constellation-analyzer/docs/TEMPORAL_ANALYSIS_SUMMARY.md

Temporal & Scenario Analysis - Implementation Summary

Overview

This document provides a high-level summary of the revised multi-graph implementation plan, now correctly framed as a temporal and scenario analysis tool for constellation analyses.

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Key Correction: NOT Version Control

Previous Misunderstanding

The initial approach treated this as a version control system (like Git for graphs), focusing on:

• Commits and checkouts
• Branching for collaboration
• Merge operations
• Edit history

Corrected Understanding

This is actually a temporal and scenario analysis tool focused on:

• Temporal evolution: How constellations change over time
• Scenario exploration: Comparing alternative futures
• Comparison analysis: Visual diff and change tracking
• Storytelling: Presenting network dynamics

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Core Use Cases

1. Historical/Temporal Analysis

Example: Track how a team evolved from 2020 to 2024

• Capture states at key time points (quarters, years, milestones)
• Navigate through timeline to see evolution
• Compare early vs. late states
• Identify inflection points and trends

2. Therapeutic/Session-Based Tracking

Example: Family therapist tracking constellation across 10 sessions

• Capture state after each therapy session
• Track relationship changes over time
• Visualize progress and breakthroughs
• Compare initial vs. final states

3. Strategic Scenario Planning

Example: Explore three different organizational strategies

• Start from current state
• Branch into multiple scenarios (Strategy A, B, C)
• Develop each scenario independently
• Compare outcomes side-by-side
• Present findings to stakeholders

4. Project Evolution

Example: Stakeholder network from project kickoff to closure

• Capture states at project phases
• Track key stakeholders across phases
• Animate evolution for presentations
• Generate actor journey reports

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Key Features

Phase 1: Core State Management (Weeks 1-2)

Status: Not started Priority: HIGH - Foundation

• Capture current graph as a "state" (snapshot)
• Load states to view at different points
• Basic state metadata (label, notes)
• Simple state selector dropdown

Deliverable: Users can create and switch between states

Phase 2: Temporal Analysis (Weeks 3-4)

Status: Not started Priority: HIGH - Core use case

• Timeline management (ordered sequence of states)
• Timeline panel UI with scrubber
• Temporal metadata (dates, sequence numbers)
• Timeline navigation (previous/next)

Deliverable: Users can create temporal sequences and navigate through time

Phase 3: Comparison & Diff (Weeks 5-6)

Status: Not started Priority: HIGH - Key analytical feature

• Diff calculation engine
• Visual diff overlay on graph
• Comparison view (side-by-side)
• Change summary panel
• Export comparison reports

Deliverable: Users can compare states and see visual differences

Phase 4: Scenario Branching (Weeks 7-8)

Status: Not started Priority: MEDIUM

• Scenario data model and tree structure
• "Branch from here" UI
• Scenario tree visualization
• Scenario comparison

Deliverable: Users can create and explore alternative scenarios

Phase 5: Actor Journeys (Weeks 9-10)

Status: Not started Priority: MEDIUM

• Track specific actors across states
• Journey visualization
• Property and relationship evolution
• Export actor journey reports

Deliverable: Users can follow individual actors through time

Phase 6: Animation & Presentation (Weeks 11-12)

Status: Not started Priority: MEDIUM

• Smooth transitions between states
• Animation controls (play/pause/speed)
• Presentation mode (full-screen slideshow)
• Export animations (stretch goal)

Deliverable: Users can animate evolution and present findings

Phase 7: ChromaDB Integration (Weeks 13-14)

Status: Not started Priority: MEDIUM

• Index states in ChromaDB
• Semantic search for states
• Pattern recognition
• Annotation storage and search

Deliverable: Users can search and analyze state history semantically

Phase 8: Advanced Features (Weeks 15-16)

Status: Not started Priority: LOW

• Auto-capture states
• State templates
• Collaborative features (stretch)
• Advanced analytics

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Data Model Changes

New Type: AnalysisState

Represents the constellation at a specific moment:

interface AnalysisState {
  stateId: string;
  stateType: 'temporal' | 'scenario';
  snapshot: {
    nodes: SerializedActor[];
    edges: SerializedRelation[];
  };
  temporal?: TemporalMetadata;  // For time-based states
  scenario?: ScenarioMetadata;  // For scenario branches
  relationships: StateRelationship[];  // Links to other states
  notes?: string;
  createdAt: string;
}

Updated: ConstellationDocument

Existing documents get optional state support:

interface ConstellationDocument {
  metadata: { ... };
  graph: { ... };  // Current working graph
  states?: {
    stateList: AnalysisState[];
    currentStateId: string | null;
    timelines: Timeline[];
    scenarioTrees: ScenarioTree[];
    settings: { ... };
  };
}

New Type: Timeline

Ordered sequence of temporal states:

interface Timeline {
  timelineId: string;
  label: string;
  states: string[];  // Ordered state IDs
  displaySettings: { ... };
}

New Type: ScenarioTree

Hierarchical structure of branched scenarios:

interface ScenarioTree {
  rootStateId: string;
  branches: Array<{
    branchId: string;
    label: string;
    states: string[];
    color?: string;
  }>;
}

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Architecture Changes

New Store: stateStore.ts

Manages all state-related operations:

• Create/read/update/delete states
• Timeline management
• Scenario branch management
• State comparison
• Actor journey tracking
• ChromaDB integration

New Components: TemporalAnalysis/

/src/components/TemporalAnalysis/
├── TimelinePanel.tsx          # Bottom panel with timeline
├── StateSelector.tsx          # Dropdown to select states
├── ComparisonView.tsx         # Side-by-side comparison
├── StateDiffViewer.tsx        # List of changes
├── StateMetadataEditor.tsx    # Edit state metadata
├── ActorJourneyViewer.tsx     # Track actor across states
├── StateAnimator.tsx          # Animation controls
└── PresentationMode.tsx       # Full-screen slideshow

Updated Components

• Toolbar: Add state controls (capture, current state indicator)
• BottomPanel: Integrate TimelinePanel
• RightPanel: Add state history section
• MenuBar: Add "States" menu
• GraphEditor: Support diff overlay and state loading

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Terminology Changes

Old Term (Version Control)	New Term (Temporal/Scenario)
Version	State / Timepoint / Scenario
Commit	Capture State / Create Snapshot
Checkout	Load State / View State
Branch	Create Scenario Branch
Version History	Timeline / State History
Version Graph	Timeline / Scenario Tree
Diff	Comparison / Change Analysis
Merge	N/A (not applicable)
Revert	Restore State

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User Workflows

Workflow 1: Create Temporal Sequence

1. Work on graph normally
2. At key milestone, click "Capture State"
3. Label it (e.g., "Q1 2023")
4. Continue editing graph
5. Capture next state (e.g., "Q2 2023")
6. Repeat for all time points
7. View timeline panel to see sequence
8. Use scrubber to navigate

Workflow 2: Compare Two States

1. Select first state (e.g., "Q1 2023")
2. Click "Compare" button
3. Select second state (e.g., "Q4 2023")
4. View side-by-side comparison
5. See highlighted changes
6. Review change summary
7. Export comparison report

Workflow 3: Create Scenario Branch

1. Load the state to branch from (e.g., "Current")
2. Click "Create Scenario Branch"
3. Name it (e.g., "Strategy A")
4. Add description and assumptions
5. Modify graph for this scenario
6. Capture states along scenario
7. Return to branching point
8. Create alternative scenario (e.g., "Strategy B")
9. Compare scenarios

Workflow 4: Track Actor Journey

1. Select actor on graph
2. Click "View Journey" in right panel
3. See timeline of actor appearances
4. Review property changes over time
5. Examine relationship evolution
6. Export journey report

Workflow 5: Animate & Present

1. Create timeline with multiple states
2. Click "Animate" button
3. Adjust animation speed
4. Play animation (smooth transitions)
5. Enter presentation mode (full-screen)
6. Navigate through slideshow
7. Present to stakeholders

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ChromaDB Integration Strategy

Collections

1. State Metadata Collection

• Index state descriptions, notes, assumptions
• Enable semantic search ("Find states about merger")
• Support tag-based filtering

2. Actor Journey Collection

• Store actor trajectories
• Enable actor-centric queries
• Track relationship evolution

3. Comparison Cache Collection

• Cache expensive diff calculations
• Speed up repeated comparisons
• Store change summaries

4. Annotation Collection

• Store user notes and insights
• Link to specific states or changes
• Enable annotation search

Use Cases

1. Semantic Search: "Find all states related to organizational restructuring"
2. Pattern Recognition: "Find states similar to current state"
3. Actor Tracking: "Find all states where Alice appears"
4. Change Analysis: "Find states with significant network changes"
5. Insight Discovery: "Search annotations for mentions of 'conflict'"

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Implementation Priority

Must-Have (MVP)

1. Phase 1: Core State Management
2. Phase 2: Temporal Analysis
3. Phase 3: Comparison & Diff

These three phases provide core value:

• Users can capture states at different times
• Navigate through temporal sequences
• Compare and analyze differences

Should-Have

4. Phase 4: Scenario Branching
5. Phase 5: Actor Journeys
6. Phase 6: Animation & Presentation

These add significant analytical and storytelling power.

Nice-to-Have

7. Phase 7: ChromaDB Integration
8. Phase 8: Advanced Features

These enhance but aren't essential for core functionality.

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Success Metrics

Feature Adoption

• Percentage of documents with states enabled
• Average number of states per document
• Temporal vs. scenario usage ratio

User Engagement

• Time spent in comparison view
• Number of comparisons per session
• Animation playback frequency
• Actor journey queries

Performance

• State creation time < 500ms
• Diff calculation time < 1s
• Animation frame rate > 30fps
• ChromaDB query latency < 200ms

User Satisfaction

• Qualitative feedback
• Feature requests
• Support tickets
• User testimonials

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Migration Strategy

Existing Documents

• All existing documents continue to work
• States are optional (states? property)
• No breaking changes

Enabling States

Users can enable temporal analysis for any document:

1. Click "Enable Temporal Analysis" in menu
2. System captures current graph as initial state
3. Creates default timeline
4. User can now create additional states

Export/Import

• Export includes all states (if present)
• Import preserves state structure
• Backward compatible with old exports

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Documentation Plan

User Documentation

• Quick Start Guide: TEMPORAL_QUICK_START.md (created)
• Use Case Examples: Included in quick start
• Best Practices: Included in quick start
• Video Tutorials: To be created

Developer Documentation

• Implementation Plan: TEMPORAL_SCENARIO_IMPLEMENTATION_PLAN.md (created)
• Implementation Checklist: IMPLEMENTATION_CHECKLIST.md (created)
• Visual Examples: VISUAL_EXAMPLES.md (created)
• API Reference: To be created with code
• Type Definitions: To be created in code

Design Documentation

• Visual wireframes: Included in plan and examples
• Interaction patterns: Included in examples
• Component hierarchy: Included in plan

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Common Pitfalls to Avoid

1. Creating Too Many States

Problem: State for every tiny change Solution: Capture states only at significant milestones

2. Poor State Naming

Problem: "State 1", "State 2" with no context Solution: Use descriptive labels with date/context

3. Not Using Comparison

Problem: Just switching between states without analysis Solution: Actively use comparison view to identify changes

4. Mixing Temporal and Scenario

Problem: Scenarios and time in same timeline Solution: Keep temporal timelines and scenario branches separate

5. Neglecting Metadata

Problem: States without descriptions or notes Solution: Always add context (date, description, key changes)

6. Performance Issues with Large Graphs

Problem: Slow diff calculation or animation Solution: Implement caching, Web Workers, progressive rendering

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Next Steps

Immediate (This Week)

1. Review and approve this revised plan
2. Set up project board/tracker
3. Create initial type definitions
4. Begin Phase 1 implementation

Short-Term (Next 2-4 Weeks)

1. Complete Phase 1 (Core State Management)
2. Begin Phase 2 (Temporal Analysis)
3. Create example documents for testing
4. Gather early user feedback

Medium-Term (Next 2-3 Months)

1. Complete Phases 2-3 (Temporal + Comparison)
2. Begin Phase 4 (Scenario Branching)
3. User testing with real use cases
4. Iterate based on feedback

Long-Term (3-6 Months)

1. Complete Phases 4-6 (Scenarios, Journeys, Animation)
2. ChromaDB integration (Phase 7)
3. Advanced features (Phase 8)
4. Production release

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Files Created

This revision has created the following documentation:

1. TEMPORAL_SCENARIO_IMPLEMENTATION_PLAN.md (24KB)

   • Complete technical implementation plan
   • Data models and type definitions
   • Component architecture
   • Phase-by-phase breakdown
   • ChromaDB integration details
   • Algorithms and utilities

2. TEMPORAL_QUICK_START.md (16KB)

   • User-focused guide
   • Core concepts explained
   • Common use cases with examples
   • Workflow walkthroughs
   • Best practices
   • FAQ

3. IMPLEMENTATION_CHECKLIST.md (15KB)

   • Granular task breakdown
   • Phase-by-phase checklist
   • Testing requirements
   • Documentation tasks
   • Success metrics

4. VISUAL_EXAMPLES.md (20KB)

   • Concrete visual examples
   • 8 detailed scenarios
   • UI mockups and wireframes
   • Interaction patterns
   • Before/after visualizations

5. TEMPORAL_ANALYSIS_SUMMARY.md (This document)

   • High-level overview
   • Quick reference
   • Links to detailed docs

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Questions & Answers

Q: Is this replacing the existing document system?

A: No, it's an optional enhancement. Documents work fine without states.

Q: Can I use this for undo/redo?

A: No, states are for temporal/scenario analysis, not edit history. Undo/redo is separate.

Q: How many states can a document have?

A: No hard limit, but recommend <100 for performance. We'll implement pagination for large collections.

Q: Will this work with existing documents?

A: Yes, fully backward compatible. Enable states when you need them.

Q: Can I export just the timeline?

A: Yes, you can export specific timelines or scenario branches independently.

Q: How does this differ from version control?

A: Version control tracks edit history for recovery. This tracks temporal evolution and scenarios for analysis and storytelling.

Q: What about collaborative editing?

A: That's a separate feature. States can be shared but editing is still single-user.

Q: Can I animate between any two states?

A: Yes, animation works between any pair of states, not just sequential ones.

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Resources

Documentation

• Main plan: TEMPORAL_SCENARIO_IMPLEMENTATION_PLAN.md
• User guide: TEMPORAL_QUICK_START.md
• Checklist: IMPLEMENTATION_CHECKLIST.md
• Examples: VISUAL_EXAMPLES.md

Code (To Be Created)

• Types: /src/types/temporal.ts
• Store: /src/stores/stateStore.ts
• Components: /src/components/TemporalAnalysis/
• Utils: /src/utils/stateDiff.ts, stateAnimation.ts, etc.

External Resources

• ChromaDB docs: https://docs.trychroma.com/
• React Flow (for graph): https://reactflow.dev/
• Zustand (state management): https://github.com/pmndrs/zustand

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Conclusion

This revised implementation plan transforms Constellation Analyzer from a static graph editor into a powerful temporal and scenario analysis tool. By correctly framing this as storytelling and analysis (not version control), we enable users to:

1. Understand change: Track how networks evolve over time
2. Explore alternatives: Compare different possible futures
3. Analyze dynamics: Identify patterns, trends, and inflection points
4. Communicate insights: Present findings with animation and comparison

The phased approach ensures we deliver value incrementally while building toward a comprehensive solution. Starting with core state management and temporal analysis provides immediate utility, while later phases add sophisticated analytical and presentation capabilities.

Ready to begin implementation!