Culturecare.online — Data Learning Lab

Transform static learning into interactive exploration

Flow & arrows Expandable structures Hover tooltips Interactive CLI JSON visualizer Drag-and-drop puzzle Career Compass

Interactive data flow

Follow the animated path from raw data to insights. Hover nodes for hints.

Ingest
CSV, JSON, API streams

Clean
Normalize, validate, dedupe

Model
Schema design & keys

Visualize
Charts, trees, maps

Decide
Actions & automation

Pipeline overview

Sources

Admissions, LMS, Surveys

Transforms

Type-casting, joins, aggregations

Storage

Tables, documents, blobs

Outputs

Dashboards, alerts, exports

Click-to-expand structures

Use expandable sections to reveal schemas, keys, and relationships.

Student profile schema

{
  "student_id": "TCC-000123",
  "name": {"first":"Ari","last":"Rivera"},
  "program": "Data Science",
  "enrollment_year": 2025,
  "metadata": {"neurosensory_support": true, "clubs": ["HackLab","CultureCare"]}
}

Course analytics schema

{
  "course_id": "DS-201",
  "term": "Fall-2025",
  "engagement": {"visits": 1324, "avg_time_min": 18.2},
  "assessments": [{"id":"quiz1","avg":82},{"id":"midterm","avg":76}]
}

Hover tooltips

Hover the highlighted terms to learn in context.

A primary keyPrimary Key
Unique identifier for a row links tables, while a foreign keyForeign Key
References a primary key in another table enforces relationships. Use normalizationNormalization
Organize data to reduce redundancy for integrity, then indexingIndexing
Speeds up queries by optimizing lookups for performance.

Interactive CLI simulator

Type commands like help, ls, cat schema.json, query students where program="Data Science".

tcc@lab:~

$welcome to the Data Learning Lab — type "help" to begin

JSON tree visualizer

Explore nested structures. Click [+] to expand nodes.

student.json

course.json

Drag-and-drop: match the data concept

Drag each piece to the correct slot. Aim for 4/4!

Pieces

Unique row identifier

Links to another table

Speeds up lookups

Reduces redundancy

Slots

Primary key

Foreign key

Index

Normalization

Score: 0/4

Career Compass

Get a tailored path suggestion based on interests and strengths.

Interest area Data & analytics Design & UX Cybersecurity Cloud & DevOps Digital health Preferred work style Independent Collaborative Community-focused Proficiency (self-rated)

Suggested path

Choose options and click “Suggest path”.

Culturecare.online — Digital Studio Lab • Learning by doing, sensing, and caring