# Temporal & Scenario Analysis - Implementation Checklist ## Phase 1: Core State Management (Week 1-2) ### Data Model Setup - [ ] Create `/src/types/temporal.ts` - [ ] Define `StateType` enum - [ ] Define `TemporalMetadata` interface - [ ] Define `ScenarioMetadata` interface - [ ] Define `StateRelationship` interface - [ ] Define `AnalysisState` interface - [ ] Define `StateDiff` interface - [ ] Define `ActorJourney` interface - [ ] Define `Timeline` interface - [ ] Define `ScenarioTree` interface - [ ] Update `/src/stores/persistence/types.ts` - [ ] Add `states` property to `ConstellationDocument` - [ ] Add `supportsStates` to document metadata - [ ] Ensure backward compatibility - [ ] Create migration helper - [ ] Function to enable states for existing documents - [ ] Function to create initial state from current graph - [ ] Test migration with sample documents ### State Store Implementation - [ ] Create `/src/stores/stateStore.ts` - [ ] Basic store structure with Zustand - [ ] State CRUD operations - [ ] `createState()` - [ ] `loadState()` - [ ] `deleteState()` - [ ] `updateStateMetadata()` - [ ] State retrieval - [ ] `getState()` - [ ] `getAllStates()` - [ ] `getStatesByType()` - [ ] Navigation helpers - [ ] `getNextState()` - [ ] `getPreviousState()` ### Snapshot Functionality - [ ] Create `/src/utils/stateSnapshot.ts` - [ ] `captureCurrentGraph()` - serialize current graph state - [ ] `restoreGraphFromState()` - load state into graph - [ ] `validateStateData()` - ensure data integrity - [ ] Handle edge cases (empty graph, large graphs) ### Basic UI Integration - [ ] Update `/src/components/Toolbar/Toolbar.tsx` - [ ] Add "Capture State" button - [ ] Add current state indicator - [ ] Add loading/saving state indicators - [ ] Create `/src/components/TemporalAnalysis/StateSelector.tsx` - [ ] Basic dropdown UI - [ ] List all states - [ ] Click to load state - [ ] Show current state indicator - [ ] Search/filter functionality - [ ] Create hooks - [ ] `/src/hooks/useStateManagement.ts` - [ ] `useCurrentState()` - [ ] `useCaptureState()` - [ ] `useLoadState()` ### Integration with Workspace - [ ] Update `/src/stores/workspaceStore.ts` - [ ] Add `captureCurrentState()` action - [ ] Add `restoreState()` action - [ ] Ensure states saved with document - [ ] Handle state data in export/import ### Testing - [ ] Test state creation - [ ] Test state loading - [ ] Test state persistence - [ ] Test with empty graphs - [ ] Test with large graphs (100+ nodes) - [ ] Test edge cases (missing data, corrupted states) --- ## Phase 2: Temporal Analysis (Week 3-4) ### Timeline Data Management - [ ] Extend `/src/stores/stateStore.ts` - [ ] Timeline CRUD operations - [ ] `createTimeline()` - [ ] `deleteTimeline()` - [ ] `updateTimeline()` - [ ] Timeline state management - [ ] `addStateToTimeline()` - [ ] `removeStateFromTimeline()` - [ ] `reorderTimeline()` - [ ] Timeline queries - [ ] `getStatesByTimeline()` - [ ] `getTimelineStates()` (ordered) ### Temporal Metadata - [ ] Create `/src/components/TemporalAnalysis/StateMetadataEditor.tsx` - [ ] Temporal metadata form - [ ] Date/time picker - [ ] Sequence number input - [ ] Label input - [ ] Period range inputs - [ ] Display format selector - [ ] Notes/description textarea - [ ] Tags input ### Timeline Panel UI - [ ] Create `/src/components/TemporalAnalysis/TimelinePanel.tsx` - [ ] Horizontal timeline visualization - [ ] State markers on timeline - [ ] Click to load state - [ ] Drag to scrub timeline - [ ] Zoom in/out on timeline - [ ] Pan timeline horizontally - [ ] State creation controls - [ ] Timeline selector dropdown (multiple timelines) - [ ] Timeline styling - [ ] Color-coded state markers - [ ] Current state highlight - [ ] Hover effects - [ ] Responsive design - [ ] Collapsible panel ### Timeline Navigation - [ ] Add keyboard shortcuts - [ ] `←` Previous state in timeline - [ ] `→` Next state in timeline - [ ] `Home` First state - [ ] `End` Last state - [ ] Navigation buttons - [ ] Previous/Next buttons - [ ] Jump to start/end - [ ] State counter (e.g., "3 of 12") ### Integration - [ ] Update `/src/App.tsx` - [ ] Add TimelinePanel to layout - [ ] Handle panel visibility toggle - [ ] Handle panel resize - [ ] Update `/src/components/Menu/MenuBar.tsx` - [ ] Add "States" menu - [ ] "View Timeline" action - [ ] "Create Timeline" action ### Testing - [ ] Test timeline creation - [ ] Test state ordering - [ ] Test timeline navigation - [ ] Test keyboard shortcuts - [ ] Test with multiple timelines - [ ] Test timeline visualization with many states (20+) --- ## Phase 3: Comparison & Diff Analysis (Week 5-6) ### Diff Calculation Engine - [ ] Create `/src/utils/stateDiff.ts` - [ ] `calculateStateDiff()` function - [ ] Actor comparison logic - [ ] Detect added actors - [ ] Detect removed actors - [ ] Detect modified actors (label, type, position, metadata) - [ ] Relation comparison logic - [ ] Detect added relations - [ ] Detect removed relations - [ ] Detect modified relations (type, directionality, strength) - [ ] Summary statistics calculation - [ ] Performance optimization for large graphs - [ ] Create `/src/hooks/useStateDiff.ts` - [ ] `useComparison()` hook - [ ] `useDiffCalculation()` hook - [ ] Memoization for expensive calculations ### Visual Diff on Graph - [ ] Create `/src/components/Editor/DiffOverlay.tsx` - [ ] Overlay mode component - [ ] Color coding for changes - [ ] Green for added (actors/relations) - [ ] Red for removed (actors/relations) - [ ] Yellow/orange for modified - [ ] Change badges/icons on nodes - [ ] Toggle overlay on/off - [ ] Opacity control for overlay - [ ] Update `/src/components/Editor/GraphEditor.tsx` - [ ] Integrate DiffOverlay - [ ] Apply diff styling to nodes/edges - [ ] Animated transitions for diff highlights ### Comparison View UI - [ ] Create `/src/components/TemporalAnalysis/ComparisonView.tsx` - [ ] Modal/panel for comparison - [ ] State selectors (From/To) - [ ] Comparison mode selector - [ ] Side-by-side - [ ] Overlay - [ ] Tabbed - [ ] Graph visualization for both states - [ ] Synchronized panning/zooming - [ ] Difference highlighting - [ ] Summary statistics panel - [ ] Create `/src/components/TemporalAnalysis/StateDiffViewer.tsx` - [ ] List of changes (actors/relations) - [ ] Filter by change type (added/removed/modified) - [ ] Click to highlight on graph - [ ] Export changes as report ### Change Summary - [ ] Create `/src/components/TemporalAnalysis/ChangeSummary.tsx` - [ ] Statistics dashboard - [ ] Total actors (before/after) - [ ] Total relations (before/after) - [ ] Added/removed/modified counts - [ ] Change breakdown by type - [ ] Visual charts (pie chart, bar chart) - [ ] Export to CSV/JSON ### Quick Compare - [ ] Add to TimelinePanel - [ ] "Compare" button on state markers - [ ] Right-click context menu "Compare with..." - [ ] Select two states to compare - [ ] Add to state selector - [ ] Checkbox mode to select multiple states - [ ] "Compare Selected" button ### Export Comparison Report - [ ] Report generation - [ ] PDF export with diff summary - [ ] JSON export of diff data - [ ] HTML report with interactive visualization - [ ] Include screenshots of both states ### Testing - [ ] Test diff calculation accuracy - [ ] Test with various graph sizes - [ ] Test comparison view UI - [ ] Test visual diff overlay - [ ] Test export functionality - [ ] Performance test with large diffs --- ## Phase 4: Scenario Branching (Week 7-8) ### Scenario Data Model - [ ] Extend `/src/stores/stateStore.ts` - [ ] Scenario tree management - [ ] `createScenarioBranch()` - [ ] `addStateToScenario()` - [ ] `deleteScenarioBranch()` - [ ] Scenario queries - [ ] `getStatesByScenario()` - [ ] `getScenarioTree()` - [ ] `getScenarioBranches()` ### Scenario Creation UI - [ ] Create `/src/components/TemporalAnalysis/ScenarioCreator.tsx` - [ ] "Branch from here" button/dialog - [ ] Scenario metadata form - [ ] Label input - [ ] Description textarea - [ ] Assumptions list input - [ ] Probability/confidence selector - [ ] Color picker for branch - [ ] Parent state selection - [ ] Create and switch to scenario ### Scenario Tree Visualization - [ ] Extend TimelinePanel for scenarios - [ ] Vertical branching layout - [ ] Branch lines/connectors - [ ] Branch labels - [ ] Branch color coding - [ ] Collapse/expand branches - [ ] Scenario navigation controls - [ ] Alternative: Tree view component - [ ] Hierarchical tree visualization - [ ] Collapsible nodes - [ ] Click to load state - [ ] Branch context menu (edit, delete, compare) ### Scenario Metadata Editor - [ ] Update StateMetadataEditor - [ ] Scenario-specific fields - [ ] Assumptions editor (add/remove/edit) - [ ] Probability slider - [ ] Confidence level selector - [ ] Branch color picker ### Scenario Navigation - [ ] Scenario switcher - [ ] Dropdown to select branch - [ ] Filter timeline by scenario - [ ] Visual indicator of current branch - [ ] Branch comparison - [ ] "Compare branches" action - [ ] Select multiple scenarios - [ ] Side-by-side comparison - [ ] Outcome analysis ### Integration - [ ] Update menu bar - [ ] "Create Scenario" menu item - [ ] "Manage Scenarios" menu item - [ ] Update state selector - [ ] Group states by scenario - [ ] Scenario branch indicators ### Testing - [ ] Test scenario creation - [ ] Test branch visualization - [ ] Test scenario navigation - [ ] Test with multiple branches - [ ] Test nested scenarios (if supported) - [ ] Test scenario deletion --- ## Phase 5: Actor Tracking & Journeys (Week 9-10) ### Journey Calculation - [ ] Create `/src/utils/actorJourney.ts` - [ ] `getActorJourney()` function - [ ] Track actor across states - [ ] Detect first/last appearance - [ ] Calculate property changes - [ ] Track relationship evolution - [ ] Performance optimization - [ ] Create `/src/hooks/useActorJourney.ts` - [ ] `useActorJourney()` hook - [ ] `useMultiActorJourney()` hook - [ ] Memoization ### Journey Viewer UI - [ ] Create `/src/components/TemporalAnalysis/ActorJourneyViewer.tsx` - [ ] Actor selection interface - [ ] Dropdown or autocomplete - [ ] Search by label - [ ] Select from graph click - [ ] Timeline visualization - [ ] Horizontal timeline - [ ] Actor appearance markers - [ ] Property change indicators - [ ] Property evolution display - [ ] Label changes - [ ] Type changes - [ ] Position changes - [ ] Relationship changes display - [ ] Relations added/removed - [ ] Relation type changes - [ ] Relation strength changes ### Multi-Actor Comparison - [ ] Select multiple actors - [ ] Overlay journeys on same timeline - [ ] Compare property evolution - [ ] Compare relationship dynamics - [ ] Identify interaction points ### Journey Export - [ ] Export journey data - [ ] CSV export - [ ] JSON export - [ ] PDF report with visualizations - [ ] Include: - [ ] Actor metadata - [ ] State sequence - [ ] Property changes - [ ] Relationship changes - [ ] Summary statistics ### Integration - [ ] Add to right panel - [ ] "View Journey" button on actor selection - [ ] Quick journey view - [ ] Add to menu bar - [ ] "Actor Journeys" menu item - [ ] Keyboard shortcut (Ctrl+J) ### Testing - [ ] Test journey calculation - [ ] Test with various actor types - [ ] Test with actors that appear/disappear - [ ] Test multi-actor comparison - [ ] Test export functionality --- ## Phase 6: Animation & Presentation (Week 11-12) ### Animation Engine - [ ] Create `/src/utils/stateAnimation.ts` - [ ] `interpolateStates()` function - [ ] Position interpolation - [ ] Opacity interpolation (fade in/out) - [ ] Size interpolation - [ ] Color interpolation - [ ] Easing functions (linear, ease-in-out, etc.) - [ ] Create `/src/hooks/useStateAnimation.ts` - [ ] `useAnimation()` hook - [ ] Animation state management - [ ] Frame rate control - [ ] Performance optimization ### Animation Controls - [ ] Create `/src/components/TemporalAnalysis/StateAnimator.tsx` - [ ] Play/pause button - [ ] Step forward/backward buttons - [ ] Speed control slider - [ ] Loop toggle - [ ] Progress bar - [ ] Frame counter - [ ] Quality settings (performance vs. smoothness) - [ ] Integrate with TimelinePanel - [ ] Animation controls bar - [ ] Visual playhead on timeline - [ ] Click timeline to jump to state ### Animation Modes - [ ] Sequential (state A → B → C) - [ ] Comparison (fade between two states) - [ ] Journey (follow actor across states) - [ ] Custom sequence (user-selected states) ### Presentation Mode - [ ] Create `/src/components/TemporalAnalysis/PresentationMode.tsx` - [ ] Full-screen mode - [ ] Slideshow interface - [ ] State sequence selector - [ ] Auto-advance with timer - [ ] Manual navigation (arrow keys) - [ ] Annotation overlays - [ ] Title for each state - [ ] Notes/narration text - [ ] Key insights callouts - [ ] Exit presentation (Esc key) ### Export Capabilities (Stretch Goal) - [ ] Export animation - [ ] Animated GIF export - [ ] Video export (WebM/MP4) - may require server-side - [ ] Frame sequence export (PNG images) - [ ] Interactive HTML export ### Integration - [ ] Add to menu bar - [ ] "Animate Timeline" menu item - [ ] "Presentation Mode" menu item - [ ] Keyboard shortcut (Ctrl+Shift+P) - [ ] Add to timeline panel - [ ] Play button - [ ] Presentation mode button ### Testing - [ ] Test animation smoothness - [ ] Test with various animation speeds - [ ] Test with large state transitions - [ ] Test presentation mode navigation - [ ] Performance test with complex graphs - [ ] Test on different screen sizes --- ## Phase 7: ChromaDB Integration (Week 13-14) ### ChromaDB Setup - [ ] Install ChromaDB dependencies - [ ] Add to package.json - [ ] Configure ChromaDB client - [ ] Create `/src/utils/chromaIntegration.ts` - [ ] Initialize ChromaDB client - [ ] Connection management - [ ] Error handling ### Collection Setup - [ ] Create collections - [ ] `constellation_states` - state metadata - [ ] `actor_journeys` - actor trajectories - [ ] `state_comparisons` - cached comparisons - [ ] `annotations` - user notes and insights - [ ] Define schemas - [ ] Metadata fields - [ ] Embedding strategies - [ ] Query filters ### State Indexing - [ ] Create indexing functions - [ ] `indexState()` - index single state - [ ] `batchIndexStates()` - index multiple states - [ ] `updateStateIndex()` - update existing index - [ ] `removeStateIndex()` - remove from index - [ ] Generate embeddings - [ ] Combine label, description, notes, assumptions - [ ] Use ChromaDB's built-in embedding - [ ] Handle long text (truncation/summarization) ### Semantic Search - [ ] Create search functions - [ ] `searchStates()` - general search - [ ] `findSimilarStates()` - similarity search - [ ] `searchByTags()` - tag-based search - [ ] `searchByTimeRange()` - temporal search - [ ] Create `/src/components/TemporalAnalysis/StateSearch.tsx` - [ ] Search input - [ ] Search filters (type, timeline, scenario, tags) - [ ] Results list - [ ] Click to load state - [ ] Relevance scoring display ### Pattern Recognition - [ ] Implement pattern detection - [ ] Identify similar network structures - [ ] Find recurring patterns - [ ] Detect anomalies - [ ] Trend analysis - [ ] Create pattern visualization - [ ] Display pattern clusters - [ ] Highlight similar states - [ ] Generate insights ### Annotation Storage - [ ] Store annotations in ChromaDB - [ ] Link to specific states - [ ] Link to specific changes - [ ] Support rich text - [ ] Support tags - [ ] Create annotation search - [ ] Search within annotations - [ ] Find states by annotation content ### Caching Strategy - [ ] Cache diff calculations - [ ] Store diff results in ChromaDB - [ ] Retrieve cached diffs - [ ] Invalidate cache on state changes - [ ] Cache journey calculations - [ ] Store journey data - [ ] Update on relevant state changes ### Integration - [ ] Add to state store - [ ] `indexStateForSearch()` action - [ ] `searchStates()` action - [ ] Add to UI - [ ] Search box in state selector - [ ] "Find similar" button on states - [ ] Pattern insights panel ### Testing - [ ] Test indexing performance - [ ] Test search accuracy - [ ] Test similarity detection - [ ] Test caching effectiveness - [ ] Test with large state collections (100+ states) --- ## Phase 8: Advanced Features (Week 15-16) ### Automatic State Capture - [ ] Implement auto-capture - [ ] Periodic snapshots (e.g., every 10 minutes) - [ ] Significant change detection (threshold-based) - [ ] User-configurable triggers - [ ] Auto-cleanup of old snapshots - [ ] Settings UI - [ ] Enable/disable auto-capture - [ ] Configure frequency - [ ] Configure retention policy ### State Templates - [ ] Template creation - [ ] Save state as template - [ ] Template metadata (name, description, category) - [ ] Template preview - [ ] Template application - [ ] Browse template library - [ ] Apply template to create new state - [ ] Customize template on application - [ ] Template management - [ ] Edit templates - [ ] Delete templates - [ ] Import/export templates ### Collaborative Features (Stretch Goal) - [ ] Sharing - [ ] Export shareable link to timeline - [ ] Export shareable link to scenario - [ ] Embed code for presentations - [ ] Comments - [ ] Comment on specific states - [ ] Reply to comments - [ ] @mentions - [ ] Resolve comments - [ ] Approvals (Stretch Goal) - [ ] Submit state for review - [ ] Approve/reject states - [ ] Review workflow ### Advanced Analytics - [ ] Network metrics over time - [ ] Density evolution - [ ] Centrality changes - [ ] Clustering coefficient - [ ] Path lengths - [ ] Statistical analysis - [ ] Correlation analysis - [ ] Regression models - [ ] Predictive analytics - [ ] Export to analysis tools - [ ] Export time-series data - [ ] Export to CSV for Excel/R/Python - [ ] API for external tools ### Testing - [ ] Test auto-capture functionality - [ ] Test template system - [ ] Test collaborative features - [ ] Test analytics calculations - [ ] Integration testing with all phases --- ## Final Polish & Documentation ### Performance Optimization - [ ] Profile performance bottlenecks - [ ] Optimize diff calculation - [ ] Optimize rendering for many states - [ ] Lazy loading for large timelines - [ ] Implement virtualization where needed ### Error Handling - [ ] Graceful degradation for missing data - [ ] User-friendly error messages - [ ] Rollback on failed operations - [ ] Data validation throughout ### Accessibility - [ ] Keyboard navigation for all features - [ ] Screen reader support - [ ] High contrast mode support - [ ] Focus indicators - [ ] ARIA labels ### Documentation - [ ] User guide (see TEMPORAL_QUICK_START.md) - [ ] Getting started tutorial - [ ] Feature walkthroughs - [ ] Best practices - [ ] FAQ - [ ] Developer documentation - [ ] API reference - [ ] Type definitions - [ ] Architecture overview - [ ] Extension guide - [ ] Video tutorials - [ ] Overview video - [ ] Feature-specific videos - [ ] Advanced use cases ### Testing - [ ] Unit tests for all utilities - [ ] Integration tests for stores - [ ] Component tests for UI - [ ] E2E tests for workflows - [ ] Performance benchmarks - [ ] User acceptance testing ### Release - [ ] Version bump - [ ] Changelog - [ ] Migration guide for existing users - [ ] Announcement post/blog - [ ] Update README --- ## Success Metrics Track these metrics post-release: - [ ] Feature adoption rate - [ ] % of users who enable states - [ ] % of documents with states - [ ] Average states per document - [ ] Usage patterns - [ ] Temporal vs. scenario usage - [ ] Most used features (comparison, animation, journeys) - [ ] Average session time with states - [ ] Performance - [ ] State creation time - [ ] Diff calculation time - [ ] Animation frame rate - [ ] ChromaDB query latency - [ ] User satisfaction - [ ] User feedback/ratings - [ ] Support tickets related to states - [ ] Feature requests --- ## Notes - Each phase builds on the previous one - Test thoroughly before moving to next phase - Gather user feedback early and often - Iterate based on actual usage patterns - Keep performance in mind throughout - Document as you go **Current Status**: Not started **Next Step**: Begin Phase 1 - Core State Management