML(value) : value;
157
+
158
+ if (strippedValue.length > 100) {
159
+ if (isHTML) {
160
+ return `
161
+ <div class="preview">${value.substring(0, 100)}...</div>
162
+ <div class="full-text" style="display: none;">${value}</div>
163
+ <button class="toggle-button">Show More</button>
164
+ `;
165
+ } else {
166
+ return `
167
+ <div class="preview">${escapeHTML(value.substring(0, 100))}...</div>
168
+ <div class="full-text" style="display: none;">${escapeHTML(value)}</div>
169
+ <button class="toggle-button">Show More</button>
170
+ `;
171
+ }
172
+ }
173
+
174
+ return isHTML ? value : escapeHTML(value);
175
+ }
176
 
177
+ function render({ model, el }) {
178
+ const result = model.get("result");
179
+ const container = document.createElement("div");
180
+ container.className = "header-container";
181
+
182
+ container.innerHTML = `
183
+ <img class="banner" src="https://raw.githubusercontent.com/Haleshot/marimo-tutorials/main/community-tutorials-banner.png" alt="Marimo Banner">
184
+ <div class="form-container">
185
+ ${Object.entries(result).map(([key, value]) => `
186
+ <div class="form-row">
187
+ <label>${escapeHTML(key)}</label>
188
+ <div class="value-container">
189
+ ${renderValue(value)}
190
+ </div>
191
+ </div>
192
+ `).join('')}
193
+ </div>
194
+ `;
195
+
196
+ el.appendChild(container);
197
+
198
+ container.querySelectorAll('.toggle-button').forEach(button => {
199
+ button.addEventListener('click', () => {
200
+ const row = button.closest('.form-row');
201
+ const preview = row.querySelector('.preview');
202
+ const fullText = row.querySelector('.full-text');
203
+
204
+ if (fullText.style.display === "none") {
205
+ fullText.style.display = "block";
206
+ preview.style.display = "none";
207
+ button.textContent = "Show Less";
208
+ } else {
209
+ fullText.style.display = "none";
210
+ preview.style.display = "block";
211
+ button.textContent = "Show More";
212
+ }
213
+ });
214
+ });
215
+ }
216
 
217
+ export default { render };
 
218
  """
 
 
219
 
220
+ _css = """
221
+ .header-container {
222
+ font-family: 'Helvetica Neue', Arial, sans-serif;
223
+ max-width: 100%;
224
+ margin: 0 auto;
225
+ overflow: hidden;
226
+ }
227
+ .banner {
228
+ width: 100%;
229
+ height: 200px;
230
+ object-fit: cover;
231
+ border-radius: 10px 10px 0 0;
232
+ display: block;
233
+ }
234
+ .form-container {
235
+ padding: 30px;
236
+ display: grid;
237
+ grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));
238
+ gap: 20px;
239
+ font-weight: 300;
240
+ box-shadow: 0 -10px 20px rgba(0,0,0,0.1);
241
+ }
242
+ .form-row {
243
+ display: flex;
244
+ flex-direction: column;
245
+ }
246
+ label {
247
+ font-size: 0.8em;
248
+ text-transform: uppercase;
249
+ letter-spacing: 1px;
250
+ margin-bottom: 5px;
251
+ font-weight: 500;
252
+ }
253
+ .value-container {
254
+ font-size: 1em;
255
+ line-height: 1.5;
256
+ }
257
+ .value-container a {
258
+ color: #0066cc;
259
+ text-decoration: none;
260
+ transition: color 0.2s ease;
261
+ }
262
+ .value-container a:hover {
263
+ color: #003366;
264
+ }
265
+ .preview, .full-text {
266
+ margin-bottom: 10px;
267
+ }
268
+ .toggle-button {
269
+ border: none;
270
+ border-radius: 20px;
271
+ padding: 8px 16px;
272
+ font-size: 0.9em;
273
+ cursor: pointer;
274
+ transition: all 0.3s ease;
275
+ box-shadow: 0 2px 4px rgba(0,0,0,0.1);
276
+ }
277
+ .toggle-button:hover {
278
+ box-shadow: 0 4px 8px rgba(0,0,0,0.15);
279
+ }
280
+ @media (max-width: 600px) {
281
+ .form-container {
282
+ grid-template-columns: 1fr;
283
+ }
284
+ }
285
  """
 
 
286
 
287
+ result = traitlets.Dict({}).tag(sync=True)
288
 
289
+ return HeaderWidget, anywidget, traitlets
 
 
 
 
 
 
 
 
 
290
 
291
 
292
  @app.cell(hide_code=True)
293
+ def __(HeaderWidget):
294
+ header_widget = HeaderWidget(
295
+ result={
296
+ "Title": "Comprehensive E-Commerce Customer Behavior Analysis",
297
+ "Author": '<a href="https://github.com/Haleshot/marimo-tutorials">Dr. Jane Smith, PhD</a>',
298
+ "Affiliation": '<a href="https://www.datascience.university.edu">University of Data Science</a>',
299
+ "Version": "1.2.3",
300
+ "Description": "This advanced notebook presents a multi-faceted analysis of <b>customer behavior patterns</b> across various e-commerce platforms. The primary goal is to derive actionable insights that can significantly enhance customer engagement, optimize conversion rates, and ultimately drive business growth in the competitive e-commerce landscape.",
301
+ "Keywords": "E-Commerce Analytics, Customer Behavior Modeling, Predictive Analytics, Machine Learning, Natural Language Processing, Data Visualization, Time Series Analysis",
302
+ "Data Sources": "1. Customer transaction logs (5 years, 10M+ records)<br>2. Website clickstream data (real-time, 1B+ events)<br>3. CRM records (customer demographics, purchase history)<br>4. Social media interactions (Twitter, Facebook, Instagram)<br>5. Customer support tickets and chat logs<br>6. Product catalog and inventory data",
303
+ "Prerequisites": "Intermediate to advanced knowledge in statistics, machine learning, and Python programming. Familiarity with e-commerce concepts and business metrics is beneficial.",
304
+ "Acknowledgements": "This work was supported by a grant from the National Science Foundation (NSF-1234567). Special thanks to the E-Commerce Research Consortium for providing anonymized datasets.",
305
+ "License": '<a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">CC BY-NC-SA 4.0</a>',
306
+ "Last Updated": "November 3, 2024",
307
+ }
308
  )
309
+ return (header_widget,)
310
 
311
 
312
  @app.cell(hide_code=True)
313
  def __():
314
+ import marimo as mo
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
315
 
316
+ return (mo,)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
317
 
318
 
319
  if __name__ == "__main__":
320
+ app.run()