From ab409febf5bb24271a0cfb446af4e3eb7a5fe9d9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Sun, 15 Feb 2026 16:53:05 +0100 Subject: [PATCH 01/19] add index db and review to step 5 --- src/app/canvas/glyph-canvas.component.ts | 4 +- src/app/menubar/menubar.component.html | 17 +- src/app/menubar/menubar.component.scss | 29 + src/app/menubar/menubar.component.ts | 18 + .../preprocessing-wizard.component.html | 5 +- .../preprocessing-wizard.component.ts | 13 +- .../services/preprocessing.service.ts | 6 +- .../shared/constants/step-info.ts | 6 +- ...tep4-visualization-settings.component.html | 1169 +++++++---------- ...tep4-visualization-settings.component.scss | 463 ------- .../step4-visualization-settings.component.ts | 466 +------ .../step5-review-processing.component.html | 264 ++++ .../step5-review-processing.component.scss | 418 ++++++ .../step5-review-processing.component.ts | 423 ++++++ src/app/services/dataprovider.service.ts | 147 ++- src/app/services/dataset-storage.service.ts | 102 ++ 16 files changed, 1905 insertions(+), 1645 deletions(-) create mode 100644 src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html create mode 100644 src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss create mode 100644 src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts create mode 100644 src/app/services/dataset-storage.service.ts diff --git a/src/app/canvas/glyph-canvas.component.ts b/src/app/canvas/glyph-canvas.component.ts index 59d493b..30e9c5f 100644 --- a/src/app/canvas/glyph-canvas.component.ts +++ b/src/app/canvas/glyph-canvas.component.ts @@ -880,8 +880,10 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { }, 1000); if (this.renderGlyphsCallCount > this.MAX_RENDER_CALLS_PER_SECOND) { - console.error(`Infinite render loop detected (${this.renderGlyphsCallCount} calls/sec). Breaking loop.`); + console.warn(`Rapid render calls detected (${this.renderGlyphsCallCount} calls/sec). Deferring render.`); this.renderGlyphsCallCount = 0; + // Defer a final render so the canvas doesn't stay blank + setTimeout(() => this.renderGlyphs(true), 200); return; } diff --git a/src/app/menubar/menubar.component.html b/src/app/menubar/menubar.component.html index 57dbdf8..3e2100a 100644 --- a/src/app/menubar/menubar.component.html +++ b/src/app/menubar/menubar.component.html @@ -22,9 +22,20 @@
Data - +
+ + +
diff --git a/src/app/menubar/menubar.component.scss b/src/app/menubar/menubar.component.scss index 5ae0e7c..4a75468 100644 --- a/src/app/menubar/menubar.component.scss +++ b/src/app/menubar/menubar.component.scss @@ -71,6 +71,35 @@ } } +.dataset-selector { + display: flex; + align-items: center; + gap: 4px; +} + +.delete-btn { + display: flex; + align-items: center; + justify-content: center; + width: 32px; + height: 32px; + border: none; + background: transparent; + border-radius: 8px; + cursor: pointer; + color: #999; + padding: 0; + + &:hover { + background: #fee2e2; + color: #dc2626; + } + + .material-icons { + font-size: 18px; + } +} + .data-control { display: flex; align-items: center; diff --git a/src/app/menubar/menubar.component.ts b/src/app/menubar/menubar.component.ts index 77b9703..8e7a866 100644 --- a/src/app/menubar/menubar.component.ts +++ b/src/app/menubar/menubar.component.ts @@ -23,6 +23,7 @@ export class MenuBarComponent implements OnInit, OnDestroy { showWizard = false; hasData = false; datasetNames: string[] = []; + datasetEntries: { name: string; source: string }[] = []; selectedDataset: string | null = null; private dataSub = new Subscription(); @@ -37,6 +38,10 @@ export class MenuBarComponent implements OnInit, OnDestroy { this.dataProvider.dataSetCollectionSubject$.subscribe(collection => { this.hasData = !!collection && collection.length > 0 && collection.at(0)?.dataset != ""; this.datasetNames = collection.map(entry => entry.dataset); + this.datasetEntries = collection.map(entry => ({ + name: entry.dataset, + source: entry.source + })); })); this.dataSub.add( this.configService.loadedDataSubject$.subscribe(loaded => { @@ -78,4 +83,17 @@ export class MenuBarComponent implements OnInit, OnDestroy { fitAll() { this.configService.toggleFitToScreen(); } + + isUserDataset(name: string | null): boolean { + if (!name) return false; + const entry = this.datasetEntries.find(e => e.name === name); + return !!entry && entry.source !== 'local'; + } + + async onDeleteDataset(name: string | null): Promise { + if (!name || !this.isUserDataset(name)) return; + if (confirm(`Delete dataset "${name}"? This cannot be undone.`)) { + await this.dataProvider.deleteDataset(name); + } + } } diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.html b/src/app/preprocessing-wizard/preprocessing-wizard.component.html index 239702d..75a6262 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.html +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.html @@ -42,7 +42,10 @@

Data Preprocessing Wizard

} @case (3) { - + + } + @case (4) { + } } diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts index 96c00b0..efb7711 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts @@ -7,6 +7,7 @@ import { Step1UploadComponent } from './steps/step1-upload/step1-upload.componen import { Step2ColumnSelectionComponent } from './steps/step2-column-selection/step2-column-selection.component'; import { Step3ConfigureDataFeaturesComponent } from './steps/step3-configure-data-features/step3-configure-data-features.component'; import { Step4VisualizationSettingsComponent } from './steps/step4-visualization-settings/step4-visualization-settings.component'; +import { Step5ReviewProcessingComponent } from './steps/step5-review-processing/step5-review-processing.component'; import { DataProfile } from './models/column-statistics'; @Component({ @@ -18,7 +19,8 @@ import { DataProfile } from './models/column-statistics'; Step1UploadComponent, Step2ColumnSelectionComponent, Step3ConfigureDataFeaturesComponent, - Step4VisualizationSettingsComponent + Step4VisualizationSettingsComponent, + Step5ReviewProcessingComponent ], templateUrl: './preprocessing-wizard.component.html', styleUrl: './preprocessing-wizard.component.scss' @@ -38,7 +40,8 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { { label: 'Upload Data', completed: false }, { label: 'Select Columns', completed: false }, { label: 'Configure Data & Features', completed: false }, - { label: 'Visualization Settings', completed: false } + { label: 'Visualization Settings', completed: false }, + { label: 'Review & Process', completed: false } ]; constructor(private preprocessingService: PreprocessingService) { } @@ -95,8 +98,8 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { this.steps[0].completed = state.dataProfile !== null; this.steps[1].completed = state.columnConfigs.size > 0 && this.highestStepVisited > 1; this.steps[2].completed = this.highestStepVisited > 2; - // Step 3 (index 3) is completed either after processing OR if user has visited it - this.steps[3].completed = state.processedDataset !== null || this.highestStepVisited >= 3; + this.steps[3].completed = this.highestStepVisited > 3; + this.steps[4].completed = state.processedDataset !== null; } onStepClick(step: number): void { @@ -127,6 +130,8 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { case 2: // Configure Data & Features return true; case 3: // Visualization Settings + return true; + case 4: // Review & Process return false; // Final step - processing happens here default: return false; diff --git a/src/app/preprocessing-wizard/services/preprocessing.service.ts b/src/app/preprocessing-wizard/services/preprocessing.service.ts index 67445a9..64b9379 100644 --- a/src/app/preprocessing-wizard/services/preprocessing.service.ts +++ b/src/app/preprocessing-wizard/services/preprocessing.service.ts @@ -77,16 +77,16 @@ export class PreprocessingService { return this.stateSubject.getValue(); } - // Step navigation (4 steps: 0-3) + // Step navigation (5 steps: 0-4) public goToStep(step: number): void { - if (step >= 0 && step <= 3) { + if (step >= 0 && step <= 4) { this.updateState({ currentStep: step }); } } public nextStep(): void { const current = this.currentState.currentStep; - if (current < 3) { + if (current < 4) { this.goToStep(current + 1); } } diff --git a/src/app/preprocessing-wizard/shared/constants/step-info.ts b/src/app/preprocessing-wizard/shared/constants/step-info.ts index 903ce05..ef7a6de 100644 --- a/src/app/preprocessing-wizard/shared/constants/step-info.ts +++ b/src/app/preprocessing-wizard/shared/constants/step-info.ts @@ -23,6 +23,10 @@ export const STEP_INFO: Record = { }, 3: { title: 'Visualization Settings', - purpose: 'Select color and glyph features, choose projection methods, review your configuration, and process your data.' + purpose: 'Select color and glyph features, and choose projection methods.' + }, + 4: { + title: 'Review & Process', + purpose: 'Review your configuration summary and process the data for visualization.' } }; diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html index 0358506..29c6817 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html @@ -4,802 +4,519 @@

{{ stepInfo.title }}

{{ stepInfo.purpose }}

- -
- - -
- - @if (activeSection === 'configure') { -
- -
-

- palette - Color Feature (Optional) - -

-

Select which feature will be used to color data points in visualizations

+
+ +
+

+ palette + Color Feature (Optional) + +

+

Select which feature will be used to color data points in visualizations

+ +
+ @for (column of columns; track column.name) { +
+ + +
+ } +
+
-
- @for (column of columns; track column.name) { -
- - -
- } + +
+

+ star_outline + Glyph Features (3-12 Required) + +

+

+ Select 3-12 features to visualize as glyph axes. Drag to reorder. +

+ + +
+ {{ selectedGlyphFeatures.length }} features selected (3-12 required) +
+
- -
-

- star_outline - Glyph Features (3-12 Required) - -

-

- Select 3-12 features to visualize as glyph axes. Drag to reorder. -

+ +
+ + +
+ + +
+

Selected Glyph Features ({{ selectedGlyphFeatures.length }})

- -
- {{ selectedGlyphFeatures.length }} features selected (3-12 required) -
-
+ @if (selectedGlyphFeatures.length === 0) { +
+ info +

No features selected. Click "Use Smart Suggestions" or drag features from below.

-
+ } @else { +
+ @for (feature of selectedGlyphFeatures; track feature; let i = $index) { +
+ {{ i + 1 }} + {{ feature }} + +
+ } +
+ } - -
- - -
+ @if (selectedGlyphFeatures.length < 3) { +
+ warning + At least {{ 3 - selectedGlyphFeatures.length }} more feature(s) required +
+ } + @if (selectedGlyphFeatures.length > 12) { +
+ warning + Too many features. Remove {{ selectedGlyphFeatures.length - 12 }} +
+ } +
- -
-

Selected Glyph Features ({{ selectedGlyphFeatures.length }})

+ +
+

Available Features (After Encoding)

+

Drag features to the selection area above or click to add.

- @if (selectedGlyphFeatures.length === 0) { -
- info -

No features selected. Click "Use Smart Suggestions" or drag features from below.

-
- } @else { -
- @for (feature of selectedGlyphFeatures; track feature; let i = $index) { -
- {{ i + 1 }} - {{ feature }} - -
+
+ @for (feature of availableFeatures; track feature) { +
+ {{ feature }} + @if (getFeatureVariance(feature) !== null) { + σ²={{ getFeatureVariance(feature)?.toFixed(3) }} + } + @if (isFeatureSelected(feature)) { + check_circle } -
- } - - @if (selectedGlyphFeatures.length < 3) { -
- warning - At least {{ 3 - selectedGlyphFeatures.length }} more feature(s) required -
- } - @if (selectedGlyphFeatures.length > 12) { -
- warning - Too many features. Remove {{ selectedGlyphFeatures.length - 12 }}
}
+
+
- -
-

Available Features (After Encoding)

-

Drag features to the selection area above or click to add.

- -
- @for (feature of availableFeatures; track feature) { -
- {{ feature }} - @if (getFeatureVariance(feature) !== null) { - σ²={{ getFeatureVariance(feature)?.toFixed(3) }} - } - @if (isFeatureSelected(feature)) { - check_circle - } -
- } + +
+

+ settings + Projection Methods + +

+

+ FastMap runs as the primary projection and loads immediately. + Enable additional methods below to compute in the background. +

+ + +
+
+ bolt +
+
+
+
+

FastMap

+ Primary +
+ check_circle
+

Fast distance-preserving projection - O(n) complexity, ideal for large datasets (40K+)

- -
-

- settings - Projection Methods - -

-

- FastMap runs as the primary projection and loads immediately. - Enable additional methods below to compute in the background. -

- - -
-
- bolt -
-
-
-
-

FastMap

- Primary +

Additional Projections (Background)

+ +
+ @for (method of projectionMethods; track method.key) { +
+
+ {{ method.icon }} +
+
+
+
+

{{ method.name }}

+ @if (method.badge) { + {{ method.badge }} + } + @if (shouldShowLargeDatasetWarning(method)) { + + warning + + } +
+
- check_circle +

{{ method.description }}

+ @if (shouldShowLargeDatasetWarning(method) && projectionConfig[method.key]) { +

May be slow or cause memory issues with {{ getDatasetRowCount() | number }} items

+ }
-

Fast distance-preserving projection - O(n) complexity, ideal for large datasets (40K+)

-
- -

Additional Projections (Background)

+ } +
-
- @for (method of projectionMethods; track method.key) { -
-
- {{ method.icon }} + + @if (projectionConfig.enableTSNE || projectionConfig.enableUMAP || projectionConfig.enableIsoMap || projectionConfig.enableLLE || projectionConfig.enableLTSA || projectionConfig.enableTriMap) { +
+

Method Parameters

+ + + @if (projectionConfig.enableIsoMap) { +
+
+ auto_graph +
IsoMap Parameters
-
-
-
-

{{ method.name }}

- @if (method.badge) { - {{ method.badge }} - } - @if (shouldShowLargeDatasetWarning(method)) { - - warning - - } +
+
+
+ +
+ + +
-
-

{{ method.description }}

- @if (shouldShowLargeDatasetWarning(method) && projectionConfig[method.key]) { -

May be slow or cause memory issues with {{ getDatasetRowCount() | number }} items

- }
} -
- - - @if (projectionConfig.enableTSNE || projectionConfig.enableUMAP || projectionConfig.enableIsoMap || projectionConfig.enableLLE || projectionConfig.enableLTSA || projectionConfig.enableTriMap) { -
-

Method Parameters

- - @if (projectionConfig.enableIsoMap) { -
-
- auto_graph -
IsoMap Parameters
-
-
-
-
- -
- - -
-
-
-
+ + @if (projectionConfig.enableLLE) { +
+
+ blur_on +
LLE Parameters
- } - - - @if (projectionConfig.enableLLE) { -
-
- blur_on -
LLE Parameters
-
-
-
-
- -
- - -
+
+
+
+ +
+ +
- } +
+ } - - @if (projectionConfig.enableLTSA) { -
-
- waves -
LTSA Parameters
-
-
-
-
- -
- - -
+ + @if (projectionConfig.enableLTSA) { +
+
+ waves +
LTSA Parameters
+
+
+
+
+ +
+ +
- } +
+ } - - @if (projectionConfig.enableTriMap) { -
-
- timeline -
TriMap Parameters
-
-
-
-
- -
- - -
+ + @if (projectionConfig.enableTriMap) { +
+
+ timeline +
TriMap Parameters
+
+
+
+
+ +
+ +
- } +
+ } - - @if (projectionConfig.enableTSNE) { -
-
- bubble_chart -
t-SNE Parameters
-
-
-
-
- -
- - -
+ + @if (projectionConfig.enableTSNE) { +
+
+ bubble_chart +
t-SNE Parameters
+
+
+
+
+ +
+ +
+
-
- -
- - -
+
+ +
+ +
+
- @if (shouldShowTSNEWarning()) { -
- warning -
-

{{ getTSNETimeEstimate() }}

-

t-SNE computation will run in the background. You can explore your data with FastMap while waiting.

-
+ @if (shouldShowTSNEWarning()) { +
+ warning +
+

{{ getTSNETimeEstimate() }}

+

t-SNE computation will run in the background. You can explore your data with FastMap while waiting.

- } -
+
+ }
- } +
+ } - - @if (projectionConfig.enableUMAP) { -
-
- scatter_plot -
UMAP Parameters
-
-
-
-
- -
- - -
+ + @if (projectionConfig.enableUMAP) { +
+
+ scatter_plot +
UMAP Parameters
+
+
+
+
+ +
+ +
+
-
- -
- - -
+
+ +
+ +
- } -
- } -
- - -
- - -
- @if (!canProceedToReview()) { -
- warning - Please select 3-12 glyph features and at least one projection method to continue.
} - -
-
+ }
- } - - - - - @if (activeSection === 'review') { -
- -
-
-
view_column
-
- Columns Selected - {{ enabledColumns }} / {{ totalColumns }} -
-
- -
-
tune
-
- Projection Features - {{ projectionColumns }} -
-
- -
-
palette
-
- Color Feature - {{ colorFeature || 'None' }} -
-
- -
-
star_outline
-
- Glyph Features - {{ selectedGlyphFeatures.length }} -
-
-
-
settings
-
- Projection Methods - {{ enabledMethods.join(', ') }} + +
+ + +
+ @if (!canProceed()) { +
+ warning + Please select 3-12 glyph features and at least one projection method to continue.
-
-
- - -
-

- list - Column Configuration Details -

- -
-
- Column - Type - Encoding - Scaling - In Projection -
- - @for (config of columnConfigs; track config.name) { - @if (config.enabled) { -
- - {{ config.name }} - @if (config.isColorFeature) { - - palette - - } - - - - {{ getDataTypeLabel(config.targetType) }} - - - {{ getEncodingLabel(config.encodingMethod) }} - - @if (config.targetType === DataType.Numeric || config.targetType === DataType.Date) { - {{ getScalingLabel(config.scalingMethod) }} - } @else { - N/A - } - - - @if (config.includeInProjection) { - - check_circle - Yes - - } @else { - - cancel - No - - } - -
- } - } -
-
- - -
- info -
- Processing Info: Processing time depends on your dataset size and enabled projection methods. - FastMap loads immediately, allowing you to explore your data right away. Additional projections compute in the background. -
-
+ } - -
- - -
- -
- } - - - - - @if (activeSection === 'processing') { - @if (isProcessing) { - -
-
-
- sync -
- -

Processing Your Data

-

{{ processingStep || 'Applying your preprocessing configuration...' }}

- -
-
-
- -
{{ processingProgress }}%
-
-
- } - - @if (processingComplete && !isProcessing) { - -
-
-
- check_circle -
- -

Processing Complete!

-

Your dataset has been successfully processed and is ready for visualization.

- -
-
- check - {{ enabledColumns }} columns processed -
-
- check - FastMap projection ready -
-
- check - Data cleaning applied -
-
- - - @if (getBackgroundProjectionsArray().length > 0) { -
-

- schedule - Background Projections -

-
- @for (proj of getBackgroundProjectionsArray(); track proj.method) { -
-
- {{ proj.method.toUpperCase() }} - @if (proj.status === 'running') { - - sync - Running - - } - @if (proj.status === 'complete') { - - check_circle - Complete - - } - @if (proj.status === 'error') { - - error - Error - - } -
- @if (proj.status === 'running') { -
-
-
-

{{ proj.message }}

- } - @if (proj.status === 'complete') { -

Available in Glyphspace dropdown

- } -
- } -
-
- } -
-
- - -
- - -
- -
-
- } - - @if (error) { - -
- error -
- Error: {{ error }} -
-
- } - } +
diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss index 6759736..2bb95f5 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss @@ -9,64 +9,6 @@ @include w.step-header; } - // Section Tabs - .section-tabs { - display: flex; - gap: 8px; - margin-bottom: 16px; - border-bottom: 2px solid v.$gray-300; - - .tab-button { - display: flex; - align-items: center; - gap: 6px; - padding: 10px 16px; - background: white; - border: 1px solid v.$gray-300; - border-bottom: none; - border-radius: 4px 4px 0 0; - font-size: 13px; - font-weight: 500; - color: v.$gray-700; - cursor: pointer; - transition: all 0.2s ease; - position: relative; - top: 2px; - - .material-icons { - font-size: 18px; - } - - .warning-icon { - font-size: 16px; - color: #E65100; - } - - &:hover:not(:disabled) { - background: v.$gray-100; - border-color: v.$gray-400; - } - - &.active { - background: white; - border-color: v.$gray-300; - border-bottom-color: white; - color: v.$active-color; - font-weight: 600; - } - - &:disabled { - opacity: 0.5; - cursor: not-allowed; - } - - &.can-proceed:not(.active) { - border-color: #4CAF50; - color: #388E3C; - } - } - } - // Config Panels .config-panel { background: white; @@ -649,402 +591,6 @@ } } - // Review Section - .review-section { - .summary-cards { - display: grid; - grid-template-columns: repeat(auto-fit, minmax(180px, 1fr)); - gap: 12px; - margin-bottom: 16px; - - .summary-card { - display: flex; - gap: 12px; - padding: 14px; - background: white; - border: 1px solid v.$gray-300; - border-radius: 4px; - - .card-icon { - display: flex; - align-items: center; - justify-content: center; - width: 40px; - height: 40px; - background: rgba(0, 188, 212, 0.1); - border-radius: 50%; - - .material-icons { - font-size: 22px; - color: v.$active-color; - } - } - - .card-content { - display: flex; - flex-direction: column; - gap: 2px; - - .card-label { - font-size: 11px; - font-weight: 600; - color: v.$gray-600; - text-transform: uppercase; - } - - .card-value { - font-size: 16px; - font-weight: 700; - color: v.$gray-800; - } - } - } - } - - .details-section { - background: white; - border: 1px solid v.$gray-300; - border-radius: 4px; - padding: 16px; - margin-bottom: 16px; - - h3 { - display: flex; - align-items: center; - gap: 8px; - font-size: 15px; - font-weight: 600; - color: v.$gray-800; - margin-bottom: 12px; - - .material-icons { - font-size: 20px; - color: v.$active-color; - } - } - - .columns-table { - display: flex; - flex-direction: column; - border: 1px solid v.$gray-300; - border-radius: 4px; - max-height: 40vh; // Limit table height to enable scrolling with sticky header - overflow-y: auto; - overflow-x: hidden; - scrollbar-gutter: stable; // Reserve space for scrollbar to prevent content overlap - - .table-header, - .table-row { - display: grid; - grid-template-columns: 2fr 1fr 1.2fr 1fr 1fr; - gap: 10px; - padding: 10px 12px; - font-size: 13px; - align-items: center; - } - - .table-header { - background: v.$wizard-table-header-bg; - border-bottom: 2px solid v.$gray-300; - font-weight: 600; - color: v.$gray-700; - position: sticky; - top: 0; - z-index: 10; - } - - .table-row { - border-bottom: 1px solid v.$gray-200; - - &:last-child { - border-bottom: none; - } - - &:hover { - background: v.$gray-100; - } - - .column-name-text { - font-weight: 500; - color: v.$gray-800; - } - - .color-badge { - display: inline-flex; - align-items: center; - margin-left: 6px; - - .material-icons { - font-size: 14px; - color: v.$active-color; - } - } - - .data-type-badge { - @include w.badge; - } - - .text-muted { - font-size: 12px; - color: v.$gray-500; - font-style: italic; - } - - .status-badge { - display: inline-flex; - align-items: center; - gap: 4px; - padding: 4px 8px; - border-radius: 3px; - font-size: 11px; - font-weight: 600; - - .material-icons { - font-size: 14px; - } - - &.status-yes { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; - } - - &.status-no { - background: rgba(158, 158, 158, 0.1); - color: #616161; - } - } - } - } - } - - .warning-box { - @include w.warning-box; - } - - .info-box { - @include w.info-box; - } - } - - // Processing Section - .processing-view, - .success-view { - display: flex; - align-items: center; - justify-content: center; - min-height: 400px; - - .processing-card, - .success-card { - display: flex; - flex-direction: column; - align-items: center; - gap: 16px; - padding: 40px; - background: white; - border: 1px solid v.$gray-300; - border-radius: 8px; - max-width: 600px; - text-align: center; - - .processing-icon, - .success-icon { - display: flex; - align-items: center; - justify-content: center; - width: 80px; - height: 80px; - background: rgba(0, 188, 212, 0.1); - border-radius: 50%; - - .material-icons { - font-size: 48px; - - &.spinning { - color: v.$active-color; - animation: spin 1s linear infinite; - } - } - } - - .success-icon { - background: rgba(76, 175, 80, 0.1); - - .material-icons { - color: #4CAF50; - } - } - - h3 { - font-size: 20px; - font-weight: 700; - color: v.$gray-800; - margin: 0; - } - - .processing-message, - .success-message { - font-size: 14px; - color: v.$gray-600; - } - - .progress-bar { - @include w.progress-bar; - width: 100%; - max-width: 400px; - height: 8px; - } - - .progress-fill { - @include w.progress-fill; - } - - .progress-text { - font-size: 16px; - font-weight: 700; - color: v.$active-color; - } - - .success-stats { - display: flex; - flex-direction: column; - gap: 8px; - width: 100%; - - .stat-item { - display: flex; - align-items: center; - justify-content: center; - gap: 8px; - font-size: 14px; - color: v.$gray-700; - - .material-icons { - font-size: 18px; - color: #4CAF50; - } - } - } - - .background-status-section { - width: 100%; - padding-top: 16px; - border-top: 1px solid v.$gray-300; - - h4 { - display: flex; - align-items: center; - justify-content: center; - gap: 6px; - font-size: 14px; - font-weight: 600; - color: v.$gray-700; - margin-bottom: 12px; - - .material-icons { - font-size: 18px; - } - } - - .projection-status-list { - display: flex; - flex-direction: column; - gap: 10px; - - .projection-status-item { - padding: 10px; - background: v.$gray-100; - border-radius: 4px; - - .status-header { - display: flex; - align-items: center; - justify-content: space-between; - margin-bottom: 6px; - - .method-name { - font-size: 13px; - font-weight: 600; - color: v.$gray-800; - } - - .status-badge { - display: inline-flex; - align-items: center; - gap: 4px; - padding: 4px 8px; - border-radius: 3px; - font-size: 11px; - font-weight: 600; - - .material-icons { - font-size: 14px; - - &.spinning { - animation: spin 1s linear infinite; - } - } - - &.status-running { - background: rgba(0, 188, 212, 0.1); - color: v.$active-color; - } - - &.status-complete { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; - } - - &.status-error { - background: rgba(244, 67, 54, 0.1); - color: #C62828; - } - } - } - - .progress-bar-small { - height: 4px; - background: v.$gray-200; - border-radius: 2px; - overflow: hidden; - margin-bottom: 4px; - - .progress-fill-small { - height: 100%; - background: v.$active-color; - transition: width 0.3s ease; - } - } - - .status-message { - font-size: 12px; - color: v.$gray-600; - margin: 0; - } - } - } - } - - .success-actions { - display: flex; - gap: 12px; - margin-top: 16px; - - .btn-secondary { - @include w.btn-secondary; - } - - .btn-primary { - @include w.btn-primary; - } - } - } - } - - .error-message { - @include w.message-error; - } - .warning-box { @include w.warning-box; } @@ -1075,12 +621,3 @@ } } } - -@keyframes spin { - from { - transform: rotate(0deg); - } - to { - transform: rotate(360deg); - } -} diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts index 5ce98a1..9d22718 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts @@ -1,14 +1,10 @@ -import { Component, OnInit, OnDestroy, ChangeDetectorRef, NgZone, Output, EventEmitter, ElementRef } from '@angular/core'; +import { Component, OnInit, OnDestroy } from '@angular/core'; import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; -import { Subscription } from 'rxjs'; import { PreprocessingService } from '../../services/preprocessing.service'; -import { DataProviderService } from '../../../services/dataprovider.service'; -import { ProjectionService, ProjectionResult } from '../../../services/projection.service'; -import { ToastService } from '../../../services/toast.service'; -import { ColumnConfig, ProjectionConfig } from '../../models/column-config'; +import { ProjectionConfig } from '../../models/column-config'; import { ColumnStatistics } from '../../models/column-statistics'; -import { DataType, EncodingMethod, ScalingMethod } from '../../models/data-type.enum'; +import { DataType } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; @@ -25,7 +21,7 @@ interface ProjectionMethodUI { icon: string; badge?: string; disabled?: boolean; - largeDatasetWarning?: boolean; // Show warning for datasets > 10k items (O(n²) memory/time) + largeDatasetWarning?: boolean; } @Component({ @@ -36,11 +32,6 @@ interface ProjectionMethodUI { styleUrl: './step4-visualization-settings.component.scss' }) export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { - @Output() finish = new EventEmitter(); - - // Tab control - activeSection: 'configure' | 'review' | 'processing' = 'configure'; - // Color feature selection columns: ColumnStatistics[] = []; colorFeature: string | null = null; @@ -79,12 +70,8 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { }; readonly TSNE_WARNING_THRESHOLD = 5000; - readonly LARGE_DATASET_THRESHOLD = 10000; // Show warnings for O(n²) methods above this + readonly LARGE_DATASET_THRESHOLD = 10000; - // FastMap is always the primary projection (runs immediately, not toggleable) - // These are optional background projections the user can enable - // Speed labels: Very Fast > Fast > Medium > Slow (relative to FastMap which is primary) - // largeDatasetWarning: methods with O(n²) memory/time that may fail or be very slow with >10k items projectionMethods: ProjectionMethodUI[] = [ { key: 'enablePCA', @@ -99,7 +86,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Non-linear manifold learning - Preserves geodesic distances', icon: 'auto_graph', badge: 'Fast', - largeDatasetWarning: true // O(n²) distance matrix + largeDatasetWarning: true }, { key: 'enableMDS', @@ -107,7 +94,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Classical Multidimensional Scaling - Distance preserving', icon: 'grid_on', badge: 'Fast', - largeDatasetWarning: true // O(n²) distance matrix + largeDatasetWarning: true }, { key: 'enableLLE', @@ -115,7 +102,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Locally Linear Embedding - Preserves local geometry', icon: 'blur_on', badge: 'Medium', - largeDatasetWarning: true // O(n²) neighborhood graph + largeDatasetWarning: true }, { key: 'enableLTSA', @@ -123,7 +110,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Local Tangent Space Alignment - Good for curved manifolds', icon: 'waves', badge: 'Medium', - largeDatasetWarning: true // O(n²) neighborhood graph + largeDatasetWarning: true }, { key: 'enableTSNE', @@ -131,7 +118,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Preserves local structure - Good for clusters', icon: 'bubble_chart', badge: 'Slow', - largeDatasetWarning: true // O(n²) pairwise similarities + largeDatasetWarning: true }, { key: 'enableUMAP', @@ -139,7 +126,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Balances local and global structure', icon: 'scatter_plot', badge: 'Slow', - largeDatasetWarning: true // O(n²) neighborhood search + largeDatasetWarning: true }, { key: 'enableTriMap', @@ -147,7 +134,6 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Global structure preservation - Good for large datasets', icon: 'timeline', badge: 'Medium' - // TriMap is designed for large datasets, no warning needed }, { key: 'enableTopoMap', @@ -155,7 +141,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Topology preserving projection', icon: 'terrain', badge: 'Medium', - largeDatasetWarning: true // O(n²) distance computations + largeDatasetWarning: true }, { key: 'enableSammon', @@ -163,50 +149,15 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Sammon mapping - Preserves small distances', icon: 'hub', badge: 'Medium', - largeDatasetWarning: true // O(n²) distance matrix + largeDatasetWarning: true } ]; - // Processing state - isProcessing = false; - processingProgress = 0; - processingStep = ''; - processingComplete = false; - error: string | null = null; - - // Review/Summary data - totalColumns = 0; - enabledColumns = 0; - projectionColumns = 0; - enabledMethods: string[] = []; - columnConfigs: ColumnConfig[] = []; - - // Background projection status - backgroundProjections = new Map(); - - // Capture dataset info for background projections (survives wizard reset) - private backgroundDatasetName: string = ''; - private backgroundTimestamp: string = ''; - - // Expose enums - DataType = DataType; - EncodingMethod = EncodingMethod; - ScalingMethod = ScalingMethod; - readonly HELP_TEXT = HELP_TEXT; readonly stepInfo = STEP_INFO[3]; // Step 4 (index 3) - private progressSubscription?: Subscription; - private backgroundStatusSubscription?: Subscription; - constructor( - public preprocessingService: PreprocessingService, - private dataProvider: DataProviderService, - private projectionService: ProjectionService, - private toastService: ToastService, - private cdr: ChangeDetectorRef, - private ngZone: NgZone, - private elementRef: ElementRef + public preprocessingService: PreprocessingService ) {} ngOnInit(): void { @@ -225,7 +176,6 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { if (colorCol) { this.colorFeature = colorCol.name; } else if (this.columns.length > 0) { - // Default to first column and persist to service this.colorFeature = this.columns[0].name; this.preprocessingService.setColorFeature(this.columns[0].name); } else { @@ -245,55 +195,9 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { if (state.projectionConfig) { this.projectionConfig = { ...state.projectionConfig }; } - - // Prepare review data - this.prepareReviewData(); - } - - ngOnDestroy(): void { - if (this.progressSubscription) { - this.progressSubscription.unsubscribe(); - } - if (this.backgroundStatusSubscription) { - this.backgroundStatusSubscription.unsubscribe(); - } - } - - // ============================================================================ - // Section Navigation - // ============================================================================ - - goToSection(section: 'configure' | 'review' | 'processing'): void { - if (section === 'review' && !this.canProceedToReview()) { - return; - } - this.activeSection = section; - if (section === 'review') { - this.prepareReviewData(); - } - // Scroll to top when changing sections - this.scrollToTop(); - } - - private scrollToTop(): void { - // Use setTimeout to ensure scroll happens after Angular renders the new content - setTimeout(() => { - // Scroll the parent wizard content container - const wizardContent = document.querySelector('.wizard-content'); - if (wizardContent) { - wizardContent.scrollTop = 0; - } - // Also scroll the component itself if it has overflow - this.elementRef.nativeElement.scrollTop = 0; - }, 0); } - canProceedToReview(): boolean { - const glyphValid = this.selectedGlyphFeatures.length >= this.MIN_GLYPH_FEATURES && - this.selectedGlyphFeatures.length <= this.MAX_GLYPH_FEATURES; - const projectionValid = this.hasEnabledMethod(); - return glyphValid && projectionValid; - } + ngOnDestroy(): void {} // ============================================================================ // Color Feature Selection @@ -497,26 +401,9 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { } hasEnabledMethod(): boolean { - // FastMap is always enabled as the primary projection return true; } - getEnabledMethodsCount(): number { - // Start with 1 for FastMap (always enabled as primary) - let count = 1; - if (this.projectionConfig.enablePCA) count++; - if (this.projectionConfig.enableIsoMap) count++; - if (this.projectionConfig.enableMDS) count++; - if (this.projectionConfig.enableLLE) count++; - if (this.projectionConfig.enableLTSA) count++; - if (this.projectionConfig.enableTSNE) count++; - if (this.projectionConfig.enableUMAP) count++; - if (this.projectionConfig.enableTriMap) count++; - if (this.projectionConfig.enableTopoMap) count++; - if (this.projectionConfig.enableSammon) count++; - return count; - } - getDatasetRowCount(): number { return this.preprocessingService.currentState.dataProfile?.totalRows || 0; } @@ -535,328 +422,23 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { } // ============================================================================ - // Review/Summary - // ============================================================================ - - prepareReviewData(): void { - const state = this.preprocessingService.currentState; - - this.totalColumns = state.dataProfile?.columns.length || 0; - this.columnConfigs = Array.from(state.columnConfigs.values()); - this.enabledColumns = this.columnConfigs.filter(c => c.enabled).length; - this.projectionColumns = this.columnConfigs.filter(c => c.enabled && c.includeInProjection).length; - - // FastMap is always the primary projection - this.enabledMethods = ['FastMap (Primary)']; - if (this.projectionConfig.enablePCA) this.enabledMethods.push('PCA'); - if (this.projectionConfig.enableIsoMap) this.enabledMethods.push('IsoMap'); - if (this.projectionConfig.enableMDS) this.enabledMethods.push('MDS'); - if (this.projectionConfig.enableLLE) this.enabledMethods.push('LLE'); - if (this.projectionConfig.enableLTSA) this.enabledMethods.push('LTSA'); - if (this.projectionConfig.enableTSNE) this.enabledMethods.push('t-SNE'); - if (this.projectionConfig.enableUMAP) this.enabledMethods.push('UMAP'); - if (this.projectionConfig.enableTriMap) this.enabledMethods.push('TriMap'); - if (this.projectionConfig.enableTopoMap) this.enabledMethods.push('TopoMap'); - if (this.projectionConfig.enableSammon) this.enabledMethods.push('Sammon'); - } - - getEncodingLabel(method: EncodingMethod): string { - const labels = { - [EncodingMethod.None]: 'None', - [EncodingMethod.OneHot]: 'One-Hot', - [EncodingMethod.Label]: 'Label', - [EncodingMethod.Normalize]: 'Normalize', - [EncodingMethod.Standardize]: 'Standardize' - }; - return labels[method] || 'Unknown'; - } - - getScalingLabel(method: ScalingMethod): string { - const labels = { - [ScalingMethod.None]: 'None', - [ScalingMethod.Standard]: 'Standard', - [ScalingMethod.MinMax]: 'Min-Max', - [ScalingMethod.Robust]: 'Robust' - }; - return labels[method] || 'Unknown'; - } - - getDataTypeLabel(type: DataType): string { - const labels: Record = { - [DataType.Numeric]: 'Numeric', - [DataType.Categorical]: 'Categorical', - [DataType.Text]: 'Text', - [DataType.Date]: 'Date', - [DataType.Boolean]: 'Boolean', - [DataType.ID]: 'ID', - [DataType.Coordinate]: 'Coordinate', - [DataType.Unknown]: 'Unknown' - }; - return labels[type] || 'Unknown'; - } - - // ============================================================================ - // Processing + // Navigation // ============================================================================ - async startProcessing(): Promise { - this.activeSection = 'processing'; - this.isProcessing = true; - this.processingProgress = 0; - this.processingStep = 'Initializing...'; - this.error = null; - - this.progressSubscription = this.preprocessingService.processingProgress.subscribe({ - next: (progress) => { - this.processingStep = progress.message || progress.step; - this.processingProgress = Math.min(progress.progress, 70); - this.cdr.detectChanges(); - } - }); - - try { - await this.preprocessingService.processData(); - - this.ngZone.run(() => { - this.processingStep = 'Loading features for projections...'; - this.processingProgress = 70; - this.cdr.detectChanges(); - }); - - const csvText = await this.preprocessingService.getProcessedFeaturesCSV(); - const { features, ids } = this.projectionService.parseCSVFeatures(csvText); - - this.ngZone.run(() => { - this.processingStep = 'Computing FastMap projection...'; - this.processingProgress = 75; - this.cdr.detectChanges(); - }); - - // Use FastMap as the primary projection (fast distance-preserving, O(n) complexity, ideal for large datasets) - const fastmapResult = await this.projectionService.runFastMapSync(features, ids); - - this.ngZone.run(() => { - this.processingStep = 'Loading dataset with FastMap...'; - this.processingProgress = 90; - this.cdr.detectChanges(); - }); - - await this.preprocessingService.addProjectionPositions('fastmap', fastmapResult.positions); - - this.ngZone.run(() => { - this.processingProgress = 100; - this.processingStep = `Dataset loaded with FastMap (${fastmapResult.computeTime}ms)`; - this.processingComplete = true; - this.isProcessing = false; - this.cdr.detectChanges(); - }); - - this.startBackgroundProjections(features, ids); - - } catch (error: any) { - console.error('Processing failed:', error); - this.ngZone.run(() => { - this.error = error.message || 'Processing failed'; - this.isProcessing = false; - this.cdr.detectChanges(); - }); - } finally { - if (this.progressSubscription) { - this.progressSubscription.unsubscribe(); - this.progressSubscription = undefined; - } - } - } - - private async startBackgroundProjections(features: number[][], ids: (string|number)[]): Promise { - const config = this.projectionConfig; - - // Capture dataset info so background projections can add positions even after wizard reset - const state = this.preprocessingService.currentState; - this.backgroundDatasetName = state.datasetName; - this.backgroundTimestamp = state.timestamp; - - this.backgroundStatusSubscription = this.projectionService.backgroundStatusObservable.subscribe(statusMap => { - this.ngZone.run(() => { - this.backgroundProjections.clear(); - statusMap.forEach((status, method) => { - this.backgroundProjections.set(method, { - status: status.status, - progress: status.progress, - message: status.message - }); - }); - this.cdr.detectChanges(); - }); - }); - - // Run background projections (FastMap is primary) - if (config.enablePCA) { - this.runBackgroundProjection('PCA', () => this.projectionService.runPCABackground(features, ids)); - } - - if (config.enableIsoMap) { - this.runBackgroundProjection('IsoMap', () => this.projectionService.runIsoMap(features, ids, { - neighbors: config.isomapNeighbors - })); - } - - if (config.enableMDS) { - this.runBackgroundProjection('MDS', () => this.projectionService.runMDS(features, ids)); - } - - if (config.enableLLE) { - this.runBackgroundProjection('LLE', () => this.projectionService.runLLE(features, ids, { - neighbors: config.lleNeighbors - })); - } - - if (config.enableLTSA) { - this.runBackgroundProjection('LTSA', () => this.projectionService.runLTSA(features, ids, { - neighbors: config.ltsaNeighbors - })); - } - - if (config.enableTSNE) { - this.runBackgroundProjection('t-SNE', () => - this.projectionService.runTSNE(features, ids, { - perplexity: config.tsnePerplexity, - iterations: config.tsneIterations - }) - ); - } - - if (config.enableUMAP) { - this.runBackgroundProjection('UMAP', () => - this.projectionService.runUMAP(features, ids, { - neighbors: config.umapNeighbors, - minDist: config.umapMinDist - }) - ); - } - - if (config.enableTriMap) { - this.runBackgroundProjection('TriMap', () => this.projectionService.runTriMap(features, ids, { - weightAdj: config.trimapWeightAdj - })); - } - - if (config.enableTopoMap) { - this.runBackgroundProjection('TopoMap', () => this.projectionService.runTopoMap(features, ids)); - } - - if (config.enableSammon) { - this.runBackgroundProjection('Sammon', () => this.projectionService.runSammon(features, ids)); - } - } - - private async runBackgroundProjection(name: string, computeFn: () => Promise): Promise { - try { - const result = await computeFn(); - - // Convert positions to the format expected by DataProvider - const positionsForProvider = result.positions.map(p => ({ - id: p.id, - position: { x: p.x, y: p.y } - })); - - // Try to add to wizard state first (if still active) - await this.preprocessingService.addProjectionPositions(result.method, result.positions); - - const state = this.preprocessingService.currentState; - if (state.processedDataset) { - // Wizard still active - update via normal flow - const collection = state.processedDataset as any; - const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); - - if (datasetKey && collection.datasets) { - const dataset = collection.datasets[datasetKey]; - if (dataset) { - this.dataProvider.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); - this.dataProvider.loadProcessedDataset(dataset, state.datasetName, state.timestamp); - } - } - } else if (this.backgroundDatasetName && this.backgroundTimestamp) { - // Wizard was reset but dataset is already loaded in dashboard - // Add positions directly to the loaded dataset - this.dataProvider.addPositionsToLoadedDataset( - this.backgroundDatasetName, - this.backgroundTimestamp, - result.method, - positionsForProvider - ); - } - - this.ngZone.run(() => { - this.toastService.success(`${name} projection ready! (${(result.computeTime / 1000).toFixed(1)}s)`, 4000); - }); - - } catch (error: any) { - console.error(`${name} projection failed:`, error); - this.ngZone.run(() => { - this.toastService.error(`${name} projection failed: ${error.message}`, 6000); - }); - } + canProceed(): boolean { + const glyphValid = this.selectedGlyphFeatures.length >= this.MIN_GLYPH_FEATURES && + this.selectedGlyphFeatures.length <= this.MAX_GLYPH_FEATURES; + const projectionValid = this.hasEnabledMethod(); + return glyphValid && projectionValid; } - goToDashboard(): void { - const state = this.preprocessingService.currentState; - - if (state.processedDataset) { - const collection = state.processedDataset as any; - const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); - - if (!datasetKey || !collection.datasets) { - this.error = 'Invalid dataset structure. Please try processing again.'; - return; - } - - const dataset = collection.datasets[datasetKey]; - - if (dataset) { - this.dataProvider.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); - this.dataProvider.loadProcessedDataset(dataset, state.datasetName, state.timestamp); - } else { - this.error = 'Failed to load processed dataset'; - return; - } + continue(): void { + if (this.canProceed()) { + this.preprocessingService.nextStep(); } - - // Reset wizard state so it's ready for a new upload - this.preprocessingService.resetState(); - - this.finish.emit(); } goBack(): void { this.preprocessingService.previousStep(); } - - startOver(): void { - if (confirm('Are you sure you want to start over? All current configuration will be lost.')) { - // Terminate any running background projection workers - this.projectionService.terminateAllWorkers(); - this.projectionService.clearBackgroundStatuses(); - - // Clear local state - this.backgroundProjections.clear(); - this.processingComplete = false; - this.isProcessing = false; - this.processingProgress = 0; - this.processingStep = ''; - this.error = null; - - // Reset wizard state - this.preprocessingService.resetState(); - this.preprocessingService.goToStep(0); - } - } - - getBackgroundProjectionsArray(): Array<{ method: string; status: string; progress: number; message: string }> { - const result: Array<{ method: string; status: string; progress: number; message: string }> = []; - this.backgroundProjections.forEach((value, key) => { - result.push({ method: key, ...value }); - }); - return result; - } } diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html new file mode 100644 index 0000000..b0acf00 --- /dev/null +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html @@ -0,0 +1,264 @@ +
+
+

{{ stepInfo.title }}

+

{{ stepInfo.purpose }}

+
+ + + + + @if (!showProcessing) { +
+ +
+
+
view_column
+
+ Columns Selected + {{ enabledColumns }} / {{ totalColumns }} +
+
+ +
+
tune
+
+ Projection Features + {{ projectionColumns }} +
+
+ +
+
palette
+
+ Color Feature + {{ colorFeature || 'None' }} +
+
+ +
+
star_outline
+
+ Glyph Features + {{ selectedGlyphFeatures.length }} +
+
+ +
+
settings
+
+ Projection Methods + {{ enabledMethods.join(', ') }} +
+
+
+ + +
+

+ list + Column Configuration Details +

+ +
+
+ Column + Type + Encoding + Scaling + In Projection +
+ + @for (config of columnConfigs; track config.name) { + @if (config.enabled) { +
+ + {{ config.name }} + @if (config.isColorFeature) { + + palette + + } + + + + {{ getDataTypeLabel(config.targetType) }} + + + {{ getEncodingLabel(config.encodingMethod) }} + + @if (config.targetType === DataType.Numeric || config.targetType === DataType.Date) { + {{ getScalingLabel(config.scalingMethod) }} + } @else { + N/A + } + + + @if (config.includeInProjection) { + + check_circle + Yes + + } @else { + + cancel + No + + } + +
+ } + } +
+
+ + +
+ info +
+ Processing Info: Processing time depends on your dataset size and enabled projection methods. + FastMap loads immediately, allowing you to explore your data right away. Additional projections compute in the background. +
+
+ + +
+ + +
+ +
+
+
+ } + + + + + @if (showProcessing) { + @if (isProcessing) { + +
+
+
+ sync +
+ +

Processing Your Data

+

{{ processingStep || 'Applying your preprocessing configuration...' }}

+ +
+
+
+ +
{{ processingProgress }}%
+
+
+ } + + @if (processingComplete && !isProcessing) { + +
+
+
+ check_circle +
+ +

Processing Complete!

+

Your dataset has been successfully processed and is ready for visualization.

+ +
+
+ check + {{ enabledColumns }} columns processed +
+
+ check + FastMap projection ready +
+
+ check + Data cleaning applied +
+
+ + + @if (getBackgroundProjectionsArray().length > 0) { +
+

+ schedule + Background Projections +

+
+ @for (proj of getBackgroundProjectionsArray(); track proj.method) { +
+
+ {{ proj.method.toUpperCase() }} + @if (proj.status === 'running') { + + sync + Running + + } + @if (proj.status === 'complete') { + + check_circle + Complete + + } + @if (proj.status === 'error') { + + error + Error + + } +
+ @if (proj.status === 'running') { +
+
+
+

{{ proj.message }}

+ } + @if (proj.status === 'complete') { +

Available in Glyphspace dropdown

+ } +
+ } +
+
+ } +
+
+ + +
+ + +
+ +
+
+ } + + @if (error) { + +
+ error +
+ Error: {{ error }} +
+
+ } + } +
diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss new file mode 100644 index 0000000..b280b4d --- /dev/null +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss @@ -0,0 +1,418 @@ +@use 'sass:color'; +@use '../../shared/wizard-shared' as w; +@use '../../../../styles/variables' as v; + +.step5-review-processing { + @include w.step-container; + + .step-header { + @include w.step-header; + } + + // Review Section + .review-section { + .summary-cards { + display: grid; + grid-template-columns: repeat(auto-fit, minmax(180px, 1fr)); + gap: 12px; + margin-bottom: 16px; + + .summary-card { + display: flex; + gap: 12px; + padding: 14px; + background: white; + border: 1px solid v.$gray-300; + border-radius: 4px; + + .card-icon { + display: flex; + align-items: center; + justify-content: center; + width: 40px; + height: 40px; + background: rgba(0, 188, 212, 0.1); + border-radius: 50%; + + .material-icons { + font-size: 22px; + color: v.$active-color; + } + } + + .card-content { + display: flex; + flex-direction: column; + gap: 2px; + + .card-label { + font-size: 11px; + font-weight: 600; + color: v.$gray-600; + text-transform: uppercase; + } + + .card-value { + font-size: 16px; + font-weight: 700; + color: v.$gray-800; + } + } + } + } + + .details-section { + background: white; + border: 1px solid v.$gray-300; + border-radius: 4px; + padding: 16px; + margin-bottom: 16px; + + h3 { + display: flex; + align-items: center; + gap: 8px; + font-size: 15px; + font-weight: 600; + color: v.$gray-800; + margin-bottom: 12px; + + .material-icons { + font-size: 20px; + color: v.$active-color; + } + } + + .columns-table { + display: flex; + flex-direction: column; + border: 1px solid v.$gray-300; + border-radius: 4px; + max-height: 40vh; + overflow-y: auto; + overflow-x: hidden; + scrollbar-gutter: stable; + + .table-header, + .table-row { + display: grid; + grid-template-columns: 2fr 1fr 1.2fr 1fr 1fr; + gap: 10px; + padding: 10px 12px; + font-size: 13px; + align-items: center; + } + + .table-header { + background: v.$wizard-table-header-bg; + border-bottom: 2px solid v.$gray-300; + font-weight: 600; + color: v.$gray-700; + position: sticky; + top: 0; + z-index: 10; + } + + .table-row { + border-bottom: 1px solid v.$gray-200; + + &:last-child { + border-bottom: none; + } + + &:hover { + background: v.$gray-100; + } + + .column-name-text { + font-weight: 500; + color: v.$gray-800; + } + + .color-badge { + display: inline-flex; + align-items: center; + margin-left: 6px; + + .material-icons { + font-size: 14px; + color: v.$active-color; + } + } + + .data-type-badge { + @include w.badge; + } + + .text-muted { + font-size: 12px; + color: v.$gray-500; + font-style: italic; + } + + .status-badge { + display: inline-flex; + align-items: center; + gap: 4px; + padding: 4px 8px; + border-radius: 3px; + font-size: 11px; + font-weight: 600; + + .material-icons { + font-size: 14px; + } + + &.status-yes { + background: rgba(76, 175, 80, 0.1); + color: #388E3C; + } + + &.status-no { + background: rgba(158, 158, 158, 0.1); + color: #616161; + } + } + } + } + } + + .info-box { + @include w.info-box; + } + } + + // Processing Section + .processing-view, + .success-view { + display: flex; + align-items: center; + justify-content: center; + min-height: 400px; + + .processing-card, + .success-card { + display: flex; + flex-direction: column; + align-items: center; + gap: 16px; + padding: 40px; + background: white; + border: 1px solid v.$gray-300; + border-radius: 8px; + max-width: 600px; + text-align: center; + + .processing-icon, + .success-icon { + display: flex; + align-items: center; + justify-content: center; + width: 80px; + height: 80px; + background: rgba(0, 188, 212, 0.1); + border-radius: 50%; + + .material-icons { + font-size: 48px; + + &.spinning { + color: v.$active-color; + animation: spin 1s linear infinite; + } + } + } + + .success-icon { + background: rgba(76, 175, 80, 0.1); + + .material-icons { + color: #4CAF50; + } + } + + h3 { + font-size: 20px; + font-weight: 700; + color: v.$gray-800; + margin: 0; + } + + .processing-message, + .success-message { + font-size: 14px; + color: v.$gray-600; + } + + .progress-bar { + @include w.progress-bar; + width: 100%; + max-width: 400px; + height: 8px; + } + + .progress-fill { + @include w.progress-fill; + } + + .progress-text { + font-size: 16px; + font-weight: 700; + color: v.$active-color; + } + + .success-stats { + display: flex; + flex-direction: column; + gap: 8px; + width: 100%; + + .stat-item { + display: flex; + align-items: center; + justify-content: center; + gap: 8px; + font-size: 14px; + color: v.$gray-700; + + .material-icons { + font-size: 18px; + color: #4CAF50; + } + } + } + + .background-status-section { + width: 100%; + padding-top: 16px; + border-top: 1px solid v.$gray-300; + + h4 { + display: flex; + align-items: center; + justify-content: center; + gap: 6px; + font-size: 14px; + font-weight: 600; + color: v.$gray-700; + margin-bottom: 12px; + + .material-icons { + font-size: 18px; + } + } + + .projection-status-list { + display: flex; + flex-direction: column; + gap: 10px; + + .projection-status-item { + padding: 10px; + background: v.$gray-100; + border-radius: 4px; + + .status-header { + display: flex; + align-items: center; + justify-content: space-between; + margin-bottom: 6px; + + .method-name { + font-size: 13px; + font-weight: 600; + color: v.$gray-800; + } + + .status-badge { + display: inline-flex; + align-items: center; + gap: 4px; + padding: 4px 8px; + border-radius: 3px; + font-size: 11px; + font-weight: 600; + + .material-icons { + font-size: 14px; + + &.spinning { + animation: spin 1s linear infinite; + } + } + + &.status-running { + background: rgba(0, 188, 212, 0.1); + color: v.$active-color; + } + + &.status-complete { + background: rgba(76, 175, 80, 0.1); + color: #388E3C; + } + + &.status-error { + background: rgba(244, 67, 54, 0.1); + color: #C62828; + } + } + } + + .progress-bar-small { + height: 4px; + background: v.$gray-200; + border-radius: 2px; + overflow: hidden; + margin-bottom: 4px; + + .progress-fill-small { + height: 100%; + background: v.$active-color; + transition: width 0.3s ease; + } + } + + .status-message { + font-size: 12px; + color: v.$gray-600; + margin: 0; + } + } + } + } + } + } + + .error-message { + @include w.message-error; + } + + // Action Buttons + .action-buttons { + @include w.action-buttons-footer; + + .btn-secondary { + @include w.btn-secondary; + } + + .buttons-right { + display: flex; + align-items: center; + gap: 12px; + margin-left: auto; + } + + .btn-primary { + @include w.btn-primary; + } + } +} + +@keyframes spin { + from { + transform: rotate(0deg); + } + to { + transform: rotate(360deg); + } +} diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts new file mode 100644 index 0000000..01b08b8 --- /dev/null +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts @@ -0,0 +1,423 @@ +import { Component, OnInit, OnDestroy, ChangeDetectorRef, NgZone, Output, EventEmitter, ElementRef } from '@angular/core'; +import { CommonModule } from '@angular/common'; +import { Subscription } from 'rxjs'; +import { PreprocessingService } from '../../services/preprocessing.service'; +import { DataProviderService } from '../../../services/dataprovider.service'; +import { ProjectionService, ProjectionResult } from '../../../services/projection.service'; +import { ToastService } from '../../../services/toast.service'; +import { ColumnConfig, ProjectionConfig } from '../../models/column-config'; +import { DataType, EncodingMethod, ScalingMethod } from '../../models/data-type.enum'; +import { STEP_INFO } from '../../shared/constants/step-info'; + +@Component({ + selector: 'app-step5-review-processing', + standalone: true, + imports: [CommonModule], + templateUrl: './step5-review-processing.component.html', + styleUrl: './step5-review-processing.component.scss' +}) +export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { + @Output() finish = new EventEmitter(); + + // Review/Summary data + totalColumns = 0; + enabledColumns = 0; + projectionColumns = 0; + enabledMethods: string[] = []; + columnConfigs: ColumnConfig[] = []; + colorFeature: string | null = null; + selectedGlyphFeatures: string[] = []; + projectionConfig!: ProjectionConfig; + + // Processing state + isProcessing = false; + processingProgress = 0; + processingStep = ''; + processingComplete = false; + error: string | null = null; + showProcessing = false; + + // Background projection status + backgroundProjections = new Map(); + + // Capture dataset info for background projections (survives wizard reset) + private backgroundDatasetName: string = ''; + private backgroundTimestamp: string = ''; + + // Expose enums + DataType = DataType; + + readonly stepInfo = STEP_INFO[4]; // Step 5 (index 4) + + private progressSubscription?: Subscription; + private backgroundStatusSubscription?: Subscription; + + constructor( + public preprocessingService: PreprocessingService, + private dataProvider: DataProviderService, + private projectionService: ProjectionService, + private toastService: ToastService, + private cdr: ChangeDetectorRef, + private ngZone: NgZone, + private elementRef: ElementRef + ) {} + + ngOnInit(): void { + const state = this.preprocessingService.currentState; + + // Load color feature + const colorCol = Array.from(state.columnConfigs.values()).find(c => c.isColorFeature); + this.colorFeature = colorCol?.name ?? null; + + // Load glyph features + this.selectedGlyphFeatures = [...state.glyphFeatures]; + + // Load projection config + this.projectionConfig = { ...state.projectionConfig }; + + // Prepare review data + this.prepareReviewData(); + } + + ngOnDestroy(): void { + if (this.progressSubscription) { + this.progressSubscription.unsubscribe(); + } + if (this.backgroundStatusSubscription) { + this.backgroundStatusSubscription.unsubscribe(); + } + } + + // ============================================================================ + // Review/Summary + // ============================================================================ + + prepareReviewData(): void { + const state = this.preprocessingService.currentState; + + this.totalColumns = state.dataProfile?.columns.length || 0; + this.columnConfigs = Array.from(state.columnConfigs.values()); + this.enabledColumns = this.columnConfigs.filter(c => c.enabled).length; + this.projectionColumns = this.columnConfigs.filter(c => c.enabled && c.includeInProjection).length; + + // FastMap is always the primary projection + this.enabledMethods = ['FastMap (Primary)']; + if (this.projectionConfig.enablePCA) this.enabledMethods.push('PCA'); + if (this.projectionConfig.enableIsoMap) this.enabledMethods.push('IsoMap'); + if (this.projectionConfig.enableMDS) this.enabledMethods.push('MDS'); + if (this.projectionConfig.enableLLE) this.enabledMethods.push('LLE'); + if (this.projectionConfig.enableLTSA) this.enabledMethods.push('LTSA'); + if (this.projectionConfig.enableTSNE) this.enabledMethods.push('t-SNE'); + if (this.projectionConfig.enableUMAP) this.enabledMethods.push('UMAP'); + if (this.projectionConfig.enableTriMap) this.enabledMethods.push('TriMap'); + if (this.projectionConfig.enableTopoMap) this.enabledMethods.push('TopoMap'); + if (this.projectionConfig.enableSammon) this.enabledMethods.push('Sammon'); + } + + getEncodingLabel(method: EncodingMethod): string { + const labels = { + [EncodingMethod.None]: 'None', + [EncodingMethod.OneHot]: 'One-Hot', + [EncodingMethod.Label]: 'Label', + [EncodingMethod.Normalize]: 'Normalize', + [EncodingMethod.Standardize]: 'Standardize' + }; + return labels[method] || 'Unknown'; + } + + getScalingLabel(method: ScalingMethod): string { + const labels = { + [ScalingMethod.None]: 'None', + [ScalingMethod.Standard]: 'Standard', + [ScalingMethod.MinMax]: 'Min-Max', + [ScalingMethod.Robust]: 'Robust' + }; + return labels[method] || 'Unknown'; + } + + getDataTypeLabel(type: DataType): string { + const labels: Record = { + [DataType.Numeric]: 'Numeric', + [DataType.Categorical]: 'Categorical', + [DataType.Text]: 'Text', + [DataType.Date]: 'Date', + [DataType.Boolean]: 'Boolean', + [DataType.ID]: 'ID', + [DataType.Coordinate]: 'Coordinate', + [DataType.Unknown]: 'Unknown' + }; + return labels[type] || 'Unknown'; + } + + getDataTypeBadgeClass(dataType: DataType | undefined): string { + return `badge-${dataType}`; + } + + // ============================================================================ + // Processing + // ============================================================================ + + async startProcessing(): Promise { + this.showProcessing = true; + this.isProcessing = true; + this.processingProgress = 0; + this.processingStep = 'Initializing...'; + this.error = null; + + this.progressSubscription = this.preprocessingService.processingProgress.subscribe({ + next: (progress) => { + this.processingStep = progress.message || progress.step; + this.processingProgress = Math.min(progress.progress, 70); + this.cdr.detectChanges(); + } + }); + + try { + await this.preprocessingService.processData(); + + this.ngZone.run(() => { + this.processingStep = 'Loading features for projections...'; + this.processingProgress = 70; + this.cdr.detectChanges(); + }); + + const csvText = await this.preprocessingService.getProcessedFeaturesCSV(); + const { features, ids } = this.projectionService.parseCSVFeatures(csvText); + + this.ngZone.run(() => { + this.processingStep = 'Computing FastMap projection...'; + this.processingProgress = 75; + this.cdr.detectChanges(); + }); + + // Use FastMap as the primary projection + const fastmapResult = await this.projectionService.runFastMapSync(features, ids); + + this.ngZone.run(() => { + this.processingStep = 'Loading dataset with FastMap...'; + this.processingProgress = 90; + this.cdr.detectChanges(); + }); + + await this.preprocessingService.addProjectionPositions('fastmap', fastmapResult.positions); + + this.ngZone.run(() => { + this.processingProgress = 100; + this.processingStep = `Dataset loaded with FastMap (${fastmapResult.computeTime}ms)`; + this.processingComplete = true; + this.isProcessing = false; + this.cdr.detectChanges(); + }); + + this.startBackgroundProjections(features, ids); + + } catch (error: any) { + console.error('Processing failed:', error); + this.ngZone.run(() => { + this.error = error.message || 'Processing failed'; + this.isProcessing = false; + this.cdr.detectChanges(); + }); + } finally { + if (this.progressSubscription) { + this.progressSubscription.unsubscribe(); + this.progressSubscription = undefined; + } + } + } + + private async startBackgroundProjections(features: number[][], ids: (string|number)[]): Promise { + const config = this.projectionConfig; + + // Capture dataset info so background projections can add positions even after wizard reset + const state = this.preprocessingService.currentState; + this.backgroundDatasetName = state.datasetName; + this.backgroundTimestamp = state.timestamp; + + this.backgroundStatusSubscription = this.projectionService.backgroundStatusObservable.subscribe(statusMap => { + this.ngZone.run(() => { + this.backgroundProjections.clear(); + statusMap.forEach((status, method) => { + this.backgroundProjections.set(method, { + status: status.status, + progress: status.progress, + message: status.message + }); + }); + this.cdr.detectChanges(); + }); + }); + + if (config.enablePCA) { + this.runBackgroundProjection('PCA', () => this.projectionService.runPCABackground(features, ids)); + } + + if (config.enableIsoMap) { + this.runBackgroundProjection('IsoMap', () => this.projectionService.runIsoMap(features, ids, { + neighbors: config.isomapNeighbors + })); + } + + if (config.enableMDS) { + this.runBackgroundProjection('MDS', () => this.projectionService.runMDS(features, ids)); + } + + if (config.enableLLE) { + this.runBackgroundProjection('LLE', () => this.projectionService.runLLE(features, ids, { + neighbors: config.lleNeighbors + })); + } + + if (config.enableLTSA) { + this.runBackgroundProjection('LTSA', () => this.projectionService.runLTSA(features, ids, { + neighbors: config.ltsaNeighbors + })); + } + + if (config.enableTSNE) { + this.runBackgroundProjection('t-SNE', () => + this.projectionService.runTSNE(features, ids, { + perplexity: config.tsnePerplexity, + iterations: config.tsneIterations + }) + ); + } + + if (config.enableUMAP) { + this.runBackgroundProjection('UMAP', () => + this.projectionService.runUMAP(features, ids, { + neighbors: config.umapNeighbors, + minDist: config.umapMinDist + }) + ); + } + + if (config.enableTriMap) { + this.runBackgroundProjection('TriMap', () => this.projectionService.runTriMap(features, ids, { + weightAdj: config.trimapWeightAdj + })); + } + + if (config.enableTopoMap) { + this.runBackgroundProjection('TopoMap', () => this.projectionService.runTopoMap(features, ids)); + } + + if (config.enableSammon) { + this.runBackgroundProjection('Sammon', () => this.projectionService.runSammon(features, ids)); + } + } + + private async runBackgroundProjection(name: string, computeFn: () => Promise): Promise { + try { + const result = await computeFn(); + + // Convert positions to the format expected by DataProvider + const positionsForProvider = result.positions.map(p => ({ + id: p.id, + position: { x: p.x, y: p.y } + })); + + // Try to add to wizard state first (if still active) + await this.preprocessingService.addProjectionPositions(result.method, result.positions); + + const state = this.preprocessingService.currentState; + if (state.processedDataset) { + // Wizard still active - update via normal flow + const collection = state.processedDataset as any; + const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); + + if (datasetKey && collection.datasets) { + const dataset = collection.datasets[datasetKey]; + if (dataset) { + this.dataProvider.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); + this.dataProvider.loadProcessedDataset(dataset, state.datasetName, state.timestamp); + } + } + } else if (this.backgroundDatasetName && this.backgroundTimestamp) { + // Wizard was reset but dataset is already loaded in dashboard + this.dataProvider.addPositionsToLoadedDataset( + this.backgroundDatasetName, + this.backgroundTimestamp, + result.method, + positionsForProvider + ); + // Re-save to IndexedDB with the new projection included + this.dataProvider.saveDatasetToStorage(this.backgroundDatasetName, this.backgroundTimestamp); + } + + this.ngZone.run(() => { + this.toastService.success(`${name} projection ready! (${(result.computeTime / 1000).toFixed(1)}s)`, 4000); + }); + + } catch (error: any) { + console.error(`${name} projection failed:`, error); + this.ngZone.run(() => { + this.toastService.error(`${name} projection failed: ${error.message}`, 6000); + }); + } + } + + goToDashboard(): void { + const state = this.preprocessingService.currentState; + + if (state.processedDataset) { + const collection = state.processedDataset as any; + const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); + + if (!datasetKey || !collection.datasets) { + this.error = 'Invalid dataset structure. Please try processing again.'; + return; + } + + const dataset = collection.datasets[datasetKey]; + + if (dataset) { + this.dataProvider.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); + this.dataProvider.loadProcessedDataset(dataset, state.datasetName, state.timestamp); + // Persist to IndexedDB for cross-session survival + this.dataProvider.saveDatasetToStorage(state.datasetName, state.timestamp); + } else { + this.error = 'Failed to load processed dataset'; + return; + } + } + + // Reset wizard state so it's ready for a new upload + this.preprocessingService.resetState(); + + this.finish.emit(); + } + + goBack(): void { + this.preprocessingService.previousStep(); + } + + startOver(): void { + if (confirm('Are you sure you want to start over? All current configuration will be lost.')) { + // Terminate any running background projection workers + this.projectionService.terminateAllWorkers(); + this.projectionService.clearBackgroundStatuses(); + + // Clear local state + this.backgroundProjections.clear(); + this.processingComplete = false; + this.isProcessing = false; + this.processingProgress = 0; + this.processingStep = ''; + this.error = null; + this.showProcessing = false; + + // Reset wizard state + this.preprocessingService.resetState(); + this.preprocessingService.goToStep(0); + } + } + + getBackgroundProjectionsArray(): Array<{ method: string; status: string; progress: number; message: string }> { + const result: Array<{ method: string; status: string; progress: number; message: string }> = []; + this.backgroundProjections.forEach((value, key) => { + result.push({ method: key, ...value }); + }); + return result; + } +} diff --git a/src/app/services/dataprovider.service.ts b/src/app/services/dataprovider.service.ts index 65cdce3..d667b5a 100644 --- a/src/app/services/dataprovider.service.ts +++ b/src/app/services/dataprovider.service.ts @@ -13,6 +13,7 @@ import { GlyphFeature } from "../shared/interfaces/glyph-feature"; import { GlyphPosition } from "../shared/interfaces/glyph-position"; import { HttpClient } from "@angular/common/http"; import { DEFAULT_DATASETCOLLECTION } from "../../default-dataset"; +import { DatasetStorageService, StoredDataset } from "./dataset-storage.service"; @Injectable({ providedIn: 'root', @@ -29,9 +30,10 @@ export class DataProviderService { totalItems = 0; filteredItems = 0; - constructor(private http: HttpClient, private config: ConfigService, private dataProcessor: DataProcessorService) { + constructor(private http: HttpClient, private config: ConfigService, private dataProcessor: DataProcessorService, private datasetStorage: DatasetStorageService) { // TODO: Defer loading like WASM data sets this.loadDatasets(DEFAULT_DATASETCOLLECTION); + this.loadSavedDatasets(); } private loadDatasets(datasets: DatasetCollection) { @@ -92,6 +94,128 @@ export class DataProviderService { }); } + private async loadSavedDatasets(): Promise { + try { + const savedDatasets = await this.datasetStorage.getAllDatasets(); + + for (const saved of savedDatasets) { + const positionsMap = new Map(); + for (const [algo, posArr] of Object.entries(saved.positions)) { + positionsMap.set(algo, posArr); + } + + this.buildDataSet(saved.name, saved.timestamp, saved.schema, saved.meta, saved.features, positionsMap); + + const positionMapping: { [key: string]: string } = {}; + for (const algo of Object.keys(saved.positions)) { + positionMapping[algo] = `memory://${saved.name}/${saved.timestamp}/${algo}`; + } + + const entry: DatasetCollectionEntry = { + dataset: saved.name, + source: 'indexeddb', + items: [{ + time: saved.timestamp, + algorithms: { + schema: `memory://${saved.name}/${saved.timestamp}/schema`, + meta: `memory://${saved.name}/${saved.timestamp}/meta`, + feature: `memory://${saved.name}/${saved.timestamp}/features`, + position: positionMapping + } + }] + }; + + this.setDatasetCollection([entry]); + } + } catch (error) { + console.warn('[DataProvider] Failed to load saved datasets from IndexedDB:', error); + } + } + + public async saveDatasetToStorage(datasetName: string, timestamp: string): Promise { + try { + const schema = this.schemaCache.get(datasetName)?.get(timestamp); + const meta = this.metaCache.get(datasetName)?.get(timestamp); + if (!schema || !meta) { + console.warn('[DataProvider] Cannot save to IndexedDB - missing schema or meta for:', datasetName); + return; + } + + const glyphMap = this.glyphCache.get(datasetName); + if (!glyphMap) return; + + const features: GlyphFeature[] = []; + const positions: { [algo: string]: GlyphPosition[] } = {}; + + glyphMap.forEach((glyph) => { + features.push({ + id: glyph.id, + defaultcontext: String(glyph.defaultcontext), + features: glyph.features, + values: glyph.values ?? {} + }); + + if (glyph.positions[timestamp]) { + for (const [algo, pos] of Object.entries(glyph.positions[timestamp])) { + if (!positions[algo]) positions[algo] = []; + positions[algo].push({ + id: glyph.id, + position: pos as { x: number; y: number } + }); + } + } + }); + + const stored: StoredDataset = { + name: datasetName, + timestamp, + savedAt: Date.now(), + schema, + meta, + features, + positions + }; + + await this.datasetStorage.saveDataset(stored); + + // Update source to 'indexeddb' in collection + const collection = this.dataSetCollectionSubject.getValue(); + const entry = collection.find(c => c.dataset === datasetName); + if (entry) { + entry.source = 'indexeddb'; + this.dataSetCollectionSubject.next([...collection]); + } + + console.log(`[DataProvider] Dataset "${datasetName}" saved to IndexedDB`); + } catch (error) { + console.warn('[DataProvider] Failed to save dataset to IndexedDB:', error); + } + } + + public async deleteDataset(datasetName: string): Promise { + const collection = this.dataSetCollectionSubject.getValue(); + const entry = collection.find(c => c.dataset === datasetName); + + if (!entry || entry.source === 'local') { + return false; + } + + await this.datasetStorage.deleteDataset(datasetName); + + this.glyphCache.delete(datasetName); + this.schemaCache.delete(datasetName); + this.metaCache.delete(datasetName); + + const updated = collection.filter(c => c.dataset !== datasetName); + this.dataSetCollectionSubject.next(updated); + + if (this.config.loadedData === datasetName && updated.length > 0) { + this.config.loadData(updated[0].dataset); + } + + return true; + } + clearFilters() { this.filters.splice(0, this.filters.length); this.refreshFilters(); @@ -445,6 +569,27 @@ export class DataProviderService { this.totalItems = this.buildDataSet(name, timestamp, schema, meta, features, positions); this.filteredItems = this.totalItems; + } else if (item && dataset?.source === 'indexeddb') { + const saved = await this.datasetStorage.getDataset(name); + if (saved) { + const positionsMap = new Map(); + for (const [algo, posArr] of Object.entries(saved.positions)) { + positionsMap.set(algo, posArr); + } + this.config.colorFeature = saved.schema.color; + this.config.replaceActiveFeatures(saved.schema.glyph); + this.config.featureLabels = saved.schema.label; + if (saved.schema.colorRange !== undefined) { + this.config.colorRange = saved.schema.colorRange ? 0 : 4; + } + if (saved.schema.types) { + this.config.featureTypes = saved.schema.types; + } + this.config.updateConfiguration(); + this.totalItems = this.buildDataSet(name, saved.timestamp, saved.schema, saved.meta, saved.features, positionsMap); + this.filteredItems = this.totalItems; + this.extractFeatureMaxValuesFromMeta(name, saved.timestamp); + } } } diff --git a/src/app/services/dataset-storage.service.ts b/src/app/services/dataset-storage.service.ts new file mode 100644 index 0000000..2c81274 --- /dev/null +++ b/src/app/services/dataset-storage.service.ts @@ -0,0 +1,102 @@ +import { Injectable } from '@angular/core'; +import { GlyphSchema } from '../shared/interfaces/glyph-schema'; +import { GlyphMeta } from '../shared/interfaces/glyph-meta'; +import { GlyphFeature } from '../shared/interfaces/glyph-feature'; +import { GlyphPosition } from '../shared/interfaces/glyph-position'; + +export interface StoredDataset { + name: string; + timestamp: string; + savedAt: number; + schema: GlyphSchema; + meta: GlyphMeta; + features: GlyphFeature[]; + positions: { [algorithm: string]: GlyphPosition[] }; +} + +const DB_NAME = 'glyphspace-datasets'; +const DB_VERSION = 1; +const STORE_NAME = 'datasets'; + +@Injectable({ providedIn: 'root' }) +export class DatasetStorageService { + private dbPromise: Promise | null = null; + + private openDb(): Promise { + if (!this.dbPromise) { + this.dbPromise = new Promise((resolve, reject) => { + const request = indexedDB.open(DB_NAME, DB_VERSION); + request.onupgradeneeded = () => { + const db = request.result; + if (!db.objectStoreNames.contains(STORE_NAME)) { + db.createObjectStore(STORE_NAME, { keyPath: 'name' }); + } + }; + request.onsuccess = () => resolve(request.result); + request.onerror = () => { + this.dbPromise = null; + reject(request.error); + }; + }); + } + return this.dbPromise; + } + + async saveDataset(dataset: StoredDataset): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readwrite'); + tx.objectStore(STORE_NAME).put(dataset); + tx.oncomplete = () => resolve(); + tx.onerror = () => reject(tx.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to save dataset:', error); + } + } + + async getDataset(name: string): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readonly'); + const request = tx.objectStore(STORE_NAME).get(name); + request.onsuccess = () => resolve(request.result ?? undefined); + request.onerror = () => reject(request.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to get dataset:', error); + return undefined; + } + } + + async getAllDatasets(): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readonly'); + const request = tx.objectStore(STORE_NAME).getAll(); + request.onsuccess = () => resolve(request.result ?? []); + request.onerror = () => reject(request.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to get all datasets:', error); + return []; + } + } + + async deleteDataset(name: string): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readwrite'); + tx.objectStore(STORE_NAME).delete(name); + tx.oncomplete = () => resolve(); + tx.onerror = () => reject(tx.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to delete dataset:', error); + } + } +} From 3fd0b39849ec52b039d6c2c29caa7c380735a1f5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Sun, 15 Feb 2026 21:03:02 +0100 Subject: [PATCH 02/19] wizard redesign --- src/app/canvas/glyph-canvas.component.ts | 7 - .../settingscontrols.component.scss | 168 +--- .../settingscontrols.component.ts | 54 +- src/app/canvas/tooltip/tooltip.component.scss | 24 +- .../legend-dropdown.component.scss | 6 +- src/app/menubar/menubar.component.ts | 4 - .../models/data-type.enum.ts | 4 + .../models/preprocessing-state.ts | 1 + .../preprocessing-wizard.component.scss | 58 +- .../services/preprocessing.service.ts | 42 +- .../shared/_wizard-shared.scss | 306 +++--- .../column-statistics.component.scss | 41 +- .../shared/constants/step-info.ts | 4 +- .../data-preview-table.component.scss | 45 +- .../wizard-histogram.component.ts | 25 +- .../step1-upload/step1-upload.component.html | 285 +++--- .../step1-upload/step1-upload.component.scss | 81 +- .../step2-column-selection.component.html | 312 +++---- .../step2-column-selection.component.scss | 280 ++---- .../step2-column-selection.component.ts | 18 +- ...ep3-configure-data-features.component.html | 653 +++++++------ ...ep3-configure-data-features.component.scss | 648 +++++++------ ...step3-configure-data-features.component.ts | 75 +- ...tep4-visualization-settings.component.html | 875 +++++++++-------- ...tep4-visualization-settings.component.scss | 877 ++++++++++-------- .../step4-visualization-settings.component.ts | 279 +++++- .../step5-review-processing.component.html | 445 ++++----- .../step5-review-processing.component.scss | 183 +--- .../step5-review-processing.component.ts | 7 +- src/app/services/config.service.ts | 14 - src/app/services/dataprovider.service.ts | 32 +- src/app/services/projection.service.ts | 6 - src/app/shared/interfaces/color-scale.ts | 31 + src/app/shared/interfaces/glyph-schema.ts | 1 + src/assets/preprocessing_processor.py | 4 +- src/assets/preprocessing_processor_config.py | 3 + src/styles.scss | 10 + src/styles/_mixins.scss | 194 +++- 38 files changed, 2901 insertions(+), 3201 deletions(-) diff --git a/src/app/canvas/glyph-canvas.component.ts b/src/app/canvas/glyph-canvas.component.ts index 30e9c5f..b8cddb4 100644 --- a/src/app/canvas/glyph-canvas.component.ts +++ b/src/app/canvas/glyph-canvas.component.ts @@ -610,13 +610,6 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.mouse.y = -((event.clientY - rect.top) / rect.height) * 2 + 1; } - logStatus() { - this.logger.log("Component " + this.id); - this.logger.log("-- isPanning: " + this.isPanning); - this.logger.log("-- magicLensActive: " + this.magicLensComponent.isActive()); - this.logger.log("-- isSelecting: " + this.isSelecting); - this.logger.log("-- selectionMode: " + this.selectionMode); - } //#endregion //#region Rendering and Glyph Manipulations diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.scss b/src/app/canvas/settingscontrols/settingscontrols.component.scss index 68f9abd..d805e97 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.scss +++ b/src/app/canvas/settingscontrols/settingscontrols.component.scss @@ -132,34 +132,12 @@ } .form-group { - display: flex; - flex-direction: column; - gap: 8px; + @include m.form-group; margin-bottom: 12px; - - select { - appearance: none; - padding: 8px 12px; - border-radius: 8px; - border: 1px solid #d0d0d0; - background: white; - font-size: 13px; - cursor: pointer; - color: v.$gray-700; - - &:focus { - outline: none; - border-color: v.$color-blue-highlight; - } - } } .menu-label { - font-size: 10px; - font-weight: 500; - color: v.$gray-600; - letter-spacing: 0.06em; - text-transform: uppercase; + @include m.menu-label; } /* Toggle buttons */ @@ -330,104 +308,7 @@ /* Color scale selector */ .color-scale-select { - position: relative; - cursor: pointer; - user-select: none; - - .selected-scale { - display: flex; - align-items: center; - gap: 4px; - padding: 6px 8px; - border-radius: 8px; - border: 1px solid #d0d0d0; - background: white; - - /* Custom arrow */ - &::after { - content: ""; - display: inline-block; - width: 16px; - height: 16px; - margin-left: auto; - background-image: url("data:image/svg+xml;utf8,"); - background-repeat: no-repeat; - background-position: center; - background-size: 16px 16px; - } - } - - .dropdown-icon { - margin-left: auto; - font-size: 20px; - color: #666; - } - - .color-scale-group-label { - font-size: 11px; - font-weight: 500; - color: #888; - padding: 4px 6px 2px; - text-transform: uppercase; - } - - .color-scale-group-divider { - height: 1px; - background: #e0e0e0; - margin: 6px 0; - } - - .color-scale-options { - position: absolute; - top: 100%; - left: 0; - width: 95%; - background: white; - border: 1px solid #d0d0d0; - border-radius: 8px; - margin-top: 4px; - z-index: 10; - display: flex; - flex-direction: column; - padding: 4px; - } - - .color-scale-option { - display: flex; - gap: 4px; - padding: 4px; - border-radius: 6px; - - &:hover { - background: #f0f5ff; - } - - .color-box { - flex: 1; - /* ← each box fills equal space */ - height: 20px; - /* adjust as needed */ - border-radius: 4px; - } - - .color-gradient { - width: 100%; - height: 20px; - border-radius: 4px; - } - } - - .selected-scale .color-box { - flex: 1; - height: 20px; - border-radius: 4px; - } - - .selected-scale .color-gradient { - width: 100%; - height: 20px; - border-radius: 4px; - } + @include m.color-scale-select; } /* Background projection status */ @@ -436,31 +317,13 @@ flex-direction: column; gap: 6px; max-height: 150px; - overflow-y: scroll; // Always show scrollbar area + overflow-y: scroll; overflow-x: hidden; - overscroll-behavior: contain; // Prevent scroll chaining to parent - -webkit-overflow-scrolling: touch; // Smooth scrolling on iOS - touch-action: pan-y; // Allow vertical touch/wheel scrolling - pointer-events: auto; // Ensure this element captures pointer events - - // Scrollbar styling - &::-webkit-scrollbar { - width: 6px; - } - - &::-webkit-scrollbar-track { - background: #f0f0f0; - border-radius: 3px; - } - - &::-webkit-scrollbar-thumb { - background: #ccc; - border-radius: 3px; - - &:hover { - background: #aaa; - } - } + overscroll-behavior: contain; + -webkit-overflow-scrolling: touch; + touch-action: pan-y; + pointer-events: auto; + @include m.styled-scrollbar-thin; } .projection-status-item { @@ -536,19 +399,6 @@ } } -.spinning { - animation: spin 1s linear infinite; -} - -@keyframes spin { - from { - transform: rotate(0deg); - } - to { - transform: rotate(360deg); - } -} - .progress-bar-mini { height: 3px; background: #e0e0e0; diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.ts b/src/app/canvas/settingscontrols/settingscontrols.component.ts index 2ef7ac1..9d1065c 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.ts +++ b/src/app/canvas/settingscontrols/settingscontrols.component.ts @@ -6,7 +6,11 @@ import { FeaturesData } from '../../shared/interfaces/glyph-meta'; import { GlyphSchema } from '../../shared/interfaces/glyph-schema'; import { DataProviderService } from '../../services/dataprovider.service'; import { ProjectionService } from '../../services/projection.service'; -import { COLOR_SCALES, ColorScale } from '../../shared/interfaces/color-scale'; +import { + COLOR_SCALES, ColorScale, buildGroupedColorScales, + getContinuousGradient as continuousGradientFn, + getCategoricalColors as categoricalColorsFn +} from '../../shared/interfaces/color-scale'; import { GlyphConfiguration } from '../../glyph/glyph-configuration'; import { GlyphType } from '../../shared/enum/glyph-type'; import { Subscription } from 'rxjs'; @@ -24,6 +28,8 @@ export class SettingsControlPanelComponent implements OnDestroy { @Input() visible = false; // controls fade in/out colorScales: ColorScale[] = COLOR_SCALES; + getContinuousGradient = continuousGradientFn; + getCategoricalColors = categoricalColorsFn; groupedColorScales: { group: string; @@ -94,7 +100,7 @@ export class SettingsControlPanelComponent implements OnDestroy { } ngOnInit(): void { - this.groupedColorScales = this.groupColorScales(this.colorScales); + this.groupedColorScales = buildGroupedColorScales(this.colorScales); // Subscribe to background projection status updates // Show running/pending projections, and completed ones for 5 seconds before fading out @@ -280,50 +286,6 @@ export class SettingsControlPanelComponent implements OnDestroy { } } - private groupColorScales(scales: any[]) { - const map = new Map(); - - for (const scale of scales) { - const group = scale.group ?? 'Other'; - if (!map.has(group)) { - map.set(group, []); - } - map.get(group)!.push(scale); - } - - return Array.from(map.entries()).map(([group, scales]) => ({ - group, - scales - })); - } - - getContinuousGradient(scale: any, steps = 10): string { - const domain = scale.scale.domain(); - const min = domain[0]; - const max = domain[domain.length - 1]; - - const colors: string[] = []; - - for (let i = 0; i < steps; i++) { - const t = i / (steps - 1); - const value = min + t * (max - min); - colors.push(scale.scale(value)); - } - - return `linear-gradient(to right, ${colors.join(', ')})`; - } - - getCategoricalColors(scaleDef: any): string[] { - const scale = scaleDef.scale; - - // Ordinal / Quantize / Quantile scales - if (typeof scale.range === 'function') { - return scale.range(); - } - - return []; - } - selectColorScale(id: number) { this.selectedColorScaleId = id; this.colorScaleDropdownOpen = false; diff --git a/src/app/canvas/tooltip/tooltip.component.scss b/src/app/canvas/tooltip/tooltip.component.scss index 0be7ad4..b3e3204 100644 --- a/src/app/canvas/tooltip/tooltip.component.scss +++ b/src/app/canvas/tooltip/tooltip.component.scss @@ -1,3 +1,5 @@ +@use '../../../styles/mixins' as m; + .tooltip { position: fixed; background: rgba(0, 0, 0, 0.75); @@ -14,27 +16,7 @@ max-height: 600px; overflow-wrap: break-word; overflow-y: auto; - - // Dark scrollbar styling for all browsers - scrollbar-width: thin; - scrollbar-color: rgba(255, 255, 255, 0.4) transparent; - - &::-webkit-scrollbar { - width: 6px; - } - - &::-webkit-scrollbar-track { - background: transparent; - } - - &::-webkit-scrollbar-thumb { - background: rgba(255, 255, 255, 0.4); - border-radius: 3px; - - &:hover { - background: rgba(255, 255, 255, 0.6); - } - } + @include m.styled-scrollbar-dark; &.fixed { background: rgba(0, 0, 0, 1); diff --git a/src/app/menubar/legend-dropdown/legend-dropdown.component.scss b/src/app/menubar/legend-dropdown/legend-dropdown.component.scss index e33bc3b..92da64d 100644 --- a/src/app/menubar/legend-dropdown/legend-dropdown.component.scss +++ b/src/app/menubar/legend-dropdown/legend-dropdown.component.scss @@ -33,11 +33,7 @@ } .menu-label { - font-size: 12px; - font-weight: 300; - color: v.$gray-600; - letter-spacing: 0.05em; - text-transform: uppercase; + @include m.menu-label($size: 12px, $weight: 300); margin-bottom: 8px; } diff --git a/src/app/menubar/menubar.component.ts b/src/app/menubar/menubar.component.ts index 8e7a866..b32c459 100644 --- a/src/app/menubar/menubar.component.ts +++ b/src/app/menubar/menubar.component.ts @@ -58,10 +58,6 @@ export class MenuBarComponent implements OnInit, OnDestroy { this.configService.loadData(name); } - onContextSelect(context: string) { - // Do something with selected context - } - toggleLegend() { this.legendOpen = !this.legendOpen; } diff --git a/src/app/preprocessing-wizard/models/data-type.enum.ts b/src/app/preprocessing-wizard/models/data-type.enum.ts index bccae24..f0cc23d 100644 --- a/src/app/preprocessing-wizard/models/data-type.enum.ts +++ b/src/app/preprocessing-wizard/models/data-type.enum.ts @@ -47,3 +47,7 @@ export enum OutlierMethod { ZScore_3 = 'zscore_3', ZScore_4 = 'zscore_4' } + +export function getDataTypeBadgeClass(dataType: DataType | undefined): string { + return `badge-${dataType}`; +} diff --git a/src/app/preprocessing-wizard/models/preprocessing-state.ts b/src/app/preprocessing-wizard/models/preprocessing-state.ts index f6ac050..7a0c495 100644 --- a/src/app/preprocessing-wizard/models/preprocessing-state.ts +++ b/src/app/preprocessing-wizard/models/preprocessing-state.ts @@ -27,6 +27,7 @@ export interface PreprocessingState { glyphFeatures: string[]; // Array of 5 feature names for glyph rays (ordered) tooltipFeatures: string[]; // Array of feature names for tooltips colorScaleMode: 'continuous' | 'categorical'; // Auto-detected based on color feature data type + colorScaleId: number; // ID of selected color scale from COLOR_SCALES // UI state isProcessing: boolean; diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.scss b/src/app/preprocessing-wizard/preprocessing-wizard.component.scss index 709891e..3553be6 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.scss +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.scss @@ -1,4 +1,5 @@ @use '../../styles/variables' as v; +@use './shared/wizard-shared' as w; .preprocessing-wizard { display: flex; @@ -98,6 +99,13 @@ display: flex; flex-direction: column; min-height: 0; + + > * { + flex: 1; + display: flex; + flex-direction: column; + min-height: 0; + } } .step-placeholder { @@ -135,59 +143,13 @@ } .btn-secondary { - display: flex; - align-items: center; - gap: 6px; + @include w.btn-secondary; padding: 8px 16px; - background: rgba(200, 200, 200, 0.5); - color: v.$gray-700; - border: none; - border-radius: 4px; - font-size: 13px; - cursor: pointer; - transition: background-color 0.2s ease; - - .material-icons { - font-size: 18px; - } - - &:hover:not(:disabled) { - background: rgba(180, 180, 180, 0.7); - } - - &:disabled { - opacity: 0.5; - cursor: not-allowed; - } } .btn-primary { - display: flex; - align-items: center; - gap: 6px; + @include w.btn-primary; padding: 8px 16px; - background: v.$active-color; - color: white; - border: none; - border-radius: 4px; - font-size: 13px; - font-weight: 600; - cursor: pointer; - transition: opacity 0.2s ease; - - .material-icons { - font-size: 18px; - } - - &:hover:not(:disabled) { - opacity: 0.9; - } - - &:disabled { - background: v.$gray-400; - cursor: not-allowed; - opacity: 0.5; - } } @media (max-width: 768px) { diff --git a/src/app/preprocessing-wizard/services/preprocessing.service.ts b/src/app/preprocessing-wizard/services/preprocessing.service.ts index 64b9379..ea45b8d 100644 --- a/src/app/preprocessing-wizard/services/preprocessing.service.ts +++ b/src/app/preprocessing-wizard/services/preprocessing.service.ts @@ -66,6 +66,7 @@ export class PreprocessingService { glyphFeatures: [], tooltipFeatures: [], colorScaleMode: 'continuous', + colorScaleId: 0, isProcessing: false, processingProgress: 0, processingStep: '', @@ -223,13 +224,29 @@ export class PreprocessingService { } } + // Auto-select matching default scale if current scale type doesn't match + const currentScaleId = this.currentState.colorScaleId; + let colorScaleId = currentScaleId; + const isCategorical = colorScaleMode === 'categorical'; + // Default numeric scales: 0-3, categorical scales: 4-5 + const currentIsCategorical = currentScaleId >= 4; + if (isCategorical !== currentIsCategorical) { + colorScaleId = isCategorical ? 4 : 0; + } + this.updateState({ columnConfigs: new Map(configs), - colorScaleMode: colorScaleMode + colorScaleMode: colorScaleMode, + colorScaleId: colorScaleId }); this.saveStateToStorage(); } + public setColorScaleId(id: number): void { + this.updateState({ colorScaleId: id }); + this.saveStateToStorage(); + } + // Glyph feature mapping public setGlyphFeatures(features: string[]): void { // Validate 3-12 features @@ -240,11 +257,6 @@ export class PreprocessingService { this.saveStateToStorage(); } - public setTooltipFeatures(features: string[]): void { - this.updateState({ tooltipFeatures: features }); - this.saveStateToStorage(); - } - public getPreviewFeatureNames(): string[] { // Returns predicted feature names after encoding return this.predictEncodedFeatureNames(); @@ -317,21 +329,6 @@ export class PreprocessingService { this.saveStateToStorage(); } - // Get column statistics - public getColumnStatistics(columnName: string): ColumnStatistics | undefined { - return this.currentState.dataProfile?.columns.find(col => col.name === columnName); - } - - public getEnabledColumns(): ColumnConfig[] { - return Array.from(this.currentState.columnConfigs.values()) - .filter(config => config.enabled); - } - - public getColumnsForProjection(): ColumnConfig[] { - return this.getEnabledColumns() - .filter(config => config.includeInProjection); - } - // Outlier detection public async detectOutliers(columnName: string, method: OutlierMethod): Promise<{ outlierCount: number; outlierIndices: number[] }> { if (!this.currentState.rawFileName) { @@ -490,7 +487,8 @@ export class PreprocessingService { // Glyph and tooltip feature mappings glyphFeatures: state.glyphFeatures, tooltipFeatures: state.tooltipFeatures.length > 0 ? state.tooltipFeatures : null, - colorScaleMode: state.colorScaleMode + colorScaleMode: state.colorScaleMode, + colorScaleId: state.colorScaleId }; } diff --git a/src/app/preprocessing-wizard/shared/_wizard-shared.scss b/src/app/preprocessing-wizard/shared/_wizard-shared.scss index 71148aa..2af7ff7 100644 --- a/src/app/preprocessing-wizard/shared/_wizard-shared.scss +++ b/src/app/preprocessing-wizard/shared/_wizard-shared.scss @@ -2,16 +2,6 @@ // Shared wizard styles following GlyphSpace design system -// Step containers -@mixin step-container { - display: flex; - flex-direction: column; - height: 100%; - padding: 16px 32px; - max-width: 1150px; - margin: 0 auto; -} - @mixin step-header { text-align: center; margin-bottom: 16px; @@ -33,27 +23,10 @@ @mixin card { background: white; border: 1px solid v.$gray-300; - border-radius: 4px; + border-radius: 8px; overflow: hidden; } -@mixin card-header { - padding: 12px; - border-bottom: 1px solid v.$gray-300; - background: v.$gray-100; - - h3, h4 { - margin: 0; - font-size: 13px; - color: v.$gray-800; - font-weight: 600; - } -} - -@mixin card-body { - padding: 12px; -} - // Buttons @mixin btn-base { display: flex; @@ -61,7 +34,7 @@ gap: 6px; padding: 6px 12px; font-size: 13px; - border-radius: 4px; + border-radius: 8px; cursor: pointer; transition: all 0.2s ease; border: none; @@ -118,66 +91,79 @@ // Badges @mixin badge { padding: 2px 8px; - border-radius: 3px; + border-radius: 4px; font-size: 11px; font-weight: 600; text-transform: uppercase; } -@mixin badge-info { - @include badge; - background: rgba(0, 188, 212, 0.1); - color: v.$active-color; -} +// Status badge — used in review/processing steps +@mixin status-badge { + display: inline-flex; + align-items: center; + gap: 4px; + padding: 4px 8px; + border-radius: 4px; + font-size: 11px; + font-weight: 600; -@mixin badge-warning { - @include badge; - background: rgba(255, 152, 0, 0.1); - color: #E65100; -} + .material-icons { + font-size: 14px; + } -@mixin badge-success { - @include badge; - background: rgba(76, 175, 80, 0.1); - color: #388E3C; -} + &.status-yes, + &.status-complete { + background: rgba(76, 175, 80, 0.1); + color: #388E3C; + } -@mixin badge-gray { - @include badge; - background: v.$gray-200; - color: v.$gray-700; + &.status-no { + background: rgba(158, 158, 158, 0.1); + color: #616161; + } + + &.status-running { + background: rgba(0, 188, 212, 0.1); + color: v.$active-color; + } + + &.status-error { + background: rgba(244, 67, 54, 0.1); + color: #C62828; + } } -// Data type badges - using centralized colors +// Data type badges - using centralized colors (supports both class and attribute selectors) @mixin data-type-badge { @include badge; + flex-shrink: 0; - &[data-type="numeric"] { + &.badge-numeric { background: v.$data-type-numeric-bg; color: v.$data-type-numeric; } - &[data-type="categorical"] { + &.badge-categorical { background: v.$data-type-categorical-bg; color: v.$data-type-categorical; } - &[data-type="text"] { + &.badge-text { background: v.$data-type-text-bg; color: v.$data-type-text; } - &[data-type="date"] { + &.badge-date { background: v.$data-type-date-bg; color: v.$data-type-date; } - &[data-type="boolean"] { + &.badge-boolean { background: v.$data-type-boolean-bg; color: v.$data-type-boolean; } - &[data-type="id"] { + &.badge-id { background: v.$data-type-id-bg; color: v.$data-type-id; } @@ -189,7 +175,7 @@ align-items: center; gap: 8px; padding: 10px 12px; - border-radius: 2px; + border-radius: 8px; font-size: 13px; .material-icons { @@ -211,13 +197,6 @@ color: #E65100; } -@mixin message-success { - @include message-base; - background: rgba(76, 175, 80, 0.1); - border-left: 3px solid #4CAF50; - color: #2E7D32; -} - @mixin message-error { @include message-base; background: rgba(244, 67, 54, 0.1); @@ -229,7 +208,7 @@ @mixin input-base { padding: 8px 10px; border: 1px solid v.$gray-300; - border-radius: 2px; + border-radius: 8px; font-size: 13px; background: white; transition: border-color 0.2s ease; @@ -261,7 +240,62 @@ accent-color: v.$active-color; } +// Search box — shared between column selection, data features, and legend +@mixin search-box($padding: 5px 8px, $icon-size: 18px, $border-color: v.$gray-300) { + display: flex; + align-items: center; + background: white; + border: 1px solid $border-color; + border-radius: 8px; + padding: $padding; + + .material-icons { + color: v.$gray-500; + font-size: $icon-size; + margin-right: 6px; + } + + .search-input { + flex: 1; + border: none; + outline: none; + font-size: 13px; + color: v.$gray-800; + background: transparent; + + &::placeholder { + color: v.$gray-500; + } + } + + .clear-search { + background: none; + border: none; + padding: 2px; + cursor: pointer; + display: flex; + align-items: center; + color: v.$gray-500; + + &:hover { + color: v.$gray-800; + } + + .material-icons { + font-size: 16px; + margin: 0; + } + } +} + // Tables +@mixin table-container { + background: white; + border: 1px solid v.$gray-300; + border-radius: 8px; + overflow-x: auto; +} + @mixin table { width: 100%; border-collapse: collapse; @@ -270,30 +304,50 @@ thead { background: v.$wizard-table-header-bg; - border-bottom: 2px solid v.$gray-300; - } + position: sticky; + top: 0; + z-index: 10; - th { - padding: 8px 10px; - text-align: left; - font-weight: 600; - color: v.$gray-700; - white-space: nowrap; - } + tr { + border-bottom: 2px solid v.$gray-300; + } - td { - padding: 8px 10px; - border-top: 1px solid v.$gray-200; - color: v.$gray-800; + th { + padding: 10px 12px; + text-align: left; + font-weight: 600; + color: v.$gray-700; + font-size: 12px; + text-transform: uppercase; + letter-spacing: 0.5px; + white-space: nowrap; + background: v.$wizard-table-header-bg; + } } - tbody tr { - &:hover { - background: v.$gray-100; + tbody { + tr { + border-bottom: 1px solid v.$gray-200; + + &:hover { + background: v.$gray-100; + } + } + + td { + padding: 10px 12px; + vertical-align: middle; + color: v.$gray-800; } } } +// Table cell helpers +@mixin column-name-text { + font-weight: 500; + color: v.$gray-800; +} + // Progress bars @mixin progress-bar { width: 100%; @@ -310,16 +364,17 @@ } // No content states -@mixin no-content { +@mixin no-content($padding: 40px 20px, $icon-size: 48px, $text-size: 13px) { display: flex; flex-direction: column; align-items: center; justify-content: center; - padding: 40px 20px; + padding: $padding; text-align: center; + color: v.$gray-600; .material-icons { - font-size: 48px; + font-size: $icon-size; color: v.$gray-400; margin-bottom: 12px; } @@ -331,19 +386,29 @@ } p { - font-size: 13px; + font-size: $text-size; color: v.$gray-600; margin: 4px 0; } } +// Step content wrapper - constrains content width while allowing footer to be full-width +@mixin step-content { + flex: 1; + padding: 16px 32px; + max-width: 1150px; + width: 100%; + margin: 0 auto; + box-sizing: border-box; +} + // Action buttons footer - fixed at bottom with Back on left, Next on right @mixin action-buttons-footer { display: flex; justify-content: space-between; align-items: center; gap: 12px; - padding: 16px; + padding: 16px 32px; border-top: 1px solid v.$gray-300; margin-top: auto; background: v.$wizard-header-bg; @@ -374,15 +439,6 @@ } } -@mixin success-box { - @include message-success; - margin-bottom: 16px; - - .material-icons { - flex-shrink: 0; - } -} - // Step purpose statement @mixin step-purpose { text-align: center; @@ -414,18 +470,6 @@ } } -// Badge with data loss warning -@mixin badge-data-loss { - @include badge-warning; - display: inline-flex; - align-items: center; - gap: 4px; - - .material-icons { - font-size: 14px; - } -} - // Helper classes that can be used directly in templates .info-box { @include info-box; @@ -435,10 +479,6 @@ @include warning-box; } -.success-box { - @include success-box; -} - .step-purpose { @include step-purpose; } @@ -446,47 +486,3 @@ .feature-progress { @include feature-progress; } - -.badge-data-loss { - @include badge-data-loss; -} - -.badge-numeric { - @include badge; - background: v.$data-type-numeric-bg; - color: v.$data-type-numeric; -} - -.badge-categorical { - @include badge; - background: v.$data-type-categorical-bg; - color: v.$data-type-categorical; -} - -.badge-text { - @include badge; - background: v.$data-type-text-bg; - color: v.$data-type-text; -} - -.badge-date { - @include badge; - background: v.$data-type-date-bg; - color: v.$data-type-date; -} - -.badge-boolean { - @include badge; - background: v.$data-type-boolean-bg; - color: v.$data-type-boolean; -} - -.badge-id { - @include badge; - background: v.$data-type-id-bg; - color: v.$data-type-id; -} - -.badge-warning { - @include badge-warning; -} diff --git a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss index 037a466..e92eeca 100644 --- a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss +++ b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss @@ -1,4 +1,5 @@ @use '../../../../styles/variables' as v; +@use '../../shared/wizard-shared' as w; .column-statistics { background: white; @@ -32,42 +33,11 @@ } .data-type-badge { + @include w.data-type-badge; padding: 4px 12px; border-radius: 12px; - font-size: 11px; - font-weight: 600; white-space: nowrap; - &.badge-numeric { - background: rgba(0, 188, 212, 0.1); - color: v.$active-color; - } - - &.badge-categorical { - background: rgba(156, 39, 176, 0.1); - color: #7B1FA2; - } - - &.badge-text { - background: rgba(255, 152, 0, 0.1); - color: #E65100; - } - - &.badge-date { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; - } - - &.badge-boolean { - background: rgba(233, 30, 99, 0.1); - color: #C2185B; - } - - &.badge-id { - background: v.$gray-200; - color: v.$gray-700; - } - &.badge-unknown { background: v.$gray-100; color: v.$gray-600; @@ -121,16 +91,13 @@ } .completeness-bar { + @include w.progress-bar; flex: 1; height: 8px; - background: v.$gray-100; - border-radius: 4px; - overflow: hidden; } .completeness-fill { - height: 100%; - transition: width 0.3s ease; + @include w.progress-fill; &.good { background: #4CAF50; diff --git a/src/app/preprocessing-wizard/shared/constants/step-info.ts b/src/app/preprocessing-wizard/shared/constants/step-info.ts index ef7a6de..622aacd 100644 --- a/src/app/preprocessing-wizard/shared/constants/step-info.ts +++ b/src/app/preprocessing-wizard/shared/constants/step-info.ts @@ -19,11 +19,11 @@ export const STEP_INFO: Record = { }, 2: { title: 'Configure Data & Features', - purpose: 'Configure data cleaning, encoding, scaling, and projection settings for each column in a unified table view.' + purpose: 'Configure encoding, scaling, and data cleaning settings for each column. Select a column to view and edit its options.' }, 3: { title: 'Visualization Settings', - purpose: 'Select color and glyph features, and choose projection methods.' + purpose: 'Configure glyph features with live preview, set color mapping, and select projection methods.' }, 4: { title: 'Review & Process', diff --git a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss index cf7179b..3f8953d 100644 --- a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss +++ b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss @@ -1,9 +1,8 @@ @use '../../../../styles/variables' as v; +@use '../../shared/wizard-shared' as wizard; .data-preview-table { - background: white; - border-radius: 4px; - border: 1px solid v.$gray-200; + @include wizard.table-container; overflow: hidden; } @@ -15,53 +14,19 @@ .table-container { overflow-x: auto; - max-height: 400px; - overflow-y: auto; } table { - width: 100%; - border-collapse: collapse; - font-size: 13px; -} - -thead { - position: sticky; - top: 0; - background: v.$gray-100; - z-index: 10; - - th { - padding: 10px 12px; - text-align: left; - font-weight: 600; - color: v.$gray-800; - border-bottom: 2px solid v.$gray-200; - white-space: nowrap; + @include wizard.table; + thead th { &.highlighted { background: rgba(0, 188, 212, 0.1); color: v.$active-color; } } -} - -tbody { - tr { - &:nth-child(even) { - background: v.$gray-100; - } - - &:hover { - background: v.$gray-200; - } - } - - td { - padding: 10px 12px; - border-bottom: 1px solid v.$gray-100; - color: v.$gray-600; + tbody td { &.highlighted { background: rgba(76, 175, 80, 0.1); } diff --git a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts index c3ae70b..b282154 100644 --- a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts +++ b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts @@ -6,8 +6,7 @@ import { DataType } from '../../models/data-type.enum'; import { StackedBin } from '../../../shared/types/histogram.types'; import { prepareStackedBinsFromArray, - rebinHistogramData, - darkenColor + rebinHistogramData } from '../../../shared/utils/histogram.utils'; @Component({ @@ -133,7 +132,6 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni if (bins.length === 0) return; const displayColor = this.enabled ? this.color : '#ccc'; - const darkerColor = darkenColor(displayColor); const bars = this.svg.selectAll('rect') .data(bins) @@ -147,7 +145,7 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni .attr('fill', displayColor) .attr('rx', 2) .attr('ry', 2) - .attr('opacity', this.enabled ? 0.8 : 0.5) + .attr('opacity', this.enabled ? 0.4 : 0.3) .style('cursor', this.enabled ? 'pointer' : 'default') .style('pointer-events', 'all'); @@ -160,13 +158,13 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni if (this.lastHoveredBar) { d3.select(this.lastHoveredBar) .attr('fill', displayColor) - .attr('opacity', 0.8); + .attr('opacity', 0.4); } - // Highlight current bar with darker version of original color + // Highlight current bar with full color d3.select(currentBar) - .attr('fill', darkerColor) - .attr('opacity', 1); + .attr('fill', displayColor) + .attr('opacity', 0.9); this.lastHoveredBar = currentBar; @@ -185,7 +183,6 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni const counts = rebinHistogramData(this.data.counts, this.MAX_NUMERIC_BINS); const bins = counts.map((value: number, index: number) => ({ bin: index, value })); const displayColor = this.enabled ? this.color : '#ccc'; - const darkerColor = darkenColor(displayColor); const xScale = d3.scaleLinear() .domain([0, bins.length]) @@ -211,7 +208,7 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni .attr('fill', displayColor) .attr('rx', 2) .attr('ry', 2) - .attr('opacity', this.enabled ? 0.8 : 0.5) + .attr('opacity', this.enabled ? 0.4 : 0.3) .style('cursor', this.enabled ? 'pointer' : 'default') .style('pointer-events', 'all'); @@ -224,13 +221,13 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni if (this.lastHoveredBar) { d3.select(this.lastHoveredBar) .attr('fill', displayColor) - .attr('opacity', 0.8); + .attr('opacity', 0.4); } - // Highlight current bar with darker version of original color + // Highlight current bar with full color d3.select(currentBar) - .attr('fill', darkerColor) - .attr('opacity', 1); + .attr('fill', displayColor) + .attr('opacity', 0.9); this.lastHoveredBar = currentBar; diff --git a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html index 5725b80..78abd84 100644 --- a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html +++ b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html @@ -1,186 +1,173 @@
-
-

{{ stepInfo.title }}

-

{{ stepInfo.purpose }}

-
+
+
+

{{ stepInfo.title }}

+

{{ stepInfo.purpose }}

+
- @if (!profile) { - -
- info -
- Supported formats: CSV files up to 50MB. - Your data will be analyzed automatically to detect column types and quality issues. + @if (!profile) { + +
+ info +
+ Supported formats: CSV files up to 50MB. + Your data will be analyzed automatically to detect column types and quality issues. +
-
- -
+ +
- @if (isLoading) { -
- -
Loading and analyzing your data...
-
- } @else { -
- cloud_upload -
- Drag and drop your CSV file here - or + @if (isLoading) { +
+ +
Loading and analyzing your data...
- -
- Maximum file size: 50MB + } @else { +
+ cloud_upload +
+ Drag and drop your CSV file here + or +
+ +
+ Maximum file size: 50MB +
-
- } -
- - @if (error) { -
- error - {{ error }} + }
- } - -
-

- File Requirements - -

-
    -
  • First row should contain column headers
    • -
  • ID column (optional): Unique identifier for each row
    • -
  • Pre-computed coordinates (optional): "<name>-x" and "<name>-y" pairs (e.g., "pca-x", "pca-y")
    • -
  • Geographic data (optional): "latitude" and "longitude" columns
    • -
  • File too large? Try filtering rows in Excel or reducing columns before upload
    • -
-
- } @else { - -
-
-
- check_circle -

Data Loaded Successfully

-
-
- + @if (error) { +
+ error + {{ error }}
+ } + +
+

+ File Requirements + +

+
    +
  • First row should contain column headers
    • +
  • ID column (optional): Unique identifier for each row
    • +
  • Pre-computed coordinates (optional): "<name>-x" and "<name>-y" pairs (e.g., "pca-x", "pca-y")
    • +
  • Geographic data (optional): "latitude" and "longitude" columns
    • +
  • File too large? Try filtering rows in Excel or reducing columns before upload
    • +
-
-
- description -
-
File Name
-
{{ profile.fileName }}
+ } @else { + +
+
+
+ check_circle +

Data Loaded Successfully

-
- -
- storage -
-
File Size
-
{{ formatFileSize(profile.fileSize) }}
+
+
-
- table_rows -
-
Total Rows
-
{{ profile.totalRows }}
+
+
+ description +
+
File Name
+
{{ profile.fileName }}
+
-
-
- view_column -
-
Total Columns
-
{{ profile.totalColumns }}
+
+ storage +
+
File Size
+
{{ formatFileSize(profile.fileSize) }}
+
-
-
- assessment -
-
- Data Quality - -
-
- {{ profile.qualityScore.toFixed(1) }}% ({{ qualityLabel }}) +
+ table_rows +
+
Total Rows
+
{{ profile.totalRows }}
-
- @if (profile.duplicateCount > 0) { -
- content_copy +
+ view_column
-
Duplicates Found
-
{{ profile.duplicateCount }}
+
Total Columns
+
{{ profile.totalColumns }}
- } -
-
-

Data Preview (First 5 rows)

- - -
+
+ assessment +
+
+ Data Quality + +
+
+ {{ profile.qualityScore.toFixed(1) }}% ({{ qualityLabel }}) +
+
+
-
-

Column Overview

-
- @for (column of profile.columns; track column.name) { -
- {{ column.name }} - {{ column.dataType }} - @if (column.missingPercentage > 0) { - - {{ column.missingPercentage.toFixed(0) }}% missing - - } + @if (profile.duplicateCount > 0) { +
+ content_copy +
+
Duplicates Found
+
{{ profile.duplicateCount }}
+
}
-
-
-
-
- +
+

Data Preview (First 10 rows)

+ +
+ } +
+ + @if (profile) { +
+
+
+ +
}
diff --git a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss index 0f3a36d..c2964dd 100644 --- a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss +++ b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss @@ -4,10 +4,17 @@ .step1-upload { display: flex; flex-direction: column; - height: 100%; - max-width: 1000px; + flex: 1; + min-height: 0; +} + +.step-content { + flex: 1; + max-width: 1150px; margin: 0 auto; - padding: 16px; + padding: 16px 32px; + width: 100%; + box-sizing: border-box; } .step-header { @@ -93,11 +100,6 @@ animation: spin 0.8s linear infinite; } -@keyframes spin { - 0% { transform: rotate(0deg); } - 100% { transform: rotate(360deg); } -} - .loading-text { font-size: 13px; color: v.$gray-600; @@ -256,69 +258,6 @@ } } -.columns-summary { - display: flex; - flex-wrap: wrap; - gap: 8px; -} - -.column-chip { - display: flex; - align-items: center; - gap: 6px; - padding: 6px 12px; - background: white; - border: 1px solid v.$gray-300; - border-radius: 3px; - font-size: 12px; - - &[data-type="numeric"] { - border-left: 3px solid v.$active-color; - } - - &[data-type="categorical"] { - border-left: 3px solid v.$gray-600; - } - - &[data-type="text"] { - border-left: 3px solid #FF9800; - } - - &[data-type="date"] { - border-left: 3px solid v.$gray-500; - } - - &[data-type="id"] { - border-left: 3px solid v.$gray-400; - } -} - -.column-name { - font-weight: 600; - color: v.$gray-800; -} - -.column-type { - padding: 2px 6px; - background: v.$gray-100; - border-radius: 2px; - font-size: 11px; - color: v.$gray-600; - text-transform: uppercase; -} - -.column-badge { - padding: 2px 6px; - border-radius: 2px; - font-size: 11px; - font-weight: 600; - - &.warning { - background: rgba(255, 152, 0, 0.1); - color: #E65100; - } -} - .action-buttons { @include wizard.action-buttons-footer; diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html index 3eab212..e13750f 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html @@ -1,176 +1,178 @@
-
-

{{ stepInfo.title }}

-

{{ stepInfo.purpose }}

-
- - -
- info -
- Tip: Start by deselecting ID columns and text fields unless needed for tooltips. - You can search by column name or type (e.g., "numeric"). +
+
+

{{ stepInfo.title }}

+

{{ stepInfo.purpose }}

-
-
-
- search - - @if (searchTerm) { - - } + +
+ info +
+ Tip: Start by deselecting ID columns and text fields unless needed for tooltips. + You can search by column name or type (e.g., "numeric"). +
-
- - -
- {{ enabledCount }} selected - {{ disabledCount }} excluded +
+
+ search + + @if (searchTerm) { + + }
-
-
- -
- @if (filteredColumns.length === 0) { -
- search_off -

No columns match your search

+
+ + +
+ {{ enabledCount }} selected + {{ disabledCount }} excluded +
- } @else { - - - - - - - - - - - - - - @for (column of filteredColumns; track column.name) { - + - - + + + + + } + +
- - Column Name - - Data Type - - - Count - - Unique - - - - - Missing - - - - - Distribution - - -
+ +
+ @if (filteredColumns.length === 0) { +
+ search_off +

No columns match your search

+
+ } @else { + + + + + + + + + + + + + + @for (column of filteredColumns; track column.name) { + - - + + - - + + - - + + - - + + - - + - - - - } - -
- + [checked]="enabledCount === columns.length" + [indeterminate]="enabledCount > 0 && enabledCount < columns.length" + (change)="toggleAllColumns()" + title="Toggle all columns"> + Column Name + + Data Type + + + Count + + Unique + + + + + Missing + + + + + Distribution + + +
-
- {{ column.name }} - @if (hasIssues(column)) { - warning - } -
- 		+ + - - {{ getDataTypeLabel(column.dataType) }} - - +
+ {{ column.name }} + @if (hasIssues(column)) { + warning + } +
+ 		- {{ column.count | number }} - + + {{ getDataTypeLabel(column.dataType) }} + + -
- {{ column.uniqueCount | number }} - ({{ getUniquePercent(column) }}%) -
- 		+ {{ column.count | number }} + - @if (column.missingCount > 0) { -
- {{ column.missingCount | number }} - ({{ column.missingPercentage.toFixed(1) }}%) + +
+
+ {{ column.uniqueCount | number }} + ({{ getUniquePercent(column) }}%)
- } @else { - — - } - 		- @if (getColumnHistogramData(column); as histogramData) { - - - } @else { - — - } -
- } + +
+ @if (column.missingCount > 0) { +
+ {{ column.missingCount | number }} + ({{ column.missingPercentage.toFixed(1) }}%) +
+ } @else { + — + } + 		+ @if (getColumnHistogramData(column); as histogramData) { + + + } @else { + — + } +
+ } +
diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss index 1ef667b..249b5c0 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss @@ -4,10 +4,17 @@ .step2-column-selection { display: flex; flex-direction: column; + flex: 1; + min-height: 0; +} + +.step-content { + flex: 1; padding: 16px 32px; max-width: 1150px; width: 100%; margin: 0 auto; + box-sizing: border-box; } .step-header { @@ -35,52 +42,10 @@ } .search-box { + @include wizard.search-box($padding: 8px 12px, $icon-size: 20px, $border-color: v.$gray-200); flex: 1; min-width: 250px; position: relative; - display: flex; - align-items: center; - background: white; - border: 1px solid v.$gray-200; - border-radius: 4px; - padding: 8px 12px; - - .material-icons { - color: v.$gray-500; - margin-right: 8px; - font-size: 20px; - } - - .search-input { - flex: 1; - border: none; - outline: none; - font-size: 13px; - color: v.$gray-800; - - &::placeholder { - color: v.$gray-500; - } - } - - .clear-search { - background: none; - border: none; - padding: 4px; - cursor: pointer; - display: flex; - align-items: center; - color: v.$gray-500; - - &:hover { - color: v.$gray-800; - } - - .material-icons { - font-size: 18px; - margin: 0; - } - } } .selection-controls { @@ -118,145 +83,88 @@ // Table Layout .columns-table-container { - max-height: 50vh; // Limit table height to enable scrolling with sticky header - overflow-y: auto; + @include wizard.table-container; overflow-x: hidden; - background: white; - border: 1px solid v.$gray-200; - border-radius: 4px; margin-bottom: 16px; - - // Thin scrollbar that takes minimal space - &::-webkit-scrollbar { - width: 10px; - background: transparent; - } - - &::-webkit-scrollbar-track { - background: v.$gray-100; - } - - &::-webkit-scrollbar-thumb { - background: v.$gray-400; - border: 3px solid white; // Creates visual inset - border-radius: 5px; - - &:hover { - background: v.$gray-500; - } - } } .columns-table { - width: 100%; + @include wizard.table; table-layout: fixed; - border-collapse: collapse; - font-size: 13px; - - thead { - position: sticky; - top: 0; - z-index: 10; - background: v.$wizard-table-header-bg; - tr { - border-bottom: 2px solid v.$gray-300; + thead th { + .header-with-tooltip { + display: inline-flex; + align-items: center; + gap: 4px; } - th { - padding: 12px; - text-align: left; - font-weight: 600; - color: v.$gray-700; - font-size: 12px; - text-transform: uppercase; - letter-spacing: 0.5px; - white-space: nowrap; - background: v.$wizard-table-header-bg; // Ensure background stays on scroll - - .header-with-tooltip { - display: inline-flex; - align-items: center; - gap: 4px; - } - - &.col-checkbox { - width: 50px; - padding-left: 16px; - } + &.col-checkbox { + width: 44px; + padding-left: 12px; + } - &.col-name { - width: 25%; - } + &.col-name { + width: 20%; + } - &.col-type { - width: 12%; - } + &.col-type { + width: 10%; + } - &.col-count { - width: 10%; - text-align: right; - } + &.col-count { + width: 8%; + text-align: right; + } - &.col-unique { - width: 12%; - text-align: right; - } + &.col-unique { + width: 10%; + text-align: right; + } - &.col-missing { - width: 12%; - text-align: right; - } + &.col-missing { + width: 10%; + text-align: right; + } - &.col-distribution { - width: auto; - text-align: center; - } + &.col-distribution { + width: auto; + text-align: center; } } - tbody { - tr.column-row { - border-bottom: 1px solid v.$gray-200; - transition: background-color 0.15s ease; - - &:hover { - background: v.$gray-100; - } - - &.disabled { - opacity: 0.5; - } + tbody tr.column-row { + transition: background-color 0.15s ease; - &.has-issues { - background: rgba(255, 152, 0, 0.05); - } + &.disabled { + opacity: 0.5; + } - td { - padding: 12px; - vertical-align: middle; + &.has-issues { + background: rgba(255, 152, 0, 0.05); + } - &.col-checkbox { - padding-left: 16px; + td { + &.col-checkbox { + padding-left: 12px; - input[type="checkbox"] { - width: 16px; - height: 16px; - cursor: pointer; - } + input[type="checkbox"] { + width: 16px; + height: 16px; + cursor: pointer; } + } - &.col-count, - &.col-unique, - &.col-missing { - text-align: right; - font-variant-numeric: tabular-nums; - } + &.col-count, + &.col-unique, + &.col-missing { + text-align: right; + font-variant-numeric: tabular-nums; + } - &.col-distribution { - text-align: center; - position: relative; - } + &.col-distribution { + text-align: center; + position: relative; } } } @@ -268,8 +176,7 @@ gap: 8px; .name-text { - font-weight: 500; - color: v.$gray-800; + @include wizard.column-name-text; } .issue-icon { @@ -279,42 +186,7 @@ } .data-type-badge { - display: inline-block; - padding: 4px 8px; - border-radius: 4px; - font-size: 11px; - font-weight: 600; - text-transform: uppercase; - - &.badge-numeric { - background: v.$data-type-numeric-bg; - color: v.$data-type-numeric; - } - - &.badge-categorical { - background: v.$data-type-categorical-bg; - color: v.$data-type-categorical; - } - - &.badge-text { - background: v.$data-type-text-bg; - color: v.$data-type-text; - } - - &.badge-date { - background: v.$data-type-date-bg; - color: v.$data-type-date; - } - - &.badge-boolean { - background: v.$data-type-boolean-bg; - color: v.$data-type-boolean; - } - - &.badge-id { - background: v.$data-type-id-bg; - color: v.$data-type-id; - } + @include wizard.data-type-badge; } .unique-cell, @@ -349,23 +221,7 @@ // No Results .no-results { - display: flex; - flex-direction: column; - align-items: center; - justify-content: center; - padding: 48px 24px; - color: v.$gray-600; - - .material-icons { - font-size: 48px; - color: v.$gray-400; - margin-bottom: 16px; - } - - p { - font-size: 14px; - margin: 0; - } + @include wizard.no-content($padding: 48px 24px, $text-size: 14px); } // Action Buttons diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts index 4657a6b..60f37ff 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts @@ -5,7 +5,7 @@ import { PreprocessingService } from '../../services/preprocessing.service'; import { WizardHistogramComponent } from '../../shared/wizard-histogram/wizard-histogram.component'; import { ColumnStatistics, HistogramData } from '../../models/column-statistics'; import { ColumnConfig } from '../../models/column-config'; -import { DataType } from '../../models/data-type.enum'; +import { DataType, getDataTypeBadgeClass as badgeClassFn } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; @@ -24,6 +24,7 @@ export class Step2ColumnSelectionComponent implements OnInit { columnConfigs: Map = new Map(); searchTerm: string = ''; columnHistogramCache: Map = new Map(); + getDataTypeBadgeClass = badgeClassFn; // Expose help text and step info to template readonly HELP_TEXT = HELP_TEXT; @@ -153,21 +154,6 @@ export class Step2ColumnSelectionComponent implements OnInit { } } - /** - * Get data type badge CSS class - */ - getDataTypeBadgeClass(dataType: DataType): string { - switch (dataType) { - case DataType.Numeric: return 'badge-numeric'; - case DataType.Categorical: return 'badge-categorical'; - case DataType.Text: return 'badge-text'; - case DataType.Date: return 'badge-date'; - case DataType.Boolean: return 'badge-boolean'; - case DataType.ID: return 'badge-id'; - default: return 'badge-unknown'; - } - } - /** * Format number with appropriate precision */ diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html index f6425e8..ee06713 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html @@ -1,392 +1,365 @@
-
-

{{ stepInfo.title }}

-

{{ stepInfo.purpose }}

-
- - @if (error) { -
- error - {{ error }} -
- } @else { - -
- info -
- Smart defaults applied - All columns have been configured with recommended settings based on their data types. - Review and modify the settings below as needed. - -
+
+
+

{{ stepInfo.title }}

+

{{ stepInfo.purpose }}

- -
-
- search - -
- -
- - + @if (error) { +
+ error + {{ error }}
+ } @else { + + @if (showInfoBox) { +
+ auto_fix_high + Smart defaults applied — review and adjust settings as needed. + + + +
+ } -
- -
+ +
+ +
+
+
+ search + + @if (filterText) { + + } +
+
+ + +
+
+ {{ filteredColumns.length }} of {{ columns.length }} + {{ getProjectionCount() }} in projection +
+
- @if (filterText || filterType !== 'all' || showIssuesOnly) { - - } +
+ @for (colState of filteredColumns; track colState.column.name) { +
+
+
+ {{ colState.column.name }} + + {{ colState.column.dataType }} + +
+
+ {{ getConfigSummary(colState) }} + @if (colState.column.missingCount > 0) { + {{ colState.column.missingCount }} missing + } + @if ((colState.outlierCount || 0) > 0) { + {{ colState.outlierCount }} outliers + } +
+
+
+ +
+
+ } -
- Showing {{ filteredColumns.length }} of {{ columns.length }} columns -
-
+ @if (filteredColumns.length === 0) { +
+ filter_alt_off +

No columns match filters

+ +
+ } +
+
- -
- - - - - - - - - - - - - - - @for (colState of filteredColumns; track colState.column.name) { - - - + - - +
+ Std + {{ selectedColumn.column.stdDev?.toFixed(2) }} +
+ } + @if (selectedColumn.column.dataType === DataType.Date && selectedColumn.column.min != null && selectedColumn.column.max != null) { +
+ Range + {{ formatDate(selectedColumn.column.min) }} — {{ formatDate(selectedColumn.column.max) }} +
+ } + @if (selectedColumn.column.dataType === DataType.Categorical && selectedColumn.column.topValues && selectedColumn.column.topValues.length > 0) { +
+ Top + {{ selectedColumn.column.topValues![0].value }} ({{ selectedColumn.column.topValues![0].count }}) +
+ } + @if (selectedColumn.column.dataType === DataType.Text) { +
+ Avg length + {{ selectedColumn.column.mean?.toFixed(0) || '—' }} +
+ } + - - + +
+
+ Encoding + +
+ +
- - - - - + + } - - + + } - - - - - - - - - @if (isRowExpanded(colState.column.name)) { - - - + + } - } - -
ColumnType - - Encoding - - - - - Scaling - - - - - Missing Values - - - - - Outliers - + +
+ @if (selectedColumn) { +
+

{{ selectedColumn.column.name }}

+ + {{ selectedColumn.column.dataType }} -
In Projection
- - -
- {{ colState.column.name }} - @if (hasIssues(colState)) { -
- warning - {{ getIssueDescription(colState) }} -
- } + +
+
+ Rows + {{ selectedColumn.column.count }} +
+
+ Unique + {{ selectedColumn.column.uniqueCount }} +
+ @if (selectedColumn.column.missingCount > 0) { +
+ Missing + {{ selectedColumn.column.missingCount }} ({{ selectedColumn.column.missingPercentage.toFixed(1) }}%) +
+ } + @if (selectedColumn.column.dataType === DataType.Numeric) { +
+ Range + {{ selectedColumn.column.min?.toFixed(2) }} — {{ selectedColumn.column.max?.toFixed(2) }} +
+
+ Mean + {{ selectedColumn.column.mean?.toFixed(2) }}
-
- - {{ colState.column.dataType }} - - + + @if (shouldShowScaling(selectedColumn)) { +
+
+ Scaling + +
-
- @if (shouldShowScaling(colState)) { - - } @else { - N/A - } - - @if (hasMissingValues(colState)) { -
- - @if (colState.config.missingValueStrategy === MissingValueStrategy.FillValue) { - - } -
- } @else { - None + + @if (hasMissingValues(selectedColumn)) { +
+
+ Missing Values + {{ selectedColumn.column.missingCount }} ({{ selectedColumn.column.missingPercentage.toFixed(1) }}%) + +
+ + @if (selectedColumn.config.missingValueStrategy === MissingValueStrategy.FillValue) { + } -
- @if (shouldShowOutliers(colState)) { -
+ + @if (shouldShowOutliers(selectedColumn)) { +
+
+ Outliers + @if (selectedColumn.isLoadingOutliers) { + + sync + + } @else if (hasOutliers(selectedColumn)) { + {{ selectedColumn.outlierCount }} detected + } + +
+
+
+ +
+
+ - @if (colState.isLoadingOutliers) { - - sync - - }
- } @else { - N/A - } -
- -
-
-
-
- Unique Values: - {{ colState.column.uniqueCount | number }} -
-
- Completeness: - {{ (100 - colState.column.missingPercentage).toFixed(1) }}% -
- @if (colState.column.dataType === DataType.Numeric) { -
- Min: - {{ colState.column.min?.toFixed(2) }} -
-
- Q1: - {{ colState.column.q1?.toFixed(2) }} -
-
- Median: - {{ colState.column.median?.toFixed(2) }} -
-
- Q3: - {{ colState.column.q3?.toFixed(2) }} -
-
- Max: - {{ colState.column.max?.toFixed(2) }} -
-
- Mean: - {{ colState.column.mean?.toFixed(2) }} -
- @if (colState.outlierCount !== undefined) { -
- Outliers Detected: - - {{ colState.outlierCount }} ({{ ((colState.outlierCount / totalRows) * 100).toFixed(1) }}%) - -
- } - } -
-
-
- @if (filteredColumns.length === 0) { -
- filter_alt_off -

No columns match the current filters

- + +
+ +
+ } @else { +
+ touch_app +

Select a column to configure

+
+ }
- } -
+
- -
-

- content_copy - Duplicate Rows -

+ + @if (duplicateCount > 0) { +
+

+ content_copy + Duplicate Rows +

- @if (duplicateCount === 0) { -
- check_circle - No duplicate rows found - all rows are unique! -
- } @else { -
-
-
- {{ duplicateCount }} - duplicate rows ({{ duplicatePercentage.toFixed(1) }}%) +
+
+
+ {{ duplicateCount }} + duplicate rows ({{ duplicatePercentage.toFixed(1) }}%) +
-
-
- +
+ - @if (cleaningConfig.removeDuplicates) { -
- warning - Will remove {{ duplicateCount }} rows ({{ duplicatePercentage.toFixed(1) }}% of data) -
- } -
+ @if (cleaningConfig.removeDuplicates) { +
+ warning + Will remove {{ duplicateCount }} rows ({{ duplicatePercentage.toFixed(1) }}% of data) +
+ } +
- @if (sampleDuplicates.length > 0) { - + @if (sampleDuplicates.length > 0) { + - @if (showDuplicateSamples) { -
- - - - @for (colName of columnNames; track colName) { - - } - - - - @for (row of sampleDuplicates; track $index) { + @if (showDuplicateSamples) { +
+
{{ colName }}
+ @for (colName of columnNames; track colName) { - + } - } - -
{{ row[colName] || '' }}{{ colName }}
-
+ + + @for (row of sampleDuplicates; track $index) { + + @for (colName of columnNames; track colName) { + {{ row[colName] || '' }} + } + + } + + +
+ } } - } +
} -
- - -
- info -
-

Configuration Summary:

-

{{ getProjectionCount() }} of {{ columns.length }} columns will be included in projection calculations.

-

Data cleaning actions will be applied during final processing (Step 4).

-
-
+ } +
+ @if (!error) {
-
- -
- - -
- - -
-

Selected Glyph Features ({{ selectedGlyphFeatures.length }})

- - @if (selectedGlyphFeatures.length === 0) { -
- info -

No features selected. Click "Use Smart Suggestions" or drag features from below.

-
- } @else { -
- @for (feature of selectedGlyphFeatures; track feature; let i = $index) { -
- {{ i + 1 }} - {{ feature }} - -
- } + +
+
+
+
- } +
- @if (selectedGlyphFeatures.length < 3) { -
- warning - At least {{ 3 - selectedGlyphFeatures.length }} more feature(s) required -
- } - @if (selectedGlyphFeatures.length > 12) { + +
+ @if (selectedGlyphFeatures.length === 0) { +
+ info + Click features below or use Smart Suggestions +
+ } + @for (feature of selectedGlyphFeatures; track feature; let i = $index) { +
+ {{ i + 1 }} + {{ feature }} + @if (getFeatureVariance(feature) !== null) { + + + + } + +
+ } +
+ + @if (selectedGlyphFeatures.length > 0 && selectedGlyphFeatures.length < MIN_GLYPH_FEATURES) {
warning - Too many features. Remove {{ selectedGlyphFeatures.length - 12 }} + {{ MIN_GLYPH_FEATURES - selectedGlyphFeatures.length }} more needed
} -
- -
-

Available Features (After Encoding)

-

Drag features to the selection area above or click to add.

+ +
-
+ +
+ Available features + Variance +
+
@for (feature of availableFeatures; track feature) { -
- {{ feature }} - @if (getFeatureVariance(feature) !== null) { - σ²={{ getFeatureVariance(feature)?.toFixed(3) }} + @if (!isFeatureSelected(feature)) { +
+ add + {{ feature }} + @if (getFeatureVariance(feature) !== null) { + + + + } +
+ } + } +
+
+ + +
+

+ visibility + Glyph Preview +

+ +
+ @if (selectedGlyphFeatures.length >= MIN_GLYPH_FEATURES) { + + + + + + @for (axis of getPreviewAxes(); track $index) { + + } + + + @if (selectedGlyphType === 'star') { + + } + + + @if (selectedGlyphType === 'flower') { + @for (petal of generateFlowerPetals(); track $index) { + + + + } + } + + + @if (selectedGlyphType === 'whisker') { + @for (bar of generateWhiskerBars(); track $index) { + + + + } } - @if (isFeatureSelected(feature)) { - check_circle + + + @for (label of getPreviewAxisLabels(); track label.name) { + {{ label.name }} } + + } @else { +
+ star_outline +

Select at least {{ MIN_GLYPH_FEATURES }} features to see preview

}
+ + +
+ + + +
- -
-

- settings - Projection Methods - -

-

- FastMap runs as the primary projection and loads immediately. - Enable additional methods below to compute in the background. -

- - -
-
+ +
+
+

+ settings + Projection Methods + +

+
bolt -
-
-
-
-

FastMap

- Primary -
- check_circle -
-

Fast distance-preserving projection - O(n) complexity, ideal for large datasets (40K+)

+ FastMap + Primary
-

Additional Projections (Background)

- -
+
@for (method of projectionMethods; track method.key) { -
-
- {{ method.icon }} -
-
-
-
-

{{ method.name }}

- @if (method.badge) { - {{ method.badge }} - } - @if (shouldShowLargeDatasetWarning(method)) { - - warning - - } -
- -
-

{{ method.description }}

- @if (shouldShowLargeDatasetWarning(method) && projectionConfig[method.key]) { -

May be slow or cause memory issues with {{ getDatasetRowCount() | number }} items

+
+
+ + {{ method.name }} + @if (method.badge) { + {{ method.badge }} + } + @if (method.sizeHint) { + {{ method.sizeHint }} + } + @if (shouldShowLargeDatasetWarning(method)) { + warning + } + @if (methodHasParams(method) && projectionConfig[method.key]) { + }
+
{{ method.description }}
}
- - @if (projectionConfig.enableTSNE || projectionConfig.enableUMAP || projectionConfig.enableIsoMap || projectionConfig.enableLLE || projectionConfig.enableLTSA || projectionConfig.enableTriMap) { -
-

Method Parameters

- - - @if (projectionConfig.enableIsoMap) { -
-
- auto_graph -
IsoMap Parameters
-
-
-
-
- -
- - -
-
+ + @for (method of projectionMethods; track method.key) { + @if (projectionConfig[method.key] && isMethodParamsExpanded(method.key)) { +
+ {{ method.name }} Parameters + @if (method.key === 'enableIsoMap') { +
+ +
+ +
-
- } - - - @if (projectionConfig.enableLLE) { -
-
- blur_on -
LLE Parameters
-
-
-
-
- -
- - -
-
+ } + @if (method.key === 'enableLLE') { +
+ +
+ +
-
- } - - - @if (projectionConfig.enableLTSA) { -
-
- waves -
LTSA Parameters
-
-
-
-
- -
- - -
-
+ } + @if (method.key === 'enableLTSA') { +
+ +
+ +
-
- } - - - @if (projectionConfig.enableTriMap) { -
-
- timeline -
TriMap Parameters
+ } + @if (method.key === 'enableTriMap') { +
+ +
+ + +
-
-
-
- -
- - -
-
+ } + @if (method.key === 'enableTSNE') { +
+ +
+ +
-
- } - - - @if (projectionConfig.enableTSNE) { -
-
- bubble_chart -
t-SNE Parameters
+
+ +
+ + +
-
-
-
- -
- - -
-
- -
- -
- - -
+ @if (shouldShowTSNEWarning()) { +
+ warning +
+

{{ getTSNETimeEstimate() }}

+

t-SNE will run in the background. Explore with FastMap while waiting.

- - @if (shouldShowTSNEWarning()) { -
- warning -
-

{{ getTSNETimeEstimate() }}

-

t-SNE computation will run in the background. You can explore your data with FastMap while waiting.

-
-
- } -
-
- } - - - @if (projectionConfig.enableUMAP) { -
-
- scatter_plot -
UMAP Parameters
+ } + } + @if (method.key === 'enableUMAP') { +
+ +
+ + +
-
-
-
- -
- - -
-
- -
- -
- - -
-
+
+ +
+ +
-
- } -
+ } +
+ } }
+
- -
- + +
+ -
- @if (!canProceed()) { -
- warning - Please select 3-12 glyph features and at least one projection method to continue. -
- } +
+ @if (!canProceed()) { +
+ warning + Please select 3-12 glyph features to continue. +
+ } - -
+
diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss index 2bb95f5..01be964 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss @@ -1,142 +1,135 @@ @use 'sass:color'; @use '../../shared/wizard-shared' as w; @use '../../../../styles/variables' as v; +@use '../../../../styles/mixins' as m; .step4-visualization-settings { - @include w.step-container; + display: flex; + flex-direction: column; + flex: 1; + min-height: 0; + + .step-content { + @include w.step-content; + } .step-header { @include w.step-header; } - // Config Panels + // ============================================================================ + // Config Panel (shared base) + // ============================================================================ + .config-panel { background: white; border: 1px solid v.$gray-300; - border-radius: 4px; - padding: 16px; + border-radius: 8px; + padding: 14px 16px; margin-bottom: 16px; h3 { display: flex; align-items: center; gap: 8px; - font-size: 15px; + font-size: 14px; font-weight: 600; color: v.$gray-800; - margin-bottom: 8px; + margin: 0 0 8px; .material-icons { - font-size: 20px; + font-size: 18px; color: v.$active-color; } } - h4 { - font-size: 14px; - font-weight: 600; - color: v.$gray-800; - margin: 12px 0 8px; - } - - h5 { - font-size: 13px; - font-weight: 600; - color: v.$gray-700; - margin: 0; - } - .panel-description { - font-size: 13px; - color: v.$gray-600; - margin-bottom: 12px; - } - - .help-text { font-size: 12px; color: v.$gray-600; - margin-bottom: 8px; + margin-bottom: 10px; } } - // Color Feature Selection - .color-feature-grid { - display: grid; - grid-template-columns: repeat(auto-fill, minmax(200px, 1fr)); - gap: 10px; - - .color-option { - position: relative; - padding: 10px; - border: 2px solid v.$gray-300; - border-radius: 4px; - cursor: pointer; - transition: all 0.2s ease; - - &:hover { - border-color: v.$gray-400; - background: v.$gray-100; - } + .data-type-badge { + @include w.data-type-badge; + } - &.selected { - border-color: v.$active-color; - background: rgba(0, 188, 212, 0.05); - } + // ============================================================================ + // Color Feature Panel (compact dropdown) + // ============================================================================ - input[type="radio"] { - position: absolute; - opacity: 0; - pointer-events: none; - } + .menu-label { + @include m.menu-label; + } - label { - display: flex; - flex-direction: column; - gap: 4px; - cursor: pointer; + .color-feature-panel { + .panel-header-row { + display: flex; + align-items: flex-start; + gap: 16px; + } - .column-name { - font-size: 13px; - font-weight: 500; - color: v.$gray-800; - } + .form-group { + @include m.form-group; - .data-type-badge { - @include w.badge; - align-self: flex-start; - } + select, + .color-scale-select { + width: 200px; } } + + .color-scale-select { + @include m.color-scale-select; + } } - // Glyph Features - .feature-progress { - @include w.feature-progress; - margin-bottom: 12px; + // ============================================================================ + // Two-Column: Glyph Features + Preview + // ============================================================================ - .progress-fill { - &.complete { - background: #4CAF50; - } - } + .glyph-section-two-col { + display: grid; + grid-template-columns: 3fr 2fr; + gap: 16px; + margin-bottom: 16px; } - .suggestions-container { + // ── Left: Glyph Features Panel ───────────────────────────────────────────── + + .glyph-features-panel { display: flex; - align-items: center; - gap: 8px; - margin-bottom: 12px; + flex-direction: column; + max-height: 480px; + overflow: hidden; + + .glyph-panel-header { + display: flex; + align-items: center; + justify-content: space-between; + gap: 8px; + margin-bottom: 8px; + + h3 { + margin-bottom: 0; + } + } - .btn-suggestion { + .btn-suggestion-compact { @include w.btn-base; background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; + font-size: 11px; font-weight: 600; - padding: 8px 14px; + padding: 4px 10px; + white-space: nowrap; + flex-shrink: 0; + + .material-icons { + font-size: 14px; + } &:hover:not(:disabled) { opacity: 0.9; - transform: translateY(-1px); } &:disabled { @@ -144,86 +137,171 @@ cursor: not-allowed; } } - } - .glyph-features-selected { - margin-bottom: 16px; + .feature-progress { + @include w.feature-progress; + margin-bottom: 8px; - .empty-state { - @include w.no-content; - padding: 30px 20px; + .progress-fill.complete { + background: #4CAF50; + } } - .feature-list-selected { + .feature-list-unified { display: flex; flex-direction: column; - gap: 6px; - min-height: 100px; - padding: 10px; + gap: 3px; + min-height: 50px; + padding: 6px; border: 2px dashed v.$gray-300; - border-radius: 4px; + border-radius: 8px; background: v.$gray-100; + } - .feature-chip { - display: flex; - align-items: center; - gap: 8px; - padding: 8px 10px; + .empty-hint { + display: flex; + align-items: center; + gap: 6px; + padding: 10px 8px; + color: v.$gray-500; + font-size: 12px; + + .material-icons { + font-size: 16px; + } + } + + .feature-separator { + height: 1px; + background: v.$gray-300; + margin: 8px 0; + } + + .available-label { + display: flex; + align-items: center; + justify-content: space-between; + font-size: 11px; + font-weight: 600; + color: v.$gray-500; + letter-spacing: 0.3px; + margin-bottom: 4px; + padding: 0 8px; + + .variance-label { + font-size: 10px; + font-weight: 500; + color: v.$gray-400; + } + } + + .available-features-list { + display: flex; + flex-direction: column; + gap: 1px; + overflow-y: auto; + flex: 1; + min-height: 0; + } + + .feature-row { + display: flex; + align-items: center; + gap: 6px; + padding: 5px 8px; + border-radius: 6px; + font-size: 12px; + transition: background 0.15s ease; + + &.selected { background: white; border: 1px solid v.$gray-300; - border-radius: 3px; cursor: grab; - transition: all 0.2s ease; - - &:hover { - border-color: v.$active-color; - box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1); - } &:active { cursor: grabbing; } + &:hover { + border-color: v.$active-color; + } + .feature-order { display: flex; align-items: center; justify-content: center; - width: 24px; - height: 24px; + width: 20px; + height: 20px; background: v.$active-color; color: white; - font-size: 11px; + font-size: 10px; font-weight: 700; border-radius: 50%; + flex-shrink: 0; } + } - .feature-name { - flex: 1; - font-size: 13px; - font-weight: 500; - color: v.$gray-800; + &.available { + cursor: pointer; + color: v.$gray-700; + + &:hover { + background: v.$gray-100; } - .btn-remove { - display: flex; - align-items: center; - justify-content: center; - width: 24px; - height: 24px; - background: transparent; - border: none; - border-radius: 3px; - cursor: pointer; - color: v.$gray-600; - - &:hover { - background: #F44336; - color: white; - } + .add-icon { + font-size: 16px; + color: v.$gray-400; + flex-shrink: 0; + } + } - .material-icons { - font-size: 16px; - } + .feature-name { + flex: 1; + font-weight: 500; + color: v.$gray-800; + overflow: hidden; + text-overflow: ellipsis; + white-space: nowrap; + } + + .variance-bar { + width: 40px; + height: 4px; + background: v.$gray-200; + border-radius: 2px; + flex-shrink: 0; + overflow: hidden; + + .variance-fill { + display: block; + height: 100%; + background: v.$active-color; + border-radius: 2px; + min-width: 2px; + } + } + + .btn-remove { + display: flex; + align-items: center; + justify-content: center; + width: 20px; + height: 20px; + background: transparent; + border: none; + border-radius: 6px; + cursor: pointer; + color: v.$gray-500; + flex-shrink: 0; + + &:hover { + background: #F44336; + color: white; + } + + .material-icons { + font-size: 14px; } } } @@ -232,370 +310,349 @@ display: flex; align-items: center; gap: 6px; - padding: 8px 10px; + padding: 6px 8px; background: rgba(255, 152, 0, 0.1); border-left: 3px solid #FF9800; - border-radius: 2px; + border-radius: 8px; font-size: 12px; color: #E65100; - margin-top: 8px; + margin-top: 6px; .material-icons { - font-size: 16px; + font-size: 14px; } } } - .available-features-pool { - .feature-grid { - display: grid; - grid-template-columns: repeat(auto-fill, minmax(180px, 1fr)); - gap: 8px; + // ── Right: Glyph Preview Panel ───────────────────────────────────────────── - .feature-chip { - position: relative; - display: flex; - flex-direction: column; - gap: 4px; - padding: 8px 10px; - background: white; - border: 1px solid v.$gray-300; - border-radius: 3px; - cursor: pointer; - transition: all 0.2s ease; - - &:hover:not(.disabled) { - border-color: v.$active-color; - box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1); - } + .glyph-preview-panel { + display: flex; + flex-direction: column; + align-items: center; - &.disabled { - opacity: 0.5; - cursor: not-allowed; - background: v.$gray-100; - } + h3 { + align-self: flex-start; + } - .feature-name { - font-size: 12px; - font-weight: 500; - color: v.$gray-800; - } + .preview-svg-container { + width: 100%; + max-width: 260px; + aspect-ratio: 1; + display: flex; + align-items: center; + justify-content: center; + margin: 8px 0; - .feature-variance { - font-size: 10px; - color: v.$gray-600; - font-family: 'Courier New', monospace; - } + .glyph-preview-svg { + width: 100%; + height: 100%; + } - .selected-icon { - position: absolute; - top: 4px; - right: 4px; - font-size: 16px; - color: #4CAF50; - } + .axis-label { + font-size: 8px; + fill: v.$gray-700; + font-family: 'Lucida Sans', 'Lucida Sans Regular', Geneva, Verdana, sans-serif; } } - } - // Primary Projection Card (always enabled) - .primary-projection-card { - display: flex; - gap: 12px; - padding: 14px; - border: 2px solid v.$active-color; - border-radius: 4px; - background: rgba(0, 188, 212, 0.08); - margin-bottom: 16px; - - .card-icon { + .preview-placeholder { display: flex; + flex-direction: column; align-items: center; justify-content: center; - width: 40px; - height: 40px; - background: rgba(0, 188, 212, 0.15); - border-radius: 50%; + width: 100%; + max-width: 260px; + aspect-ratio: 1; + color: v.$gray-500; + text-align: center; .material-icons { - font-size: 24px; - color: v.$active-color; + font-size: 40px; + color: v.$gray-400; + margin-bottom: 8px; } - } - - .card-content { - flex: 1; - .card-header-row { - display: flex; - align-items: center; - justify-content: space-between; - margin-bottom: 4px; + p { + font-size: 12px; + margin: 0; + } + } - .header-with-badge { - display: flex; - align-items: center; - gap: 6px; + .glyph-type-tabs { + display: flex; + gap: 4px; - h4 { - font-size: 14px; - font-weight: 600; - color: v.$gray-800; - margin: 0; - } + button { + @include w.btn-base; + background: white; + border: 1px solid v.$gray-300; + color: v.$gray-600; + padding: 5px 12px; + font-size: 12px; + gap: 4px; - .speed-badge.badge-primary { - background: rgba(0, 188, 212, 0.15); - color: color.adjust(v.$active-color, $lightness: -10%); - font-size: 10px; - padding: 2px 6px; - border-radius: 3px; - font-weight: 600; - } + &:hover { + background: v.$gray-100; } - .check-icon { - font-size: 22px; + &.active { + border-color: v.$active-color; + background: rgba(0, 188, 212, 0.08); color: v.$active-color; + font-weight: 600; } - } - .card-description { - font-size: 12px; - color: v.$gray-600; - margin: 0; - line-height: 1.4; + .material-icons { + font-size: 16px; + } } } } - .subsection-title { - font-size: 13px; - font-weight: 600; - color: v.$gray-700; - margin: 0 0 12px 0; - } + // ============================================================================ + // Projection Methods (two-column card grid) + // ============================================================================ - // Projection Methods - .methods-grid { - display: grid; - grid-template-columns: repeat(auto-fill, minmax(220px, 1fr)); - gap: 12px; - margin-bottom: 16px; + .projection-panel { + padding-bottom: 8px; - .method-card { + .projection-panel-header { display: flex; + align-items: center; gap: 12px; - padding: 14px; - border: 2px solid v.$gray-300; - border-radius: 4px; + margin-bottom: 8px; + + h3 { + margin-bottom: 0; + } + + .primary-badge { + display: flex; + align-items: center; + gap: 4px; + font-size: 12px; + font-weight: 600; + color: v.$active-color; + background: rgba(0, 188, 212, 0.06); + padding: 3px 10px; + border-radius: 6px; + border: 1px solid rgba(0, 188, 212, 0.2); + + .material-icons { + font-size: 14px; + } + } + } + + .projection-grid { + display: grid; + grid-template-columns: 1fr 1fr; + gap: 4px; + } + + .projection-card { + display: flex; + flex-direction: column; + gap: 2px; + padding: 5px 8px; + border: 1px solid v.$gray-200; + border-radius: 8px; cursor: pointer; - transition: all 0.2s ease; + transition: all 0.15s ease; + user-select: none; - &:hover:not(.disabled) { + &:hover { border-color: v.$gray-400; - box-shadow: 0 2px 6px rgba(0, 0, 0, 0.1); } &.enabled { - border-color: v.$active-color; - background: rgba(0, 188, 212, 0.05); + background: rgba(0, 188, 212, 0.04); + border-color: rgba(0, 188, 212, 0.3); } - &.disabled { - opacity: 0.5; - cursor: not-allowed; + &.has-warning.enabled { + background: rgba(255, 152, 0, 0.04); + border-color: rgba(255, 152, 0, 0.3); } - .card-icon { + .card-row { + display: flex; + align-items: center; + gap: 5px; + } + + .card-desc { + font-size: 10px; + color: v.$gray-500; + padding-left: 19px; + line-height: 1.3; + } + + input[type="checkbox"] { + @include w.checkbox; + width: 14px; + height: 14px; + flex-shrink: 0; + } + + .method-name { + font-size: 12px; + font-weight: 600; + color: v.$gray-800; + white-space: nowrap; + } + + .warning-icon { + font-size: 13px; + color: #E65100; + flex-shrink: 0; + } + + .btn-expand-params { display: flex; align-items: center; justify-content: center; - width: 40px; - height: 40px; - background: v.$gray-100; - border-radius: 50%; + width: 20px; + height: 20px; + background: transparent; + border: 1px solid v.$gray-300; + border-radius: 6px; + cursor: pointer; + color: v.$gray-600; + margin-left: auto; + flex-shrink: 0; + + &:hover { + background: v.$gray-100; + } .material-icons { - font-size: 24px; - color: v.$active-color; + font-size: 13px; } } + } - .card-content { - flex: 1; + .speed-badge { + @include w.badge; + font-size: 9px; + padding: 0px 5px; + flex-shrink: 0; - .card-header-row { - display: flex; - align-items: center; - justify-content: space-between; - margin-bottom: 4px; - - .header-with-badge { - display: flex; - align-items: center; - gap: 6px; - - h4 { - font-size: 14px; - font-weight: 600; - color: v.$gray-800; - margin: 0; - } - - .speed-badge { - @include w.badge; - font-size: 10px; - padding: 2px 6px; - - &.badge-very-fast { - background: rgba(0, 150, 136, 0.1); - color: #00796B; - } - - &.badge-fast { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; - } - - &.badge-medium { - background: rgba(255, 152, 0, 0.1); - color: #E65100; - } - - &.badge-slow { - background: rgba(244, 67, 54, 0.1); - color: #C62828; - } - } - - .warning-badge { - display: inline-flex; - align-items: center; - justify-content: center; - margin-left: 2px; - - .material-icons { - font-size: 16px; - color: #E65100; - } - } - } + &.badge-primary { + background: rgba(0, 188, 212, 0.15); + color: color.adjust(v.$active-color, $lightness: -10%); + } - input[type="checkbox"] { - @include w.checkbox; - } - } + &.badge-very-fast { + background: rgba(0, 150, 136, 0.1); + color: #00796B; + } - .card-description { - font-size: 12px; - color: v.$gray-600; - margin: 0; - line-height: 1.4; - } + &.badge-fast { + background: rgba(76, 175, 80, 0.1); + color: #388E3C; + } - .warning-text { - font-size: 11px; - color: #E65100; - margin: 6px 0 0 0; - padding: 4px 8px; - background: rgba(255, 152, 0, 0.1); - border-radius: 4px; - line-height: 1.3; - } + &.badge-medium { + background: rgba(255, 152, 0, 0.1); + color: #E65100; } - &.has-warning { - border-color: #FFB74D; + &.badge-slow { + background: rgba(244, 67, 54, 0.08); + color: #D32F2F; + } - &.enabled { - border-color: #E65100; - background: rgba(255, 152, 0, 0.05); - } + &.badge-very-slow { + background: rgba(183, 28, 28, 0.1); + color: #B71C1C; } } - } - // Parameters Section - .parameters-section { - padding-top: 16px; - border-top: 1px solid v.$gray-300; + .size-hint { + @include w.badge; + font-size: 9px; + padding: 0px 5px; + flex-shrink: 0; + white-space: nowrap; + background: v.$gray-100; + color: v.$gray-600; + border: 1px solid v.$gray-300; + } - .parameter-card { - margin-bottom: 16px; - padding: 12px; + .inline-params { + padding: 6px 10px; background: v.$gray-100; - border-radius: 4px; + border: 1px solid v.$gray-200; + border-radius: 8px; + margin-top: 4px; + display: flex; + flex-wrap: wrap; + gap: 8px; + align-items: flex-end; - &:last-child { - margin-bottom: 0; + .params-label { + font-size: 11px; + font-weight: 600; + color: v.$gray-600; + width: 100%; } - .parameter-header { - display: flex; - align-items: center; - gap: 8px; - margin-bottom: 10px; - - .material-icons { - font-size: 18px; - color: v.$active-color; - } - } + .param-field { + flex: 1; + min-width: 180px; - .parameter-body { - .parameter-row { - display: grid; - grid-template-columns: repeat(auto-fit, minmax(200px, 1fr)); - gap: 16px; + label { + display: flex; + align-items: center; + gap: 4px; + font-size: 11px; + font-weight: 600; + color: v.$gray-700; + margin-bottom: 2px; } - .parameter-field { + .input-group { display: flex; - flex-direction: column; - gap: 6px; - - label { - display: flex; - align-items: center; - gap: 4px; - font-size: 12px; - font-weight: 600; - color: v.$gray-700; + gap: 8px; + + .range-input { + flex: 1; + accent-color: v.$active-color; } - .input-group { - display: flex; - gap: 8px; - - .range-input { - flex: 1; - accent-color: v.$active-color; - } - - .number-input { - @include w.input-base; - width: 70px; - padding: 6px 8px; - font-size: 13px; - text-align: center; - } + .number-input { + @include w.input-base; + width: 60px; + padding: 2px 4px; + font-size: 11px; + text-align: center; } } + } + + .warning-box { + @include w.warning-box; + width: 100%; + margin-top: 2px; + font-size: 11px; + + p { + margin: 0 0 2px; - .warning-box { - @include w.warning-box; - margin-top: 10px; + &:last-child { + margin-bottom: 0; + } } } } } - .warning-box { - @include w.warning-box; - } - + // ============================================================================ // Action Buttons + // ============================================================================ + .action-buttons { @include w.action-buttons-footer; diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts index 9d22718..b7c8138 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts @@ -1,13 +1,18 @@ -import { Component, OnInit, OnDestroy } from '@angular/core'; +import { Component, OnInit, OnDestroy, HostListener } from '@angular/core'; import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; import { PreprocessingService } from '../../services/preprocessing.service'; import { ProjectionConfig } from '../../models/column-config'; import { ColumnStatistics } from '../../models/column-statistics'; -import { DataType } from '../../models/data-type.enum'; +import { DataType, getDataTypeBadgeClass as badgeClassFn } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; +import { + COLOR_SCALES, ColorScale, buildGroupedColorScales, + getContinuousGradient as continuousGradientFn, + getCategoricalColors as categoricalColorsFn +} from '../../../shared/interfaces/color-scale'; /** * UI configuration for a projection method. @@ -20,6 +25,7 @@ interface ProjectionMethodUI { description: string; icon: string; badge?: string; + sizeHint?: string; disabled?: boolean; largeDatasetWarning?: boolean; } @@ -35,6 +41,12 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { // Color feature selection columns: ColumnStatistics[] = []; colorFeature: string | null = null; + selectedColorScaleId: number = 0; + colorScaleDropdownOpen = false; + groupedColorScales: { group: string; scales: ColorScale[] }[] = []; + getContinuousGradient = continuousGradientFn; + getCategoricalColors = categoricalColorsFn; + getDataTypeBadgeClass = badgeClassFn; // Glyph feature mapping availableFeatures: string[] = []; @@ -47,6 +59,15 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { draggedFromList: 'selected' | 'available' = 'available'; draggedIndex: number = -1; + // Glyph preview + selectedGlyphType: 'star' | 'flower' | 'whisker' = 'star'; + glyphPreviewData: Map = new Map(); + readonly PREVIEW_RADIUS = 90; + readonly PREVIEW_CENTER = 120; + + // Projection parameter visibility + expandedMethodParams: Set = new Set(); + // Projection configuration (FastMap is always primary, these are background options) projectionConfig: ProjectionConfig = { enablePCA: true, @@ -72,52 +93,67 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { readonly TSNE_WARNING_THRESHOLD = 5000; readonly LARGE_DATASET_THRESHOLD = 10000; + // Sorted by speed (fastest first) projectionMethods: ProjectionMethodUI[] = [ { key: 'enablePCA', name: 'PCA', - description: 'Principal Component Analysis - Fast linear projection', + description: 'Linear projection via eigendecomposition', icon: 'analytics', - badge: 'Very Fast' + badge: 'Very Fast', + sizeHint: 'any size' }, { - key: 'enableIsoMap', - name: 'IsoMap', - description: 'Non-linear manifold learning - Preserves geodesic distances', - icon: 'auto_graph', + key: 'enableTriMap', + name: 'TriMap', + description: 'Global structure preservation', + icon: 'timeline', badge: 'Fast', - largeDatasetWarning: true + sizeHint: 'up to 100K rows' }, { key: 'enableMDS', name: 'MDS', - description: 'Classical Multidimensional Scaling - Distance preserving', + description: 'Classical Multidimensional Scaling — distance preserving', icon: 'grid_on', - badge: 'Fast', + badge: 'Medium', + sizeHint: 'up to 5K rows', + largeDatasetWarning: true + }, + { + key: 'enableIsoMap', + name: 'IsoMap', + description: 'Manifold learning — preserves geodesic distances', + icon: 'auto_graph', + badge: 'Medium', + sizeHint: 'up to 5K rows', largeDatasetWarning: true }, { key: 'enableLLE', name: 'LLE', - description: 'Locally Linear Embedding - Preserves local geometry', + description: 'Locally Linear Embedding — preserves local geometry', icon: 'blur_on', badge: 'Medium', + sizeHint: 'up to 30K rows', largeDatasetWarning: true }, { key: 'enableLTSA', name: 'LTSA', - description: 'Local Tangent Space Alignment - Good for curved manifolds', + description: 'Local Tangent Space Alignment — curved manifolds', icon: 'waves', badge: 'Medium', + sizeHint: 'up to 20K rows', largeDatasetWarning: true }, { - key: 'enableTSNE', - name: 't-SNE', - description: 'Preserves local structure - Good for clusters', - icon: 'bubble_chart', - badge: 'Slow', + key: 'enableTopoMap', + name: 'TopoMap', + description: 'Topology preserving via MST', + icon: 'terrain', + badge: 'Medium', + sizeHint: 'up to 8K rows', largeDatasetWarning: true }, { @@ -126,29 +162,25 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Balances local and global structure', icon: 'scatter_plot', badge: 'Slow', - largeDatasetWarning: true - }, - { - key: 'enableTriMap', - name: 'TriMap', - description: 'Global structure preservation - Good for large datasets', - icon: 'timeline', - badge: 'Medium' - }, - { - key: 'enableTopoMap', - name: 'TopoMap', - description: 'Topology preserving projection', - icon: 'terrain', - badge: 'Medium', + sizeHint: 'up to 100K rows', largeDatasetWarning: true }, { key: 'enableSammon', name: 'Sammon', - description: 'Sammon mapping - Preserves small distances', + description: 'Sammon mapping — preserves small distances', icon: 'hub', - badge: 'Medium', + badge: 'Slow', + sizeHint: 'up to 5K rows', + largeDatasetWarning: true + }, + { + key: 'enableTSNE', + name: 't-SNE', + description: 'Preserves local clusters', + icon: 'bubble_chart', + badge: 'Very Slow', + sizeHint: 'up to 15K rows', largeDatasetWarning: true } ]; @@ -171,7 +203,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { }); } - // Load color feature + // Load color feature and scale const colorCol = Array.from(state.columnConfigs.values()).find(c => c.isColorFeature); if (colorCol) { this.colorFeature = colorCol.name; @@ -181,6 +213,8 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { } else { this.colorFeature = null; } + this.selectedColorScaleId = state.colorScaleId; + this.groupedColorScales = buildGroupedColorScales(); // Load glyph features this.updateAvailableFeatures(); @@ -191,6 +225,8 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { this.applySuggestedFeatures(); } + this.regeneratePreviewData(); + // Load projection config if (state.projectionConfig) { this.projectionConfig = { ...state.projectionConfig }; @@ -206,10 +242,27 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { setColorFeature(columnName: string): void { this.colorFeature = columnName; this.preprocessingService.setColorFeature(columnName); + // Sync selected scale ID after service auto-switches on type mismatch + this.selectedColorScaleId = this.preprocessingService.currentState.colorScaleId; + } + + getSelectedColorScale(): ColorScale { + return COLOR_SCALES.find(s => s.id === this.selectedColorScaleId) ?? COLOR_SCALES[0]; } - getDataTypeBadgeClass(dataType: DataType | undefined): string { - return `badge-${dataType}`; + selectColorScale(id: number): void { + this.selectedColorScaleId = id; + this.colorScaleDropdownOpen = false; + this.preprocessingService.setColorScaleId(id); + } + + toggleColorScaleDropdown(): void { + this.colorScaleDropdownOpen = !this.colorScaleDropdownOpen; + } + + @HostListener('document:click') + onDocumentClick(): void { + this.colorScaleDropdownOpen = false; } // ============================================================================ @@ -251,6 +304,13 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { this.suggestedFeatures = featureScores.slice(0, Math.min(5, featureScores.length)).map(f => f.name); } + suggestionsWouldChange(): boolean { + if (this.suggestedFeatures.length === 0) return false; + const target = this.suggestedFeatures.slice(0, 5); + if (target.length !== this.selectedGlyphFeatures.length) return true; + return !target.every((f, i) => f === this.selectedGlyphFeatures[i]); + } + applySuggestedFeatures(): void { if (this.suggestedFeatures.length === 0) { this.calculateSmartSuggestions(); @@ -269,6 +329,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { } this.saveGlyphFeatures(); + this.regeneratePreviewData(); } addGlyphFeature(feature: string): void { @@ -276,12 +337,14 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { if (!this.isFeatureSelected(feature)) { this.selectedGlyphFeatures.push(feature); this.saveGlyphFeatures(); + this.regeneratePreviewData(); } } removeGlyphFeature(index: number): void { this.selectedGlyphFeatures.splice(index, 1); this.saveGlyphFeatures(); + this.regeneratePreviewData(); } isFeatureSelected(feature: string): boolean { @@ -292,6 +355,13 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { return this.featureVariances.get(feature) ?? null; } + getFeatureVariancePercent(feature: string): number { + const val = this.featureVariances.get(feature); + if (val === undefined) return 0; + const maxVar = Math.max(...this.featureVariances.values()); + return maxVar > 0 ? (val / maxVar) * 100 : 0; + } + saveGlyphFeatures(): void { if (this.selectedGlyphFeatures.length >= this.MIN_GLYPH_FEATURES && this.selectedGlyphFeatures.length <= this.MAX_GLYPH_FEATURES) { @@ -331,6 +401,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { if (this.selectedGlyphFeatures.length < this.MAX_GLYPH_FEATURES && !this.isFeatureSelected(this.draggedFeature)) { this.selectedGlyphFeatures.push(this.draggedFeature); this.saveGlyphFeatures(); + this.regeneratePreviewData(); } } @@ -421,6 +492,138 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { return 'Small dataset - t-SNE should complete in under 1 minute'; } + // ============================================================================ + // Glyph Preview (SVG) + // ============================================================================ + + private regeneratePreviewData(): void { + this.glyphPreviewData.clear(); + for (const feature of this.selectedGlyphFeatures) { + const hash = this.simpleHash(feature); + const value = 0.3 + (hash % 70) / 100; + this.glyphPreviewData.set(feature, value); + } + } + + private simpleHash(str: string): number { + let hash = 0; + for (let i = 0; i < str.length; i++) { + hash = ((hash << 5) - hash) + str.charCodeAt(i); + hash |= 0; + } + return Math.abs(hash); + } + + generateStarPath(): string { + const segments = this.selectedGlyphFeatures.length; + if (segments < 3) return ''; + const cx = this.PREVIEW_CENTER; + const cy = this.PREVIEW_CENTER; + const r = this.PREVIEW_RADIUS; + + const points: string[] = []; + this.selectedGlyphFeatures.forEach((feature, i) => { + const norm = this.glyphPreviewData.get(feature) ?? 0.5; + const angle = (i / segments) * Math.PI * 2; + const x = cx + Math.cos(angle) * r * norm; + const y = cy - Math.sin(angle) * r * norm; + points.push(`${x.toFixed(1)},${y.toFixed(1)}`); + }); + return `M${points.join('L')}Z`; + } + + generateFlowerPetals(): Array<{ path: string; angleDeg: number }> { + const segments = this.selectedGlyphFeatures.length; + if (segments < 3) return []; + const r = this.PREVIEW_RADIUS; + + return this.selectedGlyphFeatures.map((feature, i) => { + const norm = this.glyphPreviewData.get(feature) ?? 0.5; + const petalLength = r * norm * 0.95; + const petalWidth = petalLength * 0.4; + const angleDeg = (i / segments) * 360; + + const d = [ + `M0,0`, + `C${(petalWidth * 0.25).toFixed(1)},${(-petalLength * 0.3).toFixed(1)}`, + `${(petalWidth * 0.6).toFixed(1)},${(-petalLength * 0.75).toFixed(1)}`, + `0,${(-petalLength).toFixed(1)}`, + `C${(-petalWidth * 0.6).toFixed(1)},${(-petalLength * 0.75).toFixed(1)}`, + `${(-petalWidth * 0.25).toFixed(1)},${(-petalLength * 0.3).toFixed(1)}`, + `0,0` + ].join(' '); + + return { path: d, angleDeg }; + }); + } + + generateWhiskerBars(): Array<{ length: number; angleDeg: number }> { + const segments = this.selectedGlyphFeatures.length; + if (segments < 3) return []; + const r = this.PREVIEW_RADIUS; + + return this.selectedGlyphFeatures.map((feature, i) => { + const norm = this.glyphPreviewData.get(feature) ?? 0.5; + const length = r * norm * 0.95; + const angleDeg = (i / segments) * 360; + return { length, angleDeg }; + }); + } + + getPreviewAxes(): Array<{ x: number; y: number }> { + const segments = this.selectedGlyphFeatures.length; + if (segments < 3) return []; + const cx = this.PREVIEW_CENTER; + const cy = this.PREVIEW_CENTER; + const r = this.PREVIEW_RADIUS; + + return this.selectedGlyphFeatures.map((_, i) => { + const angle = (i / segments) * Math.PI * 2; + return { + x: cx + Math.cos(angle) * r, + y: cy - Math.sin(angle) * r + }; + }); + } + + getPreviewAxisLabels(): Array<{ x: number; y: number; name: string; anchor: string }> { + const segments = this.selectedGlyphFeatures.length; + if (segments < 3) return []; + const cx = this.PREVIEW_CENTER; + const cy = this.PREVIEW_CENTER; + const labelR = this.PREVIEW_RADIUS + 14; + + return this.selectedGlyphFeatures.map((feature, i) => { + const angle = (i / segments) * Math.PI * 2; + const x = cx + Math.cos(angle) * labelR; + const y = cy - Math.sin(angle) * labelR; + const cos = Math.cos(angle); + const anchor = cos > 0.1 ? 'start' : cos < -0.1 ? 'end' : 'middle'; + const name = feature.length > 14 ? feature.substring(0, 13) + '\u2026' : feature; + return { x, y, name, anchor }; + }); + } + + // ============================================================================ + // Projection Parameter Toggles + // ============================================================================ + + toggleMethodParams(methodKey: string): void { + if (this.expandedMethodParams.has(methodKey)) { + this.expandedMethodParams.delete(methodKey); + } else { + this.expandedMethodParams.add(methodKey); + } + } + + isMethodParamsExpanded(methodKey: string): boolean { + return this.expandedMethodParams.has(methodKey); + } + + methodHasParams(method: ProjectionMethodUI): boolean { + return ['enableIsoMap', 'enableLLE', 'enableLTSA', 'enableTSNE', 'enableUMAP', 'enableTriMap'].includes(method.key); + } + // ============================================================================ // Navigation // ============================================================================ diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html index b0acf00..a6e49fb 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html @@ -1,264 +1,267 @@
-
-

{{ stepInfo.title }}

-

{{ stepInfo.purpose }}

-
+
+
+

{{ stepInfo.title }}

+

{{ stepInfo.purpose }}

+
- - - - @if (!showProcessing) { -
- -
-
-
view_column
-
- Columns Selected - {{ enabledColumns }} / {{ totalColumns }} + + + + @if (!showProcessing) { +
+ +
+
+
view_column
+
+ Columns Selected + {{ enabledColumns }} / {{ totalColumns }} +
-
-
-
tune
-
- Projection Features - {{ projectionColumns }} +
+
tune
+
+ Projection Features + {{ projectionColumns }} +
-
-
-
palette
-
- Color Feature - {{ colorFeature || 'None' }} +
+
palette
+
+ Color Feature + {{ colorFeature || 'None' }} +
-
-
-
star_outline
-
- Glyph Features - {{ selectedGlyphFeatures.length }} +
+
star_outline
+
+ Glyph Features + {{ selectedGlyphFeatures.length }} +
-
-
-
settings
-
- Projection Methods - {{ enabledMethods.join(', ') }} +
+
settings
+
+ Projection Methods + {{ enabledMethods.join(', ') }} +
-
- - -
-

- list - Column Configuration Details -

+
-
- Column - Type - Encoding - Scaling - In Projection -
- - @for (config of columnConfigs; track config.name) { - @if (config.enabled) { -
- - {{ config.name }} - @if (config.isColorFeature) { - - palette - - } - - - - {{ getDataTypeLabel(config.targetType) }} - - - {{ getEncodingLabel(config.encodingMethod) }} - - @if (config.targetType === DataType.Numeric || config.targetType === DataType.Date) { - {{ getScalingLabel(config.scalingMethod) }} - } @else { - N/A - } - - - @if (config.includeInProjection) { - - check_circle - Yes - - } @else { - - cancel - No - - } - -
- } - } + + + + + + + + + + + + @for (config of columnConfigs; track config.name) { + @if (config.enabled) { + + + + + + + + } + } + +
ColumnTypeEncodingScalingIn Projection
+ {{ config.name }} + @if (config.isColorFeature) { + + palette + + } + + + {{ getDataTypeLabel(config.targetType) }} + + {{ getEncodingLabel(config.encodingMethod) }} + @if (config.targetType === DataType.Numeric || config.targetType === DataType.Date) { + {{ getScalingLabel(config.scalingMethod) }} + } @else { + N/A + } + + @if (config.includeInProjection) { + + check_circle + Yes + + } @else { + + cancel + No + + } +
-
- -
- info -
- Processing Info: Processing time depends on your dataset size and enabled projection methods. - FastMap loads immediately, allowing you to explore your data right away. Additional projections compute in the background. + +
+ info +
+ Processing Info: Processing time depends on your dataset size and enabled projection methods. + FastMap loads immediately, allowing you to explore your data right away. Additional projections compute in the background. +
+ } - -
- - -
- -
-
-
- } + + + + @if (showProcessing) { + @if (isProcessing) { + +
+
+
+ sync +
- - - - @if (showProcessing) { - @if (isProcessing) { - -
-
-
- sync -
+

Processing Your Data

+

{{ processingStep || 'Applying your preprocessing configuration...' }}

-

Processing Your Data

-

{{ processingStep || 'Applying your preprocessing configuration...' }}

+
+
+
-
-
+
{{ processingProgress }}%
- -
{{ processingProgress }}%
-
- } + } - @if (processingComplete && !isProcessing) { - -
-
-
- check_circle -
+ @if (processingComplete && !isProcessing) { + +
+
+
+ check_circle +
-

Processing Complete!

-

Your dataset has been successfully processed and is ready for visualization.

+

Processing Complete!

+

Your dataset has been successfully processed and is ready for visualization.

-
-
- check - {{ enabledColumns }} columns processed -
-
- check - FastMap projection ready -
-
- check - Data cleaning applied +
+
+ check + {{ enabledColumns }} columns processed +
+
+ check + FastMap projection ready +
+
+ check + Data cleaning applied +
-
- - @if (getBackgroundProjectionsArray().length > 0) { -
-

- schedule - Background Projections -

-
- @for (proj of getBackgroundProjectionsArray(); track proj.method) { -
-
- {{ proj.method.toUpperCase() }} + + @if (getBackgroundProjectionsArray().length > 0) { +
+

+ schedule + Background Projections +

+
+ @for (proj of getBackgroundProjectionsArray(); track proj.method) { +
+
+ {{ proj.method.toUpperCase() }} + @if (proj.status === 'running') { + + sync + Running + + } + @if (proj.status === 'complete') { + + check_circle + Complete + + } + @if (proj.status === 'error') { + + error + Error + + } +
@if (proj.status === 'running') { - - sync - Running - +
+
+
+

{{ proj.message }}

} @if (proj.status === 'complete') { - - check_circle - Complete - - } - @if (proj.status === 'error') { - - error - Error - +

Available in Glyphspace dropdown

}
- @if (proj.status === 'running') { -
-
-
-

{{ proj.message }}

- } - @if (proj.status === 'complete') { -

Available in Glyphspace dropdown

- } -
- } + } +
-
- } + } +
-
- - -
- + } -
- + @if (error) { + +
+ error +
+ Error: {{ error }} +
-
+ } } +
- @if (error) { - -
- error -
- Error: {{ error }} -
+ + @if (!showProcessing) { +
+ + +
+
- } +
+ } + + @if (processingComplete && !isProcessing) { +
+ + +
+ +
+
}
diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss index b280b4d..34c1580 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss @@ -3,7 +3,14 @@ @use '../../../../styles/variables' as v; .step5-review-processing { - @include w.step-container; + display: flex; + flex-direction: column; + flex: 1; + min-height: 0; + + .step-content { + @include w.step-content; + } .step-header { @include w.step-header; @@ -61,119 +68,41 @@ } } - .details-section { - background: white; - border: 1px solid v.$gray-300; - border-radius: 4px; - padding: 16px; + .columns-table { + @include w.table-container; margin-bottom: 16px; - h3 { - display: flex; + table { + @include w.table; + } + + .column-name-text { + @include w.column-name-text; + } + + .color-badge { + display: inline-flex; align-items: center; - gap: 8px; - font-size: 15px; - font-weight: 600; - color: v.$gray-800; - margin-bottom: 12px; + margin-left: 6px; .material-icons { - font-size: 20px; + font-size: 14px; color: v.$active-color; } } - .columns-table { - display: flex; - flex-direction: column; - border: 1px solid v.$gray-300; - border-radius: 4px; - max-height: 40vh; - overflow-y: auto; - overflow-x: hidden; - scrollbar-gutter: stable; - - .table-header, - .table-row { - display: grid; - grid-template-columns: 2fr 1fr 1.2fr 1fr 1fr; - gap: 10px; - padding: 10px 12px; - font-size: 13px; - align-items: center; - } - - .table-header { - background: v.$wizard-table-header-bg; - border-bottom: 2px solid v.$gray-300; - font-weight: 600; - color: v.$gray-700; - position: sticky; - top: 0; - z-index: 10; - } - - .table-row { - border-bottom: 1px solid v.$gray-200; - - &:last-child { - border-bottom: none; - } - - &:hover { - background: v.$gray-100; - } - - .column-name-text { - font-weight: 500; - color: v.$gray-800; - } - - .color-badge { - display: inline-flex; - align-items: center; - margin-left: 6px; - - .material-icons { - font-size: 14px; - color: v.$active-color; - } - } - - .data-type-badge { - @include w.badge; - } - - .text-muted { - font-size: 12px; - color: v.$gray-500; - font-style: italic; - } - - .status-badge { - display: inline-flex; - align-items: center; - gap: 4px; - padding: 4px 8px; - border-radius: 3px; - font-size: 11px; - font-weight: 600; - - .material-icons { - font-size: 14px; - } + .data-type-badge { + @include w.badge; + } - &.status-yes { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; - } + .text-muted { + font-size: 12px; + color: v.$gray-500; + font-style: italic; + } - &.status-no { - background: rgba(158, 158, 158, 0.1); - color: #616161; - } - } - } + .status-badge { + @include w.status-badge; } } @@ -325,50 +254,17 @@ } .status-badge { - display: inline-flex; - align-items: center; - gap: 4px; - padding: 4px 8px; - border-radius: 3px; - font-size: 11px; - font-weight: 600; - - .material-icons { - font-size: 14px; - - &.spinning { - animation: spin 1s linear infinite; - } - } - - &.status-running { - background: rgba(0, 188, 212, 0.1); - color: v.$active-color; - } - - &.status-complete { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; - } - - &.status-error { - background: rgba(244, 67, 54, 0.1); - color: #C62828; - } + @include w.status-badge; } } .progress-bar-small { + @include w.progress-bar; height: 4px; - background: v.$gray-200; - border-radius: 2px; - overflow: hidden; margin-bottom: 4px; .progress-fill-small { - height: 100%; - background: v.$active-color; - transition: width 0.3s ease; + @include w.progress-fill; } } @@ -407,12 +303,3 @@ } } } - -@keyframes spin { - from { - transform: rotate(0deg); - } - to { - transform: rotate(360deg); - } -} diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts index 01b08b8..a5d53fa 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts @@ -6,7 +6,7 @@ import { DataProviderService } from '../../../services/dataprovider.service'; import { ProjectionService, ProjectionResult } from '../../../services/projection.service'; import { ToastService } from '../../../services/toast.service'; import { ColumnConfig, ProjectionConfig } from '../../models/column-config'; -import { DataType, EncodingMethod, ScalingMethod } from '../../models/data-type.enum'; +import { DataType, EncodingMethod, ScalingMethod, getDataTypeBadgeClass as badgeClassFn } from '../../models/data-type.enum'; import { STEP_INFO } from '../../shared/constants/step-info'; @Component({ @@ -18,6 +18,7 @@ import { STEP_INFO } from '../../shared/constants/step-info'; }) export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { @Output() finish = new EventEmitter(); + getDataTypeBadgeClass = badgeClassFn; // Review/Summary data totalColumns = 0; @@ -149,9 +150,7 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { return labels[type] || 'Unknown'; } - getDataTypeBadgeClass(dataType: DataType | undefined): string { - return `badge-${dataType}`; - } + // ============================================================================ // Processing diff --git a/src/app/services/config.service.ts b/src/app/services/config.service.ts index efb458e..eba439d 100644 --- a/src/app/services/config.service.ts +++ b/src/app/services/config.service.ts @@ -18,7 +18,6 @@ export class ConfigService { private _activeFeatures: string[] = []; private _colorFeature: string = ""; - private _scaleLinear: boolean = false; private _featureLabels: Record = {}; private _featureTypes: Record = {}; private _featureMaxValues: Record = {}; @@ -99,11 +98,6 @@ export class ConfigService { return this.loadedDataSubject.getValue(); } - exportImage() { - this.commandSubject.next(InteractionCommand.exportimage); - this.commandSubject.next(InteractionCommand.noop); - } - redraw() { this.commandSubject.next(InteractionCommand.redraw); } @@ -174,14 +168,6 @@ export class ConfigService { this._featureLabels = { ...labels }; } - set scaleLinear(scale: boolean) { - this._scaleLinear = scale; - } - - get scaleLinear() { - return this._scaleLinear; - } - set colorFeature(feature: string) { this._colorFeature = feature; } diff --git a/src/app/services/dataprovider.service.ts b/src/app/services/dataprovider.service.ts index d667b5a..1eaafc6 100644 --- a/src/app/services/dataprovider.service.ts +++ b/src/app/services/dataprovider.service.ts @@ -78,9 +78,10 @@ export class DataProviderService { this.config.colorFeature = schema.color; this.config.replaceActiveFeatures(schema.glyph); this.config.featureLabels = schema.label; - // Apply color scale mode if specified in schema - if (schema.colorRange !== undefined) { - // Convert boolean to color scale ID: true -> 0 (continuous), false -> 4 (categorical) + // Apply color scale: prefer explicit ID, fall back to boolean mode + if (schema.colorScaleId !== undefined) { + this.config.colorRange = schema.colorScaleId; + } else if (schema.colorRange !== undefined) { this.config.colorRange = schema.colorRange ? 0 : 4; } // Notify subscribers (like histogram) that config has changed @@ -346,9 +347,10 @@ export class DataProviderService { this.config.colorFeature = schema.color; this.config.replaceActiveFeatures(schema.glyph); this.config.featureLabels = schema.label; - // Apply color scale mode if specified in schema - if (schema.colorRange !== undefined) { - // Convert boolean to color scale ID: true -> 0 (continuous), false -> 4 (categorical) + // Apply color scale: prefer explicit ID, fall back to boolean mode + if (schema.colorScaleId !== undefined) { + this.config.colorRange = schema.colorScaleId; + } else if (schema.colorRange !== undefined) { this.config.colorRange = schema.colorRange ? 0 : 4; } // CRITICAL: Store feature types from schema (needed for categorical color normalization) @@ -559,9 +561,10 @@ export class DataProviderService { this.config.colorFeature = schema.color; this.config.replaceActiveFeatures(schema.glyph); this.config.featureLabels = schema.label; - // Apply color scale mode if specified in schema - if (schema.colorRange !== undefined) { - // Convert boolean to color scale ID: true -> 0 (continuous), false -> 4 (categorical) + // Apply color scale: prefer explicit ID, fall back to boolean mode + if (schema.colorScaleId !== undefined) { + this.config.colorRange = schema.colorScaleId; + } else if (schema.colorRange !== undefined) { this.config.colorRange = schema.colorRange ? 0 : 4; } // Notify subscribers (like histogram) that config has changed @@ -579,7 +582,9 @@ export class DataProviderService { this.config.colorFeature = saved.schema.color; this.config.replaceActiveFeatures(saved.schema.glyph); this.config.featureLabels = saved.schema.label; - if (saved.schema.colorRange !== undefined) { + if (saved.schema.colorScaleId !== undefined) { + this.config.colorRange = saved.schema.colorScaleId; + } else if (saved.schema.colorRange !== undefined) { this.config.colorRange = saved.schema.colorRange ? 0 : 4; } if (saved.schema.types) { @@ -656,9 +661,10 @@ export class DataProviderService { this.config.colorFeature = schemaResult.color; this.config.replaceActiveFeatures(schemaResult.glyph); this.config.featureLabels = schemaResult.label; - // Apply color scale mode if specified in schema - if (schemaResult.colorRange !== undefined) { - // Convert boolean to color scale ID: true -> 0 (continuous), false -> 4 (categorical) + // Apply color scale: prefer explicit ID, fall back to boolean mode + if (schemaResult.colorScaleId !== undefined) { + this.config.colorRange = schemaResult.colorScaleId; + } else if (schemaResult.colorRange !== undefined) { this.config.colorRange = schemaResult.colorRange ? 0 : 4; } // Store feature types from schema diff --git a/src/app/services/projection.service.ts b/src/app/services/projection.service.ts index 10209ea..36566cd 100644 --- a/src/app/services/projection.service.ts +++ b/src/app/services/projection.service.ts @@ -387,10 +387,4 @@ export class ProjectionService { this.workers.clear(); } - /** - * Clean up on service destroy - */ - ngOnDestroy(): void { - this.terminateAllWorkers(); - } } diff --git a/src/app/shared/interfaces/color-scale.ts b/src/app/shared/interfaces/color-scale.ts index ba37e89..aff9ae7 100644 --- a/src/app/shared/interfaces/color-scale.ts +++ b/src/app/shared/interfaces/color-scale.ts @@ -131,4 +131,35 @@ export const COLOR_SCALES: ColorScale[] = [ export function getColorScaleById(id: number): ColorScale | undefined { return COLOR_SCALES.find(scale => scale.id === id); +} + +export function getContinuousGradient(scale: ColorScale, steps = 10): string { + const domain = scale.scale.domain(); + const min = domain[0]; + const max = domain[domain.length - 1]; + const colors: string[] = []; + for (let i = 0; i < steps; i++) { + const t = i / (steps - 1); + const value = min + t * (max - min); + colors.push(scale.scale(value)); + } + return `linear-gradient(to right, ${colors.join(', ')})`; +} + +export function getCategoricalColors(scale: ColorScale): string[] { + if (typeof scale.scale.range === 'function') { + return scale.scale.range(); + } + return []; +} + +export function buildGroupedColorScales(scales: ColorScale[] = COLOR_SCALES): { group: string; scales: ColorScale[] }[] { + const map = new Map(); + for (const s of scales) { + if (!map.has(s.group)) { + map.set(s.group, []); + } + map.get(s.group)!.push(s); + } + return Array.from(map.entries()).map(([group, scales]) => ({ group, scales })); } \ No newline at end of file diff --git a/src/app/shared/interfaces/glyph-schema.ts b/src/app/shared/interfaces/glyph-schema.ts index 2a8fbd3..c34859b 100644 --- a/src/app/shared/interfaces/glyph-schema.ts +++ b/src/app/shared/interfaces/glyph-schema.ts @@ -4,6 +4,7 @@ export interface GlyphSchema { label: Record; tooltip: string[]; colorRange?: boolean; // Optional: true = continuous (rangeColor), false = categorical (categoryColor) + colorScaleId?: number; // Optional: specific color scale ID from COLOR_SCALES types: Record; // Feature ID -> data type ('numeric', 'categorical', 'text', 'date', 'boolean') variantcontext: Record original data type) feature_types = {} @@ -487,6 +489,7 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c 'label': improved_labels, 'tooltip': tooltip_features, # User-defined or default 'colorRange': color_range_boolean, # Auto-detected color scale mode + 'colorScaleId': color_scale_id, # Specific color scale ID selected by user 'types': feature_types, # NEW: Original data types for each feature 'variantcontext': { '1': { diff --git a/src/styles.scss b/src/styles.scss index b283fb1..72929a3 100644 --- a/src/styles.scss +++ b/src/styles.scss @@ -11,4 +11,14 @@ html, body { * { font-family: inherit; +} + +/* Global spin animation — used by loading indicators across all components */ +@keyframes spin { + from { transform: rotate(0deg); } + to { transform: rotate(360deg); } +} + +.spinning { + animation: spin 1s linear infinite; } \ No newline at end of file diff --git a/src/styles/_mixins.scss b/src/styles/_mixins.scss index 0731198..f3e752b 100644 --- a/src/styles/_mixins.scss +++ b/src/styles/_mixins.scss @@ -68,42 +68,51 @@ @include tooltip-base('bottom', $offset); } -@mixin tooltip-above($offset: 6px) { - @include tooltip-base('top', $offset); -} - -@mixin tooltip-left($offset: 6px) { - @include tooltip-base('left', $offset); -} - @mixin tooltip-right($offset: 6px) { @include tooltip-base('right', $offset); } /** - * Scrollbar styling mixin - * Creates a thin, styled scrollbar that matches the design system - * - * Usage: - * .scrollable-container { - * overflow-y: auto; - * @include styled-scrollbar(); - * } + * Thin scrollbar for dark backgrounds (tooltips, dark panels) */ -@mixin styled-scrollbar($width: 10px, $track-color: v.$gray-100, $thumb-color: v.$gray-400, $thumb-hover-color: v.$gray-500) { +@mixin styled-scrollbar-dark($width: 6px) { + scrollbar-width: thin; + scrollbar-color: rgba(255, 255, 255, 0.4) transparent; + &::-webkit-scrollbar { width: $width; + } + + &::-webkit-scrollbar-track { background: transparent; } + &::-webkit-scrollbar-thumb { + background: rgba(255, 255, 255, 0.4); + border-radius: 3px; + + &:hover { + background: rgba(255, 255, 255, 0.6); + } + } +} + +/** + * Thin scrollbar for light backgrounds + */ +@mixin styled-scrollbar-thin($width: 6px, $track-color: #f0f0f0, $thumb-color: #ccc, $thumb-hover-color: #aaa) { + &::-webkit-scrollbar { + width: $width; + } + &::-webkit-scrollbar-track { background: $track-color; + border-radius: 3px; } &::-webkit-scrollbar-thumb { background: $thumb-color; - border: 3px solid white; - border-radius: 5px; + border-radius: 3px; &:hover { background: $thumb-hover-color; @@ -111,20 +120,145 @@ } } -/** - * Spin animation for loading indicators - */ -@mixin spin-animation { - @keyframes spin { - from { - transform: rotate(0deg); +// ============================================================================ +// Color Scale Select — shared between canvas settingscontrols and wizard step 4 +// ============================================================================ + +@mixin color-scale-select { + position: relative; + cursor: pointer; + user-select: none; + + .selected-scale { + display: flex; + align-items: center; + gap: 4px; + padding: 6px 8px; + border-radius: 8px; + border: 1px solid #d0d0d0; + background: white; + + &::after { + content: ""; + display: inline-block; + width: 16px; + height: 16px; + margin-left: auto; + flex-shrink: 0; + background-image: url("data:image/svg+xml;utf8,"); + background-repeat: no-repeat; + background-position: center; + background-size: 16px 16px; } - to { - transform: rotate(360deg); + + &:hover { + border-color: v.$gray-400; + } + + .color-gradient { + flex: 1; + height: 20px; + border-radius: 4px; + } + + .color-box { + flex: 1; + height: 20px; + border-radius: 4px; + } + } + + .color-scale-options { + position: absolute; + top: 100%; + left: 0; + width: 95%; + background: white; + border: 1px solid #d0d0d0; + border-radius: 8px; + box-shadow: 0 4px 12px rgba(0, 0, 0, 0.12); + z-index: 10; + padding: 4px; + margin-top: 4px; + display: flex; + flex-direction: column; + } + + .color-scale-group-label { + @include menu-label($size: 11px); + padding: 4px 6px 2px; + } + + .color-scale-group-divider { + height: 1px; + background: #e0e0e0; + margin: 6px 0; + } + + .color-scale-option { + display: flex; + gap: 4px; + padding: 4px; + border-radius: 6px; + cursor: pointer; + + &:hover { + background: #f0f5ff; + } + + &.active { + background: rgba(0, 188, 212, 0.08); + outline: 1px solid rgba(0, 188, 212, 0.3); + } + + .color-gradient { + width: 100%; + height: 20px; + border-radius: 4px; + } + + .color-box { + flex: 1; + height: 20px; + border-radius: 4px; } } } -@mixin spinning { - animation: spin 1s linear infinite; +// ============================================================================ +// Menu Label — shared between canvas settingscontrols and legend +// ============================================================================ + +@mixin menu-label($size: 10px, $weight: 500) { + font-size: $size; + font-weight: $weight; + color: v.$gray-600; + letter-spacing: 0.06em; + text-transform: uppercase; +} + +// ============================================================================ +// Form Group — shared between canvas settingscontrols and wizard +// ============================================================================ + +@mixin form-group { + display: flex; + flex-direction: column; + gap: 8px; + + select { + appearance: none; + padding: 8px 12px; + border-radius: 8px; + border: 1px solid #d0d0d0; + background: white; + font-size: 13px; + cursor: pointer; + color: v.$gray-700; + + &:focus { + outline: none; + border-color: v.$color-blue-highlight; + } + } } From 84e7890f4bafafa34072b5cf65a229b8c3161e99 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Sun, 15 Feb 2026 22:35:08 +0100 Subject: [PATCH 03/19] sidebar fix and reworked --- src/app/app.component.html | 32 +- src/app/app.component.scss | 15 +- src/app/app.component.ts | 3 +- .../settingscontrols.component.html | 266 +++---------- .../settingscontrols.component.scss | 144 ------- .../settingscontrols.component.ts | 136 +------ .../legend-dropdown.component.html | 56 --- .../legend-dropdown.component.scss | 181 --------- .../legend-dropdown.component.ts | 220 ----------- src/app/menubar/menubar.component.html | 13 - src/app/menubar/menubar.component.scss | 63 +-- src/app/menubar/menubar.component.ts | 8 +- src/app/sidebar/sidebar.component.html | 193 +++++++++ src/app/sidebar/sidebar.component.scss | 366 ++++++++++++++++++ src/app/sidebar/sidebar.component.ts | 352 +++++++++++++++++ 15 files changed, 1011 insertions(+), 1037 deletions(-) delete mode 100644 src/app/menubar/legend-dropdown/legend-dropdown.component.html delete mode 100644 src/app/menubar/legend-dropdown/legend-dropdown.component.scss delete mode 100644 src/app/menubar/legend-dropdown/legend-dropdown.component.ts create mode 100644 src/app/sidebar/sidebar.component.html create mode 100644 src/app/sidebar/sidebar.component.scss create mode 100644 src/app/sidebar/sidebar.component.ts diff --git a/src/app/app.component.html b/src/app/app.component.html index 259fe68..f0f14ec 100644 --- a/src/app/app.component.html +++ b/src/app/app.component.html @@ -4,20 +4,24 @@ > -
- - +
+
+ + +
+ +
- \ No newline at end of file + diff --git a/src/app/app.component.scss b/src/app/app.component.scss index 1612f26..b7a231e 100644 --- a/src/app/app.component.scss +++ b/src/app/app.component.scss @@ -8,15 +8,23 @@ background-color: #f9f9f9; } +.content-area { + flex: 1; + min-height: 0; + display: flex; + overflow: hidden; +} + .grid { - flex: 1; /* ← fills remaining space */ - min-height: 0; /* ← VERY important */ + flex: 1; + min-height: 0; + min-width: 0; display: grid; width: 100%; height: 100%; - box-sizing: border-box; /* ← important */ + box-sizing: border-box; gap: 24px; padding: 24px; @@ -31,4 +39,3 @@ /* Make children fill their grid cell */ box-sizing: border-box; } - diff --git a/src/app/app.component.ts b/src/app/app.component.ts index 2b9e99b..1cdfdb0 100644 --- a/src/app/app.component.ts +++ b/src/app/app.component.ts @@ -6,13 +6,14 @@ import { DataProviderService } from './services/dataprovider.service'; import { checkTextInput } from './shared/helpers/angular-helper'; import { MenuBarComponent } from "./menubar/menubar.component"; import { ToastComponent } from './shared/components/toast/toast.component'; +import { SidebarComponent } from './sidebar/sidebar.component'; interface GlyphCanvasItem { id: number, row: number, col: number } @Component({ standalone: true, selector: 'app-root', - imports: [CommonModule, GlyphCanvasComponent, MenuBarComponent, ToastComponent], + imports: [CommonModule, GlyphCanvasComponent, MenuBarComponent, ToastComponent, SidebarComponent], templateUrl: './app.component.html', styleUrl: './app.component.scss' }) diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.html b/src/app/canvas/settingscontrols/settingscontrols.component.html index 3aba607..fecf5b1 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.html +++ b/src/app/canvas/settingscontrols/settingscontrols.component.html @@ -5,16 +5,6 @@ Position: {{ this.selectedAlgorithm }} - - - -
@@ -33,213 +23,79 @@
- -
- - -
- -
- - -
- - -
- - -
- - -
- -
-
-
- {{ proj.method }} - - - sync - check_circle - error - schedule - - -
-
-
-
-
-
-
- -
- -
- -
- {{ animationSpeed }} -
- - -
-
- - -
- - - -
+ +
+
+ +
+ +
-
- - - - - -
- - -
- - -
- - -
-
- - -
- - - -
- + +
+ + +
+ +
+ +
+
+
+ {{ proj.method }} + + + sync + check_circle + error + schedule + +
- -
- - - - -
- {{ group.group }} -
- - -
- - -
- - - -
- - -
- - -
- - - +
+
-
-
-
- - - - -
- - -
- - - - +
+ +
+ +
+ {{ animationSpeed }}
- + +
+
-
- -
- -
-
+ +
+ +
- - +
-
\ No newline at end of file +
diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.scss b/src/app/canvas/settingscontrols/settingscontrols.component.scss index d805e97..20b34a3 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.scss +++ b/src/app/canvas/settingscontrols/settingscontrols.component.scss @@ -8,20 +8,14 @@ width: 100%; display: flex; justify-content: space-between; - /* left and right aligned */ align-items: center; padding: 12px 14px; - /* extra horizontal padding to avoid clipping */ background-color: v.$gray-100; border-top: none; border-bottom: 1px solid v.$gray-200; - /* dark blue bottom line */ z-index: 400; - box-sizing: border-box; - /* ensures padding is counted inside width */ - /* Initially hidden */ opacity: 0; pointer-events: none; transition: opacity 0.2s ease; @@ -35,7 +29,6 @@ position: absolute; top: 90%; left: 14px; - /* align with left edge of white button group */ margin-top: 4px; background: white; border-radius: 10px; @@ -52,10 +45,8 @@ .settings-panel.visible { opacity: 1; pointer-events: auto; - /* enable interaction */ } -/* White button group on left */ .settings-buttons { display: flex; gap: 4px; @@ -93,16 +84,11 @@ } } -/* Right-aligned action buttons */ .settings-actions { display: flex; gap: 2px; - - /* make sure buttons stay inside the panel */ margin-right: 0; - /* remove any negative or large margin */ flex-shrink: 0; - /* prevent shrinking when panel width is constrained */ .action-btn { background: transparent; @@ -124,13 +110,6 @@ } } -.position-menu { - display: flex; - flex-direction: column; - gap: 24px; - min-width: 260px; -} - .form-group { @include m.form-group; margin-bottom: 12px; @@ -140,7 +119,6 @@ @include m.menu-label; } -/* Toggle buttons */ .toggle-group.horizontal { display: flex; gap: 8px; @@ -148,9 +126,7 @@ .toggle-btn { flex: 1; - /* equal width buttons */ text-align: center; - /* better balance side-by-side */ padding: 10px 8px; } } @@ -190,7 +166,6 @@ gap: 6px; } -/* Reusable icon button */ .icon-btn { width: 32px; height: 32px; @@ -226,13 +201,11 @@ .play-btn { flex: 1; - /* ← fills remaining horizontal space */ justify-content: center; border-radius: 10px; min-width: 56px; } -/* Speed display */ .speed-display { min-width: 36px; height: 32px; @@ -248,69 +221,6 @@ color: #444; } -/* Checkbox row */ -.checkbox-row { - display: flex; - align-items: center; - gap: 8px; - font-size: 13px; - color: v.$gray-600; - cursor: pointer; - user-select: none; - margin-bottom: 14px; - - input[type="checkbox"] { - display: none; // hide native checkbox - } - - .custom-checkbox { - width: 14px; - height: 14px; - border-radius: 6px; - border: 1px solid #d0d0d0; - background: white; - display: inline-block; - position: relative; - transition: all 0.2s ease; - - /* center dot */ - &::after { - content: ''; - position: absolute; - top: 50%; - left: 50%; - width: 6px; - height: 6px; - background-color: white; - /* default invisible */ - border-radius: 50%; - transform: translate(-50%, -50%) scale(0); - transition: transform 0.2s ease, background-color 0.2s ease; - } - } - - input[type="checkbox"]:checked+.custom-checkbox { - background-color: v.$color-blue-highlight; - /* $color-blue-highlight */ - border-color: #1e88e5; - - &::after { - background-color: white; - /* the dot is white on blue */ - transform: translate(-50%, -50%) scale(1); - } - } - - .label-text { - user-select: none; - } -} - -/* Color scale selector */ -.color-scale-select { - @include m.color-scale-select; -} - /* Background projection status */ .projection-status-list { display: flex; @@ -405,7 +315,6 @@ border-radius: 2px; overflow: hidden; - // Indeterminate progress animation &.indeterminate .progress-fill-mini { width: 30% !important; animation: indeterminate-progress 1.5s ease-in-out infinite; @@ -430,56 +339,3 @@ border-radius: 2px; transition: width 0.3s ease; } - -.control-cell { - display: flex; - flex-wrap: wrap; - gap: 8px; - position: relative; - max-width: 260px; - - .dashboard-button { - width: 41px; - height: 41px; - display: inline-flex; - align-items: center; - justify-content: center; - background: transparent; - border: 1px solid #999; - cursor: pointer; - color: v.$gray-600; - font-size: 24px; - position: relative; - - &:focus-visible { - outline: none; - box-shadow: none; - } - - &:hover { - color: #000; - } - - &.active { - border-color: v.$color-blue-highlight; - color: v.$color-blue-highlight; - } - - @include m.tooltip-below(28px); - } - - .config-toggle { - padding: 8px 10px; - font-size: 11px; - background-color: #ccc; - border: none; - cursor: pointer; - border-radius: 0px; - transition: background-color 0.2s; - - &.active { - background-color: v.$color-blue-highlight; - color: white; - } - } -} \ No newline at end of file diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.ts b/src/app/canvas/settingscontrols/settingscontrols.component.ts index 9d1065c..5b265d2 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.ts +++ b/src/app/canvas/settingscontrols/settingscontrols.component.ts @@ -2,20 +2,11 @@ import { CommonModule } from '@angular/common'; import { Component, EventEmitter, inject, Input, NgZone, OnDestroy, Output } from '@angular/core'; import { ConfigService } from '../../services/config.service'; import { FormsModule } from '@angular/forms'; -import { FeaturesData } from '../../shared/interfaces/glyph-meta'; -import { GlyphSchema } from '../../shared/interfaces/glyph-schema'; import { DataProviderService } from '../../services/dataprovider.service'; import { ProjectionService } from '../../services/projection.service'; -import { - COLOR_SCALES, ColorScale, buildGroupedColorScales, - getContinuousGradient as continuousGradientFn, - getCategoricalColors as categoricalColorsFn -} from '../../shared/interfaces/color-scale'; -import { GlyphConfiguration } from '../../glyph/glyph-configuration'; -import { GlyphType } from '../../shared/enum/glyph-type'; import { Subscription } from 'rxjs'; -export type SettingMode = 'position' | 'color' | 'glyph' | null; +export type SettingMode = 'position' | null; @Component({ selector: 'app-settingscontrols', @@ -25,40 +16,19 @@ export type SettingMode = 'position' | 'color' | 'glyph' | null; styleUrls: ['./settingscontrols.component.scss'], }) export class SettingsControlPanelComponent implements OnDestroy { - @Input() visible = false; // controls fade in/out - - colorScales: ColorScale[] = COLOR_SCALES; - getContinuousGradient = continuousGradientFn; - getCategoricalColors = categoricalColorsFn; - - groupedColorScales: { - group: string; - scales: any[]; - }[] = []; + @Input() visible = false; panelActive = false; activeSetting: SettingMode = null; animationSpeed = 10; paused = true; - applyColorToAll = true; - - features: FeaturesData = {}; - featureIds: string[] = []; - schema?: GlyphSchema; - selectedColorAttribute: string = ''; - colorScaleDropdownOpen = false; - selectedColorScaleId = COLOR_SCALES[0].id; - - glyphConfig = new GlyphConfiguration(); - GlyphType = GlyphType; - applyGlyphSettingsToAll = true; // Background projection status backgroundProjections: Array<{ method: string; status: string; progress: number; message: string; fading?: boolean }> = []; private backgroundStatusSubscription?: Subscription; private completedProjectionTimers = new Map>(); - private fadingTimers = new Map>(); // Timers for fade-out animation - private dismissedProjections = new Set(); // Track projections that have been dismissed after completion + private fadingTimers = new Map>(); + private dismissedProjections = new Set(); private ngZone!: NgZone; @@ -100,18 +70,13 @@ export class SettingsControlPanelComponent implements OnDestroy { } ngOnInit(): void { - this.groupedColorScales = buildGroupedColorScales(this.colorScales); - // Subscribe to background projection status updates - // Show running/pending projections, and completed ones for 5 seconds before fading out this.backgroundStatusSubscription = this.projectionService.backgroundStatusObservable.subscribe(statusMap => { this.ngZone.run(() => { const newProjections: Array<{ method: string; status: string; progress: number; message: string; fading?: boolean }> = []; statusMap.forEach((status, method) => { - // Show running, pending, or complete projections if (status.status === 'running' || status.status === 'pending') { - // Clear any existing timers for this method (it's running again) if (this.completedProjectionTimers.has(method)) { clearTimeout(this.completedProjectionTimers.get(method)); this.completedProjectionTimers.delete(method); @@ -120,7 +85,6 @@ export class SettingsControlPanelComponent implements OnDestroy { clearTimeout(this.fadingTimers.get(method)); this.fadingTimers.delete(method); } - // Clear dismissed status if projection is running again this.dismissedProjections.delete(method); newProjections.push({ method, @@ -129,12 +93,9 @@ export class SettingsControlPanelComponent implements OnDestroy { message: status.message }); } else if (status.status === 'complete') { - // Check if we already have a timer for this completed projection if (!this.completedProjectionTimers.has(method)) { - // Start fade-out after 4.5 seconds, then remove after 5 seconds const fadeTimer = setTimeout(() => { this.ngZone.run(() => { - // Set fading flag to trigger CSS transition const proj = this.backgroundProjections.find(p => p.method === method); if (proj) { proj.fading = true; @@ -146,9 +107,7 @@ export class SettingsControlPanelComponent implements OnDestroy { this.ngZone.run(() => { this.completedProjectionTimers.delete(method); this.fadingTimers.delete(method); - // Mark this method as dismissed so we don't show it again this.dismissedProjections.add(method); - // Trigger a re-render by filtering out this method this.backgroundProjections = this.backgroundProjections.filter(p => p.method !== method); }); }, 5000); @@ -156,7 +115,6 @@ export class SettingsControlPanelComponent implements OnDestroy { this.completedProjectionTimers.set(method, removeTimer); this.fadingTimers.set(method, fadeTimer); } - // Only show completed projection if it hasn't been dismissed if (!this.dismissedProjections.has(method)) { newProjections.push({ method, @@ -167,46 +125,17 @@ export class SettingsControlPanelComponent implements OnDestroy { }); } } - // Don't show error projections (they disappear immediately) }); this.backgroundProjections = newProjections; }); }); - - this.config.loadedDataSubject$.subscribe(async data => { - if (data == "") return; - - const metaData = await this.dataProvider.getMetaData(); - this.schema = await this.dataProvider.getSchema(); - if (metaData?.features) { - this.ngZone.run(() => { - this.features = metaData.features; - this.featureIds = Object.keys(this.features); - this.selectedColorAttribute = this.config.colorFeature; - // Sync color scale selection with config - this.selectedColorScaleId = this.config.colorRange; - }); - } - }); - - this.config.glyphConfigSubject$.subscribe(cfg => { - this.glyphConfig = cfg; - // Sync color scale and color feature selection when config changes (e.g., from another canvas) - if (this.selectedColorScaleId !== this.config.colorRange) { - this.selectedColorScaleId = this.config.colorRange; - } - if (this.selectedColorAttribute !== this.config.colorFeature) { - this.selectedColorAttribute = this.config.colorFeature; - } - }); } ngOnDestroy(): void { if (this.backgroundStatusSubscription) { this.backgroundStatusSubscription.unsubscribe(); } - // Clear all timers this.completedProjectionTimers.forEach(timer => clearTimeout(timer)); this.completedProjectionTimers.clear(); this.fadingTimers.forEach(timer => clearTimeout(timer)); @@ -270,61 +199,4 @@ export class SettingsControlPanelComponent implements OnDestroy { this.paused = !this.paused; this.togglePlayback.emit(); } - - getFeatureName(id: string) { - return this.schema?.label[id] || ""; - } - - getGlyphName(glyph: GlyphType): string { - switch (glyph) { - case GlyphType.Star: return "Star"; - case GlyphType.Flower: return "Flower"; - case GlyphType.Whisker: return "Whisker"; - case GlyphType.Dot: return "Dot"; - case GlyphType.Thumb: return "Thumbnail"; - default: return "Unknown"; - } - } - - selectColorScale(id: number) { - this.selectedColorScaleId = id; - this.colorScaleDropdownOpen = false; - this.config.colorRange = id; - this.config.updateConfiguration(); - } - - toggleColorScaleDropdown() { - this.colorScaleDropdownOpen = !this.colorScaleDropdownOpen; - } - - getSelectedScale(): ColorScale { - return this.colorScales.find(s => s.id === this.selectedColorScaleId)!; - } - - selectColor(): void { - this.config.colorFeature = this.selectedColorAttribute; - - const featureType = this.schema?.types[this.selectedColorAttribute]; - const colorScaleType = this.getSelectedScale().type; - - if ( featureType != colorScaleType ) { - const matchingScale = this.colorScales.find(s => s.type == featureType)?.id; - if (matchingScale != undefined) this.selectColorScale(matchingScale); - } - this.config.updateConfiguration(); - } - - setGlyphType(type: GlyphType) { - this.glyphConfig.glyphType = type; - this.config.updateConfiguration(); - } - - isOptionEnabled(prop: string): boolean { - return (this.glyphConfig as any)[prop] === true; - } - - toggleOption(property: string): void { - (this.glyphConfig as any)[property] = !(this.glyphConfig as any)[property]; - this.config.updateConfiguration(); // emit change - } } diff --git a/src/app/menubar/legend-dropdown/legend-dropdown.component.html b/src/app/menubar/legend-dropdown/legend-dropdown.component.html deleted file mode 100644 index 9bcff29..0000000 --- a/src/app/menubar/legend-dropdown/legend-dropdown.component.html +++ /dev/null @@ -1,56 +0,0 @@ -
-
- -
GLYPH LEGEND
-
- -
- -
DATA INFORMATION
-
- Total items  - {{ dataProvider.totalItems }} - - {{ dataProvider.filteredItems - }} - Filtered Items  -
- -
SEARCH
-
- - -
    -
  • - {{ term }} - -
    • -
-
- -
-
DATA DISTRIBUTION
- -
-
- -
- - -
- -
- -
-
\ No newline at end of file diff --git a/src/app/menubar/legend-dropdown/legend-dropdown.component.scss b/src/app/menubar/legend-dropdown/legend-dropdown.component.scss deleted file mode 100644 index 92da64d..0000000 --- a/src/app/menubar/legend-dropdown/legend-dropdown.component.scss +++ /dev/null @@ -1,181 +0,0 @@ -@use '../../../styles/variables' as v; -@use '../../../styles/mixins' as m; - -.legend-dropdown { - position: absolute; - top: 100%; - left: 0; - box-sizing: border-box; - - background: white; - - border-radius: 0 0 12px 12px; - border: 1px solid #e5e5e5; - border-top: none; - - box-shadow: 0 12px 32px rgba(0, 0, 0, 0.12); - - transform-origin: top left; - transform: scaleY(0); - opacity: 0; - - transition: - transform 0.25s ease, - opacity 0.2s ease; - - z-index: 900; - // overflow: hidden; - - &.open { - transform: scaleY(1); - opacity: 1; - } -} - -.menu-label { - @include m.menu-label($size: 12px, $weight: 300); - margin-bottom: 8px; -} - -.menu-header { - display: flex; - align-items: center; - justify-content: space-between; - margin-bottom: 0.5rem; -} - -.clear-filters-btn { - background: none; - border: none; - cursor: pointer; - font-size: 0.85rem; - opacity: 0.7; - padding: 0; -} - -.clear-filters-btn:hover { - opacity: 1; -} - -.legend-content { - padding: 16px; - max-height: calc(90vh - 64px); - overflow-x: hidden; - overflow-y: auto; - - .glyph-visualization { - width: 328px; - height: 190px; - border: 1px solid v.$gray-300; - border-radius: 8px; - background-color: v.$gray-100; - margin-bottom: 16px; - } - - .dashboard-infos { - padding-left: 0px; - padding-right: 10px; - font-size: 14px; - margin-bottom: 16px; - - .right { - float: right; - } - } - - .dashboard-search { - position: relative; - padding-bottom: 18px; - - input { - box-sizing: border-box; - width: 100%; - margin-right: 5px; - padding: 8px; - font-size: 14px; - border: 1px solid v.$gray-500; - border-radius: 8px; - background-color: white; - color: v.$gray-800; - outline: none; - - &::placeholder { - color: v.$gray-500; - } - } - - .clear-btn { - all: unset; - position: absolute; - top: 10%; - right: 9px; - width: 24px; - height: 24px; - display: flex; - align-items: center; - justify-content: center; - cursor: pointer; - - i.material-icons { - font-size: 20px; - color: v.$gray-600; - } - - &:hover i { - color: v.$gray-800; - } - - @include m.tooltip-below(4px); - - &:disabled { - pointer-events: none; - opacity: 0.5; - } - } - - .search-term-list { - position: absolute; - // top: 0%; - left: 0; - right: 0; - margin: 0px; - margin-top: -1px; - padding: 4px; - background: white; - border: 1px solid v.$gray-400; - border-radius: 8px; - box-shadow: 0 2px 3px rgba(0, 0, 0, 0.1); - z-index: 100; - - li { - display: flex; - justify-content: space-between; - align-items: center; - padding: 4px 6px; - border-bottom: 1px solid v.$gray-400; - font-size: 13px; - color: v.$gray-800; - - &:last-child { - border-bottom: none; - } - - .remove-btn { - all: unset; - cursor: pointer; - display: flex; - align-items: center; - - i.material-icons { - font-size: 20px; - color: v.$gray-500; - } - - &:hover i { - color: v.$gray-700; - } - } - } - } - } -} \ No newline at end of file diff --git a/src/app/menubar/legend-dropdown/legend-dropdown.component.ts b/src/app/menubar/legend-dropdown/legend-dropdown.component.ts deleted file mode 100644 index 63c768c..0000000 --- a/src/app/menubar/legend-dropdown/legend-dropdown.component.ts +++ /dev/null @@ -1,220 +0,0 @@ -import { Component, ElementRef, inject, Input, NgZone, ViewChild } from '@angular/core'; -import { LoggerService } from '../../services/logger-service'; -import { ConfigService } from '../../services/config.service'; -import { DataProcessorService } from '../../services/data-processor'; -import { DataProviderService } from '../../services/dataprovider.service'; -import { Subscription } from 'rxjs'; -import { drawFlowerGlyph, drawRadarChart, drawWhiskerGlyph, hexToRgb } from '../../shared/helpers/d3-helper'; -import { GlyphObject } from '../../glyph/glyph-object'; -import { GlyphType } from '../../shared/enum/glyph-type'; -import { TextFilter } from '../../shared/filter/text-filter'; -import { FilterMode } from '../../shared/enum/filter-mode'; -import { CommonModule } from '@angular/common'; -import { FormsModule } from '@angular/forms'; -import { FeaturesData } from '../../shared/interfaces/glyph-meta'; -import { GlyphSchema } from '../../shared/interfaces/glyph-schema'; -import { HistogramComponent } from '../histogram/histogram.component'; - -@Component({ - selector: 'app-legend-dropdown', - standalone: true, - imports: [CommonModule, FormsModule, HistogramComponent], - templateUrl: './legend-dropdown.component.html', - styleUrls: ['./legend-dropdown.component.scss'], -}) -export class LegendDropdownComponent { - @ViewChild('glyphCanvas') glyphCanvas?: ElementRef; - - @Input() open = false; - @Input() width = 360; - - dataProvider: DataProviderService - config: ConfigService - - glyphContext!: CanvasRenderingContext2D; - lastGlyph: GlyphObject | null = null; - colorFeature = ""; - - searchTerm = ""; - searchTerms: string[] = []; - inputFocused = false; - private textFilter = new TextFilter(); - - features: FeaturesData = {}; - featureIds: string[] = []; - schema?: GlyphSchema; - - private configSub = new Subscription(); - private ngZone!: NgZone; - - constructor(private logger: LoggerService, private dataProcessor: DataProcessorService) { - this.dataProvider = inject(DataProviderService); - this.config = inject(ConfigService), - this.ngZone = inject(NgZone); - - this.config.loadedDataSubject$.subscribe(async data => { - if (data == "") return; - - const metaData = await this.dataProvider.getMetaData(); - this.schema = await this.dataProvider.getSchema(); - if (metaData?.features) { - this.ngZone.run(() => { - this.features = metaData.features; - this.featureIds = Object.keys(this.features); - }); - } - }); - } - - ngAfterViewInit() { - this.configSub.add( - this.config.glyphConfigSubject$.subscribe(() => { - this.ngZone.run(() => { - const newFeature = this.config.featureLabels[this.config.colorFeature]; - if (newFeature) this.colorFeature = newFeature; - }); - - if (this.lastGlyph == null) return; - this.drawLegendGlyph(this.lastGlyph); - }) - ); - this.configSub.add( - this.config.animateGlyphSubject$.subscribe(glyph => { - if (glyph == null) return; - - this.drawLegendGlyph(glyph); - }) - ); - this.configSub.add( - this.config.loadedDataSubject$.subscribe(async data => { - const schema = await this.dataProvider.getSchema(); - this.ngZone.run(() => { - if (schema) this.colorFeature = schema.label[this.config.colorFeature]; - }); - this.drawLegendGlyph(null); - }) - ); - - this.setupGlyphCanvas(); - } - - ngOnDestroy(): void { - this.configSub.unsubscribe(); - } - - private setupGlyphCanvas() { - const canvas = this.glyphCanvas?.nativeElement; - const context = canvas.getContext('2d'); - - if (!context) return; - - const dpr = window.devicePixelRatio || 1; - - // Define the *logical* size you want the canvas to be (CSS pixels) - const logicalWidth = 600; - const logicalHeight = 400; - - // Set physical pixel size scaled by DPR - canvas.width = logicalWidth * dpr; - canvas.height = logicalHeight * dpr; - - // Set CSS size so it looks correct on screen - canvas.style.width = `${logicalWidth}px`; - canvas.style.height = `${logicalHeight}px`; - - // Scale the drawing context - context.scale(dpr, dpr); - } - - async drawLegendGlyph(glyph: GlyphObject | null) { - if (glyph == null) { - const data = await this.dataProvider.getGlyphData(); - if (data) glyph = data[Math.floor(Math.random() * data.length)]; - } - - if (glyph == null) return; - - const currentColor = this.config.getRgbaColor(glyph.features); - - const element = this.glyphCanvas?.nativeElement; - this.glyphContext = element.getContext('2d'); - - // Get the device pixel ratio - const ratio = window.devicePixelRatio || 1; - this.glyphContext.save(); - this.glyphContext.clearRect(0, 0, 328 * ratio, 180 * ratio); - - if (this.config.getConfiguration().glyphType == GlyphType.Star) { - drawRadarChart(this.glyphContext, 50, currentColor, glyph, this.config.activeFeatures, this.config.featureLabels, this.config.getConfiguration()); - } else if (this.config.getConfiguration().glyphType == GlyphType.Whisker) { - drawWhiskerGlyph(this.glyphContext, 50, currentColor, glyph, this.config.activeFeatures, this.config.featureLabels, this.config.getConfiguration()); - } else { - drawFlowerGlyph(this.glyphContext, 50, currentColor, glyph, this.config.activeFeatures, this.config.featureLabels, this.config.getConfiguration()); - } - - this.glyphContext.restore(); - - this.lastGlyph = glyph; - } - - updateTextFilter() { - const pos = this.dataProvider.getFilters().indexOf(this.textFilter); - if (pos < 0) { - this.textFilter.filterMode = FilterMode.And; - this.dataProvider.getFilters().push(this.textFilter); - } - this.textFilter.clear(); - if (this.searchTerms.length > 0) { - this.textFilter.extendacceptableStrings(this.searchTerms); - } - this.dataProvider.refreshFilters(); - this.config.redraw(); - } - - onSearchEnter(): void { - if (!this.searchTerms.includes(this.searchTerm.trim())) { - this.searchTerms.push(this.searchTerm.trim()); - } - this.searchTerm = ''; - this.inputFocused = true; - this.updateTextFilter(); - } - - clearSearch(input: HTMLInputElement): void { - this.searchTerm = ''; - this.searchTerms.splice(0, this.searchTerms.length); - input.focus(); - this.updateTextFilter(); - } - - removeTerm(index: number): void { - this.searchTerms.splice(index, 1); - this.updateTextFilter(); - } - - onFocus(): void { - this.inputFocused = true; - } - - onBlur(): void { - // Optional delay to allow button clicks before hiding - setTimeout(() => this.inputFocused = false, 150); - } - - trackByFeatureId(index: number, featureId: string): string { - return featureId; - } - - getFeatureName(id: string) { - return this.schema?.label[id] || ""; - } - - getFeatureType(id: string) { - return this.schema?.types ? this.schema?.types[id] || "" : ""; - } - - clearFilters() { - this.dataProvider.clearFilters(); - this.config.clearSelection(); - } -} diff --git a/src/app/menubar/menubar.component.html b/src/app/menubar/menubar.component.html index 3e2100a..8882b57 100644 --- a/src/app/menubar/menubar.component.html +++ b/src/app/menubar/menubar.component.html @@ -65,19 +65,6 @@
- -
-
- - - -
-
diff --git a/src/app/menubar/menubar.component.scss b/src/app/menubar/menubar.component.scss index 4a75468..547796d 100644 --- a/src/app/menubar/menubar.component.scss +++ b/src/app/menubar/menubar.component.scss @@ -44,12 +44,6 @@ gap: 24px; } -/* RIGHT pushed all the way */ -.menu-right { - margin-left: auto; - /* ← critical */ -} - /* hamburger hidden on desktop */ .hamburger { display: none; @@ -209,55 +203,6 @@ } } -.legend-anchor { - position: relative; - width: 360px; - /* SAME as dropdown width */ -} - -.legend-toggle { - width: 100%; - /* ← stretch to panel width */ - - display: flex; - align-items: center; - justify-content: space-between; - /* text left, icon right */ - - padding: 8px 14px; - border-radius: 12px; - border: none; - - background: #f2f2f2; - cursor: pointer; - font-size: 14px; - - z-index: 2; - - &:hover { - background: #e6e6e6; - } - - &.open { - border-bottom-left-radius: 0; - border-bottom-right-radius: 0; - } -} - -.legend-toggle.open { - background: white; - border: 1px solid #e5e5e5; - border-bottom: none; -} - -.legend-toggle .material-icons { - transition: transform 0.2s ease; -} - -.legend-toggle.open .material-icons { - transform: rotate(180deg); -} - @media (max-width: 1200px) { /* Show the hamburger button */ @@ -322,9 +267,8 @@ overflow: visible !important; } - /* Reset menu-center and menu-right layout */ - .menu-center, - .menu-right { + /* Reset menu-center layout */ + .menu-center { position: relative; left: 0; transform: none; @@ -338,8 +282,7 @@ } /* Buttons: icon + label left-aligned */ - .menu-center button, - .menu-right button { + .menu-center button { justify-content: flex-start; } diff --git a/src/app/menubar/menubar.component.ts b/src/app/menubar/menubar.component.ts index b32c459..38ef23d 100644 --- a/src/app/menubar/menubar.component.ts +++ b/src/app/menubar/menubar.component.ts @@ -2,7 +2,6 @@ import { Component, EventEmitter, Input, OnDestroy, OnInit, Output } from '@angu import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; import { Subscription } from 'rxjs'; -import { LegendDropdownComponent } from './legend-dropdown/legend-dropdown.component'; import { PreprocessingWizardComponent } from '../preprocessing-wizard/preprocessing-wizard.component'; import { DataProviderService } from '../services/dataprovider.service'; import { ConfigService } from '../services/config.service'; @@ -10,7 +9,7 @@ import { ConfigService } from '../services/config.service'; @Component({ selector: 'app-menubar', standalone: true, - imports: [LegendDropdownComponent, PreprocessingWizardComponent, CommonModule, FormsModule], + imports: [PreprocessingWizardComponent, CommonModule, FormsModule], templateUrl: './menubar.component.html', styleUrls: ['./menubar.component.scss'], }) @@ -19,7 +18,6 @@ export class MenuBarComponent implements OnInit, OnDestroy { @Input() totalCells: number = 0; menuOpen = false; - legendOpen = false; showWizard = false; hasData = false; datasetNames: string[] = []; @@ -58,10 +56,6 @@ export class MenuBarComponent implements OnInit, OnDestroy { this.configService.loadData(name); } - toggleLegend() { - this.legendOpen = !this.legendOpen; - } - upload() { this.showWizard = true; this.configService.modalOpen = true; diff --git a/src/app/sidebar/sidebar.component.html b/src/app/sidebar/sidebar.component.html new file mode 100644 index 0000000..2efe651 --- /dev/null +++ b/src/app/sidebar/sidebar.component.html @@ -0,0 +1,193 @@ + +
+ + +
+ +
+ + + + +
+ {{ colorFeature }} +
+
+ +
+ +
+ +
+ + +
+ + +
+ + +
+ +
+ + +
+ + +
+ +
+
+
+ +
+ +
+ +
+ +
{{ group.group }}
+
+
+ +
+ +
+
+ +
+
+
+ + +
+ +
+ + + + +
+
+ + +
+ +
+ +
+
+ + +
+ +
+
+
+ + +
+ + + +
+ +
+ + +
    +
  • + {{ term }} + +
    • +
+
+ + +
+ Total items  + {{ dataProvider.totalItems }} + {{ dataProvider.filteredItems }} + Filtered Items  +
+ + +
+ +
+ + +
+ +
+
+
+ +
+ diff --git a/src/app/sidebar/sidebar.component.scss b/src/app/sidebar/sidebar.component.scss new file mode 100644 index 0000000..3742672 --- /dev/null +++ b/src/app/sidebar/sidebar.component.scss @@ -0,0 +1,366 @@ +@use '../../styles/variables' as v; +@use '../../styles/mixins' as m; + +:host { + display: flex; + flex-direction: column; + height: 100%; + background: white; + border-left: 1px solid v.$gray-200; + width: 340px; + transition: width 0.25s ease; + overflow: hidden; + flex-shrink: 0; + + &.collapsed { + width: 48px; + } +} + +// --- Collapsed icon strip --- +.collapsed-strip { + display: flex; + flex-direction: column; + align-items: center; + padding: 8px 4px; + gap: 4px; + height: 100%; + + .strip-spacer { + flex: 1; + } +} + +.strip-btn { + width: 36px; + height: 36px; + border: none; + background: transparent; + border-radius: 8px; + cursor: pointer; + display: flex; + align-items: center; + justify-content: center; + color: v.$gray-600; + transition: background-color 0.15s ease, color 0.15s ease; + + &:hover { + background: v.$gray-100; + color: v.$gray-800; + } +} + +// --- Header: color scale bar + collapse --- +.sidebar-header { + display: flex; + align-items: center; + gap: 8px; + padding: 8px 12px; + border-bottom: 1px solid v.$gray-200; + background: v.$gray-100; + flex-shrink: 0; + + .color-label { + font-size: 11px; + color: v.$gray-600; + white-space: nowrap; + min-width: 50px; + max-width: 80px; + overflow: hidden; + text-overflow: ellipsis; + } + + .color-bar-preview { + flex: 1; + display: flex; + height: 14px; + border-radius: 4px; + overflow: hidden; + } + + .color-gradient { + flex: 1; + height: 100%; + border-radius: 4px; + } + + .color-box { + flex: 1; + height: 100%; + } +} + +.collapse-btn { + width: 32px; + height: 32px; + border: none; + background: transparent; + border-radius: 8px; + cursor: pointer; + display: flex; + align-items: center; + justify-content: center; + color: v.$gray-500; + flex-shrink: 0; + + &:hover { + background: v.$gray-100; + color: v.$gray-800; + } +} + +// --- Scrollable content --- +.sidebar-content { + flex: 1; + overflow-y: auto; + overflow-x: hidden; + @include m.styled-scrollbar-thin; +} + +// --- Accordion --- +.accordion-section { + border-bottom: 1px solid v.$gray-200; +} + +.accordion-header { + display: flex; + align-items: center; + gap: 4px; + width: 100%; + padding: 10px 12px; + border: none; + background: transparent; + cursor: pointer; + font-size: 13px; + color: v.$gray-800; + text-align: left; + + &:hover { + background: v.$gray-100; + } +} + +.accordion-icon { + font-size: 18px; + color: v.$gray-500; +} + +.accordion-title { + font-weight: 600; + font-size: 12px; + text-transform: uppercase; + letter-spacing: 0.5px; +} + +.glyph-preview { + width: 100%; + height: 180px; + border: 1px solid v.$gray-300; + border-radius: 8px; + background-color: v.$gray-100; + overflow: hidden; +} + +.accordion-summary { + flex: 1; + text-align: right; + font-size: 11px; + color: v.$gray-500; + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; +} + +.accordion-badge { + font-size: 11px; + font-weight: 600; + background: v.$color-blue-highlight; + color: white; + border-radius: 10px; + padding: 1px 7px; + margin-left: auto; +} + +.accordion-body { + padding: 4px 12px 12px; +} + +// --- Form group / menu label --- +.form-group { + @include m.form-group; + margin-bottom: 12px; +} + +.menu-label { + @include m.menu-label; +} + +// --- Color scale selector --- +.color-scale-select { + @include m.color-scale-select; +} + +// --- Glyph type buttons --- +.control-cell { + display: flex; + flex-wrap: wrap; + gap: 8px; + position: relative; + + .glyph-btn { + width: 41px; + height: 41px; + display: inline-flex; + align-items: center; + justify-content: center; + background: transparent; + border: 1px solid #999; + cursor: pointer; + color: v.$gray-600; + font-size: 24px; + + &:hover { + color: #000; + } + + &.active { + border-color: v.$color-blue-highlight; + color: v.$color-blue-highlight; + } + } + + .config-toggle { + padding: 8px 10px; + font-size: 11px; + background-color: #ccc; + border: none; + cursor: pointer; + border-radius: 0; + transition: background-color 0.2s; + + &.active { + background-color: v.$color-blue-highlight; + color: white; + } + } +} + +// --- Data info --- +.dashboard-infos { + font-size: 14px; + margin-bottom: 12px; + + .right { + float: right; + } +} + +// --- Search --- +.dashboard-search { + position: relative; + padding-bottom: 12px; + + input { + box-sizing: border-box; + width: 100%; + padding: 8px; + font-size: 14px; + border: 1px solid v.$gray-500; + border-radius: 8px; + background-color: white; + color: v.$gray-800; + outline: none; + + &::placeholder { + color: v.$gray-500; + } + } + + .clear-btn { + all: unset; + position: absolute; + top: 10%; + right: 9px; + width: 24px; + height: 24px; + display: flex; + align-items: center; + justify-content: center; + cursor: pointer; + + i.material-icons { + font-size: 20px; + color: v.$gray-600; + } + + &:hover i { + color: v.$gray-800; + } + } + + .search-term-list { + position: absolute; + left: 0; + right: 0; + margin: 0; + margin-top: -1px; + padding: 4px; + background: white; + border: 1px solid v.$gray-400; + border-radius: 8px; + box-shadow: 0 2px 3px rgba(0, 0, 0, 0.1); + z-index: 100; + list-style: none; + + li { + display: flex; + justify-content: space-between; + align-items: center; + padding: 4px 6px; + border-bottom: 1px solid v.$gray-400; + font-size: 13px; + color: v.$gray-800; + + &:last-child { + border-bottom: none; + } + + .remove-btn { + all: unset; + cursor: pointer; + display: flex; + align-items: center; + + i.material-icons { + font-size: 20px; + color: v.$gray-500; + } + + &:hover i { + color: v.$gray-700; + } + } + } + } +} + +// --- Clear filters --- +.clear-filters-btn { + background: none; + border: none; + cursor: pointer; + font-size: 0.85rem; + opacity: 0.7; + padding: 0; + margin-left: auto; + display: flex; + align-items: center; + + .material-icons { + font-size: 18px; + } + + &:hover { + opacity: 1; + } +} diff --git a/src/app/sidebar/sidebar.component.ts b/src/app/sidebar/sidebar.component.ts new file mode 100644 index 0000000..db7f611 --- /dev/null +++ b/src/app/sidebar/sidebar.component.ts @@ -0,0 +1,352 @@ +import { Component, ElementRef, HostBinding, inject, NgZone, OnDestroy, OnInit, ViewChild } from '@angular/core'; +import { CommonModule } from '@angular/common'; +import { FormsModule } from '@angular/forms'; +import { Subscription } from 'rxjs'; + +import { ConfigService } from '../services/config.service'; +import { DataProviderService } from '../services/dataprovider.service'; +import { LoggerService } from '../services/logger-service'; + +import { GlyphObject } from '../glyph/glyph-object'; +import { GlyphType } from '../shared/enum/glyph-type'; +import { GlyphConfiguration } from '../glyph/glyph-configuration'; +import { drawFlowerGlyph, drawRadarChart, drawWhiskerGlyph } from '../shared/helpers/d3-helper'; + +import { TextFilter } from '../shared/filter/text-filter'; +import { FilterMode } from '../shared/enum/filter-mode'; + +import { FeaturesData } from '../shared/interfaces/glyph-meta'; +import { GlyphSchema } from '../shared/interfaces/glyph-schema'; +import { + COLOR_SCALES, ColorScale, buildGroupedColorScales, + getContinuousGradient as continuousGradientFn, + getCategoricalColors as categoricalColorsFn +} from '../shared/interfaces/color-scale'; + +import { HistogramComponent } from '../menubar/histogram/histogram.component'; + +export type AccordionSection = 'appearance' | 'filters'; + +@Component({ + selector: 'app-sidebar', + standalone: true, + imports: [CommonModule, FormsModule, HistogramComponent], + templateUrl: './sidebar.component.html', + styleUrls: ['./sidebar.component.scss'] +}) +export class SidebarComponent implements OnInit, OnDestroy { + @HostBinding('class.collapsed') collapsed = false; + + // --- Accordion state --- + appearanceOpen = false; + filtersOpen = true; + + // --- Glyph preview --- + private glyphCanvas?: HTMLCanvasElement; + private glyphContext?: CanvasRenderingContext2D; + private currentGlyph: GlyphObject | null = null; + + @ViewChild('glyphCanvas') set glyphCanvasRef(ref: ElementRef | undefined) { + if (ref) { + this.glyphCanvas = ref.nativeElement; + this.setupGlyphCanvas(); + this.drawGlyphPreview(); + } else { + this.glyphCanvas = undefined; + this.glyphContext = undefined; + } + } + + // --- Legend section --- + colorFeature = ''; + searchTerm = ''; + searchTerms: string[] = []; + inputFocused = false; + private textFilter = new TextFilter(); + + features: FeaturesData = {}; + featureIds: string[] = []; + schema?: GlyphSchema; + + // --- Color section --- + colorScales: ColorScale[] = COLOR_SCALES; + getContinuousGradient = continuousGradientFn; + getCategoricalColors = categoricalColorsFn; + groupedColorScales: { group: string; scales: ColorScale[] }[] = []; + selectedColorAttribute = ''; + colorScaleDropdownOpen = false; + selectedColorScaleId = COLOR_SCALES[0].id; + + // --- Glyph section --- + glyphConfig = new GlyphConfiguration(); + GlyphType = GlyphType; + + private subs = new Subscription(); + private ngZone = inject(NgZone); + + constructor( + public config: ConfigService, + public dataProvider: DataProviderService, + private logger: LoggerService + ) {} + + ngOnInit(): void { + this.groupedColorScales = buildGroupedColorScales(this.colorScales); + + this.subs.add( + this.config.loadedDataSubject$.subscribe(async data => { + if (data === '') return; + + const metaData = await this.dataProvider.getMetaData(); + this.schema = await this.dataProvider.getSchema(); + if (metaData?.features) { + this.ngZone.run(() => { + this.features = metaData.features; + this.featureIds = Object.keys(this.features); + this.selectedColorAttribute = this.config.colorFeature; + this.selectedColorScaleId = this.config.colorRange; + }); + } + + const schema = await this.dataProvider.getSchema(); + this.ngZone.run(() => { + if (schema) this.colorFeature = schema.label[this.config.colorFeature]; + }); + + // Grab a sample glyph for the mini preview + const glyphData = await this.dataProvider.getGlyphData(); + if (glyphData?.length) { + this.currentGlyph = glyphData[Math.floor(Math.random() * glyphData.length)]; + this.drawGlyphPreview(); + } + }) + ); + + this.subs.add( + this.config.glyphConfigSubject$.subscribe(cfg => { + this.glyphConfig = cfg; + + this.ngZone.run(() => { + const newFeature = this.config.featureLabels[this.config.colorFeature]; + if (newFeature) this.colorFeature = newFeature; + + if (this.selectedColorScaleId !== this.config.colorRange) { + this.selectedColorScaleId = this.config.colorRange; + } + if (this.selectedColorAttribute !== this.config.colorFeature) { + this.selectedColorAttribute = this.config.colorFeature; + } + }); + + this.drawGlyphPreview(); + }) + ); + + this.subs.add( + this.config.animateGlyphSubject$.subscribe(glyph => { + if (glyph == null) return; + this.currentGlyph = glyph; + this.drawGlyphPreview(); + }) + ); + } + + ngOnDestroy(): void { + this.subs.unsubscribe(); + } + + // --- Collapse/expand --- + toggleCollapse(): void { + this.collapsed = !this.collapsed; + } + + expandTo(section: AccordionSection): void { + this.collapsed = false; + if (section === 'appearance') { + this.appearanceOpen = true; + } else { + this.filtersOpen = true; + } + } + + toggleSection(section: AccordionSection): void { + if (section === 'appearance') { + this.appearanceOpen = !this.appearanceOpen; + } else { + this.filtersOpen = !this.filtersOpen; + } + } + + // --- Glyph preview canvas --- + private setupGlyphCanvas(): void { + if (!this.glyphCanvas) return; + const ctx = this.glyphCanvas.getContext('2d'); + if (!ctx) return; + + const dpr = window.devicePixelRatio || 1; + const container = this.glyphCanvas.parentElement; + const logicalWidth = container ? container.clientWidth : 316; + const logicalHeight = container ? container.clientHeight : 120; + + this.glyphCanvas.width = logicalWidth * dpr; + this.glyphCanvas.height = logicalHeight * dpr; + this.glyphCanvas.style.width = `${logicalWidth}px`; + this.glyphCanvas.style.height = `${logicalHeight}px`; + + ctx.scale(dpr, dpr); + this.glyphContext = ctx; + } + + private drawGlyphPreview(): void { + if (!this.glyphContext || !this.glyphCanvas || !this.currentGlyph) return; + + const color = this.config.getRgbaColor(this.currentGlyph.features); + const cfg = this.config.getConfiguration(); + + const canvasW = this.glyphCanvas.clientWidth; + const canvasH = this.glyphCanvas.clientHeight; + + // Draw functions place glyph center at ~(170, 90) with radius 50 + // Including labels, the bounding box is roughly 180x160 centered at (170, 90) + const glyphCX = 170; + const glyphCY = 90; + const glyphW = 180; + const glyphH = 160; + + const scale = Math.min(canvasW / glyphW, canvasH / glyphH) * 0.9; + + this.glyphContext.save(); + this.glyphContext.clearRect(0, 0, this.glyphCanvas.width, this.glyphCanvas.height); + + // Center the glyph in the canvas and scale to fill + this.glyphContext.translate(canvasW / 2, canvasH / 2); + this.glyphContext.scale(scale, scale); + this.glyphContext.translate(-glyphCX, -glyphCY); + + if (cfg.glyphType === GlyphType.Star) { + drawRadarChart(this.glyphContext, 50, color, this.currentGlyph, this.config.activeFeatures, this.config.featureLabels, cfg); + } else if (cfg.glyphType === GlyphType.Whisker) { + drawWhiskerGlyph(this.glyphContext, 50, color, this.currentGlyph, this.config.activeFeatures, this.config.featureLabels, cfg); + } else { + drawFlowerGlyph(this.glyphContext, 50, color, this.currentGlyph, this.config.activeFeatures, this.config.featureLabels, cfg); + } + + this.glyphContext.restore(); + } + + // --- Search / text filter --- + updateTextFilter(): void { + const pos = this.dataProvider.getFilters().indexOf(this.textFilter); + if (pos < 0) { + this.textFilter.filterMode = FilterMode.And; + this.dataProvider.getFilters().push(this.textFilter); + } + this.textFilter.clear(); + if (this.searchTerms.length > 0) { + this.textFilter.extendacceptableStrings(this.searchTerms); + } + this.dataProvider.refreshFilters(); + this.config.redraw(); + } + + onSearchEnter(): void { + if (!this.searchTerms.includes(this.searchTerm.trim())) { + this.searchTerms.push(this.searchTerm.trim()); + } + this.searchTerm = ''; + this.inputFocused = true; + this.updateTextFilter(); + } + + clearSearch(input: HTMLInputElement): void { + this.searchTerm = ''; + this.searchTerms.splice(0, this.searchTerms.length); + input.focus(); + this.updateTextFilter(); + } + + removeTerm(index: number): void { + this.searchTerms.splice(index, 1); + this.updateTextFilter(); + } + + onFocus(): void { + this.inputFocused = true; + } + + onBlur(): void { + setTimeout(() => this.inputFocused = false, 150); + } + + clearFilters(): void { + this.dataProvider.clearFilters(); + this.config.clearSelection(); + } + + // --- Color settings --- + getFeatureName(id: string): string { + return this.schema?.label[id] || ''; + } + + getFeatureType(id: string): string { + return this.schema?.types ? this.schema.types[id] || '' : ''; + } + + selectColorScale(id: number): void { + this.selectedColorScaleId = id; + this.colorScaleDropdownOpen = false; + this.config.colorRange = id; + this.config.updateConfiguration(); + } + + toggleColorScaleDropdown(): void { + this.colorScaleDropdownOpen = !this.colorScaleDropdownOpen; + } + + getSelectedScale(): ColorScale { + return this.colorScales.find(s => s.id === this.selectedColorScaleId)!; + } + + selectColor(): void { + this.config.colorFeature = this.selectedColorAttribute; + + const featureType = this.schema?.types[this.selectedColorAttribute]; + const colorScaleType = this.getSelectedScale().type; + + if (featureType !== colorScaleType) { + const matchingScale = this.colorScales.find(s => s.type === featureType)?.id; + if (matchingScale !== undefined) this.selectColorScale(matchingScale); + } + this.config.updateConfiguration(); + } + + // --- Glyph settings --- + setGlyphType(type: GlyphType): void { + this.glyphConfig.glyphType = type; + this.config.updateConfiguration(); + } + + getGlyphName(glyph: GlyphType): string { + switch (glyph) { + case GlyphType.Star: return 'Star'; + case GlyphType.Flower: return 'Flower'; + case GlyphType.Whisker: return 'Whisker'; + case GlyphType.Dot: return 'Dot'; + case GlyphType.Thumb: return 'Thumbnail'; + default: return 'Unknown'; + } + } + + isOptionEnabled(prop: string): boolean { + return (this.glyphConfig as any)[prop] === true; + } + + toggleOption(property: string): void { + (this.glyphConfig as any)[property] = !(this.glyphConfig as any)[property]; + this.config.updateConfiguration(); + } + + trackByFeatureId(index: number, featureId: string): string { + return featureId; + } +} From d0b64a166a2cf23417c50ad36b8a2d5ce4eb8760 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Mon, 16 Feb 2026 18:13:21 +0100 Subject: [PATCH 04/19] add selection filter --- .../histogram/histogram.component.html | 10 +- .../histogram/histogram.component.scss | 53 ---- .../menubar/histogram/histogram.component.ts | 237 +++++++++++++++--- src/app/services/dataprovider.service.ts | 4 + src/app/sidebar/sidebar.component.html | 72 +++++- src/app/sidebar/sidebar.component.scss | 104 ++++++++ src/app/sidebar/sidebar.component.ts | 109 ++++++-- 7 files changed, 461 insertions(+), 128 deletions(-) diff --git a/src/app/menubar/histogram/histogram.component.html b/src/app/menubar/histogram/histogram.component.html index 3ba702d..2532def 100644 --- a/src/app/menubar/histogram/histogram.component.html +++ b/src/app/menubar/histogram/histogram.component.html @@ -1,15 +1,7 @@
{{ label }} -
- {{ type }} - -
+ {{ type }}
\ No newline at end of file diff --git a/src/app/menubar/histogram/histogram.component.scss b/src/app/menubar/histogram/histogram.component.scss index aab72a2..70463b6 100644 --- a/src/app/menubar/histogram/histogram.component.scss +++ b/src/app/menubar/histogram/histogram.component.scss @@ -14,14 +14,6 @@ display: flex; align-items: center; - .right-controls { - margin-left: auto; - /* ← pushes tag + button to the right */ - display: inline-flex; - align-items: center; - gap: 6px; - } - .type-tag { font-size: 0.55rem; font-weight: 600; @@ -30,7 +22,6 @@ padding: 0.25rem 0.4rem; background-color: #e0e0e0; - /* light gray */ color: #555; border-radius: 0.4rem; @@ -68,48 +59,4 @@ display: block; } - .expander { - margin-left: auto; - /* ← push to the right */ - - display: inline-flex; - align-items: center; - gap: 6px; - - padding: 3px 3px; - - border-radius: 6px; - border: 1px solid #cfcfcf; - - background: #ffffff; - color: v.$gray-800; - - font-size: 10px; - font-weight: 500; - - cursor: pointer; - user-select: none; - - transition: - background-color 120ms ease, - border-color 120ms ease, - color 120ms ease, - box-shadow 120ms ease; - } - - .expander:hover { - border-color: #b5b5b5; - box-shadow: 0 1px 3px rgba(0, 0, 0, 0.08); - } - - .expander.active { - background: v.$color-blue-highlight; - border-color: #6aa9ff; - color: white; - } - - .expander i.material-icons { - font-size: 10px; - line-height: 1; - } } \ No newline at end of file diff --git a/src/app/menubar/histogram/histogram.component.ts b/src/app/menubar/histogram/histogram.component.ts index 83a8c4d..f092656 100644 --- a/src/app/menubar/histogram/histogram.component.ts +++ b/src/app/menubar/histogram/histogram.component.ts @@ -2,6 +2,7 @@ import { Component, Input, OnInit, ElementRef, ViewChild, AfterViewInit, OnChang import * as d3 from 'd3'; import { ItemFilter } from '../../shared/filter/item-filter'; import { FeatureFilter } from '../../shared/filter/feature-filter'; +import { IdFilter } from '../../shared/filter/id-filter'; import { FilterMode } from '../../shared/enum/filter-mode'; import { Subscription } from 'rxjs'; import { COLOR_SCALES, ColorScale } from '../../shared/interfaces/color-scale'; @@ -44,8 +45,6 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { private filter!: ItemFilter; private categoryFilter!: CategoryFilter; - active = false; - private svg: any; private margin = { top: 6, right: 6, bottom: 6, left: 6 }; private width = 300; @@ -60,6 +59,12 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { private cachedStackedBins: StackedBin[] | null = null; private binToCategory = new Map(); + private selectionCounts: Map | null = null; + private totalCounts: Map | null = null; + private selectionHighlightColor = 'rgba(59, 130, 246, 0.85)'; + private isOwnRedraw = false; + private suppressBrushEvent = false; + private defaultBarColor = '#333'; // dark gray private colorScale: ColorScale = COLOR_SCALES[0]; @@ -84,6 +89,8 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { this.configuration.loadedDataSubject$.subscribe(() => { this.brushSelection = null; this.selectedBins.clear(); + this.selectionCounts = null; + this.totalCounts = null; }) ); this.configSub.add( @@ -91,6 +98,17 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { if (command == InteractionCommand.clearselection) { this.brushSelection = null; this.selectedBins.clear(); + this.selectionCounts = null; + this.updateChart(); + } else if (command == InteractionCommand.redraw && !this.isOwnRedraw) { + // Clear brush/selection visuals if filter was externally cleared + if (this.filter.empty() && this.brushSelection) { + this.brushSelection = null; + } + if (this.categoryFilter.empty() && this.selectedBins.size > 0) { + this.selectedBins.clear(); + } + this.computeSelectionOverlay(); this.updateChart(); } }) @@ -112,18 +130,6 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { } } - public changed(): void { - this.active = !this.active; - const index = this.configuration.activeFeatures.indexOf(this.property); - if (this.active && index < 0) { - this.configuration?.activeFeatures.push(this.property); - } else if (index >= 0) { - this.configuration?.activeFeatures.splice(index, 1); - } - - this.configuration?.updateConfiguration(); - } - private createHistogram(): void { const container = this.histogramContainer.nativeElement; this.width = container.clientWidth - this.margin.left - this.margin.right; @@ -144,7 +150,6 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { // Clear cached bins when data changes this.cachedStackedBins = null; - this.active = this.configuration.activeFeatures.indexOf(this.property) >= 0; this.svg.selectAll('*').remove(); @@ -185,23 +190,24 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { return prepareStackedBinsFromObject(this.histogramData, { availableWidth: this.width }); } - private updateCategoricalSelection( + /** Visual-only: update bar fill colors based on selectedBins and selectionCounts. */ + private applyCategoricalFill( bars: d3.Selection, totalBins: number ): void { + const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; + if (this.selectedBins.size === 0) { bars.attr('fill', (d: { bin: number }) => - this.getBarColor(d.bin, totalBins) + hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, totalBins) ); } else { bars.attr('fill', (d: { bin: number }) => this.selectedBins.has(d.bin) - ? this.getBarColor(d.bin, totalBins) + ? (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, totalBins)) : '#bdbdbd' ); } - - this.filteringFromBins(Array.from(this.selectedBins)); } private drawCategoricalStack(): void { @@ -218,19 +224,23 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { this.svg.selectAll('*').remove(); const originalBinCount = Object.keys(this.histogramData).length; + const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; const bars = this.svg - .selectAll('rect') + .selectAll('rect.bar') .data(bins) .enter() .append('rect') + .attr('class', 'bar') .attr('x', (d: { x0: number; }) => d.x0) .attr('y', 0) .attr('width', (d: { x1: number; x0: number; }) => (d.x1 - d.x0)) .attr('height', this.innerHeight) .attr('rx', 3) .attr('ry', 3) - .attr('fill', (d: { bin: number; }) => this.getBarColor(d.bin, originalBinCount)) + .attr('fill', (d: { bin: number; }) => + hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, originalBinCount) + ) .style('cursor', 'pointer') .on('mousemove', (event: MouseEvent) => { const rect = event.currentTarget as SVGRectElement; @@ -251,17 +261,41 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { event.stopPropagation(); if (this.selectedBins.has(d.bin)) { - // Deselect this.selectedBins.delete(d.bin); } else { - // Select this.selectedBins.add(d.bin); } - this.updateCategoricalSelection(bars, originalBinCount); + this.applyCategoricalFill(bars, originalBinCount); + this.filteringFromBins(Array.from(this.selectedBins)); }); - this.updateCategoricalSelection(bars, originalBinCount); + // Draw selection overlay for categorical bars (proportional to bin total) + if (hasSelection) { + this.svg.selectAll('rect.selection-overlay') + .data(bins.filter((d: StackedBin) => this.selectionCounts!.has(d.bin))) + .enter() + .append('rect') + .attr('class', 'selection-overlay') + .attr('x', (d: StackedBin) => d.x0) + .attr('y', (d: StackedBin) => { + const sel = this.selectionCounts!.get(d.bin) || 0; + const tot = this.totalCounts?.get(d.bin) || 1; + return this.innerHeight * (1 - sel / tot); + }) + .attr('width', (d: StackedBin) => d.x1 - d.x0) + .attr('height', (d: StackedBin) => { + const sel = this.selectionCounts!.get(d.bin) || 0; + const tot = this.totalCounts?.get(d.bin) || 1; + return this.innerHeight * (sel / tot); + }) + .attr('rx', 3) + .attr('ry', 3) + .attr('fill', this.selectionHighlightColor) + .attr('pointer-events', 'none'); + } + + this.applyCategoricalFill(bars, originalBinCount); } private buildBinCategoryMap() { @@ -313,26 +347,64 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { const tooltip = this.createTooltip(); - const bars = this.svg.selectAll('rect') + const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; + + const bars = this.svg.selectAll('rect.bar') .data(bins) .join('rect') + .attr('class', 'bar') .attr('x', (d: { bin: any; }) => this.xScale(d.bin)) .attr('y', (d: { value: any; }) => this.yScale(d.value)) .attr('width', this.xScale(1) - this.xScale(0) - 1) .attr('height', (d: { value: any; }) => this.innerHeight - this.yScale(d.value)) - .attr('fill', (d: { bin: number }) => this.getBarColor(d.bin, bins.length)) - .attr('rx', 3) // horizontal corner radius - .attr('ry', 3) + .attr('fill', (d: { bin: number }) => + hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length) + ) + .attr('rx', 3) + .attr('ry', 3); + + // Draw selection overlay bars (proportional to each bin's bar height) + if (hasSelection) { + const overlayData = bins + .filter((d: { bin: number; value: number }) => this.selectionCounts!.has(d.bin)) + .map((d: { bin: number; value: number }) => ({ + bin: d.bin, + binValue: d.value, + sel: this.selectionCounts!.get(d.bin)!, + tot: this.totalCounts?.get(d.bin) || 1 + })); + + this.svg.selectAll('rect.selection-overlay') + .data(overlayData) + .join('rect') + .attr('class', 'selection-overlay') + .attr('x', (d: any) => this.xScale(d.bin)) + .attr('y', (d: any) => { + const barHeight = this.innerHeight - this.yScale(d.binValue); + const overlayHeight = barHeight * (d.sel / d.tot); + return this.innerHeight - overlayHeight; + }) + .attr('width', this.xScale(1) - this.xScale(0) - 1) + .attr('height', (d: any) => { + const barHeight = this.innerHeight - this.yScale(d.binValue); + return barHeight * (d.sel / d.tot); + }) + .attr('fill', this.selectionHighlightColor) + .attr('rx', 3) + .attr('ry', 3) + .attr('pointer-events', 'none'); + } this.brush = d3.brushX() .extent([[0, 0], [this.width, this.innerHeight]]) .on('end', ({ selection }: { selection: [number, number] | null }) => { + if (this.suppressBrushEvent) return; // save the current selection this.brushSelection = selection; if (!selection) { bars.attr('fill', (d: { bin: number }) => - this.getBarColor(d.bin, bins.length) + hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length) ); this.removeFilter(); @@ -344,7 +416,7 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { bars.attr('fill', (d: { bin: number }) => d.bin >= minBin && d.bin <= maxBin - ? this.getBarColor(d.bin, bins.length) + ? (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length)) : '#bdbdbd' ); @@ -369,9 +441,11 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { tooltip.style('opacity', 0); }); - // restore previous selection if it exists + // restore previous selection if it exists (suppress event to avoid cascade) if (this.brushSelection) { + this.suppressBrushEvent = true; brushG.call(this.brush.move, this.brushSelection); + this.suppressBrushEvent = false; } } @@ -419,7 +493,9 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { this.categoryFilter.clear(); this.filter.clear(); this.dataProvider.refreshFilters(); + this.isOwnRedraw = true; this.configuration.redraw(); + this.isOwnRedraw = false; return; } @@ -487,7 +563,9 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { } this.dataProvider.refreshFilters(); + this.isOwnRedraw = true; this.configuration.redraw(); + this.isOwnRedraw = false; } private filtering(selection: any): void { @@ -516,7 +594,9 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { (this.filter as FeatureFilter).maxValue = Math.min(maxValue, 1.0); this.dataProvider.refreshFilters(); + this.isOwnRedraw = true; this.configuration.redraw(); + this.isOwnRedraw = false; } public removeFilter() { @@ -524,6 +604,97 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { const pos = this.dataProvider.getFilters().indexOf(this.filter); if (pos >= 0) this.dataProvider.getFilters().splice(pos, 1); this.dataProvider.refreshFilters(); + this.isOwnRedraw = true; this.configuration.redraw(); + this.isOwnRedraw = false; + } + + private computeSelectionOverlay(): void { + const glyphMap = this.dataProvider.getGlyphDataSync?.(); + if (!glyphMap || !this.histogramData) { + this.selectionCounts = null; + this.totalCounts = null; + return; + } + + const idFilter = this.dataProvider.getFilters().find( + (f: ItemFilter) => f instanceof IdFilter && !f.empty() + ) as IdFilter | undefined; + + if (!idFilter) { + this.selectionCounts = null; + this.totalCounts = null; + return; + } + + const totalBins = Object.keys(this.histogramData).length; + const selCounts = new Map(); + const totCounts = new Map(); + + const effectiveType = this.getEffectiveType(); + + if (effectiveType === 'categorical') { + // Categorical: map feature values → category index → histogram bin key + const nonZeroBins = Object.entries(this.histogramData) + .filter(([, v]) => v !== 0) + .map(([k]) => +k) + .sort((a, b) => a - b); + const numCategories = nonZeroBins.length; + + // Detect value range + let vMin = Infinity, vMax = -Infinity; + glyphMap.forEach((glyph: any) => { + const v = glyph.features?.['1']?.[this.property]; + if (v != null && !isNaN(v)) { + if (v < vMin) vMin = v; + if (v > vMax) vMax = v; + } + }); + const vRange = (vMax - vMin) || 1; + + glyphMap.forEach((glyph: any) => { + const featureValue = glyph.features?.['1']?.[this.property]; + if (featureValue == null || isNaN(featureValue)) return; + + // Normalize to [0,1] then round to nearest category index + const normalized = (featureValue - vMin) / vRange; + const catIdx = numCategories <= 1 ? 0 : Math.round(normalized * (numCategories - 1)); + if (catIdx < 0 || catIdx >= nonZeroBins.length) return; + + const bin = nonZeroBins[catIdx]; + totCounts.set(bin, (totCounts.get(bin) || 0) + 1); + + if (idFilter.inFilter(glyph)) { + selCounts.set(bin, (selCounts.get(bin) || 0) + 1); + } + }); + } else { + // Numeric: detect value range and use linear binning + let vMin = Infinity, vMax = -Infinity; + glyphMap.forEach((glyph: any) => { + const v = glyph.features?.['1']?.[this.property]; + if (v != null && !isNaN(v)) { + if (v < vMin) vMin = v; + if (v > vMax) vMax = v; + } + }); + const vRange = (vMax - vMin) || 1; + + glyphMap.forEach((glyph: any) => { + const featureValue = glyph.features?.['1']?.[this.property]; + if (featureValue == null || isNaN(featureValue)) return; + + const normalized = (featureValue - vMin) / vRange; + const bin = Math.min(Math.floor(normalized * totalBins), totalBins - 1); + totCounts.set(bin, (totCounts.get(bin) || 0) + 1); + + if (idFilter.inFilter(glyph)) { + selCounts.set(bin, (selCounts.get(bin) || 0) + 1); + } + }); + } + + this.selectionCounts = selCounts.size > 0 ? selCounts : null; + this.totalCounts = totCounts.size > 0 ? totCounts : null; } } diff --git a/src/app/services/dataprovider.service.ts b/src/app/services/dataprovider.service.ts index 1eaafc6..4568ff8 100644 --- a/src/app/services/dataprovider.service.ts +++ b/src/app/services/dataprovider.service.ts @@ -226,6 +226,10 @@ export class DataProviderService { return this.filters; } + getGlyphDataSync(): Map | undefined { + return this.glyphCache.get(this.config.loadedData); + } + clearIdFilters() { this.filters.forEach(filter => { if (filter instanceof IdFilter) { diff --git a/src/app/sidebar/sidebar.component.html b/src/app/sidebar/sidebar.component.html index 2efe651..b41b49f 100644 --- a/src/app/sidebar/sidebar.component.html +++ b/src/app/sidebar/sidebar.component.html @@ -1,6 +1,9 @@
- + -
+
@@ -83,6 +86,38 @@
+ +
+ +
+ +
+
+ + +
+ +
+
+
+ + +
+ + +
@@ -126,11 +161,6 @@
- - -
- -
@@ -149,6 +179,22 @@
+ +
+
+ "{{ term }}" + +
+
+ {{ item.displayName }} + +
+
+
{ + this.ngZone.run(() => {}); + }) + ); } ngOnDestroy(): void { @@ -162,19 +173,15 @@ export class SidebarComponent implements OnInit, OnDestroy { expandTo(section: AccordionSection): void { this.collapsed = false; - if (section === 'appearance') { - this.appearanceOpen = true; - } else { - this.filtersOpen = true; - } + if (section === 'encoding') this.encodingOpen = true; + else if (section === 'style') this.styleOpen = true; + else this.filtersOpen = true; } toggleSection(section: AccordionSection): void { - if (section === 'appearance') { - this.appearanceOpen = !this.appearanceOpen; - } else { - this.filtersOpen = !this.filtersOpen; - } + if (section === 'encoding') this.encodingOpen = !this.encodingOpen; + else if (section === 'style') this.styleOpen = !this.styleOpen; + else this.filtersOpen = !this.filtersOpen; } // --- Glyph preview canvas --- @@ -186,7 +193,7 @@ export class SidebarComponent implements OnInit, OnDestroy { const dpr = window.devicePixelRatio || 1; const container = this.glyphCanvas.parentElement; const logicalWidth = container ? container.clientWidth : 316; - const logicalHeight = container ? container.clientHeight : 120; + const logicalHeight = container ? container.clientHeight : 180; this.glyphCanvas.width = logicalWidth * dpr; this.glyphCanvas.height = logicalHeight * dpr; @@ -206,8 +213,6 @@ export class SidebarComponent implements OnInit, OnDestroy { const canvasW = this.glyphCanvas.clientWidth; const canvasH = this.glyphCanvas.clientHeight; - // Draw functions place glyph center at ~(170, 90) with radius 50 - // Including labels, the bounding box is roughly 180x160 centered at (170, 90) const glyphCX = 170; const glyphCY = 90; const glyphW = 180; @@ -218,7 +223,6 @@ export class SidebarComponent implements OnInit, OnDestroy { this.glyphContext.save(); this.glyphContext.clearRect(0, 0, this.glyphCanvas.width, this.glyphCanvas.height); - // Center the glyph in the canvas and scale to fill this.glyphContext.translate(canvasW / 2, canvasH / 2); this.glyphContext.scale(scale, scale); this.glyphContext.translate(-glyphCX, -glyphCY); @@ -234,6 +238,71 @@ export class SidebarComponent implements OnInit, OnDestroy { this.glyphContext.restore(); } + // --- Glyph axes --- + toggleFeature(featureId: string): void { + const index = this.config.activeFeatures.indexOf(featureId); + if (index >= 0) { + this.config.activeFeatures.splice(index, 1); + } else { + this.config.activeFeatures.push(featureId); + } + this.config.updateConfiguration(); + } + + isFeatureActive(featureId: string): boolean { + return this.config.activeFeatures.includes(featureId); + } + + getActiveFeatureCount(): string { + return `${this.config.activeFeatures.length} of ${this.featureIds.length}`; + } + + getSortedFeatureIds(): string[] { + const active = this.featureIds.filter(id => this.isFeatureActive(id)); + const inactive = this.featureIds.filter(id => !this.isFeatureActive(id)); + return [...active, ...inactive]; + } + + // --- Active filter chips --- + getActiveFilters(): { filter: ItemFilter; displayName: string }[] { + const result: { filter: ItemFilter; displayName: string }[] = []; + for (const filter of this.dataProvider.getFilters()) { + if (filter.empty()) continue; + if (filter instanceof IdFilter) { + const count = filter.accaptableIds.length; + result.push({ filter, displayName: `${count} selected` }); + } else if (filter instanceof FeatureFilter) { + result.push({ filter, displayName: this.getFeatureName(filter.featureName) || filter.featureName }); + } else if (filter instanceof CategoryFilter) { + result.push({ filter, displayName: this.getFeatureName(filter.featureName) || filter.featureName }); + } + } + return result; + } + + removeFilter(filter: ItemFilter): void { + filter.clear(); + this.dataProvider.refreshFilters(); + if (filter instanceof IdFilter) { + this.config.clearSelection(); + } else { + this.config.redraw(); + } + } + + hasActiveFilters(): boolean { + return this.searchTerms.length > 0 || this.getActiveFilters().length > 0; + } + + // --- Style summary --- + getStyleSummary(): string { + const parts = [this.getGlyphName(this.glyphConfig.glyphType)]; + for (const opt of this.glyphConfig.glyphOptions) { + if ((this.glyphConfig as any)[opt.property]) parts.push(opt.label); + } + return parts.join(' · '); + } + // --- Search / text filter --- updateTextFilter(): void { const pos = this.dataProvider.getFilters().indexOf(this.textFilter); From 3bcdbb22cfa0c281faff51b4a9c51a9a3d3c6c95 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Mon, 16 Feb 2026 18:45:39 +0100 Subject: [PATCH 05/19] fix selection filtering --- .../menubar/histogram/histogram.component.ts | 26 ++++++++++++++++--- ...ep3-configure-data-features.component.scss | 8 +----- src/app/sidebar/sidebar.component.ts | 15 +++++++++++ 3 files changed, 38 insertions(+), 11 deletions(-) diff --git a/src/app/menubar/histogram/histogram.component.ts b/src/app/menubar/histogram/histogram.component.ts index f092656..e52fd88 100644 --- a/src/app/menubar/histogram/histogram.component.ts +++ b/src/app/menubar/histogram/histogram.component.ts @@ -67,6 +67,7 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { private defaultBarColor = '#333'; // dark gray private colorScale: ColorScale = COLOR_SCALES[0]; + private resizeObserver?: ResizeObserver; constructor() { } @@ -79,6 +80,20 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { } ngAfterViewInit(): void { + // Observe container resize (e.g. sidebar collapse/expand transition) + const container = this.histogramContainer.nativeElement; + this.resizeObserver = new ResizeObserver(() => { + const newWidth = container.clientWidth - this.margin.left - this.margin.right; + if (newWidth > 0 && newWidth !== this.width) { + this.width = newWidth; + this.cachedStackedBins = null; + d3.select(container).select('svg') + .attr('width', this.width + this.margin.left + this.margin.right); + this.updateChart(); + } + }); + this.resizeObserver.observe(container); + this.configSub.add( this.configuration.glyphConfigSubject$.subscribe(() => { this.colorScale = COLOR_SCALES.find(cs => cs.id === this.configuration.colorRange) || COLOR_SCALES[0]; @@ -116,8 +131,9 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { } ngOnDestroy(): void { + this.resizeObserver?.disconnect(); if (this.svg) { - this.svg.remove(); // removes the appended element + this.svg.remove(); this.svg = null; } d3.select(this.histogramContainer!.nativeElement).select('svg').remove(); @@ -502,10 +518,14 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { const effectiveType = this.getEffectiveType(); const totalBins = Object.keys(this.histogramData).length; + // Clear both filters upfront so the unused one doesn't interfere + // (FeatureFilter defaults minValue=0/maxValue=0 which is NOT empty) + this.categoryFilter.clear(); + this.filter.clear(); + if (effectiveType === 'categorical') { // For categorical: Filter by actual feature values // Values can be either normalized [0,1] or raw integers depending on scaling config - this.categoryFilter.clear(); // Get the number of actual categories from the non-zero bins const nonZeroBins = Object.entries(this.histogramData) @@ -552,8 +572,6 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { } else { // For numeric: Filter by continuous range // Bins represent ranges of continuous values - this.filter.clear(); - const steps = 1 / totalBins; selectedBins.forEach(bin => { diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss index 67226b3..17203b3 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss @@ -4,8 +4,6 @@ .step3-configure-data-features { display: flex; flex-direction: column; - flex: 1; - min-height: 0; .step-content { @include w.step-content; @@ -52,7 +50,6 @@ display: flex; gap: 16px; margin-bottom: 16px; - height: 420px; } // ── Left Panel: Column List ────────────────────────────────────────────────── @@ -65,7 +62,6 @@ border: 1px solid v.$gray-300; border-radius: 4px; background: white; - overflow: hidden; } .list-header { @@ -125,8 +121,7 @@ } .column-list { - flex: 1; - overflow-y: auto; + flex: none; } .column-item { @@ -238,7 +233,6 @@ border: 1px solid v.$gray-300; border-radius: 4px; background: white; - overflow-y: auto; display: flex; flex-direction: column; } diff --git a/src/app/sidebar/sidebar.component.ts b/src/app/sidebar/sidebar.component.ts index ed88535..9450792 100644 --- a/src/app/sidebar/sidebar.component.ts +++ b/src/app/sidebar/sidebar.component.ts @@ -50,13 +50,16 @@ export class SidebarComponent implements OnInit, OnDestroy { private glyphCanvas?: HTMLCanvasElement; private glyphContext?: CanvasRenderingContext2D; private currentGlyph: GlyphObject | null = null; + private resizeObserver?: ResizeObserver; @ViewChild('glyphCanvas') set glyphCanvasRef(ref: ElementRef | undefined) { if (ref) { this.glyphCanvas = ref.nativeElement; this.setupGlyphCanvas(); this.drawGlyphPreview(); + this.observeCanvasResize(); } else { + this.resizeObserver?.disconnect(); this.glyphCanvas = undefined; this.glyphContext = undefined; } @@ -163,6 +166,7 @@ export class SidebarComponent implements OnInit, OnDestroy { } ngOnDestroy(): void { + this.resizeObserver?.disconnect(); this.subs.unsubscribe(); } @@ -185,6 +189,17 @@ export class SidebarComponent implements OnInit, OnDestroy { } // --- Glyph preview canvas --- + private observeCanvasResize(): void { + this.resizeObserver?.disconnect(); + const container = this.glyphCanvas?.parentElement; + if (!container) return; + this.resizeObserver = new ResizeObserver(() => { + this.setupGlyphCanvas(); + this.drawGlyphPreview(); + }); + this.resizeObserver.observe(container); + } + private setupGlyphCanvas(): void { if (!this.glyphCanvas) return; const ctx = this.glyphCanvas.getContext('2d'); From 704a06a938ad6b3b69d6f9178a5946c4863eb463 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Mon, 16 Feb 2026 20:11:03 +0100 Subject: [PATCH 06/19] cleanup and dryness --- src/app/app.component.scss | 4 +- src/app/canvas/glyph-canvas.component.scss | 2 +- src/app/canvas/glyph-canvas.component.ts | 7 +- .../navigationcontrols.component.scss | 2 +- .../settingscontrols.component.scss | 60 +++--- .../histogram/histogram.component.scss | 6 +- .../menubar/histogram/histogram.component.ts | 117 ++++------- src/app/menubar/menubar.component.scss | 26 +-- .../models/data-type.enum.ts | 47 +++++ .../preprocessing-wizard.component.scss | 8 +- .../shared/_wizard-shared.scss | 28 +-- .../column-statistics.component.html | 4 +- .../column-statistics.component.scss | 14 +- .../column-statistics.component.ts | 21 +- .../data-preview-table.component.scss | 4 +- .../wizard-histogram.component.scss | 5 +- .../step1-upload/step1-upload.component.scss | 8 +- .../step2-column-selection.component.html | 6 +- .../step2-column-selection.component.scss | 22 +- .../step2-column-selection.component.ts | 69 +----- ...ep3-configure-data-features.component.html | 8 +- ...ep3-configure-data-features.component.scss | 39 ++-- ...step3-configure-data-features.component.ts | 7 +- ...tep4-visualization-settings.component.html | 194 ++--------------- ...tep4-visualization-settings.component.scss | 45 ++-- .../step4-visualization-settings.component.ts | 106 ++++------ .../step5-review-processing.component.html | 4 +- .../step5-review-processing.component.scss | 10 +- .../step5-review-processing.component.ts | 162 ++++----------- src/app/services/dataprovider.service.ts | 196 ++++++++---------- .../color-scale-selector.component.html | 35 ++++ .../color-scale-selector.component.scss | 5 + .../color-scale-selector.component.ts | 38 ++++ .../data-type-badge.component.scss | 6 + .../data-type-badge.component.ts | 17 ++ src/app/sidebar/sidebar.component.html | 30 +-- src/app/sidebar/sidebar.component.scss | 22 +- src/app/sidebar/sidebar.component.ts | 16 +- src/styles/_mixins.scss | 24 ++- src/styles/_variables.scss | 42 ++++ 40 files changed, 613 insertions(+), 853 deletions(-) create mode 100644 src/app/shared/components/color-scale-selector/color-scale-selector.component.html create mode 100644 src/app/shared/components/color-scale-selector/color-scale-selector.component.scss create mode 100644 src/app/shared/components/color-scale-selector/color-scale-selector.component.ts create mode 100644 src/app/shared/components/data-type-badge/data-type-badge.component.scss create mode 100644 src/app/shared/components/data-type-badge/data-type-badge.component.ts diff --git a/src/app/app.component.scss b/src/app/app.component.scss index b7a231e..c135a74 100644 --- a/src/app/app.component.scss +++ b/src/app/app.component.scss @@ -1,3 +1,5 @@ +@use '../styles/variables' as v; + :host { display: flex; flex-direction: column; @@ -5,7 +7,7 @@ height: 100vh; width: 100vw; overflow: hidden; - background-color: #f9f9f9; + background-color: v.$app-bg; } .content-area { diff --git a/src/app/canvas/glyph-canvas.component.scss b/src/app/canvas/glyph-canvas.component.scss index 719d857..a531458 100644 --- a/src/app/canvas/glyph-canvas.component.scss +++ b/src/app/canvas/glyph-canvas.component.scss @@ -17,7 +17,7 @@ 0 4px 12px rgba(0,0,0,0.05); &.active { - border: 1px solid #b3d2ff; /* subtle blue border on first click */ + border: 1px solid v.$ui-active-border; } .canvas-container { diff --git a/src/app/canvas/glyph-canvas.component.ts b/src/app/canvas/glyph-canvas.component.ts index b8cddb4..883591a 100644 --- a/src/app/canvas/glyph-canvas.component.ts +++ b/src/app/canvas/glyph-canvas.component.ts @@ -1080,11 +1080,8 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { } private applyFilters() { - const filters = this.dataProvider.getFilters(); - if (!filters.includes(this.selectionFilter)) { - this.selectionFilter.filterMode = FilterMode.Or; - filters.push(this.selectionFilter); - } + this.selectionFilter.filterMode = FilterMode.Or; + this.dataProvider.ensureFilter(this.selectionFilter); this.dataProvider.refreshFilters(); this.config.redraw(); } diff --git a/src/app/canvas/navigationcontrols/navigationcontrols.component.scss b/src/app/canvas/navigationcontrols/navigationcontrols.component.scss index c3e3e48..bc634b5 100644 --- a/src/app/canvas/navigationcontrols/navigationcontrols.component.scss +++ b/src/app/canvas/navigationcontrols/navigationcontrols.component.scss @@ -55,7 +55,7 @@ } &:hover { - background: #e6f0ff; + background: v.$ui-active-bg; /* subtle blue hover */ } diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.scss b/src/app/canvas/settingscontrols/settingscontrols.component.scss index 20b34a3..56a058f 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.scss +++ b/src/app/canvas/settingscontrols/settingscontrols.component.scss @@ -21,8 +21,8 @@ transition: opacity 0.2s ease; &.active { - background-color: #e6f0ff; - border-bottom: 1px solid #b3d2ff; + background-color: v.$ui-active-bg; + border-bottom: 1px solid v.$ui-active-border; } .settings-overlay { @@ -71,7 +71,7 @@ } &:hover:not(.active) { - background: #f0f4ff; + background: v.$ui-hover-bg; } &.active { @@ -135,7 +135,7 @@ width: 100%; padding: 10px 12px; border-radius: 10px; - border: 1px solid #d0d0d0; + border: 1px solid v.$ui-border-light; background: white; font-size: 13px; text-align: left; @@ -144,12 +144,12 @@ color: v.$gray-700; &:hover { - border-color: #6aa9ff; + border-color: v.$ui-accent-blue; } &.active { background: v.$color-blue-highlight; - border-color: #6aa9ff; + border-color: v.$ui-accent-blue; color: white; } } @@ -170,7 +170,7 @@ width: 32px; height: 32px; border-radius: 8px; - border: 1px solid #d0d0d0; + border: 1px solid v.$ui-border-light; background: white; display: flex; align-items: center; @@ -182,16 +182,16 @@ i { font-size: 18px; - color: #444; + color: v.$gray-700; } &:hover { - border-color: #6aa9ff; + border-color: v.$ui-accent-blue; } &.active { - background: #dbe9ff; - border-color: #6aa9ff; + background: v.$ui-active-pressed-bg; + border-color: v.$ui-accent-blue; i { color: v.$color-blue-highlight; @@ -211,14 +211,14 @@ height: 32px; padding: 0 8px; border-radius: 8px; - background: #f5f7fa; - border: 1px solid #e0e0e0; + background: v.$ui-bg-light; + border: 1px solid v.$gray-200; display: flex; align-items: center; justify-content: center; font-size: 13px; font-weight: 500; - color: #444; + color: v.$gray-700; } /* Background projection status */ @@ -242,8 +242,8 @@ gap: 4px; padding: 6px 8px; border-radius: 6px; - background: #f5f7fa; - border: 1px solid #e0e0e0; + background: v.$ui-bg-light; + border: 1px solid v.$gray-200; opacity: 1; transition: opacity 0.5s ease-out; @@ -252,23 +252,23 @@ } &.status-running { - background: #fff8e6; - border-color: #ffd666; + background: v.$proj-running-bg; + border-color: v.$proj-running-border; } &.status-complete { - background: #e6f7e6; - border-color: #95de95; + background: v.$proj-complete-bg; + border-color: v.$proj-complete-border; } &.status-error { - background: #fee; - border-color: #faa; + background: v.$proj-error-bg; + border-color: v.$proj-error-border; } &.status-pending { - background: #f5f5f5; - border-color: #ddd; + background: v.$gray-100; + border-color: v.$gray-200; } } @@ -293,25 +293,25 @@ } &.running .material-icons { - color: #f5a623; + color: v.$proj-running; } &.complete .material-icons { - color: #52c41a; + color: v.$proj-complete; } &.error .material-icons { - color: #ff4d4f; + color: v.$proj-error; } &.pending .material-icons { - color: #999; + color: v.$color-gray-border; } } .progress-bar-mini { height: 3px; - background: #e0e0e0; + background: v.$gray-200; border-radius: 2px; overflow: hidden; @@ -335,7 +335,7 @@ .progress-fill-mini { height: 100%; - background: #f5a623; + background: v.$proj-running; border-radius: 2px; transition: width 0.3s ease; } diff --git a/src/app/menubar/histogram/histogram.component.scss b/src/app/menubar/histogram/histogram.component.scss index 70463b6..92c119e 100644 --- a/src/app/menubar/histogram/histogram.component.scss +++ b/src/app/menubar/histogram/histogram.component.scss @@ -21,8 +21,8 @@ letter-spacing: 0.05em; padding: 0.25rem 0.4rem; - background-color: #e0e0e0; - color: #555; + background-color: v.$gray-200; + color: v.$gray-600; border-radius: 0.4rem; line-height: 1; @@ -35,7 +35,7 @@ position: relative; width: 100%; height: 60px; - background: #f5f5f5; + background: v.$gray-100; border-radius: 8px; box-sizing: border-box; } diff --git a/src/app/menubar/histogram/histogram.component.ts b/src/app/menubar/histogram/histogram.component.ts index e52fd88..503646e 100644 --- a/src/app/menubar/histogram/histogram.component.ts +++ b/src/app/menubar/histogram/histogram.component.ts @@ -497,21 +497,13 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { } private filteringFromBins(selectedBins: number[]): void { - const filters = this.dataProvider.getFilters(); - if (!filters.includes(this.filter)) { - this.dataProvider.getFilters().push(this.filter); - } - if (!filters.includes(this.categoryFilter)) { - this.dataProvider.getFilters().push(this.categoryFilter); - } + this.dataProvider.ensureFilter(this.filter); + this.dataProvider.ensureFilter(this.categoryFilter); if (!selectedBins || selectedBins.length === 0) { this.categoryFilter.clear(); this.filter.clear(); - this.dataProvider.refreshFilters(); - this.isOwnRedraw = true; - this.configuration.redraw(); - this.isOwnRedraw = false; + this.refreshAndRedraw(); return; } @@ -580,10 +572,7 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { }); } - this.dataProvider.refreshFilters(); - this.isOwnRedraw = true; - this.configuration.redraw(); - this.isOwnRedraw = false; + this.refreshAndRedraw(); } private filtering(selection: any): void { @@ -591,10 +580,7 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { return; } - const filters = this.dataProvider.getFilters(); - if (!filters.includes(this.filter)) { - this.dataProvider.getFilters().push(this.filter); - } + this.dataProvider.ensureFilter(this.filter); const absoluteMinValue: number = +d3.min(selection)!; const absoluteMaxValue: number = +d3.max(selection)!; @@ -611,6 +597,11 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { (this.filter as FeatureFilter).minValue = minValue; (this.filter as FeatureFilter).maxValue = Math.min(maxValue, 1.0); + this.refreshAndRedraw(); + } + + /** Refresh filters and trigger a redraw, flagging it as own to prevent cascading. */ + private refreshAndRedraw(): void { this.dataProvider.refreshFilters(); this.isOwnRedraw = true; this.configuration.redraw(); @@ -621,10 +612,7 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { this.filter.clear(); const pos = this.dataProvider.getFilters().indexOf(this.filter); if (pos >= 0) this.dataProvider.getFilters().splice(pos, 1); - this.dataProvider.refreshFilters(); - this.isOwnRedraw = true; - this.configuration.redraw(); - this.isOwnRedraw = false; + this.refreshAndRedraw(); } private computeSelectionOverlay(): void { @@ -651,66 +639,49 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { const effectiveType = this.getEffectiveType(); + // Detect value range (shared by both categorical and numeric paths) + let vMin = Infinity, vMax = -Infinity; + glyphMap.forEach((glyph: any) => { + const v = glyph.features?.['1']?.[this.property]; + if (v != null && !isNaN(v)) { + if (v < vMin) vMin = v; + if (v > vMax) vMax = v; + } + }); + const vRange = (vMax - vMin) || 1; + + // Categorical-only: precompute non-zero bin mapping + let nonZeroBins: number[] = []; + let numCategories = 0; if (effectiveType === 'categorical') { - // Categorical: map feature values → category index → histogram bin key - const nonZeroBins = Object.entries(this.histogramData) + nonZeroBins = Object.entries(this.histogramData) .filter(([, v]) => v !== 0) .map(([k]) => +k) .sort((a, b) => a - b); - const numCategories = nonZeroBins.length; + numCategories = nonZeroBins.length; + } - // Detect value range - let vMin = Infinity, vMax = -Infinity; - glyphMap.forEach((glyph: any) => { - const v = glyph.features?.['1']?.[this.property]; - if (v != null && !isNaN(v)) { - if (v < vMin) vMin = v; - if (v > vMax) vMax = v; - } - }); - const vRange = (vMax - vMin) || 1; + // Single pass: assign each glyph to a bin and tally counts + glyphMap.forEach((glyph: any) => { + const featureValue = glyph.features?.['1']?.[this.property]; + if (featureValue == null || isNaN(featureValue)) return; - glyphMap.forEach((glyph: any) => { - const featureValue = glyph.features?.['1']?.[this.property]; - if (featureValue == null || isNaN(featureValue)) return; + const normalized = (featureValue - vMin) / vRange; + let bin: number; - // Normalize to [0,1] then round to nearest category index - const normalized = (featureValue - vMin) / vRange; + if (effectiveType === 'categorical') { const catIdx = numCategories <= 1 ? 0 : Math.round(normalized * (numCategories - 1)); if (catIdx < 0 || catIdx >= nonZeroBins.length) return; + bin = nonZeroBins[catIdx]; + } else { + bin = Math.min(Math.floor(normalized * totalBins), totalBins - 1); + } - const bin = nonZeroBins[catIdx]; - totCounts.set(bin, (totCounts.get(bin) || 0) + 1); - - if (idFilter.inFilter(glyph)) { - selCounts.set(bin, (selCounts.get(bin) || 0) + 1); - } - }); - } else { - // Numeric: detect value range and use linear binning - let vMin = Infinity, vMax = -Infinity; - glyphMap.forEach((glyph: any) => { - const v = glyph.features?.['1']?.[this.property]; - if (v != null && !isNaN(v)) { - if (v < vMin) vMin = v; - if (v > vMax) vMax = v; - } - }); - const vRange = (vMax - vMin) || 1; - - glyphMap.forEach((glyph: any) => { - const featureValue = glyph.features?.['1']?.[this.property]; - if (featureValue == null || isNaN(featureValue)) return; - - const normalized = (featureValue - vMin) / vRange; - const bin = Math.min(Math.floor(normalized * totalBins), totalBins - 1); - totCounts.set(bin, (totCounts.get(bin) || 0) + 1); - - if (idFilter.inFilter(glyph)) { - selCounts.set(bin, (selCounts.get(bin) || 0) + 1); - } - }); - } + totCounts.set(bin, (totCounts.get(bin) || 0) + 1); + if (idFilter.inFilter(glyph)) { + selCounts.set(bin, (selCounts.get(bin) || 0) + 1); + } + }); this.selectionCounts = selCounts.size > 0 ? selCounts : null; this.totalCounts = totCounts.size > 0 ? totCounts : null; diff --git a/src/app/menubar/menubar.component.scss b/src/app/menubar/menubar.component.scss index 547796d..bbc5180 100644 --- a/src/app/menubar/menubar.component.scss +++ b/src/app/menubar/menubar.component.scss @@ -7,7 +7,7 @@ height: 64px; padding: 0 18px; background: white; - border-bottom: 1px solid #ddd; + border-bottom: 1px solid v.$gray-200; } .menu-top-row { @@ -81,12 +81,12 @@ background: transparent; border-radius: 8px; cursor: pointer; - color: #999; + color: v.$color-gray-border; padding: 0; &:hover { - background: #fee2e2; - color: #dc2626; + background: v.$delete-hover-bg; + color: v.$delete-hover-text; } .material-icons { @@ -112,8 +112,8 @@ padding: 6px 12px; border-radius: 10px; border: none; - background-color: #f2f2f2; - color: #333; + background-color: v.$gray-100; + color: v.$gray-800; font-size: 14px; cursor: pointer; @@ -122,12 +122,12 @@ /* subtle hover effect */ &:hover { - background-color: #e6e6e6; + background-color: v.$gray-200; } /* focus outline for accessibility */ &:focus { - outline: 2px solid #c7d2fe; + outline: 2px solid v.$focus-outline; outline-offset: 2px; } } @@ -150,7 +150,7 @@ display: flex; gap: 6px; padding: 4px; - background: #f2f2f2; + background: v.$gray-100; border-radius: 10px; button { @@ -165,10 +165,10 @@ cursor: pointer; font-size: 14px; - color: #333; + color: v.$gray-800; &:hover { - background: #e0e0e0; + background: v.$gray-200; } .material-icons { @@ -194,11 +194,11 @@ border: none; padding: 6px 12px; border-radius: 10px; - background: #f2f2f2; + background: v.$gray-100; cursor: pointer; &:hover { - background: #e6e6e6; + background: v.$gray-200; } } } diff --git a/src/app/preprocessing-wizard/models/data-type.enum.ts b/src/app/preprocessing-wizard/models/data-type.enum.ts index f0cc23d..eb3ad2c 100644 --- a/src/app/preprocessing-wizard/models/data-type.enum.ts +++ b/src/app/preprocessing-wizard/models/data-type.enum.ts @@ -51,3 +51,50 @@ export enum OutlierMethod { export function getDataTypeBadgeClass(dataType: DataType | undefined): string { return `badge-${dataType}`; } + +export function getDataTypeLabel(dataType: DataType): string { + const labels: Record = { + [DataType.Numeric]: 'Numeric', + [DataType.Categorical]: 'Categorical', + [DataType.Text]: 'Text', + [DataType.Date]: 'Date', + [DataType.Boolean]: 'Boolean', + [DataType.ID]: 'ID', + [DataType.Coordinate]: 'Coordinate', + [DataType.Unknown]: 'Unknown' + }; + return labels[dataType] || 'Unknown'; +} + +export function getEncodingLabel(method: EncodingMethod): string { + const labels: Record = { + [EncodingMethod.None]: 'None', + [EncodingMethod.OneHot]: 'One-Hot', + [EncodingMethod.Label]: 'Label', + [EncodingMethod.Normalize]: 'Normalize', + [EncodingMethod.Standardize]: 'Standardize' + }; + return labels[method] || 'Unknown'; +} + +export function getScalingLabel(method: ScalingMethod): string { + const labels: Record = { + [ScalingMethod.None]: 'None', + [ScalingMethod.Standard]: 'Standard', + [ScalingMethod.MinMax]: 'Min-Max', + [ScalingMethod.Robust]: 'Robust' + }; + return labels[method] || 'Unknown'; +} + +export function getDataTypeColor(dataType: DataType): string { + switch (dataType) { + case DataType.Numeric: return '#16A34A'; + case DataType.Categorical: return '#7C3AED'; + case DataType.Text: return '#8BC34A'; + case DataType.Date: return '#EA580C'; + case DataType.Boolean: return '#00bcd4'; + case DataType.ID: return '#888888'; + default: return '#888888'; + } +} diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.scss b/src/app/preprocessing-wizard/preprocessing-wizard.component.scss index 3553be6..217402c 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.scss +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.scss @@ -70,9 +70,9 @@ align-items: center; gap: 12px; padding: 12px 16px; - background: rgba(244, 67, 54, 0.1); - border-left: 3px solid #F44336; - color: #C62828; + background: rgba(v.$status-error, 0.1); + border-left: 3px solid v.$status-error; + color: v.$status-error-dark; margin: 0 16px 16px; border-radius: 2px; @@ -89,7 +89,7 @@ .material-icons { font-size: 18px; - color: #C62828; + color: v.$status-error-dark; } } } diff --git a/src/app/preprocessing-wizard/shared/_wizard-shared.scss b/src/app/preprocessing-wizard/shared/_wizard-shared.scss index 2af7ff7..2cd6803 100644 --- a/src/app/preprocessing-wizard/shared/_wizard-shared.scss +++ b/src/app/preprocessing-wizard/shared/_wizard-shared.scss @@ -113,23 +113,23 @@ &.status-yes, &.status-complete { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; + background: rgba(v.$status-success, 0.1); + color: v.$status-success-dark; } &.status-no { background: rgba(158, 158, 158, 0.1); - color: #616161; + color: v.$gray-600; } &.status-running { - background: rgba(0, 188, 212, 0.1); + background: rgba(v.$active-color, 0.1); color: v.$active-color; } &.status-error { - background: rgba(244, 67, 54, 0.1); - color: #C62828; + background: rgba(v.$status-error, 0.1); + color: v.$status-error-dark; } } @@ -185,23 +185,23 @@ @mixin message-info { @include message-base; - background: rgba(0, 188, 212, 0.1); + background: rgba(v.$active-color, 0.1); border-left: 3px solid v.$active-color; - color: #00838f; + color: v.$status-info; } @mixin message-warning { @include message-base; - background: rgba(255, 152, 0, 0.1); - border-left: 3px solid #FF9800; - color: #E65100; + background: rgba(v.$status-warning, 0.1); + border-left: 3px solid v.$status-warning; + color: v.$status-warning-dark; } @mixin message-error { @include message-base; - background: rgba(244, 67, 54, 0.1); - border-left: 3px solid #F44336; - color: #C62828; + background: rgba(v.$status-error, 0.1); + border-left: 3px solid v.$status-error; + color: v.$status-error-dark; } // Form elements diff --git a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html index c69bd45..08d4ea1 100644 --- a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html +++ b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html @@ -1,9 +1,7 @@
{{ statistics.name }}
- - {{ dataTypeLabel }} - +
@if (hasIssues) { diff --git a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss index e92eeca..b138036 100644 --- a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss +++ b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.scss @@ -49,12 +49,12 @@ align-items: center; gap: 8px; padding: 8px; - background: rgba(255, 152, 0, 0.1); - border-left: 3px solid #FF9800; + background: rgba(v.$status-warning, 0.1); + border-left: 3px solid v.$status-warning; border-radius: 4px; margin-bottom: 12px; font-size: 13px; - color: #E65100; + color: v.$status-warning-dark; .material-icons { font-size: 18px; @@ -86,7 +86,7 @@ text-align: right; &.text-warning { - color: #FF9800; + color: v.$status-warning; } } @@ -100,15 +100,15 @@ @include w.progress-fill; &.good { - background: #4CAF50; + background: v.$status-success; } &.warning { - background: #FF9800; + background: v.$status-warning; } &.poor { - background: #F44336; + background: v.$status-error; } } diff --git a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts index cefbf44..235e671 100644 --- a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts +++ b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts @@ -1,12 +1,12 @@ import { Component, Input } from '@angular/core'; import { CommonModule } from '@angular/common'; import { ColumnStatistics } from '../../models/column-statistics'; -import { DataType } from '../../models/data-type.enum'; +import { DataTypeBadgeComponent } from '../../../shared/components/data-type-badge/data-type-badge.component'; @Component({ selector: 'app-column-statistics', standalone: true, - imports: [CommonModule], + imports: [CommonModule, DataTypeBadgeComponent], templateUrl: './column-statistics.component.html', styleUrl: './column-statistics.component.scss' }) @@ -14,23 +14,6 @@ export class ColumnStatisticsComponent { @Input() statistics!: ColumnStatistics; @Input() compact: boolean = false; - get dataTypeBadgeClass(): string { - switch (this.statistics.dataType) { - case DataType.Numeric: return 'badge-numeric'; - case DataType.Categorical: return 'badge-categorical'; - case DataType.Text: return 'badge-text'; - case DataType.Date: return 'badge-date'; - case DataType.Boolean: return 'badge-boolean'; - case DataType.ID: return 'badge-id'; - default: return 'badge-unknown'; - } - } - - get dataTypeLabel(): string { - return this.statistics.dataType.charAt(0).toUpperCase() + - this.statistics.dataType.slice(1); - } - get completenessPercentage(): number { const total = this.statistics.count + this.statistics.missingCount; if (total === 0) return 0; diff --git a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss index 3f8953d..e135496 100644 --- a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss +++ b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.scss @@ -21,14 +21,14 @@ table { thead th { &.highlighted { - background: rgba(0, 188, 212, 0.1); + background: rgba(v.$active-color, 0.1); color: v.$active-color; } } tbody td { &.highlighted { - background: rgba(76, 175, 80, 0.1); + background: rgba(v.$status-success, 0.1); } } } diff --git a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss index 00a5394..af94a3d 100644 --- a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss +++ b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss @@ -1,4 +1,5 @@ @use '../../../../styles/variables' as v; +@use '../../../../styles/mixins' as m; .wizard-histogram { width: 120px; // Fixed width to match the SVG @@ -33,10 +34,8 @@ padding: 0; font-size: 9px; font-weight: 500; - white-space: nowrap; + @include m.text-truncate; pointer-events: none; - overflow: hidden; - text-overflow: ellipsis; text-align: center; opacity: 0; box-sizing: border-box; diff --git a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss index c2964dd..90455f6 100644 --- a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss +++ b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.scss @@ -36,7 +36,7 @@ &.drag-over { border-color: v.$active-color; - background: rgba(0, 188, 212, 0.05); + background: rgba(v.$active-color, 0.05); } &.loading { @@ -221,15 +221,15 @@ } &.quality-fair .material-icons { - color: #FF9800; + color: v.$status-warning; } &.quality-poor .material-icons { - color: #F44336; + color: v.$status-error; } &.warning .material-icons { - color: #FF9800; + color: v.$status-warning; } } diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html index e13750f..0c5d1dd 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html @@ -120,11 +120,7 @@

{{ stepInfo.title }}

- - {{ getDataTypeLabel(column.dataType) }} - + diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss index 249b5c0..db8b749 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss @@ -18,19 +18,7 @@ } .step-header { - text-align: center; - margin-bottom: 20px; - - h2 { - font-size: 18px; - color: v.$gray-800; - margin-bottom: 8px; - } - - p { - font-size: 13px; - color: v.$gray-600; - } + @include wizard.step-header; } .column-actions { @@ -71,7 +59,7 @@ font-weight: 600; &.enabled { - background: rgba(0, 188, 212, 0.1); + background: rgba(v.$active-color, 0.1); color: v.$active-color; } @@ -141,7 +129,7 @@ } &.has-issues { - background: rgba(255, 152, 0, 0.05); + background: rgba(v.$status-warning, 0.05); } td { @@ -181,7 +169,7 @@ .issue-icon { font-size: 16px; - color: #FF9800; + color: v.$status-warning; } } @@ -209,7 +197,7 @@ color: v.$gray-600; &.warn { - color: #FF9800; + color: v.$status-warning; font-weight: 600; } } diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts index 60f37ff..a4a3a10 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts @@ -5,15 +5,16 @@ import { PreprocessingService } from '../../services/preprocessing.service'; import { WizardHistogramComponent } from '../../shared/wizard-histogram/wizard-histogram.component'; import { ColumnStatistics, HistogramData } from '../../models/column-statistics'; import { ColumnConfig } from '../../models/column-config'; -import { DataType, getDataTypeBadgeClass as badgeClassFn } from '../../models/data-type.enum'; +import { DataType, getDataTypeColor } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; +import { DataTypeBadgeComponent } from '../../../shared/components/data-type-badge/data-type-badge.component'; @Component({ selector: 'app-step2-column-selection', standalone: true, - imports: [CommonModule, FormsModule, WizardHistogramComponent, HelpTooltipComponent], + imports: [CommonModule, FormsModule, WizardHistogramComponent, HelpTooltipComponent, DataTypeBadgeComponent], templateUrl: './step2-column-selection.component.html', styleUrl: './step2-column-selection.component.scss' }) @@ -24,7 +25,6 @@ export class Step2ColumnSelectionComponent implements OnInit { columnConfigs: Map = new Map(); searchTerm: string = ''; columnHistogramCache: Map = new Map(); - getDataTypeBadgeClass = badgeClassFn; // Expose help text and step info to template readonly HELP_TEXT = HELP_TEXT; @@ -139,71 +139,12 @@ export class Step2ColumnSelectionComponent implements OnInit { ); } - /** - * Get data type label - */ - getDataTypeLabel(dataType: DataType): string { - switch (dataType) { - case DataType.Numeric: return 'Numeric'; - case DataType.Categorical: return 'Categorical'; - case DataType.Text: return 'Text'; - case DataType.Date: return 'Date'; - case DataType.Boolean: return 'Boolean'; - case DataType.ID: return 'ID'; - default: return 'Unknown'; - } - } - - /** - * Format number with appropriate precision - */ - formatNumber(value: number | undefined): string { - if (value === undefined || value === null) return '—'; - if (Math.abs(value) >= 1000) { - return value.toLocaleString('en-US', { maximumFractionDigits: 1 }); - } - return value.toLocaleString('en-US', { maximumFractionDigits: 2 }); - } - - /** - * Truncate text to max length - */ - truncateText(text: string, maxLength: number): string { + private truncateText(text: string, maxLength: number): string { if (text.length <= maxLength) return text; return text.substring(0, maxLength) + '...'; } - /** - * Format date string for display - */ - formatDate(dateStr: string): string { - try { - const date = new Date(dateStr); - if (isNaN(date.getTime())) return dateStr; - return date.toLocaleDateString('en-US', { - year: 'numeric', - month: 'short', - day: 'numeric' - }); - } catch { - return dateStr; - } - } - - /** - * Get color for data type (matching updated _variables.scss) - */ - getDataTypeColor(dataType: DataType): string { - switch (dataType) { - case DataType.Numeric: return '#16A34A'; // Green - case DataType.Categorical: return '#7C3AED'; // Purple - case DataType.Text: return '#8BC34A'; // Light Green - case DataType.Date: return '#EA580C'; // Orange (Temporal) - case DataType.Boolean: return '#00bcd4'; // Cyan - case DataType.ID: return '#888888'; // Gray - default: return '#888888'; - } - } + getDataTypeColor = getDataTypeColor; /** * Get histogram data for a column (either from column.histogram or cached) diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html index ee06713..7c3afc1 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html @@ -72,9 +72,7 @@

{{ stepInfo.title }}

{{ colState.column.name }} - - {{ colState.column.dataType }} - +
{{ getConfigSummary(colState) }} @@ -111,9 +109,7 @@

{{ stepInfo.title }}

@if (selectedColumn) {

{{ selectedColumn.column.name }}

- - {{ selectedColumn.column.dataType }} - +
diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss index 17203b3..895949d 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss @@ -1,5 +1,6 @@ @use '../../shared/wizard-shared' as w; @use '../../../../styles/variables' as v; +@use '../../../../styles/mixins' as m; .step3-configure-data-features { display: flex; @@ -139,13 +140,13 @@ } &.selected { - background: rgba(0, 188, 212, 0.06); + background: rgba(v.$active-color, 0.06); border-left-color: v.$active-color; } &.has-issues { .column-name { - color: #E65100; + color: v.$status-warning-dark; } } } @@ -166,9 +167,7 @@ .column-name { @include w.column-name-text; font-size: 13px; - white-space: nowrap; - overflow: hidden; - text-overflow: ellipsis; + @include m.text-truncate; } } @@ -190,13 +189,13 @@ border-radius: 8px; &.missing { - background: rgba(255, 152, 0, 0.1); - color: #E65100; + background: rgba(v.$status-warning, 0.1); + color: v.$status-warning-dark; } &.outliers { - background: rgba(244, 67, 54, 0.1); - color: #C62828; + background: rgba(v.$status-error, 0.1); + color: v.$status-error-dark; } } } @@ -283,16 +282,14 @@ font-variant-numeric: tabular-nums; &.warn { - color: #E65100; + color: v.$status-warning-dark; } } &.top-values .stat-value { font-weight: 500; max-width: 100px; - overflow: hidden; - text-overflow: ellipsis; - white-space: nowrap; + @include m.text-truncate; } &.stat-date .stat-value { @@ -328,7 +325,7 @@ .section-count { font-size: 11px; font-weight: 600; - color: #E65100; + color: v.$status-warning-dark; margin-left: auto; } @@ -442,15 +439,15 @@ align-items: center; gap: 8px; padding: 12px; - background: rgba(76, 175, 80, 0.05); - border-left: 3px solid #4CAF50; + background: rgba(v.$status-success, 0.05); + border-left: 3px solid v.$status-success; border-radius: 2px; - color: #2E7D32; + color: v.$status-success-dark; font-size: 13px; .material-icons { font-size: 18px; - color: #4CAF50; + color: v.$status-success; } } @@ -474,7 +471,7 @@ .stat-large { font-size: 24px; font-weight: 700; - color: #E65100; + color: v.$status-warning-dark; } .stat-label { @@ -508,10 +505,10 @@ align-items: center; gap: 6px; padding: 8px 10px; - background: rgba(255, 152, 0, 0.1); + background: rgba(v.$status-warning, 0.1); border-radius: 3px; font-size: 12px; - color: #E65100; + color: v.$status-warning-dark; .material-icons { font-size: 16px; diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts index 6779b7e..d03a7dd 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts @@ -10,12 +10,12 @@ import { ScalingMethod, MissingValueStrategy, OutlierStrategy, - OutlierMethod, - getDataTypeBadgeClass as badgeClassFn + OutlierMethod } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; +import { DataTypeBadgeComponent } from '../../../shared/components/data-type-badge/data-type-badge.component'; interface ColumnConfigState { column: ColumnStatistics; @@ -28,14 +28,13 @@ interface ColumnConfigState { @Component({ selector: 'app-step3-configure-data-features', standalone: true, - imports: [CommonModule, FormsModule, HelpTooltipComponent], + imports: [CommonModule, FormsModule, HelpTooltipComponent, DataTypeBadgeComponent], templateUrl: './step3-configure-data-features.component.html', styleUrl: './step3-configure-data-features.component.scss' }) export class Step3ConfigureDataFeaturesComponent implements OnInit { columns: ColumnConfigState[] = []; filteredColumns: ColumnConfigState[] = []; - getDataTypeBadgeClass = badgeClassFn; // Selection state for list+detail panel selectedColumnName: string | null = null; diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html index 193e16d..ed76a9e 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html @@ -21,43 +21,11 @@

{{ stepInfo.title }}

-
-
- @if (getSelectedColorScale(); as scale) { - @if (scale.type === 'numeric') { -
- } @else { - @for (c of getCategoricalColors(scale); track c) { -
- } - } - } -
- - @if (colorScaleDropdownOpen) { -
- @for (group of groupedColorScales; track group.group; let gi = $index) { -
{{ group.group }}
- @for (scale of group.scales; track scale.id) { -
- @if (scale.type === 'numeric') { -
- } @else { - @for (c of getCategoricalColors(scale); track c) { -
- } - } -
- } - @if (gi < groupedColorScales.length - 1) { -
- } - } -
- } -
+ +
@@ -296,152 +264,30 @@

@if (projectionConfig[method.key] && isMethodParamsExpanded(method.key)) {
{{ method.name }} Parameters - @if (method.key === 'enableIsoMap') { -
- -
- - -
-
- } - @if (method.key === 'enableLLE') { -
- -
- - -
-
- } - @if (method.key === 'enableLTSA') { -
- -
- - -
-
- } - @if (method.key === 'enableTriMap') { -
- -
- - -
-
- } - @if (method.key === 'enableTSNE') { -
- -
- - -
-
+ @for (param of method.params; track param.configKey) {
- -
- @if (shouldShowTSNEWarning()) { -
- warning -
-

{{ getTSNETimeEstimate() }}

-

t-SNE will run in the background. Explore with FastMap while waiting.

-
-
- } } - @if (method.key === 'enableUMAP') { -
- -
- - -
-
-
- -
- - + @if (method.key === 'enableTSNE' && shouldShowTSNEWarning()) { +
+ warning +
+

{{ getTSNETimeEstimate() }}

+

t-SNE will run in the background. Explore with FastMap while waiting.

} diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss index 01be964..b70ed27 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss @@ -73,8 +73,9 @@ @include m.form-group; select, - .color-scale-select { + app-color-scale-selector { width: 200px; + display: block; } } @@ -143,7 +144,7 @@ margin-bottom: 8px; .progress-fill.complete { - background: #4CAF50; + background: v.$status-success; } } @@ -260,9 +261,7 @@ flex: 1; font-weight: 500; color: v.$gray-800; - overflow: hidden; - text-overflow: ellipsis; - white-space: nowrap; + @include m.text-truncate; } .variance-bar { @@ -296,7 +295,7 @@ flex-shrink: 0; &:hover { - background: #F44336; + background: v.$status-error; color: white; } @@ -311,11 +310,11 @@ align-items: center; gap: 6px; padding: 6px 8px; - background: rgba(255, 152, 0, 0.1); - border-left: 3px solid #FF9800; + background: rgba(v.$status-warning, 0.1); + border-left: 3px solid v.$status-warning; border-radius: 8px; font-size: 12px; - color: #E65100; + color: v.$status-warning-dark; margin-top: 6px; .material-icons { @@ -398,7 +397,7 @@ &.active { border-color: v.$active-color; - background: rgba(0, 188, 212, 0.08); + background: rgba(v.$active-color, 0.08); color: v.$active-color; font-weight: 600; } @@ -434,10 +433,10 @@ font-size: 12px; font-weight: 600; color: v.$active-color; - background: rgba(0, 188, 212, 0.06); + background: rgba(v.$active-color, 0.06); padding: 3px 10px; border-radius: 6px; - border: 1px solid rgba(0, 188, 212, 0.2); + border: 1px solid rgba(v.$active-color, 0.2); .material-icons { font-size: 14px; @@ -467,13 +466,13 @@ } &.enabled { - background: rgba(0, 188, 212, 0.04); - border-color: rgba(0, 188, 212, 0.3); + background: rgba(v.$active-color, 0.04); + border-color: rgba(v.$active-color, 0.3); } &.has-warning.enabled { - background: rgba(255, 152, 0, 0.04); - border-color: rgba(255, 152, 0, 0.3); + background: rgba(v.$status-warning, 0.04); + border-color: rgba(v.$status-warning, 0.3); } .card-row { @@ -505,7 +504,7 @@ .warning-icon { font-size: 13px; - color: #E65100; + color: v.$status-warning-dark; flex-shrink: 0; } @@ -540,7 +539,7 @@ flex-shrink: 0; &.badge-primary { - background: rgba(0, 188, 212, 0.15); + background: rgba(v.$active-color, 0.15); color: color.adjust(v.$active-color, $lightness: -10%); } @@ -550,17 +549,17 @@ } &.badge-fast { - background: rgba(76, 175, 80, 0.1); - color: #388E3C; + background: rgba(v.$status-success, 0.1); + color: v.$status-success-dark; } &.badge-medium { - background: rgba(255, 152, 0, 0.1); - color: #E65100; + background: rgba(v.$status-warning, 0.1); + color: v.$status-warning-dark; } &.badge-slow { - background: rgba(244, 67, 54, 0.08); + background: rgba(v.$status-error, 0.08); color: #D32F2F; } diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts index b7c8138..82c5671 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts @@ -1,4 +1,4 @@ -import { Component, OnInit, OnDestroy, HostListener } from '@angular/core'; +import { Component, OnInit, OnDestroy } from '@angular/core'; import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; import { PreprocessingService } from '../../services/preprocessing.service'; @@ -9,10 +9,19 @@ import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.com import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; import { - COLOR_SCALES, ColorScale, buildGroupedColorScales, - getContinuousGradient as continuousGradientFn, - getCategoricalColors as categoricalColorsFn + COLOR_SCALES, ColorScale, buildGroupedColorScales } from '../../../shared/interfaces/color-scale'; +import { ColorScaleSelectorComponent } from '../../../shared/components/color-scale-selector/color-scale-selector.component'; + +/** Describes a tunable parameter for a projection method. */ +interface ProjectionParam { + label: string; + helpKey: string; + configKey: keyof ProjectionConfig; + min: number; + max: number; + step?: number; +} /** * UI configuration for a projection method. @@ -28,12 +37,13 @@ interface ProjectionMethodUI { sizeHint?: string; disabled?: boolean; largeDatasetWarning?: boolean; + params?: ProjectionParam[]; } @Component({ selector: 'app-step4-visualization-settings', standalone: true, - imports: [CommonModule, FormsModule, HelpTooltipComponent], + imports: [CommonModule, FormsModule, HelpTooltipComponent, ColorScaleSelectorComponent], templateUrl: './step4-visualization-settings.component.html', styleUrl: './step4-visualization-settings.component.scss' }) @@ -42,10 +52,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { columns: ColumnStatistics[] = []; colorFeature: string | null = null; selectedColorScaleId: number = 0; - colorScaleDropdownOpen = false; groupedColorScales: { group: string; scales: ColorScale[] }[] = []; - getContinuousGradient = continuousGradientFn; - getCategoricalColors = categoricalColorsFn; getDataTypeBadgeClass = badgeClassFn; // Glyph feature mapping @@ -109,7 +116,10 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { description: 'Global structure preservation', icon: 'timeline', badge: 'Fast', - sizeHint: 'up to 100K rows' + sizeHint: 'up to 100K rows', + params: [ + { label: 'Weight Adjustment', helpKey: 'trimapWeightAdj', configKey: 'trimapWeightAdj', min: 100, max: 2000, step: 50 } + ] }, { key: 'enableMDS', @@ -127,7 +137,10 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { icon: 'auto_graph', badge: 'Medium', sizeHint: 'up to 5K rows', - largeDatasetWarning: true + largeDatasetWarning: true, + params: [ + { label: 'Neighbors (0 = auto)', helpKey: 'isomapNeighbors', configKey: 'isomapNeighbors', min: 0, max: 200 } + ] }, { key: 'enableLLE', @@ -136,7 +149,10 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { icon: 'blur_on', badge: 'Medium', sizeHint: 'up to 30K rows', - largeDatasetWarning: true + largeDatasetWarning: true, + params: [ + { label: 'Neighbors (0 = auto)', helpKey: 'lleNeighbors', configKey: 'lleNeighbors', min: 0, max: 200 } + ] }, { key: 'enableLTSA', @@ -145,7 +161,10 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { icon: 'waves', badge: 'Medium', sizeHint: 'up to 20K rows', - largeDatasetWarning: true + largeDatasetWarning: true, + params: [ + { label: 'Neighbors (0 = auto)', helpKey: 'ltsaNeighbors', configKey: 'ltsaNeighbors', min: 0, max: 200 } + ] }, { key: 'enableTopoMap', @@ -163,7 +182,11 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { icon: 'scatter_plot', badge: 'Slow', sizeHint: 'up to 100K rows', - largeDatasetWarning: true + largeDatasetWarning: true, + params: [ + { label: 'Number of Neighbors', helpKey: 'umapNeighbors', configKey: 'umapNeighbors', min: 2, max: 200 }, + { label: 'Minimum Distance', helpKey: 'umapMinDist', configKey: 'umapMinDist', min: 0, max: 0.99, step: 0.01 } + ] }, { key: 'enableSammon', @@ -181,7 +204,11 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { icon: 'bubble_chart', badge: 'Very Slow', sizeHint: 'up to 15K rows', - largeDatasetWarning: true + largeDatasetWarning: true, + params: [ + { label: 'Perplexity', helpKey: 'tsnePerplexity', configKey: 'tsnePerplexity', min: 5, max: 50 }, + { label: 'Iterations', helpKey: 'tsneIterations', configKey: 'tsneIterations', min: 250, max: 5000, step: 250 } + ] } ]; @@ -252,19 +279,9 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { selectColorScale(id: number): void { this.selectedColorScaleId = id; - this.colorScaleDropdownOpen = false; this.preprocessingService.setColorScaleId(id); } - toggleColorScaleDropdown(): void { - this.colorScaleDropdownOpen = !this.colorScaleDropdownOpen; - } - - @HostListener('document:click') - onDocumentClick(): void { - this.colorScaleDropdownOpen = false; - } - // ============================================================================ // Glyph Feature Mapping // ============================================================================ @@ -426,43 +443,8 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { this.updateProjectionConfig(); } - onTSNEPerplexityChange(value: number): void { - this.projectionConfig.tsnePerplexity = Math.max(5, Math.min(50, value)); - this.updateProjectionConfig(); - } - - onTSNEIterationsChange(value: number): void { - this.projectionConfig.tsneIterations = Math.max(250, Math.min(5000, value)); - this.updateProjectionConfig(); - } - - onUMAPNeighborsChange(value: number): void { - this.projectionConfig.umapNeighbors = Math.max(2, Math.min(200, value)); - this.updateProjectionConfig(); - } - - onUMAPMinDistChange(value: number): void { - this.projectionConfig.umapMinDist = Math.max(0.0, Math.min(0.99, value)); - this.updateProjectionConfig(); - } - - onIsoMapNeighborsChange(value: number): void { - this.projectionConfig.isomapNeighbors = Math.max(0, Math.min(200, value)); - this.updateProjectionConfig(); - } - - onLLENeighborsChange(value: number): void { - this.projectionConfig.lleNeighbors = Math.max(0, Math.min(200, value)); - this.updateProjectionConfig(); - } - - onLTSANeighborsChange(value: number): void { - this.projectionConfig.ltsaNeighbors = Math.max(0, Math.min(200, value)); - this.updateProjectionConfig(); - } - - onTriMapWeightAdjChange(value: number): void { - this.projectionConfig.trimapWeightAdj = Math.max(100, Math.min(2000, value)); + onParamChange(configKey: keyof ProjectionConfig, value: number, min: number, max: number): void { + (this.projectionConfig as any)[configKey] = Math.max(min, Math.min(max, value)); this.updateProjectionConfig(); } @@ -621,7 +603,7 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { } methodHasParams(method: ProjectionMethodUI): boolean { - return ['enableIsoMap', 'enableLLE', 'enableLTSA', 'enableTSNE', 'enableUMAP', 'enableTriMap'].includes(method.key); + return (method.params?.length ?? 0) > 0; } // ============================================================================ diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html index a6e49fb..f87e36b 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html @@ -78,9 +78,7 @@

{{ stepInfo.title }}

} - - {{ getDataTypeLabel(config.targetType) }} - + {{ getEncodingLabel(config.encodingMethod) }} diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss index 34c1580..059319f 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.scss @@ -38,7 +38,7 @@ justify-content: center; width: 40px; height: 40px; - background: rgba(0, 188, 212, 0.1); + background: rgba(v.$active-color, 0.1); border-radius: 50%; .material-icons { @@ -139,7 +139,7 @@ justify-content: center; width: 80px; height: 80px; - background: rgba(0, 188, 212, 0.1); + background: rgba(v.$active-color, 0.1); border-radius: 50%; .material-icons { @@ -153,10 +153,10 @@ } .success-icon { - background: rgba(76, 175, 80, 0.1); + background: rgba(v.$status-success, 0.1); .material-icons { - color: #4CAF50; + color: v.$status-success; } } @@ -206,7 +206,7 @@ .material-icons { font-size: 18px; - color: #4CAF50; + color: v.$status-success; } } } diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts index a5d53fa..4850736 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts @@ -6,19 +6,21 @@ import { DataProviderService } from '../../../services/dataprovider.service'; import { ProjectionService, ProjectionResult } from '../../../services/projection.service'; import { ToastService } from '../../../services/toast.service'; import { ColumnConfig, ProjectionConfig } from '../../models/column-config'; -import { DataType, EncodingMethod, ScalingMethod, getDataTypeBadgeClass as badgeClassFn } from '../../models/data-type.enum'; +import { DataType, EncodingMethod, ScalingMethod, getEncodingLabel as encLabelFn, getScalingLabel as scaleLabelFn } from '../../models/data-type.enum'; import { STEP_INFO } from '../../shared/constants/step-info'; +import { DataTypeBadgeComponent } from '../../../shared/components/data-type-badge/data-type-badge.component'; @Component({ selector: 'app-step5-review-processing', standalone: true, - imports: [CommonModule], + imports: [CommonModule, DataTypeBadgeComponent], templateUrl: './step5-review-processing.component.html', styleUrl: './step5-review-processing.component.scss' }) export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { @Output() finish = new EventEmitter(); - getDataTypeBadgeClass = badgeClassFn; + getEncodingLabel = encLabelFn; + getScalingLabel = scaleLabelFn; // Review/Summary data totalColumns = 0; @@ -115,53 +117,32 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { if (this.projectionConfig.enableSammon) this.enabledMethods.push('Sammon'); } - getEncodingLabel(method: EncodingMethod): string { - const labels = { - [EncodingMethod.None]: 'None', - [EncodingMethod.OneHot]: 'One-Hot', - [EncodingMethod.Label]: 'Label', - [EncodingMethod.Normalize]: 'Normalize', - [EncodingMethod.Standardize]: 'Standardize' - }; - return labels[method] || 'Unknown'; - } + // ============================================================================ + // Processing + // ============================================================================ - getScalingLabel(method: ScalingMethod): string { - const labels = { - [ScalingMethod.None]: 'None', - [ScalingMethod.Standard]: 'Standard', - [ScalingMethod.MinMax]: 'Min-Max', - [ScalingMethod.Robust]: 'Robust' - }; - return labels[method] || 'Unknown'; + private resetProcessingState(): void { + this.processingComplete = false; + this.isProcessing = false; + this.processingProgress = 0; + this.processingStep = ''; + this.error = null; + this.showProcessing = false; } - getDataTypeLabel(type: DataType): string { - const labels: Record = { - [DataType.Numeric]: 'Numeric', - [DataType.Categorical]: 'Categorical', - [DataType.Text]: 'Text', - [DataType.Date]: 'Date', - [DataType.Boolean]: 'Boolean', - [DataType.ID]: 'ID', - [DataType.Coordinate]: 'Coordinate', - [DataType.Unknown]: 'Unknown' - }; - return labels[type] || 'Unknown'; + private updateProcessingUI(step: string, progress: number): void { + this.ngZone.run(() => { + this.processingStep = step; + this.processingProgress = progress; + this.cdr.detectChanges(); + }); } - - - // ============================================================================ - // Processing - // ============================================================================ - async startProcessing(): Promise { + this.resetProcessingState(); this.showProcessing = true; this.isProcessing = true; - this.processingProgress = 0; this.processingStep = 'Initializing...'; - this.error = null; this.progressSubscription = this.preprocessingService.processingProgress.subscribe({ next: (progress) => { @@ -174,29 +155,17 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { try { await this.preprocessingService.processData(); - this.ngZone.run(() => { - this.processingStep = 'Loading features for projections...'; - this.processingProgress = 70; - this.cdr.detectChanges(); - }); + this.updateProcessingUI('Loading features for projections...', 70); const csvText = await this.preprocessingService.getProcessedFeaturesCSV(); const { features, ids } = this.projectionService.parseCSVFeatures(csvText); - this.ngZone.run(() => { - this.processingStep = 'Computing FastMap projection...'; - this.processingProgress = 75; - this.cdr.detectChanges(); - }); + this.updateProcessingUI('Computing FastMap projection...', 75); // Use FastMap as the primary projection const fastmapResult = await this.projectionService.runFastMapSync(features, ids); - this.ngZone.run(() => { - this.processingStep = 'Loading dataset with FastMap...'; - this.processingProgress = 90; - this.cdr.detectChanges(); - }); + this.updateProcessingUI('Loading dataset with FastMap...', 90); await this.preprocessingService.addProjectionPositions('fastmap', fastmapResult.positions); @@ -247,62 +216,24 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { }); }); - if (config.enablePCA) { - this.runBackgroundProjection('PCA', () => this.projectionService.runPCABackground(features, ids)); - } - - if (config.enableIsoMap) { - this.runBackgroundProjection('IsoMap', () => this.projectionService.runIsoMap(features, ids, { - neighbors: config.isomapNeighbors - })); - } - - if (config.enableMDS) { - this.runBackgroundProjection('MDS', () => this.projectionService.runMDS(features, ids)); - } - - if (config.enableLLE) { - this.runBackgroundProjection('LLE', () => this.projectionService.runLLE(features, ids, { - neighbors: config.lleNeighbors - })); - } - - if (config.enableLTSA) { - this.runBackgroundProjection('LTSA', () => this.projectionService.runLTSA(features, ids, { - neighbors: config.ltsaNeighbors - })); - } - - if (config.enableTSNE) { - this.runBackgroundProjection('t-SNE', () => - this.projectionService.runTSNE(features, ids, { - perplexity: config.tsnePerplexity, - iterations: config.tsneIterations - }) - ); - } - - if (config.enableUMAP) { - this.runBackgroundProjection('UMAP', () => - this.projectionService.runUMAP(features, ids, { - neighbors: config.umapNeighbors, - minDist: config.umapMinDist - }) - ); - } - - if (config.enableTriMap) { - this.runBackgroundProjection('TriMap', () => this.projectionService.runTriMap(features, ids, { - weightAdj: config.trimapWeightAdj - })); - } - - if (config.enableTopoMap) { - this.runBackgroundProjection('TopoMap', () => this.projectionService.runTopoMap(features, ids)); - } - - if (config.enableSammon) { - this.runBackgroundProjection('Sammon', () => this.projectionService.runSammon(features, ids)); + // Data-driven projection registry: each entry maps a config flag to its runner + const projections: { enabled: boolean; name: string; run: () => Promise }[] = [ + { enabled: config.enablePCA, name: 'PCA', run: () => this.projectionService.runPCABackground(features, ids) }, + { enabled: config.enableIsoMap, name: 'IsoMap', run: () => this.projectionService.runIsoMap(features, ids, { neighbors: config.isomapNeighbors }) }, + { enabled: config.enableMDS, name: 'MDS', run: () => this.projectionService.runMDS(features, ids) }, + { enabled: config.enableLLE, name: 'LLE', run: () => this.projectionService.runLLE(features, ids, { neighbors: config.lleNeighbors }) }, + { enabled: config.enableLTSA, name: 'LTSA', run: () => this.projectionService.runLTSA(features, ids, { neighbors: config.ltsaNeighbors }) }, + { enabled: config.enableTSNE, name: 't-SNE', run: () => this.projectionService.runTSNE(features, ids, { perplexity: config.tsnePerplexity, iterations: config.tsneIterations }) }, + { enabled: config.enableUMAP, name: 'UMAP', run: () => this.projectionService.runUMAP(features, ids, { neighbors: config.umapNeighbors, minDist: config.umapMinDist }) }, + { enabled: config.enableTriMap, name: 'TriMap', run: () => this.projectionService.runTriMap(features, ids, { weightAdj: config.trimapWeightAdj }) }, + { enabled: config.enableTopoMap, name: 'TopoMap', run: () => this.projectionService.runTopoMap(features, ids) }, + { enabled: config.enableSammon, name: 'Sammon', run: () => this.projectionService.runSammon(features, ids) }, + ]; + + for (const proj of projections) { + if (proj.enabled) { + this.runBackgroundProjection(proj.name, proj.run); + } } } @@ -399,12 +330,7 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { // Clear local state this.backgroundProjections.clear(); - this.processingComplete = false; - this.isProcessing = false; - this.processingProgress = 0; - this.processingStep = ''; - this.error = null; - this.showProcessing = false; + this.resetProcessingState(); // Reset wizard state this.preprocessingService.resetState(); diff --git a/src/app/services/dataprovider.service.ts b/src/app/services/dataprovider.service.ts index 4568ff8..6a9a469 100644 --- a/src/app/services/dataprovider.service.ts +++ b/src/app/services/dataprovider.service.ts @@ -75,16 +75,7 @@ export class DataProviderService { if (!this.totalItems) { this.totalItems = items; this.filteredItems = items; - this.config.colorFeature = schema.color; - this.config.replaceActiveFeatures(schema.glyph); - this.config.featureLabels = schema.label; - // Apply color scale: prefer explicit ID, fall back to boolean mode - if (schema.colorScaleId !== undefined) { - this.config.colorRange = schema.colorScaleId; - } else if (schema.colorRange !== undefined) { - this.config.colorRange = schema.colorRange ? 0 : 4; - } - // Notify subscribers (like histogram) that config has changed + this.applySchemaToConfig(schema); this.config.updateConfiguration(); this.config.loadData(datasetId); } @@ -180,11 +171,10 @@ export class DataProviderService { await this.datasetStorage.saveDataset(stored); // Update source to 'indexeddb' in collection - const collection = this.dataSetCollectionSubject.getValue(); - const entry = collection.find(c => c.dataset === datasetName); + const entry = this.getCollectionEntry(datasetName); if (entry) { entry.source = 'indexeddb'; - this.dataSetCollectionSubject.next([...collection]); + this.dataSetCollectionSubject.next([...this.dataSetCollectionSubject.getValue()]); } console.log(`[DataProvider] Dataset "${datasetName}" saved to IndexedDB`); @@ -194,8 +184,7 @@ export class DataProviderService { } public async deleteDataset(datasetName: string): Promise { - const collection = this.dataSetCollectionSubject.getValue(); - const entry = collection.find(c => c.dataset === datasetName); + const entry = this.getCollectionEntry(datasetName); if (!entry || entry.source === 'local') { return false; @@ -207,7 +196,7 @@ export class DataProviderService { this.schemaCache.delete(datasetName); this.metaCache.delete(datasetName); - const updated = collection.filter(c => c.dataset !== datasetName); + const updated = this.dataSetCollectionSubject.getValue().filter(c => c.dataset !== datasetName); this.dataSetCollectionSubject.next(updated); if (this.config.loadedData === datasetName && updated.length > 0) { @@ -226,6 +215,12 @@ export class DataProviderService { return this.filters; } + ensureFilter(filter: ItemFilter): void { + if (!this.filters.includes(filter)) { + this.filters.push(filter); + } + } + getGlyphDataSync(): Map | undefined { return this.glyphCache.get(this.config.loadedData); } @@ -348,20 +343,8 @@ export class DataProviderService { this.buildDataSet(datasetName, timestamp, schema, meta, features, positions); // Set as active dataset - this.config.colorFeature = schema.color; - this.config.replaceActiveFeatures(schema.glyph); - this.config.featureLabels = schema.label; - // Apply color scale: prefer explicit ID, fall back to boolean mode - if (schema.colorScaleId !== undefined) { - this.config.colorRange = schema.colorScaleId; - } else if (schema.colorRange !== undefined) { - this.config.colorRange = schema.colorRange ? 0 : 4; - } - // CRITICAL: Store feature types from schema (needed for categorical color normalization) - if (schema.types) { - this.config.featureTypes = schema.types; - } - // CRITICAL: Extract max values from metadata (needed for categorical color scaling) + this.applySchemaToConfig(schema); + // Extract max values from metadata (needed for categorical color scaling) this.extractFeatureMaxValuesFromMeta(datasetName, timestamp); // Notify subscribers (like histogram) that config has changed @@ -451,14 +434,12 @@ export class DataProviderService { // Update the collection to include this algorithm in the position list // This ensures getPositions() returns the new algorithm - const collections = this.dataSetCollectionSubject.getValue(); - const collection = collections.find(c => c.dataset === datasetName); - if (collection) { - const item = collection.items.find(it => it.time === timestamp); + const entry = this.getCollectionEntry(datasetName); + if (entry) { + const item = entry.items.find(it => it.time === timestamp); if (item && !item.algorithms.position[algorithm]) { item.algorithms.position[algorithm] = `memory://${datasetName}/${timestamp}/${algorithm}`; - // Notify subscribers about the updated collection - this.dataSetCollectionSubject.next([...collections]); + this.dataSetCollectionSubject.next([...this.dataSetCollectionSubject.getValue()]); } } @@ -550,7 +531,7 @@ export class DataProviderService { // Clear any existing filters from previous dataset this.clearFilters(); - const dataset = this.dataSetCollectionSubject.getValue().find(data => data.dataset == name); + const dataset = this.getCollectionEntry(name); const item = dataset?.items.find(item => item.time == timestamp); if (item && dataset?.source == "wasm") { const schema = await this.dataProcessor.fetchJson(item.algorithms.schema) as GlyphSchema; @@ -562,16 +543,7 @@ export class DataProviderService { positions.set(key, position); } - this.config.colorFeature = schema.color; - this.config.replaceActiveFeatures(schema.glyph); - this.config.featureLabels = schema.label; - // Apply color scale: prefer explicit ID, fall back to boolean mode - if (schema.colorScaleId !== undefined) { - this.config.colorRange = schema.colorScaleId; - } else if (schema.colorRange !== undefined) { - this.config.colorRange = schema.colorRange ? 0 : 4; - } - // Notify subscribers (like histogram) that config has changed + this.applySchemaToConfig(schema); this.config.updateConfiguration(); this.totalItems = this.buildDataSet(name, timestamp, schema, meta, features, positions); @@ -583,17 +555,7 @@ export class DataProviderService { for (const [algo, posArr] of Object.entries(saved.positions)) { positionsMap.set(algo, posArr); } - this.config.colorFeature = saved.schema.color; - this.config.replaceActiveFeatures(saved.schema.glyph); - this.config.featureLabels = saved.schema.label; - if (saved.schema.colorScaleId !== undefined) { - this.config.colorRange = saved.schema.colorScaleId; - } else if (saved.schema.colorRange !== undefined) { - this.config.colorRange = saved.schema.colorRange ? 0 : 4; - } - if (saved.schema.types) { - this.config.featureTypes = saved.schema.types; - } + this.applySchemaToConfig(saved.schema); this.config.updateConfiguration(); this.totalItems = this.buildDataSet(name, saved.timestamp, saved.schema, saved.meta, saved.features, positionsMap); this.filteredItems = this.totalItems; @@ -606,22 +568,16 @@ export class DataProviderService { public async getGlyphData(name?: string): Promise public async getGlyphData(name?: string, timestamp?: string): Promise public async getGlyphData(name?: string, timestamp?: string, algorithm?: string): Promise { - if (name == undefined) name = this.config.loadedData; - console.log(`[DataProvider] getGlyphData called for: ${name}, timestamp: ${timestamp}`); - - const collection = this.dataSetCollectionSubject.getValue().find(collection => collection.dataset == name); - if (timestamp == undefined || timestamp == '') { - timestamp = collection?.items.at(0)?.time; - } - if (name == undefined || timestamp == undefined) return undefined; + // Treat empty string same as undefined for timestamp + const resolved = this.resolveDatasetParams(name, timestamp || undefined); + if (!resolved) return undefined; - let data = this.glyphCache.get(name); - console.log(`[DataProvider] Cache lookup for '${name}':`, data ? 'HIT' : 'MISS'); + const collection = this.getCollectionEntry(resolved.name); + let data = this.glyphCache.get(resolved.name); if (!data) { - console.log(`[DataProvider] Loading dataset from source...`); - await this.loadDataSet(name, timestamp); - data = this.glyphCache.get(name); + await this.loadDataSet(resolved.name, resolved.timestamp); + data = this.glyphCache.get(resolved.name); } if (data) this.totalItems = data.size; this.filteredItems = this.totalItems; @@ -631,52 +587,31 @@ export class DataProviderService { public async getMetaData(): Promise public async getMetaData(name?: string, timestamp?: string): Promise { - if (name == undefined) name = this.config.loadedData; - if (timestamp == undefined) { - const collection = this.dataSetCollectionSubject.getValue().find(collection => collection.dataset == name); - timestamp = collection?.items.at(0)?.time; - } - if (name == undefined || timestamp == undefined) return undefined; + const resolved = this.resolveDatasetParams(name, timestamp); + if (!resolved) return undefined; - let meta = this.metaCache.get(name); + let meta = this.metaCache.get(resolved.name); if (!meta) { - await this.loadDataSet(name, timestamp); - meta = this.metaCache.get(name); + await this.loadDataSet(resolved.name, resolved.timestamp); + meta = this.metaCache.get(resolved.name); } - return meta?.get(timestamp); + return meta?.get(resolved.timestamp); } public async getSchema(): Promise public async getSchema(name?: string, timestamp?: string): Promise { - if (name == undefined) name = this.config.loadedData; - if (timestamp == undefined) { - const collection = this.dataSetCollectionSubject.getValue().find(collection => collection.dataset == name); - timestamp = collection?.items.at(0)?.time; - } - if (name == undefined || timestamp == undefined) return undefined; + const resolved = this.resolveDatasetParams(name, timestamp); + if (!resolved) return undefined; - let schema = this.schemaCache.get(name); + let schema = this.schemaCache.get(resolved.name); if (!schema) { - await this.loadDataSet(name, timestamp); - schema = this.schemaCache.get(name); + await this.loadDataSet(resolved.name, resolved.timestamp); + schema = this.schemaCache.get(resolved.name); } - const schemaResult = schema?.get(timestamp); + const schemaResult = schema?.get(resolved.timestamp); if (schemaResult) { - this.config.colorFeature = schemaResult.color; - this.config.replaceActiveFeatures(schemaResult.glyph); - this.config.featureLabels = schemaResult.label; - // Apply color scale: prefer explicit ID, fall back to boolean mode - if (schemaResult.colorScaleId !== undefined) { - this.config.colorRange = schemaResult.colorScaleId; - } else if (schemaResult.colorRange !== undefined) { - this.config.colorRange = schemaResult.colorRange ? 0 : 4; - } - // Store feature types from schema - if (schemaResult.types) { - this.config.featureTypes = schemaResult.types; - } - // Calculate max values for categorical features - this.calculateFeatureMaxValues(name); + this.applySchemaToConfig(schemaResult); + this.calculateFeatureMaxValues(resolved.name); } return schemaResult; @@ -684,7 +619,7 @@ export class DataProviderService { getTimestamps(name: string): string[] { const result: string[] = []; - const collection = this.dataSetCollectionSubject.getValue().find(collection => collection.dataset == name); + const collection = this.getCollectionEntry(name); if (collection) { collection.items.forEach(it => { result.push(it.time); @@ -696,7 +631,7 @@ export class DataProviderService { getPositions(name: string): string[] getPositions(name: string, time?: string): string[] { const result: string[] = []; - const collection = this.dataSetCollectionSubject.getValue().find(collection => collection.dataset == name); + const collection = this.getCollectionEntry(name); if (collection) { const item = time ? collection.items.find(it => it.time == time) : collection.items.at(0); @@ -710,13 +645,56 @@ export class DataProviderService { getContexts(name: string): string[] getContexts(name: string, time?: string): string[] { const result: string[] = []; - const collection = this.dataSetCollectionSubject.getValue().find(collection => collection.dataset == name); + const collection = this.getCollectionEntry(name); // TODO: Get from schema ... return result; } + /** + * Apply schema settings (color, glyph axes, labels, color scale, feature types) to config. + * Centralises the mapping that was previously duplicated across load paths. + */ + private applySchemaToConfig(schema: GlyphSchema): void { + this.config.colorFeature = schema.color; + this.config.replaceActiveFeatures(schema.glyph); + this.config.featureLabels = schema.label; + + // Apply color scale: prefer explicit ID, fall back to boolean mode + if (schema.colorScaleId !== undefined) { + this.config.colorRange = schema.colorScaleId; + } else if (schema.colorRange !== undefined) { + this.config.colorRange = schema.colorRange ? 0 : 4; + } + + // Store feature types from schema (needed for categorical color normalization) + if (schema.types) { + this.config.featureTypes = schema.types; + } + } + + /** + * Resolve dataset name and timestamp defaults. + * Returns undefined if either cannot be resolved. + */ + private resolveDatasetParams(name?: string, timestamp?: string): { name: string; timestamp: string } | undefined { + if (name == undefined) name = this.config.loadedData; + if (timestamp == undefined) { + timestamp = this.getCollectionEntry(name)?.items.at(0)?.time; + } + if (name == undefined || timestamp == undefined) return undefined; + return { name, timestamp }; + } + + /** + * Look up a dataset entry from the collection by name. + */ + private getCollectionEntry(name: string | undefined): DatasetCollectionEntry | undefined { + if (!name) return undefined; + return this.dataSetCollectionSubject.getValue().find(c => c.dataset === name); + } + /** * Calculate max values for categorical features by scanning all glyphs * This is needed to normalize categorical values to [0,1] range for color scales diff --git a/src/app/shared/components/color-scale-selector/color-scale-selector.component.html b/src/app/shared/components/color-scale-selector/color-scale-selector.component.html new file mode 100644 index 0000000..9368ed1 --- /dev/null +++ b/src/app/shared/components/color-scale-selector/color-scale-selector.component.html @@ -0,0 +1,35 @@ +
+
+ @if (selectedScale.type === 'numeric') { +
+ } @else { + @for (c of getCategoricalColors(selectedScale); track c) { +
+ } + } +
+ + @if (dropdownOpen) { +
+ @for (group of groupedColorScales; track group.group; let gi = $index) { +
{{ group.group }}
+ @for (scale of group.scales; track scale.id) { +
+ @if (scale.type === 'numeric') { +
+ } @else { + @for (c of getCategoricalColors(scale); track c) { +
+ } + } +
+ } + @if (gi < groupedColorScales.length - 1) { +
+ } + } +
+ } +
diff --git a/src/app/shared/components/color-scale-selector/color-scale-selector.component.scss b/src/app/shared/components/color-scale-selector/color-scale-selector.component.scss new file mode 100644 index 0000000..5e5e595 --- /dev/null +++ b/src/app/shared/components/color-scale-selector/color-scale-selector.component.scss @@ -0,0 +1,5 @@ +@use '../../../../styles/mixins' as m; + +.color-scale-select { + @include m.color-scale-select; +} diff --git a/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts b/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts new file mode 100644 index 0000000..4f980b5 --- /dev/null +++ b/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts @@ -0,0 +1,38 @@ +import { Component, Input, Output, EventEmitter, HostListener } from '@angular/core'; +import { CommonModule } from '@angular/common'; +import { + ColorScale, + getContinuousGradient, + getCategoricalColors +} from '../../interfaces/color-scale'; + +@Component({ + selector: 'app-color-scale-selector', + standalone: true, + imports: [CommonModule], + templateUrl: './color-scale-selector.component.html', + styleUrl: './color-scale-selector.component.scss' +}) +export class ColorScaleSelectorComponent { + @Input() groupedColorScales: { group: string; scales: ColorScale[] }[] = []; + @Input() selectedScale!: ColorScale; + @Output() scaleSelected = new EventEmitter(); + + dropdownOpen = false; + getContinuousGradient = getContinuousGradient; + getCategoricalColors = getCategoricalColors; + + toggleDropdown(): void { + this.dropdownOpen = !this.dropdownOpen; + } + + selectScale(id: number): void { + this.scaleSelected.emit(id); + this.dropdownOpen = false; + } + + @HostListener('document:click') + onDocumentClick(): void { + this.dropdownOpen = false; + } +} diff --git a/src/app/shared/components/data-type-badge/data-type-badge.component.scss b/src/app/shared/components/data-type-badge/data-type-badge.component.scss new file mode 100644 index 0000000..0f92f54 --- /dev/null +++ b/src/app/shared/components/data-type-badge/data-type-badge.component.scss @@ -0,0 +1,6 @@ +@use '../../../../styles/variables' as v; +@use '../../../preprocessing-wizard/shared/wizard-shared' as wizard; + +.data-type-badge { + @include wizard.data-type-badge; +} diff --git a/src/app/shared/components/data-type-badge/data-type-badge.component.ts b/src/app/shared/components/data-type-badge/data-type-badge.component.ts new file mode 100644 index 0000000..923aa45 --- /dev/null +++ b/src/app/shared/components/data-type-badge/data-type-badge.component.ts @@ -0,0 +1,17 @@ +import { Component, Input } from '@angular/core'; +import { CommonModule } from '@angular/common'; +import { DataType, getDataTypeBadgeClass, getDataTypeLabel } from '../../../preprocessing-wizard/models/data-type.enum'; + +@Component({ + selector: 'app-data-type-badge', + standalone: true, + imports: [CommonModule], + template: `{{ getDataTypeLabel(dataType) }}`, + styleUrl: './data-type-badge.component.scss' +}) +export class DataTypeBadgeComponent { + @Input() dataType!: DataType; + + getDataTypeBadgeClass = getDataTypeBadgeClass; + getDataTypeLabel = getDataTypeLabel; +} diff --git a/src/app/sidebar/sidebar.component.html b/src/app/sidebar/sidebar.component.html index b41b49f..49e55e1 100644 --- a/src/app/sidebar/sidebar.component.html +++ b/src/app/sidebar/sidebar.component.html @@ -59,31 +59,11 @@
-
-
-
- -
- -
- -
- -
{{ group.group }}
-
-
- -
- -
-
- -
-
+ +
diff --git a/src/app/sidebar/sidebar.component.scss b/src/app/sidebar/sidebar.component.scss index c3fe0fe..bbe25c2 100644 --- a/src/app/sidebar/sidebar.component.scss +++ b/src/app/sidebar/sidebar.component.scss @@ -63,11 +63,9 @@ .color-label { font-size: 11px; color: v.$gray-600; - white-space: nowrap; min-width: 50px; max-width: 80px; - overflow: hidden; - text-overflow: ellipsis; + @include m.text-truncate; } .color-bar-preview { @@ -166,9 +164,7 @@ text-align: right; font-size: 11px; color: v.$gray-500; - white-space: nowrap; - overflow: hidden; - text-overflow: ellipsis; + @include m.text-truncate; } .accordion-badge { @@ -214,13 +210,13 @@ align-items: center; justify-content: center; background: transparent; - border: 1px solid #999; + border: 1px solid v.$color-gray-border; cursor: pointer; color: v.$gray-600; font-size: 24px; &:hover { - color: #000; + color: v.$gray-800; } &.active { @@ -232,7 +228,7 @@ .config-toggle { padding: 8px 10px; font-size: 11px; - background-color: #ccc; + background-color: v.$gray-300; border: none; cursor: pointer; border-radius: 0; @@ -384,9 +380,7 @@ .feature-label { font-size: 13px; color: v.$gray-600; - white-space: nowrap; - overflow: hidden; - text-overflow: ellipsis; + @include m.text-truncate; } } @@ -420,9 +414,7 @@ max-width: 160px; .chip-label { - white-space: nowrap; - overflow: hidden; - text-overflow: ellipsis; + @include m.text-truncate; } .chip-remove { diff --git a/src/app/sidebar/sidebar.component.ts b/src/app/sidebar/sidebar.component.ts index 9450792..c345487 100644 --- a/src/app/sidebar/sidebar.component.ts +++ b/src/app/sidebar/sidebar.component.ts @@ -28,13 +28,14 @@ import { } from '../shared/interfaces/color-scale'; import { HistogramComponent } from '../menubar/histogram/histogram.component'; +import { ColorScaleSelectorComponent } from '../shared/components/color-scale-selector/color-scale-selector.component'; export type AccordionSection = 'encoding' | 'style' | 'filters'; @Component({ selector: 'app-sidebar', standalone: true, - imports: [CommonModule, FormsModule, HistogramComponent], + imports: [CommonModule, FormsModule, HistogramComponent, ColorScaleSelectorComponent], templateUrl: './sidebar.component.html', styleUrls: ['./sidebar.component.scss'] }) @@ -82,7 +83,6 @@ export class SidebarComponent implements OnInit, OnDestroy { getCategoricalColors = categoricalColorsFn; groupedColorScales: { group: string; scales: ColorScale[] }[] = []; selectedColorAttribute = ''; - colorScaleDropdownOpen = false; selectedColorScaleId = COLOR_SCALES[0].id; // --- Glyph --- @@ -320,11 +320,8 @@ export class SidebarComponent implements OnInit, OnDestroy { // --- Search / text filter --- updateTextFilter(): void { - const pos = this.dataProvider.getFilters().indexOf(this.textFilter); - if (pos < 0) { - this.textFilter.filterMode = FilterMode.And; - this.dataProvider.getFilters().push(this.textFilter); - } + this.textFilter.filterMode = FilterMode.And; + this.dataProvider.ensureFilter(this.textFilter); this.textFilter.clear(); if (this.searchTerms.length > 0) { this.textFilter.extendacceptableStrings(this.searchTerms); @@ -378,15 +375,10 @@ export class SidebarComponent implements OnInit, OnDestroy { selectColorScale(id: number): void { this.selectedColorScaleId = id; - this.colorScaleDropdownOpen = false; this.config.colorRange = id; this.config.updateConfiguration(); } - toggleColorScaleDropdown(): void { - this.colorScaleDropdownOpen = !this.colorScaleDropdownOpen; - } - getSelectedScale(): ColorScale { return this.colorScales.find(s => s.id === this.selectedColorScaleId)!; } diff --git a/src/styles/_mixins.scss b/src/styles/_mixins.scss index f3e752b..d788cf0 100644 --- a/src/styles/_mixins.scss +++ b/src/styles/_mixins.scss @@ -135,7 +135,7 @@ gap: 4px; padding: 6px 8px; border-radius: 8px; - border: 1px solid #d0d0d0; + border: 1px solid v.$ui-border-light; background: white; &::after { @@ -174,7 +174,7 @@ left: 0; width: 95%; background: white; - border: 1px solid #d0d0d0; + border: 1px solid v.$ui-border-light; border-radius: 8px; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.12); z-index: 10; @@ -191,7 +191,7 @@ .color-scale-group-divider { height: 1px; - background: #e0e0e0; + background: v.$gray-200; margin: 6px 0; } @@ -203,12 +203,12 @@ cursor: pointer; &:hover { - background: #f0f5ff; + background: v.$option-hover-bg; } &.active { - background: rgba(0, 188, 212, 0.08); - outline: 1px solid rgba(0, 188, 212, 0.3); + background: rgba(v.$active-color, 0.08); + outline: 1px solid rgba(v.$active-color, 0.3); } .color-gradient { @@ -237,6 +237,16 @@ text-transform: uppercase; } +// ============================================================================ +// Text Truncate — single-line ellipsis overflow +// ============================================================================ + +@mixin text-truncate { + overflow: hidden; + text-overflow: ellipsis; + white-space: nowrap; +} + // ============================================================================ // Form Group — shared between canvas settingscontrols and wizard // ============================================================================ @@ -250,7 +260,7 @@ appearance: none; padding: 8px 12px; border-radius: 8px; - border: 1px solid #d0d0d0; + border: 1px solid v.$ui-border-light; background: white; font-size: 13px; cursor: pointer; diff --git a/src/styles/_variables.scss b/src/styles/_variables.scss index 4ce3866..9acbea8 100644 --- a/src/styles/_variables.scss +++ b/src/styles/_variables.scss @@ -35,6 +35,48 @@ $color-scale-low: #198FBD; $color-scale-high: #F7295B; $color-scale-middle: #F7D529; +// Status Colors +$status-warning: #FF9800; +$status-warning-dark: #E65100; +$status-error: #F44336; +$status-error-dark: #C62828; +$status-success: #4CAF50; +$status-success-dark: #388E3C; +$status-info: #00838f; + +// Projection Status Colors +$proj-running: #f5a623; +$proj-complete: #52c41a; +$proj-error: #ff4d4f; +$proj-running-bg: #fff8e6; +$proj-running-border: #ffd666; +$proj-complete-bg: #e6f7e6; +$proj-complete-border: #95de95; +$proj-error-bg: #fee; +$proj-error-border: #faa; + +// UI Accent Colors (settings controls) +$ui-accent-blue: #6aa9ff; +$ui-border-light: #d0d0d0; +$ui-bg-light: #f5f7fa; +$ui-active-bg: #e6f0ff; +$ui-active-border: #b3d2ff; +$ui-hover-bg: #f0f4ff; +$ui-active-pressed-bg: #dbe9ff; + +// App & Layout +$app-bg: #f9f9f9; + +// Delete / Destructive +$delete-hover-bg: #fee2e2; +$delete-hover-text: #dc2626; + +// Focus +$focus-outline: #c7d2fe; + +// Option Hover +$option-hover-bg: #f0f5ff; + // Wizard-specific colors $wizard-header-bg: #F4F5F7; $wizard-content-bg: #FFFFFF; From 4adfc02e88f4e0abd1fd50a59c53ec0cc37c4574 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Mon, 16 Feb 2026 20:43:12 +0100 Subject: [PATCH 07/19] Remove Dead Code. Cleanup and Template modernizations. --- package-lock.json | 161 ++++---- package.json | 6 - src/app/app.component.html | 15 +- src/app/app.component.spec.ts | 29 -- src/app/app.component.ts | 11 +- src/app/canvas/glyph-canvas.component.scss | 3 - src/app/canvas/glyph-canvas.component.spec.ts | 23 -- src/app/canvas/glyph-canvas.component.ts | 5 +- .../magiclens/magiclens.component.spec.ts | 23 -- .../overlaycontrols.component.html | 105 +++-- .../overlaycontrols.component.spec.ts | 23 -- .../overlaycontrols.component.ts | 3 +- .../settingscontrols.component.html | 136 ++++--- .../settingscontrols.component.scss | 1 - .../canvas/tooltip/tooltip.component.spec.ts | 23 -- .../menubar/histogram/histogram.component.ts | 3 - src/app/menubar/menubar.component.html | 25 +- src/app/menubar/menubar.component.scss | 6 - src/app/menubar/menubar.component.ts | 3 +- .../preprocessing-wizard.component.ts | 2 - .../services/preprocessing.service.ts | 1 - .../shared/box-plot/box-plot.component.ts | 4 +- .../column-statistics.component.ts | 3 +- .../data-preview-table.component.ts | 4 +- .../histogram-chart.component.ts | 3 +- .../progress-stepper.component.ts | 4 +- .../sparkline-chart.component.ts | 4 +- .../wizard-histogram.component.ts | 3 +- ...step3-configure-data-features.component.ts | 3 +- .../step4-visualization-settings.component.ts | 10 +- .../step5-review-processing.component.ts | 8 +- src/app/services/dataprovider.service.ts | 11 - src/app/services/projection.service.ts | 3 - .../color-scale-selector.component.ts | 3 +- src/app/sidebar/sidebar.component.html | 364 ++++++++++-------- src/app/sidebar/sidebar.component.ts | 3 +- src/styles/_variables.scss | 11 - 37 files changed, 458 insertions(+), 590 deletions(-) delete mode 100644 src/app/app.component.spec.ts delete mode 100644 src/app/canvas/glyph-canvas.component.spec.ts delete mode 100644 src/app/canvas/magiclens/magiclens.component.spec.ts delete mode 100644 src/app/canvas/overlaycontrols/overlaycontrols.component.spec.ts delete mode 100644 src/app/canvas/tooltip/tooltip.component.spec.ts diff --git a/package-lock.json b/package-lock.json index 1e21873..8bb533c 100644 --- a/package-lock.json +++ b/package-lock.json @@ -14,14 +14,10 @@ "@angular/forms": "^19.2.0", "@angular/platform-browser": "^19.2.0", "@angular/platform-browser-dynamic": "^19.2.0", - "@angular/platform-server": "^19.2.0", - "@angular/router": "^19.2.0", "@saehrimnir/druidjs": "^0.7.3", "d3": "^7.9.0", "d3-force": "^3.0.0", - "express": "^4.18.2", "material-icons": "^1.13.14", - "parquet-wasm": "^0.7.1", "pyodide": "^0.28.0", "rxjs": "~7.8.0", "three": "^0.176.0", @@ -35,11 +31,9 @@ "@types/d3": "^7.4.3", "@types/d3-force": "^3.0.10", "@types/d3-quadtree": "^3.0.6", - "@types/express": "^4.17.17", "@types/jasmine": "~5.1.0", "@types/node": "^18.18.0", "@types/three": "^0.176.0", - "@types/uuid": "^10.0.0", "jasmine-core": "~5.6.0", "karma": "~6.4.0", "karma-chrome-launcher": "~3.2.0", @@ -598,42 +592,6 @@ "@angular/platform-browser": "19.2.14" } }, - "node_modules/@angular/platform-server": { - "version": "19.2.14", - "resolved": "https://registry.npmjs.org/@angular/platform-server/-/platform-server-19.2.14.tgz", - "integrity": "sha512-vmnRTDhlhahna6HbmzJh+qelXkyy1wBiJrOhnLR3UVeoBMBOTTjnTKtInfVrgZTMYcV9H8us480cvtSWzYsddA==", - "dependencies": { - "tslib": "^2.3.0", - "xhr2": "^0.2.0" - }, - "engines": { - "node": "^18.19.1 || ^20.11.1 || >=22.0.0" - }, - "peerDependencies": { - "@angular/common": "19.2.14", - "@angular/compiler": "19.2.14", - "@angular/core": "19.2.14", - "@angular/platform-browser": "19.2.14", - "rxjs": "^6.5.3 || ^7.4.0" - } - }, - "node_modules/@angular/router": { - "version": "19.2.14", - "resolved": "https://registry.npmjs.org/@angular/router/-/router-19.2.14.tgz", - "integrity": "sha512-cBTWY9Jx7YhbmDYDb7Hqz4Q7UNIMlKTkdKToJd2pbhIXyoS+kHVQrySmyca+jgvYMjWnIjsAEa3dpje12D4mFw==", - "dependencies": { - "tslib": "^2.3.0" - }, - "engines": { - "node": "^18.19.1 || ^20.11.1 || >=22.0.0" - }, - "peerDependencies": { - "@angular/common": "19.2.14", - "@angular/core": "19.2.14", - "@angular/platform-browser": "19.2.14", - "rxjs": "^6.5.3 || ^7.4.0" - } - }, "node_modules/@babel/code-frame": { "version": "7.27.1", "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.27.1.tgz", @@ -5159,12 +5117,6 @@ "meshoptimizer": "~0.18.1" } }, - "node_modules/@types/uuid": { - "version": "10.0.0", - "resolved": "https://registry.npmjs.org/@types/uuid/-/uuid-10.0.0.tgz", - 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"node_modules/parquet-wasm": { - "version": "0.7.1", - "resolved": "https://registry.npmjs.org/parquet-wasm/-/parquet-wasm-0.7.1.tgz", - "integrity": "sha512-fjEGpMApzt3mpI2pUxdRgQGu5G+s4nr0vm5xn43JO7jxdYzzu2fHrVrTHtfeEhtB6vfvTzJBz0WydDYzLWvszQ==", - "license": "MIT OR Apache-2.0" - }, "node_modules/parse-json": { "version": "5.2.0", "resolved": "https://registry.npmjs.org/parse-json/-/parse-json-5.2.0.tgz", @@ -11084,6 +11080,7 @@ "version": "1.3.3", "resolved": "https://registry.npmjs.org/parseurl/-/parseurl-1.3.3.tgz", "integrity": "sha512-CiyeOxFT/JZyN5m0z9PfXw4SCBJ6Sygz1Dpl0wqjlhDEGGBP1GnsUVEL0p63hoG1fcj3fHynXi9NYO4nWOL+qQ==", + "dev": true, "engines": { "node": ">= 0.8" } @@ -11146,7 +11143,8 @@ "node_modules/path-to-regexp": { "version": "0.1.12", "resolved": "https://registry.npmjs.org/path-to-regexp/-/path-to-regexp-0.1.12.tgz", - "integrity": "sha512-RA1GjUVMnvYFxuqovrEqZoxxW5NUZqbwKtYz/Tt7nXerk0LbLblQmrsgdeOxV5SFHf0UDggjS/bSeOZwt1pmEQ==" + "integrity": "sha512-RA1GjUVMnvYFxuqovrEqZoxxW5NUZqbwKtYz/Tt7nXerk0LbLblQmrsgdeOxV5SFHf0UDggjS/bSeOZwt1pmEQ==", + "dev": true }, "node_modules/path-type": { "version": "6.0.0", @@ -11387,6 +11385,7 @@ "version": "2.0.7", "resolved": "https://registry.npmjs.org/proxy-addr/-/proxy-addr-2.0.7.tgz", "integrity": "sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==", + "dev": true, "dependencies": { "forwarded": "0.2.0", "ipaddr.js": "1.9.1" @@ -11432,6 +11431,7 @@ "version": "6.13.0", "resolved": "https://registry.npmjs.org/qs/-/qs-6.13.0.tgz", "integrity": "sha512-+38qI9SOr8tfZ4QmJNplMUxqjbe7LKvvZgWdExBOmd+egZTtjLB67Gu0HRX3u/XOq7UU2Nx6nsjvS16Z9uwfpg==", + "dev": true, "dependencies": { "side-channel": "^1.0.6" }, @@ -11475,6 +11475,7 @@ "version": "1.2.1", "resolved": "https://registry.npmjs.org/range-parser/-/range-parser-1.2.1.tgz", "integrity": "sha512-Hrgsx+orqoygnmhFbKaHE6c296J+HTAQXoxEF6gNupROmmGJRoyzfG3ccAveqCBrwr/2yxQ5BVd/GTl5agOwSg==", + "dev": true, "engines": { "node": ">= 0.6" } @@ -11483,6 +11484,7 @@ "version": "2.5.2", "resolved": "https://registry.npmjs.org/raw-body/-/raw-body-2.5.2.tgz", "integrity": "sha512-8zGqypfENjCIqGhgXToC8aB2r7YrBX+AQAfIPs/Mlk+BtPTztOvTS01NRW/3Eh60J+a48lt8qsCzirQ6loCVfA==", + "dev": true, "dependencies": { "bytes": "3.1.2", "http-errors": "2.0.0", @@ -11497,6 +11499,7 @@ "version": "0.4.24", "resolved": "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.4.24.tgz", "integrity": "sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA==", + "dev": true, "dependencies": { "safer-buffer": ">= 2.1.2 < 3" }, @@ -11858,6 +11861,7 @@ "version": "5.2.1", "resolved": "https://registry.npmjs.org/safe-buffer/-/safe-buffer-5.2.1.tgz", "integrity": "sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ==", + "dev": true, "funding": [ { "type": "github", @@ -12033,6 +12037,7 @@ "version": "0.19.0", "resolved": "https://registry.npmjs.org/send/-/send-0.19.0.tgz", "integrity": "sha512-dW41u5VfLXu8SJh5bwRmyYUbAoSB3c9uQh6L8h/KtsFREPWpbX1lrljJo186Jc4nmci/sGUZ9a0a0J2zgfq2hw==", + "dev": true, "dependencies": { "debug": "2.6.9", "depd": "2.0.0", @@ -12056,6 +12061,7 @@ "version": "2.6.9", "resolved": "https://registry.npmjs.org/debug/-/debug-2.6.9.tgz", "integrity": "sha512-bC7ElrdJaJnPbAP+1EotYvqZsb3ecl5wi6Bfi6BJTUcNowp6cvspg0jXznRTKDjm/E7AdgFBVeAPVMNcKGsHMA==", + "dev": true, "dependencies": { "ms": "2.0.0" } @@ -12063,12 +12069,14 @@ "node_modules/send/node_modules/debug/node_modules/ms": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz", - "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==" + "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==", + "dev": true }, "node_modules/send/node_modules/encodeurl": { "version": "1.0.2", "resolved": "https://registry.npmjs.org/encodeurl/-/encodeurl-1.0.2.tgz", "integrity": "sha512-TPJXq8JqFaVYm2CWmPvnP2Iyo4ZSM7/QKcSmuMLDObfpH5fi7RUGmd/rTDf+rut/saiDiQEeVTNgAmJEdAOx0w==", + "dev": true, "engines": { "node": ">= 0.8" } @@ -12077,6 +12085,7 @@ "version": "1.6.0", "resolved": "https://registry.npmjs.org/mime/-/mime-1.6.0.tgz", "integrity": "sha512-x0Vn8spI+wuJ1O6S7gnbaQg8Pxh4NNHb7KSINmEWKiPE4RKOplvijn+NkmYmmRgP68mc70j2EbeTFRsrswaQeg==", + "dev": true, "bin": { "mime": "cli.js" }, @@ -12175,6 +12184,7 @@ "version": "1.16.2", "resolved": "https://registry.npmjs.org/serve-static/-/serve-static-1.16.2.tgz", "integrity": "sha512-VqpjJZKadQB/PEbEwvFdO43Ax5dFBZ2UECszz8bQ7pi7wt//PWe1P6MN7eCnjsatYtBT6EuiClbjSWP2WrIoTw==", + "dev": true, "dependencies": { "encodeurl": "~2.0.0", "escape-html": "~1.0.3", @@ -12188,7 +12198,8 @@ "node_modules/setprototypeof": { "version": "1.2.0", "resolved": "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz", - "integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==" + "integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==", + "dev": true }, "node_modules/shallow-clone": { "version": "3.0.1", @@ -12239,6 +12250,7 @@ "version": "1.1.0", "resolved": "https://registry.npmjs.org/side-channel/-/side-channel-1.1.0.tgz", "integrity": "sha512-ZX99e6tRweoUXqR+VBrslhda51Nh5MTQwou5tnUDgbtyM0dBgmhEDtWGP/xbKn6hqfPRHujUNwz5fy/wbbhnpw==", + "dev": true, "dependencies": { "es-errors": "^1.3.0", "object-inspect": "^1.13.3", @@ -12257,6 +12269,7 @@ "version": "1.0.0", "resolved": "https://registry.npmjs.org/side-channel-list/-/side-channel-list-1.0.0.tgz", "integrity": "sha512-FCLHtRD/gnpCiCHEiJLOwdmFP+wzCmDEkc9y7NsYxeF4u7Btsn1ZuwgwJGxImImHicJArLP4R0yX4c2KCrMrTA==", + "dev": true, "dependencies": { "es-errors": "^1.3.0", "object-inspect": "^1.13.3" @@ -12272,6 +12285,7 @@ "version": "1.0.1", "resolved": "https://registry.npmjs.org/side-channel-map/-/side-channel-map-1.0.1.tgz", "integrity": "sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA==", + "dev": true, "dependencies": { "call-bound": "^1.0.2", "es-errors": "^1.3.0", @@ -12289,6 +12303,7 @@ "version": "1.0.2", "resolved": "https://registry.npmjs.org/side-channel-weakmap/-/side-channel-weakmap-1.0.2.tgz", "integrity": "sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A==", + "dev": true, "dependencies": { "call-bound": "^1.0.2", "es-errors": "^1.3.0", @@ -12675,6 +12690,7 @@ "version": "2.0.1", "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.1.tgz", "integrity": "sha512-RwNA9Z/7PrK06rYLIzFMlaF+l73iwpzsqRIFgbMLbTcLD6cOao82TaWefPXQvB2fOC4AjuYSEndS7N/mTCbkdQ==", + "dev": true, "engines": { "node": ">= 0.8" } @@ -13067,6 +13083,7 @@ "version": "1.0.1", "resolved": "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.1.tgz", "integrity": "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==", + "dev": true, "engines": { "node": ">=0.6" } @@ -13131,6 +13148,7 @@ "version": "1.6.18", "resolved": "https://registry.npmjs.org/type-is/-/type-is-1.6.18.tgz", "integrity": "sha512-TkRKr9sUTxEH8MdfuCSP7VizJyzRNMjj2J2do2Jr3Kym598JVdEksuzPQCnlFPW4ky9Q+iA+ma9BGm06XQBy8g==", + "dev": true, "dependencies": { "media-typer": "0.3.0", "mime-types": "~2.1.24" @@ -13279,6 +13297,7 @@ "version": "1.0.0", "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz", "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==", + "dev": true, "engines": { "node": ">= 0.8" } @@ -13323,6 +13342,7 @@ "version": "1.0.1", "resolved": "https://registry.npmjs.org/utils-merge/-/utils-merge-1.0.1.tgz", "integrity": "sha512-pMZTvIkT1d+TFGvDOqodOclx0QWkkgi6Tdoa8gC8ffGAAqz9pzPTZWAybbsHHoED/ztMtkv/VoYTYyShUn81hA==", + "dev": true, "engines": { "node": ">= 0.4.0" } @@ -13359,6 +13379,7 @@ "version": "1.1.2", "resolved": "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz", "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==", + "dev": true, "engines": { "node": ">= 0.8" } @@ -13983,14 +14004,6 @@ } } }, - "node_modules/xhr2": { - "version": "0.2.1", - "resolved": "https://registry.npmjs.org/xhr2/-/xhr2-0.2.1.tgz", - "integrity": "sha512-sID0rrVCqkVNUn8t6xuv9+6FViXjUVXq8H5rWOH2rz9fDNQEd4g0EA2XlcEdJXRz5BMEn4O1pJFdT+z4YHhoWw==", - "engines": { - "node": ">= 6" - } - }, "node_modules/y18n": { "version": "5.0.8", "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz", diff --git a/package.json b/package.json index c9ef7f4..15d4725 100644 --- a/package.json +++ b/package.json @@ -17,14 +17,10 @@ "@angular/forms": "^19.2.0", "@angular/platform-browser": "^19.2.0", "@angular/platform-browser-dynamic": "^19.2.0", - "@angular/platform-server": "^19.2.0", - "@angular/router": "^19.2.0", "@saehrimnir/druidjs": "^0.7.3", "d3": "^7.9.0", "d3-force": "^3.0.0", - "express": "^4.18.2", "material-icons": "^1.13.14", - "parquet-wasm": "^0.7.1", "pyodide": "^0.28.0", "rxjs": "~7.8.0", "three": "^0.176.0", @@ -38,11 +34,9 @@ "@types/d3": "^7.4.3", "@types/d3-force": "^3.0.10", "@types/d3-quadtree": "^3.0.6", - "@types/express": "^4.17.17", "@types/jasmine": "~5.1.0", "@types/node": "^18.18.0", "@types/three": "^0.176.0", - "@types/uuid": "^10.0.0", "jasmine-core": "~5.6.0", "karma": "~6.4.0", "karma-chrome-launcher": "~3.2.0", diff --git a/src/app/app.component.html b/src/app/app.component.html index f0f14ec..965b29e 100644 --- a/src/app/app.component.html +++ b/src/app/app.component.html @@ -11,13 +11,14 @@ [style.gridTemplateColumns]="'repeat(' + cols + ', 1fr)'" [style.gridTemplateRows]="'repeat(' + rows + ', 1fr)'" > - - + @for (cell of grid; track cell.id) { + + + }
diff --git a/src/app/app.component.spec.ts b/src/app/app.component.spec.ts deleted file mode 100644 index 60da88b..0000000 --- a/src/app/app.component.spec.ts +++ /dev/null @@ -1,29 +0,0 @@ -import { TestBed } from '@angular/core/testing'; -import { AppComponent } from './app.component'; - -describe('AppComponent', () => { - beforeEach(async () => { - await TestBed.configureTestingModule({ - imports: [AppComponent], - }).compileComponents(); - }); - - it('should create the app', () => { - const fixture = TestBed.createComponent(AppComponent); - const app = fixture.componentInstance; - expect(app).toBeTruthy(); - }); - - it(`should have the 'glyph-canvas' title`, () => { - const fixture = TestBed.createComponent(AppComponent); - const app = fixture.componentInstance; - expect(app.title).toEqual('glyph-canvas'); - }); - - it('should render title', () => { - const fixture = TestBed.createComponent(AppComponent); - fixture.detectChanges(); - const compiled = fixture.nativeElement as HTMLElement; - expect(compiled.querySelector('h1')?.textContent).toContain('Hello, glyph-canvas'); - }); -}); diff --git a/src/app/app.component.ts b/src/app/app.component.ts index 1cdfdb0..9095bf0 100644 --- a/src/app/app.component.ts +++ b/src/app/app.component.ts @@ -1,7 +1,6 @@ -import { Component, ElementRef, HostListener, NgZone, OnChanges, ViewChild, ViewContainerRef } from '@angular/core'; +import { Component, HostListener } from '@angular/core'; import { ConfigService } from './services/config.service'; import { GlyphCanvasComponent } from './canvas/glyph-canvas.component'; -import { CommonModule } from '@angular/common'; import { DataProviderService } from './services/dataprovider.service'; import { checkTextInput } from './shared/helpers/angular-helper'; import { MenuBarComponent } from "./menubar/menubar.component"; @@ -13,13 +12,12 @@ interface GlyphCanvasItem { id: number, row: number, col: number } @Component({ standalone: true, selector: 'app-root', - imports: [CommonModule, GlyphCanvasComponent, MenuBarComponent, ToastComponent, SidebarComponent], + imports: [GlyphCanvasComponent, MenuBarComponent, ToastComponent, SidebarComponent], templateUrl: './app.component.html', styleUrl: './app.component.scss' }) -export class AppComponent implements OnChanges { +export class AppComponent { title = 'Glyphboard Royale'; - @ViewChild('canvasGrid', { static: true }) canvasContainer!: ElementRef; grid: GlyphCanvasItem[] = []; totalCells = 1; @@ -37,7 +35,6 @@ export class AppComponent implements OnChanges { if (this.totalCells > 1) { this.totalCells--; - console.log("Received remove canvas command: ", change); const canvas = this.grid.find(c => c.id === change); this.grid.splice(this.grid.indexOf(canvas!), 1); this.recalculateGrid(); @@ -45,8 +42,6 @@ export class AppComponent implements OnChanges { }); } - ngOnChanges(): void { - } getNextFreeId(grid: GlyphCanvasItem[]): number { const usedIds = new Set(grid.map(item => item.id)); diff --git a/src/app/canvas/glyph-canvas.component.scss b/src/app/canvas/glyph-canvas.component.scss index a531458..304e32c 100644 --- a/src/app/canvas/glyph-canvas.component.scss +++ b/src/app/canvas/glyph-canvas.component.scss @@ -10,8 +10,6 @@ border: 1px solid v.$gray-200; background: white; - overflow: hidden; /* important for canvas clipping */ - box-shadow: 0 1px 3px rgba(0,0,0,0.08), 0 4px 12px rgba(0,0,0,0.05); @@ -25,7 +23,6 @@ width: 100%; height: 100%; display: block; - /* position: relative; */ cursor: default; &.selecting { diff --git a/src/app/canvas/glyph-canvas.component.spec.ts b/src/app/canvas/glyph-canvas.component.spec.ts deleted file mode 100644 index 445b5c1..0000000 --- a/src/app/canvas/glyph-canvas.component.spec.ts +++ /dev/null @@ -1,23 +0,0 @@ -import { ComponentFixture, TestBed } from '@angular/core/testing'; - -import { GlyphCanvasComponent } from './glyph-canvas.component'; - -describe('CanvasComponent', () => { - let component: GlyphCanvasComponent; - let fixture: ComponentFixture; - - beforeEach(async () => { - await TestBed.configureTestingModule({ - imports: [GlyphCanvasComponent] - }) - .compileComponents(); - - fixture = TestBed.createComponent(GlyphCanvasComponent); - component = fixture.componentInstance; - fixture.detectChanges(); - }); - - it('should create', () => { - expect(component).toBeTruthy(); - }); -}); diff --git a/src/app/canvas/glyph-canvas.component.ts b/src/app/canvas/glyph-canvas.component.ts index 883591a..891b421 100644 --- a/src/app/canvas/glyph-canvas.component.ts +++ b/src/app/canvas/glyph-canvas.component.ts @@ -10,10 +10,9 @@ import { forceCollide, forceSimulation, Simulation } from 'd3-force'; import { clusterGlyphs, getGlyphFromObject } from '../shared/helpers/glyph-helper'; import { InteractionCommand } from '../shared/enum/interaction-command'; import { GlyphCacheObject } from '../glyph/glyph-cache-object'; -import { convertToScreenSpace, exportThreeSceneAsPNG, hitTest, hitTestCandidates, jitterFromVector, nearlyEqual, panCamera, scalePosition, screenToWorld } from '../shared/helpers/three-helper'; +import { convertToScreenSpace, exportThreeSceneAsPNG, hitTest, hitTestCandidates, nearlyEqual, panCamera, scalePosition, screenToWorld } from '../shared/helpers/three-helper'; import { TooltipComponent } from "./tooltip/tooltip.component"; import { MagiclensComponent } from "./magiclens/magiclens.component"; -import { CommonModule } from '@angular/common'; import { GlyphSizeInfo } from '../glyph/glyph-size-info'; import { ItemFilter } from '../shared/filter/item-filter'; import { IdFilter } from '../shared/filter/id-filter'; @@ -28,7 +27,7 @@ import { SpatialGrid } from '../shared/helpers/spatial-grid'; @Component({ selector: 'glyph-canvas', standalone: true, - imports: [CommonModule, FormsModule, TooltipComponent, MagiclensComponent, CanvasNavigationControlsComponent, SettingsControlPanelComponent], + imports: [FormsModule, TooltipComponent, MagiclensComponent, CanvasNavigationControlsComponent, SettingsControlPanelComponent], templateUrl: './glyph-canvas.component.html', styleUrls: ['./glyph-canvas.component.scss'] }) diff --git a/src/app/canvas/magiclens/magiclens.component.spec.ts b/src/app/canvas/magiclens/magiclens.component.spec.ts deleted file mode 100644 index e2f4f50..0000000 --- a/src/app/canvas/magiclens/magiclens.component.spec.ts +++ /dev/null @@ -1,23 +0,0 @@ -import { ComponentFixture, TestBed } from '@angular/core/testing'; - -import { MagiclensComponent } from './magiclens.component'; - -describe('MagiclensComponent', () => { - let component: MagiclensComponent; - let fixture: ComponentFixture; - - beforeEach(async () => { - await TestBed.configureTestingModule({ - imports: [MagiclensComponent] - }) - .compileComponents(); - - fixture = TestBed.createComponent(MagiclensComponent); - component = fixture.componentInstance; - fixture.detectChanges(); - }); - - it('should create', () => { - expect(component).toBeTruthy(); - }); -}); diff --git a/src/app/canvas/overlaycontrols/overlaycontrols.component.html b/src/app/canvas/overlaycontrols/overlaycontrols.component.html index c36d0cf..0d62355 100644 --- a/src/app/canvas/overlaycontrols/overlaycontrols.component.html +++ b/src/app/canvas/overlaycontrols/overlaycontrols.component.html @@ -1,42 +1,42 @@
- - - - - - -
- + @if (showSettings) { +
+ - + - +
+
Playback Controls
+
-
-
Playback Controls
-
+ - +
+ {{ animationSpeed }} +
-
- {{ animationSpeed }} -
- - + - + +
-
-
\ No newline at end of file + } +
diff --git a/src/app/canvas/overlaycontrols/overlaycontrols.component.spec.ts b/src/app/canvas/overlaycontrols/overlaycontrols.component.spec.ts deleted file mode 100644 index ca66138..0000000 --- a/src/app/canvas/overlaycontrols/overlaycontrols.component.spec.ts +++ /dev/null @@ -1,23 +0,0 @@ -import { ComponentFixture, TestBed } from '@angular/core/testing'; - -import { OverlayControlsComponent } from './overlaycontrols.component'; - -describe('OverlaycontrolsComponent', () => { - let component: OverlayControlsComponent; - let fixture: ComponentFixture; - - beforeEach(async () => { - await TestBed.configureTestingModule({ - imports: [OverlayControlsComponent] - }) - .compileComponents(); - - fixture = TestBed.createComponent(OverlayControlsComponent); - component = fixture.componentInstance; - fixture.detectChanges(); - }); - - it('should create', () => { - expect(component).toBeTruthy(); - }); -}); diff --git a/src/app/canvas/overlaycontrols/overlaycontrols.component.ts b/src/app/canvas/overlaycontrols/overlaycontrols.component.ts index 77fec6b..accadff 100644 --- a/src/app/canvas/overlaycontrols/overlaycontrols.component.ts +++ b/src/app/canvas/overlaycontrols/overlaycontrols.component.ts @@ -1,10 +1,9 @@ import { Component, Input, Output, EventEmitter } from '@angular/core'; -import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; @Component({ selector: 'app-overlaycontrols', - imports: [CommonModule, FormsModule], + imports: [FormsModule], templateUrl: './overlaycontrols.component.html', styleUrls: ['./overlaycontrols.component.scss'] }) diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.html b/src/app/canvas/settingscontrols/settingscontrols.component.html index fecf5b1..77756b3 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.html +++ b/src/app/canvas/settingscontrols/settingscontrols.component.html @@ -24,78 +24,90 @@
-
-
- -
- - -
+ @if (activeSetting === 'position') { +
+
+ +
+ + +
- -
- - -
+ +
+ + +
- -
- -
-
-
- {{ proj.method }} - - - sync - check_circle - error - schedule - - + + @if (backgroundProjections.length > 0) { +
+ +
+ @for (proj of backgroundProjections; track proj.method) { +
+
+ {{ proj.method }} + + @switch (proj.status) { + @case ('running') { sync } + @case ('complete') { check_circle } + @case ('error') { error } + @case ('pending') { schedule } + } + +
+ @if (proj.status === 'running') { +
+
+
+ } +
+ }
-
-
+
+ } + +
+ +
+ +
+ {{ animationSpeed }}
+ +
-
-
- -
- -
- {{ animationSpeed }} -
- -
- - -
- - - -
-
+ }
diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.scss b/src/app/canvas/settingscontrols/settingscontrols.component.scss index 56a058f..9ccd282 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.scss +++ b/src/app/canvas/settingscontrols/settingscontrols.component.scss @@ -230,7 +230,6 @@ overflow-y: scroll; overflow-x: hidden; overscroll-behavior: contain; - -webkit-overflow-scrolling: touch; touch-action: pan-y; pointer-events: auto; @include m.styled-scrollbar-thin; diff --git a/src/app/canvas/tooltip/tooltip.component.spec.ts b/src/app/canvas/tooltip/tooltip.component.spec.ts deleted file mode 100644 index a5425da..0000000 --- a/src/app/canvas/tooltip/tooltip.component.spec.ts +++ /dev/null @@ -1,23 +0,0 @@ -import { ComponentFixture, TestBed } from '@angular/core/testing'; - -import { TooltipComponent } from './tooltip.component'; - -describe('TooltipComponent', () => { - let component: TooltipComponent; - let fixture: ComponentFixture; - - beforeEach(async () => { - await TestBed.configureTestingModule({ - imports: [TooltipComponent] - }) - .compileComponents(); - - fixture = TestBed.createComponent(TooltipComponent); - component = fixture.componentInstance; - fixture.detectChanges(); - }); - - it('should create', () => { - expect(component).toBeTruthy(); - }); -}); diff --git a/src/app/menubar/histogram/histogram.component.ts b/src/app/menubar/histogram/histogram.component.ts index 503646e..caa87eb 100644 --- a/src/app/menubar/histogram/histogram.component.ts +++ b/src/app/menubar/histogram/histogram.component.ts @@ -16,9 +16,6 @@ import { getEffectiveHistogramType } from '../../shared/utils/histogram.utils'; -// Re-export for backward compatibility -export type { Histogram } from '../../shared/types/histogram.types'; - @Component({ selector: 'app-histogram', templateUrl: './histogram.component.html', diff --git a/src/app/menubar/menubar.component.html b/src/app/menubar/menubar.component.html index 8882b57..1089dca 100644 --- a/src/app/menubar/menubar.component.html +++ b/src/app/menubar/menubar.component.html @@ -24,17 +24,20 @@ Data
- + @if (isUserDataset(selectedDataset)) { + + }
@@ -72,4 +75,4 @@
-} \ No newline at end of file +} diff --git a/src/app/menubar/menubar.component.scss b/src/app/menubar/menubar.component.scss index bbc5180..f81d68d 100644 --- a/src/app/menubar/menubar.component.scss +++ b/src/app/menubar/menubar.component.scss @@ -32,9 +32,6 @@ /* CENTER grows normally */ .menu-center { - // display: flex; - // align-items: center; - // gap: 24px; position: absolute; left: 50%; transform: translateX(-70%); @@ -105,9 +102,6 @@ select { appearance: none; - /* Remove native arrow */ - -webkit-appearance: none; - -moz-appearance: none; padding: 6px 12px; border-radius: 10px; diff --git a/src/app/menubar/menubar.component.ts b/src/app/menubar/menubar.component.ts index 38ef23d..565f63c 100644 --- a/src/app/menubar/menubar.component.ts +++ b/src/app/menubar/menubar.component.ts @@ -1,5 +1,4 @@ import { Component, EventEmitter, Input, OnDestroy, OnInit, Output } from '@angular/core'; -import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; import { Subscription } from 'rxjs'; import { PreprocessingWizardComponent } from '../preprocessing-wizard/preprocessing-wizard.component'; @@ -9,7 +8,7 @@ import { ConfigService } from '../services/config.service'; @Component({ selector: 'app-menubar', standalone: true, - imports: [PreprocessingWizardComponent, CommonModule, FormsModule], + imports: [PreprocessingWizardComponent, FormsModule], templateUrl: './menubar.component.html', styleUrls: ['./menubar.component.scss'], }) diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts index efb7711..2b03818 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts @@ -1,5 +1,4 @@ import { Component, OnInit, OnDestroy, Output, EventEmitter, ViewChild, ElementRef } from '@angular/core'; -import { CommonModule } from '@angular/common'; import { Subscription, distinctUntilChanged, map } from 'rxjs'; import { PreprocessingService } from './services/preprocessing.service'; import { ProgressStepperComponent, Step } from './shared/progress-stepper/progress-stepper.component'; @@ -14,7 +13,6 @@ import { DataProfile } from './models/column-statistics'; selector: 'app-preprocessing-wizard', standalone: true, imports: [ - CommonModule, ProgressStepperComponent, Step1UploadComponent, Step2ColumnSelectionComponent, diff --git a/src/app/preprocessing-wizard/services/preprocessing.service.ts b/src/app/preprocessing-wizard/services/preprocessing.service.ts index ea45b8d..22ebfed 100644 --- a/src/app/preprocessing-wizard/services/preprocessing.service.ts +++ b/src/app/preprocessing-wizard/services/preprocessing.service.ts @@ -427,7 +427,6 @@ export class PreprocessingService { // If wizard was reset while background projection was running, silently skip // (user has already moved on to dashboard) if (!state.processedDataset) { - console.log(`[Preprocessing] Skipping ${method} projection - wizard was reset`); return; } diff --git a/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts b/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts index b80d8cd..e4f34ef 100644 --- a/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts +++ b/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts @@ -1,10 +1,8 @@ import { Component, Input, OnChanges } from '@angular/core'; -import { CommonModule } from '@angular/common'; - @Component({ selector: 'app-box-plot', standalone: true, - imports: [CommonModule], + imports: [], templateUrl: './box-plot.component.html', styleUrl: './box-plot.component.scss' }) diff --git a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts index 235e671..f8f7e7b 100644 --- a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts +++ b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts @@ -1,12 +1,11 @@ import { Component, Input } from '@angular/core'; -import { CommonModule } from '@angular/common'; import { ColumnStatistics } from '../../models/column-statistics'; import { DataTypeBadgeComponent } from '../../../shared/components/data-type-badge/data-type-badge.component'; @Component({ selector: 'app-column-statistics', standalone: true, - imports: [CommonModule, DataTypeBadgeComponent], + imports: [DataTypeBadgeComponent], templateUrl: './column-statistics.component.html', styleUrl: './column-statistics.component.scss' }) diff --git a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts index 782adf5..dba58d0 100644 --- a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts +++ b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts @@ -1,10 +1,8 @@ import { Component, Input } from '@angular/core'; -import { CommonModule } from '@angular/common'; - @Component({ selector: 'app-data-preview-table', standalone: true, - imports: [CommonModule], + imports: [], templateUrl: './data-preview-table.component.html', styleUrl: './data-preview-table.component.scss' }) diff --git a/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts b/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts index 6c7361c..e53118b 100644 --- a/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts +++ b/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts @@ -1,12 +1,11 @@ import { Component, Input, OnInit, OnChanges, ElementRef, ViewChild, AfterViewInit } from '@angular/core'; -import { CommonModule } from '@angular/common'; import * as d3 from 'd3'; import { HistogramData } from '../../models/column-statistics'; @Component({ selector: 'app-histogram-chart', standalone: true, - imports: [CommonModule], + imports: [], templateUrl: './histogram-chart.component.html', styleUrl: './histogram-chart.component.scss' }) diff --git a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts index f2ec6e1..3fd239d 100644 --- a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts +++ b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts @@ -1,6 +1,4 @@ import { Component, Input, Output, EventEmitter } from '@angular/core'; -import { CommonModule } from '@angular/common'; - export interface Step { label: string; icon?: string; @@ -10,7 +8,7 @@ export interface Step { @Component({ selector: 'app-progress-stepper', standalone: true, - imports: [CommonModule], + imports: [], templateUrl: './progress-stepper.component.html', styleUrl: './progress-stepper.component.scss' }) diff --git a/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts b/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts index 2e21a5c..9972967 100644 --- a/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts +++ b/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts @@ -1,10 +1,8 @@ import { Component, Input, OnChanges } from '@angular/core'; -import { CommonModule } from '@angular/common'; - @Component({ selector: 'app-sparkline-chart', standalone: true, - imports: [CommonModule], + imports: [], templateUrl: './sparkline-chart.component.html', styleUrl: './sparkline-chart.component.scss' }) diff --git a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts index b282154..372934f 100644 --- a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts +++ b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts @@ -1,5 +1,4 @@ import { Component, Input, OnInit, OnChanges, ElementRef, ViewChild, AfterViewInit, SimpleChanges } from '@angular/core'; -import { CommonModule } from '@angular/common'; import * as d3 from 'd3'; import { HistogramData } from '../../models/column-statistics'; import { DataType } from '../../models/data-type.enum'; @@ -12,7 +11,7 @@ import { @Component({ selector: 'app-wizard-histogram', standalone: true, - imports: [CommonModule], + imports: [], templateUrl: './wizard-histogram.component.html', styleUrl: './wizard-histogram.component.scss' }) diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts index d03a7dd..31e3e4b 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts @@ -1,5 +1,4 @@ import { Component, OnInit } from '@angular/core'; -import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; import { PreprocessingService } from '../../services/preprocessing.service'; import { ColumnConfig, CleaningConfig } from '../../models/column-config'; @@ -28,7 +27,7 @@ interface ColumnConfigState { @Component({ selector: 'app-step3-configure-data-features', standalone: true, - imports: [CommonModule, FormsModule, HelpTooltipComponent, DataTypeBadgeComponent], + imports: [FormsModule, HelpTooltipComponent, DataTypeBadgeComponent], templateUrl: './step3-configure-data-features.component.html', styleUrl: './step3-configure-data-features.component.scss' }) diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts index 82c5671..3c73a62 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts @@ -1,10 +1,10 @@ -import { Component, OnInit, OnDestroy } from '@angular/core'; +import { Component, OnInit } from '@angular/core'; import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; import { PreprocessingService } from '../../services/preprocessing.service'; import { ProjectionConfig } from '../../models/column-config'; import { ColumnStatistics } from '../../models/column-statistics'; -import { DataType, getDataTypeBadgeClass as badgeClassFn } from '../../models/data-type.enum'; +import { DataType } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; @@ -47,14 +47,12 @@ interface ProjectionMethodUI { templateUrl: './step4-visualization-settings.component.html', styleUrl: './step4-visualization-settings.component.scss' }) -export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { +export class Step4VisualizationSettingsComponent implements OnInit { // Color feature selection columns: ColumnStatistics[] = []; colorFeature: string | null = null; selectedColorScaleId: number = 0; groupedColorScales: { group: string; scales: ColorScale[] }[] = []; - getDataTypeBadgeClass = badgeClassFn; - // Glyph feature mapping availableFeatures: string[] = []; selectedGlyphFeatures: string[] = []; @@ -260,8 +258,6 @@ export class Step4VisualizationSettingsComponent implements OnInit, OnDestroy { } } - ngOnDestroy(): void {} - // ============================================================================ // Color Feature Selection // ============================================================================ diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts index 4850736..7859600 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts @@ -1,5 +1,4 @@ -import { Component, OnInit, OnDestroy, ChangeDetectorRef, NgZone, Output, EventEmitter, ElementRef } from '@angular/core'; -import { CommonModule } from '@angular/common'; +import { Component, OnInit, OnDestroy, ChangeDetectorRef, NgZone, Output, EventEmitter } from '@angular/core'; import { Subscription } from 'rxjs'; import { PreprocessingService } from '../../services/preprocessing.service'; import { DataProviderService } from '../../../services/dataprovider.service'; @@ -13,7 +12,7 @@ import { DataTypeBadgeComponent } from '../../../shared/components/data-type-bad @Component({ selector: 'app-step5-review-processing', standalone: true, - imports: [CommonModule, DataTypeBadgeComponent], + imports: [DataTypeBadgeComponent], templateUrl: './step5-review-processing.component.html', styleUrl: './step5-review-processing.component.scss' }) @@ -61,8 +60,7 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { private projectionService: ProjectionService, private toastService: ToastService, private cdr: ChangeDetectorRef, - private ngZone: NgZone, - private elementRef: ElementRef + private ngZone: NgZone ) {} ngOnInit(): void { diff --git a/src/app/services/dataprovider.service.ts b/src/app/services/dataprovider.service.ts index 6a9a469..623c8ce 100644 --- a/src/app/services/dataprovider.service.ts +++ b/src/app/services/dataprovider.service.ts @@ -177,7 +177,6 @@ export class DataProviderService { this.dataSetCollectionSubject.next([...this.dataSetCollectionSubject.getValue()]); } - console.log(`[DataProvider] Dataset "${datasetName}" saved to IndexedDB`); } catch (error) { console.warn('[DataProvider] Failed to save dataset to IndexedDB:', error); } @@ -413,7 +412,6 @@ export class DataProviderService { return false; } - console.log(`[DataProvider] Adding ${positions.length} positions for algorithm: ${algorithm} to loaded dataset`); let matchCount = 0; for (const posEntry of positions) { @@ -430,8 +428,6 @@ export class DataProviderService { matchCount++; } - console.log(`[DataProvider] Matched ${matchCount}/${positions.length} positions for ${algorithm}`); - // Update the collection to include this algorithm in the position list // This ensures getPositions() returns the new algorithm const entry = this.getCollectionEntry(datasetName); @@ -500,17 +496,12 @@ export class DataProviderService { // --- Add positions for this timestamp --- for (const [algorithm, entries] of positions) { - console.log(`[DataProvider] Adding ${entries.length} positions for algorithm: ${algorithm}`); let matchCount = 0; for (const posEntry of entries) { // Always normalize position ID to string for consistent lookups const idStr = String(posEntry.id); const glyph = glyphMap.get(idStr); if (!glyph) { - if (matchCount === 0) { - console.warn(`[DataProvider] No glyph found for ID: ${idStr}`); - console.log(`[DataProvider] Available glyph IDs sample:`, Array.from(glyphMap.keys()).slice(0, 5)); - } continue; } @@ -519,7 +510,6 @@ export class DataProviderService { }; matchCount++; } - console.log(`[DataProvider] Matched ${matchCount}/${entries.length} positions for ${algorithm}`); } return glyphMap.size; @@ -527,7 +517,6 @@ export class DataProviderService { async loadDataSet(name: string, timestamp: string) { - console.log("load data set " + name + " " + timestamp); // Clear any existing filters from previous dataset this.clearFilters(); diff --git a/src/app/services/projection.service.ts b/src/app/services/projection.service.ts index 36566cd..42366a1 100644 --- a/src/app/services/projection.service.ts +++ b/src/app/services/projection.service.ts @@ -323,8 +323,6 @@ export class ProjectionService { throw new Error('No valid feature data found in CSV'); } - console.log(`Parsed ${features.length} samples with ${features[0].length} features each`); - return { features, ids }; } catch (error: any) { throw new Error(`Failed to parse CSV features: ${error.message}`); @@ -381,7 +379,6 @@ export class ProjectionService { */ terminateAllWorkers(): void { this.workers.forEach((worker, method) => { - console.log(`Terminating worker for ${method}`); worker.terminate(); }); this.workers.clear(); diff --git a/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts b/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts index 4f980b5..1c9d134 100644 --- a/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts +++ b/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts @@ -1,5 +1,4 @@ import { Component, Input, Output, EventEmitter, HostListener } from '@angular/core'; -import { CommonModule } from '@angular/common'; import { ColorScale, getContinuousGradient, @@ -9,7 +8,7 @@ import { @Component({ selector: 'app-color-scale-selector', standalone: true, - imports: [CommonModule], + imports: [], templateUrl: './color-scale-selector.component.html', styleUrl: './color-scale-selector.component.scss' }) diff --git a/src/app/sidebar/sidebar.component.html b/src/app/sidebar/sidebar.component.html index 49e55e1..9973e59 100644 --- a/src/app/sidebar/sidebar.component.html +++ b/src/app/sidebar/sidebar.component.html @@ -1,36 +1,43 @@ -
- - - -
- -
+@if (collapsed) { +
+ + + +
+ +
+} - +@if (!collapsed) { -
- {{ colorFeature }} -
-
- -
- + @if (getSelectedScale(); as scale) { +
+ {{ colorFeature }} +
+ @if (scale.type === 'numeric') { +
+ } + @if (scale.type === 'categorical') { + @for (c of getCategoricalColors(scale); track c) { +
+ } + } +
+
- -
+ }
@@ -40,51 +47,58 @@ -
- -
- - -
+ @if (encodingOpen) { +
+ +
+ + +
- -
- - - -
+ +
+ + + +
- -
- -
- + +
+ +
+ @for (featureId of getSortedFeatureIds(); track featureId) { + + } +
-
- -
- + +
+ +
-
+ }
@@ -92,56 +106,62 @@ -
- -
- -
- - - - + @if (styleOpen) { +
+ +
+ +
+ + + + +
-
- -
- -
- + +
+ +
+ @for (opt of glyphConfig.glyphOptions; track opt.property) { + + } +
-
+ }
@@ -149,71 +169,87 @@ -
- -
-
- "{{ term }}" - -
-
- {{ item.displayName }} - -
-
- - -
- - -
    -
  • - {{ term }} - +
+ } + @for (item of getActiveFilters(); track item.displayName) { +
+ {{ item.displayName }} + +
+ } +
+ } + + +
+ + @if (searchTerms.length > 0 || searchTerm) { + - - -
+ } + @if (inputFocused && searchTerms.length > 0) { +
    + @for (term of searchTerms; track $index) { +
  • + {{ term }} + +
    • + } +
+ } +
- -
- Total items  - {{ dataProvider.totalItems }} - {{ dataProvider.filteredItems }} - Filtered Items  -
+ +
+ Total items  + {{ dataProvider.totalItems }} + {{ dataProvider.filteredItems }} + Filtered Items  +
- -
- -
- - -
- + +
+ @for (featureId of featureIds; track featureId) { +
+ + +
+ } +
-
+ }
- +} diff --git a/src/app/sidebar/sidebar.component.ts b/src/app/sidebar/sidebar.component.ts index c345487..0fc037e 100644 --- a/src/app/sidebar/sidebar.component.ts +++ b/src/app/sidebar/sidebar.component.ts @@ -1,5 +1,4 @@ import { Component, ElementRef, HostBinding, inject, NgZone, OnDestroy, OnInit, ViewChild } from '@angular/core'; -import { CommonModule } from '@angular/common'; import { FormsModule } from '@angular/forms'; import { Subscription } from 'rxjs'; @@ -35,7 +34,7 @@ export type AccordionSection = 'encoding' | 'style' | 'filters'; @Component({ selector: 'app-sidebar', standalone: true, - imports: [CommonModule, FormsModule, HistogramComponent, ColorScaleSelectorComponent], + imports: [FormsModule, HistogramComponent, ColorScaleSelectorComponent], templateUrl: './sidebar.component.html', styleUrls: ['./sidebar.component.scss'] }) diff --git a/src/styles/_variables.scss b/src/styles/_variables.scss index 9acbea8..4ad9f9b 100644 --- a/src/styles/_variables.scss +++ b/src/styles/_variables.scss @@ -23,17 +23,6 @@ $select-bg-focus: rgba(180, 180, 180, 0.6); // Selection Rectangle $color-gray-border: #999; $color-gray-bg-light: rgba(128, 128, 128, 0.1); -$color-gray-border-subtle: rgba(100, 100, 100, 0.5); -$color-gray-bg-subtle: rgba(100, 100, 100, 0.05); - -// Histogram Colors -$histogram-selection: #c1d8e0; -$histogram-selected-bars: #0093d6; -$histogram-unselected-bars: #1a1a1a; - -$color-scale-low: #198FBD; -$color-scale-high: #F7295B; -$color-scale-middle: #F7D529; // Status Colors $status-warning: #FF9800; From 11b1dffd0ab68730c0cc5e044944995800eb194a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Mon, 16 Feb 2026 21:35:06 +0100 Subject: [PATCH 08/19] Decompose GlyphCanvasComponent and DataProviderService, Add Glyph Type Strategy Pattern, Add Linting and Prettier Formatting --- .husky/pre-commit | 1 + .prettierignore | 5 + .prettierrc | 9 + angular.json | 16 +- eslint.config.js | 59 + package-lock.json | 3145 +- package.json | 20 +- src/app/app.component.html | 13 +- src/app/app.component.ts | 31 +- src/app/app.config.ts | 4 +- src/app/canvas/glyph-canvas.component.html | 43 +- src/app/canvas/glyph-canvas.component.scss | 6 +- src/app/canvas/glyph-canvas.component.ts | 1253 +- .../canvas/magiclens/magiclens.component.html | 25 +- .../canvas/magiclens/magiclens.component.scss | 2 +- .../canvas/magiclens/magiclens.component.ts | 53 +- .../navigationcontrols.component.html | 51 +- .../navigationcontrols.component.scss | 2 +- .../navigationcontrols.component.ts | 22 +- .../overlaycontrols.component.html | 149 +- .../overlaycontrols.component.scss | 260 +- .../overlaycontrols.component.ts | 6 +- .../canvas/services/canvas-camera.service.ts | 174 + .../services/canvas-renderer.service.ts | 431 + .../services/canvas-selection.service.ts | 112 + .../settingscontrols.component.html | 26 +- .../settingscontrols.component.scss | 506 +- .../settingscontrols.component.ts | 34 +- src/app/canvas/tooltip/tooltip.component.html | 5 +- src/app/canvas/tooltip/tooltip.component.scss | 2 +- src/app/canvas/tooltip/tooltip.component.ts | 16 +- src/app/glyph/glyph-cache-object.ts | 52 +- src/app/glyph/glyph-configuration.ts | 89 +- src/app/glyph/glyph-object.ts | 758 +- src/app/glyph/glyph-size-info.ts | 18 +- .../glyph/renderers/flower-glyph.renderer.ts | 77 + .../renderers/glyph-renderer-registry.ts | 11 + src/app/glyph/renderers/glyph-renderer.ts | 54 + .../glyph/renderers/radar-chart.renderer.ts | 67 + src/app/glyph/renderers/shared-rendering.ts | 99 + src/app/glyph/renderers/thumbnail.renderer.ts | 81 + .../glyph/renderers/whisker-glyph.renderer.ts | 49 + .../histogram/histogram.component.html | 2 +- .../histogram/histogram.component.scss | 101 +- .../menubar/histogram/histogram.component.ts | 1213 +- src/app/menubar/menubar.component.html | 126 +- src/app/menubar/menubar.component.scss | 522 +- src/app/menubar/menubar.component.ts | 140 +- .../models/column-config.ts | 30 +- .../models/column-statistics.ts | 2 +- .../models/data-type.enum.ts | 39 +- .../models/preprocessing-state.ts | 32 +- .../preprocessing-wizard.component.html | 6 +- .../preprocessing-wizard.component.scss | 2 +- .../preprocessing-wizard.component.ts | 26 +- .../services/preprocessing.service.ts | 114 +- .../shared/box-plot/box-plot.component.html | 37 +- .../shared/box-plot/box-plot.component.ts | 30 +- .../column-statistics.component.html | 9 +- .../column-statistics.component.ts | 7 +- .../shared/constants/help-text.ts | 143 +- .../shared/constants/step-info.ts | 13 +- .../data-preview-table.component.html | 4 +- .../data-preview-table.component.ts | 6 +- .../help-tooltip/help-tooltip.component.html | 6 +- .../help-tooltip/help-tooltip.component.scss | 7 +- .../help-tooltip/help-tooltip.component.ts | 21 +- .../histogram-chart.component.ts | 44 +- .../progress-stepper.component.html | 9 +- .../progress-stepper.component.ts | 6 +- .../sparkline-chart.component.html | 13 +- .../sparkline-chart.component.ts | 22 +- .../wizard-histogram.component.scss | 9 +- .../wizard-histogram.component.ts | 166 +- .../step1-upload/step1-upload.component.html | 40 +- .../step1-upload/step1-upload.component.ts | 3 +- .../step2-column-selection.component.html | 228 +- .../step2-column-selection.component.scss | 2 +- .../step2-column-selection.component.ts | 21 +- ...ep3-configure-data-features.component.html | 93 +- ...ep3-configure-data-features.component.scss | 8 +- ...step3-configure-data-features.component.ts | 58 +- ...tep4-visualization-settings.component.html | 194 +- ...tep4-visualization-settings.component.scss | 8 +- .../step4-visualization-settings.component.ts | 104 +- .../step5-review-processing.component.html | 9 +- .../step5-review-processing.component.ts | 106 +- src/app/services/config.service.ts | 43 +- src/app/services/data-export.service.ts | 90 + src/app/services/data-loader.service.ts | 649 + src/app/services/data-processor.ts | 394 +- src/app/services/dataprovider.service.ts | 833 - src/app/services/dataset-storage.service.ts | 152 +- src/app/services/filter.service.ts | 85 + src/app/services/projection.service.ts | 94 +- src/app/services/toast.service.ts | 6 +- .../color-scale-selector.component.html | 8 +- .../color-scale-selector.component.ts | 8 +- .../data-type-badge.component.ts | 6 +- .../components/toast/toast.component.ts | 166 +- src/app/shared/enum/filter-mode.ts | 4 +- src/app/shared/enum/glyph-type.ts | 12 +- src/app/shared/enum/interaction-command.ts | 14 +- src/app/shared/enum/render-task.ts | 10 +- src/app/shared/enum/zoom-level.ts | 4 +- src/app/shared/filter/category-filter.ts | 19 +- src/app/shared/filter/feature-filter.ts | 42 +- src/app/shared/filter/id-filter.ts | 44 +- src/app/shared/filter/item-filter.ts | 28 +- src/app/shared/filter/text-filter.ts | 10 +- src/app/shared/helpers/angular-helper.ts | 7 +- src/app/shared/helpers/color-helper.ts | 18 + src/app/shared/helpers/d3-helper.ts | 555 +- src/app/shared/helpers/glyph-helper.ts | 118 +- src/app/shared/helpers/spatial-grid.ts | 12 +- src/app/shared/helpers/three-helper.ts | 255 +- src/app/shared/interfaces/color-scale.ts | 274 +- src/app/shared/interfaces/coordinates.ts | 6 +- .../shared/interfaces/dataset-collection.ts | 4 +- src/app/shared/interfaces/glyph-feature.ts | 18 +- src/app/shared/interfaces/glyph-meta.ts | 12 +- src/app/shared/interfaces/glyph-position.ts | 4 +- src/app/shared/interfaces/glyph-schema.ts | 19 +- src/app/shared/interfaces/pyodide-messages.ts | 46 +- src/app/shared/types/histogram.types.ts | 6 +- src/app/shared/types/projection.types.ts | 21 +- src/app/shared/utils/histogram.utils.ts | 17 +- src/app/sidebar/sidebar.component.html | 114 +- src/app/sidebar/sidebar.component.scss | 4 +- src/app/sidebar/sidebar.component.ts | 88 +- src/app/types/druidjs.d.ts | 30 +- src/app/workers/projection.worker.ts | 62 +- src/app/workers/pyodide.worker.ts | 72 +- .../data/nutrients.15012026.feature.json | 641510 +++++++-------- src/assets/data/nutrients.15012026.meta.json | 16292 +- .../data/nutrients.15012026.position.pca.json | 106920 +-- .../nutrients.15012026.position.tsne.json | 106920 +-- .../nutrients.15012026.position.umap.json | 106920 +-- .../data/nutrients.15012026.schema.json | 113 +- src/assets/data/wineqr.15012026.feature.json | 108734 +-- src/assets/data/wineqr.15012026.meta.json | 731 +- .../data/wineqr.15012026.position.pca.json | 22388 +- .../data/wineqr.15012026.position.tsne.json | 22388 +- .../data/wineqr.15012026.position.umap.json | 22388 +- src/assets/data/wineqr.15012026.schema.json | 93 +- src/default-dataset.ts | 80 +- src/index.html | 20 +- src/main.ts | 3 +- src/styles.scss | 17 +- src/styles/_mixins.scss | 2 +- src/styles/_variables.scss | 42 +- 151 files changed, 587579 insertions(+), 584082 deletions(-) create mode 100644 .husky/pre-commit create mode 100644 .prettierignore create mode 100644 .prettierrc create mode 100644 eslint.config.js create mode 100644 src/app/canvas/services/canvas-camera.service.ts create mode 100644 src/app/canvas/services/canvas-renderer.service.ts create mode 100644 src/app/canvas/services/canvas-selection.service.ts create mode 100644 src/app/glyph/renderers/flower-glyph.renderer.ts create mode 100644 src/app/glyph/renderers/glyph-renderer-registry.ts create mode 100644 src/app/glyph/renderers/glyph-renderer.ts create mode 100644 src/app/glyph/renderers/radar-chart.renderer.ts create mode 100644 src/app/glyph/renderers/shared-rendering.ts create mode 100644 src/app/glyph/renderers/thumbnail.renderer.ts create mode 100644 src/app/glyph/renderers/whisker-glyph.renderer.ts create mode 100644 src/app/services/data-export.service.ts create mode 100644 src/app/services/data-loader.service.ts delete mode 100644 src/app/services/dataprovider.service.ts create mode 100644 src/app/services/filter.service.ts create mode 100644 src/app/shared/helpers/color-helper.ts diff --git a/.husky/pre-commit b/.husky/pre-commit new file mode 100644 index 0000000..2312dc5 --- /dev/null +++ b/.husky/pre-commit @@ -0,0 +1 @@ +npx lint-staged diff --git a/.prettierignore b/.prettierignore new file mode 100644 index 0000000..d2328d3 --- /dev/null +++ b/.prettierignore @@ -0,0 +1,5 @@ +dist/ +node_modules/ +.angular/ +coverage/ +package-lock.json diff --git a/.prettierrc b/.prettierrc new file mode 100644 index 0000000..459d2ac --- /dev/null +++ b/.prettierrc @@ -0,0 +1,9 @@ +{ + "singleQuote": true, + "trailingComma": "es5", + "printWidth": 120, + "tabWidth": 2, + "semi": true, + "bracketSpacing": true, + "arrowParens": "avoid" +} diff --git a/angular.json b/angular.json index a96d3a5..39a0559 100644 --- a/angular.json +++ b/angular.json @@ -100,11 +100,23 @@ "scripts": [], "webWorkerTsConfig": "tsconfig.worker.json" } + }, + "lint": { + "builder": "@angular-eslint/builder:lint", + "options": { + "lintFilePatterns": [ + "src/**/*.ts", + "src/**/*.html" + ] + } } } } }, "cli": { - "analytics": false + "analytics": false, + "schematicCollections": [ + "angular-eslint" + ] } -} \ No newline at end of file +} diff --git a/eslint.config.js b/eslint.config.js new file mode 100644 index 0000000..c5371f2 --- /dev/null +++ b/eslint.config.js @@ -0,0 +1,59 @@ +// @ts-check +const eslint = require("@eslint/js"); +const { defineConfig } = require("eslint/config"); +const tseslint = require("typescript-eslint"); +const angular = require("angular-eslint"); +const prettierConfig = require("eslint-config-prettier"); + +module.exports = defineConfig([ + { + files: ["**/*.ts"], + extends: [ + eslint.configs.recommended, + tseslint.configs.recommended, + tseslint.configs.stylistic, + angular.configs.tsRecommended, + ], + processor: angular.processInlineTemplates, + rules: { + "@angular-eslint/directive-selector": [ + "error", + { + type: "attribute", + prefix: "app", + style: "camelCase", + }, + ], + "@angular-eslint/component-selector": [ + "error", + { + type: "element", + prefix: ["app", "glyph"], + style: "kebab-case", + }, + ], + "@typescript-eslint/no-explicit-any": "warn", + "@typescript-eslint/no-non-null-assertion": "warn", + "@typescript-eslint/no-unused-vars": ["warn", { argsIgnorePattern: "^_" }], + "@typescript-eslint/no-empty-function": "warn", + "@typescript-eslint/ban-ts-comment": "warn", + "@angular-eslint/prefer-inject": "off", + "@angular-eslint/no-empty-lifecycle-method": "warn", + "@angular-eslint/no-output-native": "warn", + }, + }, + { + files: ["**/*.html"], + extends: [ + angular.configs.templateRecommended, + angular.configs.templateAccessibility, + ], + rules: { + "@angular-eslint/template/label-has-associated-control": "warn", + "@angular-eslint/template/eqeqeq": "warn", + "@angular-eslint/template/click-events-have-key-events": "warn", + "@angular-eslint/template/interactive-supports-focus": "warn", + }, + }, + prettierConfig, +]); diff --git a/package-lock.json b/package-lock.json index 8bb533c..107696e 100644 --- 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} + }, "node_modules/util-deprecate": { "version": "1.0.2", "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz", @@ -13846,6 +16518,16 @@ "integrity": "sha512-CC1bOL87PIWSBhDcTrdeLo6eGT7mCFtrg0uIJtqJUFyK+eJnzl8A1niH56uu7KMa5XFrtiV+AQuHO3n7DsHnLQ==", "dev": true }, + "node_modules/word-wrap": { + "version": "1.2.5", + "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz", + "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==", + "dev": true, + "license": "MIT", + "engines": { + "node": ">=0.10.0" + } + }, "node_modules/wrap-ansi": { "version": "6.2.0", "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-6.2.0.tgz", @@ -14019,6 +16701,22 @@ "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==", "dev": true }, + "node_modules/yaml": { + "version": "2.8.2", + "resolved": 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"https://registry.npmjs.org/yoctocolors-cjs/-/yoctocolors-cjs-2.1.2.tgz", diff --git a/package.json b/package.json index 15d4725..315e568 100644 --- a/package.json +++ b/package.json @@ -7,7 +7,11 @@ "build": "ng build", "watch": "ng build --watch --configuration development", "test": "ng test", - "deploy": "ng build --base-ref /glyphspace/" + "deploy": "ng build --base-ref /glyphspace/", + "lint": "ng lint", + "format": "prettier --write \"src/**/*.{ts,html,scss,json}\"", + "format:check": "prettier --check \"src/**/*.{ts,html,scss,json}\"", + "prepare": "husky" }, "private": true, "dependencies": { @@ -37,12 +41,24 @@ "@types/jasmine": "~5.1.0", "@types/node": "^18.18.0", "@types/three": "^0.176.0", + "angular-eslint": "21.0.1", + "eslint": "^9.39.1", + "eslint-config-prettier": "^10.1.8", + "husky": "^9.1.7", "jasmine-core": "~5.6.0", "karma": "~6.4.0", "karma-chrome-launcher": "~3.2.0", "karma-coverage": "~2.2.0", "karma-jasmine": "~5.1.0", "karma-jasmine-html-reporter": "~2.1.0", - "typescript": "~5.7.2" + "lint-staged": "^16.2.7", + "prettier": "^3.8.1", + "typescript": "~5.7.2", + "typescript-eslint": "8.46.4" + }, + "lint-staged": { + "src/**/*.{ts,html}": ["eslint --fix", "prettier --write"], + "src/**/*.scss": ["prettier --write"], + "src/**/*.json": ["prettier --write"] } } diff --git a/src/app/app.component.html b/src/app/app.component.html index 965b29e..6f5bad5 100644 --- a/src/app/app.component.html +++ b/src/app/app.component.html @@ -1,8 +1,4 @@ - - +
@for (cell of grid; track cell.id) { - - + }
diff --git a/src/app/app.component.ts b/src/app/app.component.ts index 9095bf0..877046e 100644 --- a/src/app/app.component.ts +++ b/src/app/app.component.ts @@ -1,22 +1,26 @@ -import { Component, HostListener } from '@angular/core'; +import { Component, HostListener, OnInit } from '@angular/core'; import { ConfigService } from './services/config.service'; import { GlyphCanvasComponent } from './canvas/glyph-canvas.component'; -import { DataProviderService } from './services/dataprovider.service'; +import { DataLoaderService } from './services/data-loader.service'; import { checkTextInput } from './shared/helpers/angular-helper'; -import { MenuBarComponent } from "./menubar/menubar.component"; +import { MenuBarComponent } from './menubar/menubar.component'; import { ToastComponent } from './shared/components/toast/toast.component'; import { SidebarComponent } from './sidebar/sidebar.component'; -interface GlyphCanvasItem { id: number, row: number, col: number } +interface GlyphCanvasItem { + id: number; + row: number; + col: number; +} @Component({ standalone: true, selector: 'app-root', imports: [GlyphCanvasComponent, MenuBarComponent, ToastComponent, SidebarComponent], templateUrl: './app.component.html', - styleUrl: './app.component.scss' + styleUrl: './app.component.scss', }) -export class AppComponent { +export class AppComponent implements OnInit { title = 'Glyphboard Royale'; grid: GlyphCanvasItem[] = []; @@ -25,7 +29,10 @@ export class AppComponent { cols = 1; readonly minCellSize = 150; // px — change as needed - constructor(private config: ConfigService, private dataProvider: DataProviderService) { } + constructor( + private config: ConfigService, + private dataLoader: DataLoaderService + ) {} ngOnInit() { this.recalculateGrid(); @@ -42,7 +49,6 @@ export class AppComponent { }); } - getNextFreeId(grid: GlyphCanvasItem[]): number { const usedIds = new Set(grid.map(item => item.id)); @@ -62,7 +68,7 @@ export class AppComponent { this.grid.push({ id: idCounter++, row: r, - col: c + col: c, }); } } @@ -86,12 +92,12 @@ export class AppComponent { const index = this.grid.length; const r = Math.floor(index / this.cols) + 1; - const c = index % this.cols + 1; + const c = (index % this.cols) + 1; this.grid.push({ id: newId, row: r, - col: c + col: c, }); this.recalculateGrid(); @@ -107,8 +113,7 @@ export class AppComponent { } @HostListener('window:resize') - onResize() { - } + onResize() {} @HostListener('document:keyup', ['$event']) handleKeyboardEvent(event: KeyboardEvent) { diff --git a/src/app/app.config.ts b/src/app/app.config.ts index ed2c77a..1c0c942 100644 --- a/src/app/app.config.ts +++ b/src/app/app.config.ts @@ -2,7 +2,5 @@ import { provideHttpClient } from '@angular/common/http'; import { ApplicationConfig } from '@angular/core'; export const appConfig: ApplicationConfig = { - providers: [ - provideHttpClient() - ] + providers: [provideHttpClient()], }; diff --git a/src/app/canvas/glyph-canvas.component.html b/src/app/canvas/glyph-canvas.component.html index 204d767..43e4134 100644 --- a/src/app/canvas/glyph-canvas.component.html +++ b/src/app/canvas/glyph-canvas.component.html @@ -1,31 +1,23 @@ -
+
- - + + > + (toggleLens)="toggleMagicLens()" + >
\ No newline at end of file + class="selection-rectangle" + [style.left.px]="selectionSvc.selectionBox.left" + [style.top.px]="selectionSvc.selectionBox.top" + [style.width.px]="selectionSvc.selectionBox.width" + [style.height.px]="selectionSvc.selectionBox.height" + [hidden]="!selectionSvc.isSelecting" +>
diff --git a/src/app/canvas/glyph-canvas.component.scss b/src/app/canvas/glyph-canvas.component.scss index 304e32c..38c502d 100644 --- a/src/app/canvas/glyph-canvas.component.scss +++ b/src/app/canvas/glyph-canvas.component.scss @@ -11,8 +11,8 @@ background: white; box-shadow: - 0 1px 3px rgba(0,0,0,0.08), - 0 4px 12px rgba(0,0,0,0.05); + 0 1px 3px rgba(0, 0, 0, 0.08), + 0 4px 12px rgba(0, 0, 0, 0.05); &.active { border: 1px solid v.$ui-active-border; @@ -48,4 +48,4 @@ background-color: v.$color-gray-bg-light; pointer-events: none; z-index: 1000; -} \ No newline at end of file +} diff --git a/src/app/canvas/glyph-canvas.component.ts b/src/app/canvas/glyph-canvas.component.ts index 891b421..e4a30c0 100644 --- a/src/app/canvas/glyph-canvas.component.ts +++ b/src/app/canvas/glyph-canvas.component.ts @@ -1,37 +1,56 @@ -import { Component, ElementRef, HostListener, OnInit, ViewChild, AfterViewInit, OnDestroy, Input, NgZone, ChangeDetectorRef } from '@angular/core'; +import { + Component, + ElementRef, + HostListener, + OnInit, + ViewChild, + AfterViewInit, + OnDestroy, + Input, + NgZone, + ChangeDetectorRef, + OnChanges, +} from '@angular/core'; import { FormsModule } from '@angular/forms'; import * as THREE from 'three'; import { ConfigService } from '../services/config.service'; import { Subscription } from 'rxjs'; -import { DataProviderService } from '../services/dataprovider.service'; +import { DataLoaderService } from '../services/data-loader.service'; +import { FilterService } from '../services/filter.service'; import { GlyphObject } from '../glyph/glyph-object'; import { ZoomLevel } from '../shared/enum/zoom-level'; import { forceCollide, forceSimulation, Simulation } from 'd3-force'; import { clusterGlyphs, getGlyphFromObject } from '../shared/helpers/glyph-helper'; import { InteractionCommand } from '../shared/enum/interaction-command'; import { GlyphCacheObject } from '../glyph/glyph-cache-object'; -import { convertToScreenSpace, exportThreeSceneAsPNG, hitTest, hitTestCandidates, nearlyEqual, panCamera, scalePosition, screenToWorld } from '../shared/helpers/three-helper'; -import { TooltipComponent } from "./tooltip/tooltip.component"; -import { MagiclensComponent } from "./magiclens/magiclens.component"; -import { GlyphSizeInfo } from '../glyph/glyph-size-info'; -import { ItemFilter } from '../shared/filter/item-filter'; +import { exportThreeSceneAsPNG, scalePosition } from '../shared/helpers/three-helper'; +import { TooltipComponent } from './tooltip/tooltip.component'; +import { MagiclensComponent } from './magiclens/magiclens.component'; import { IdFilter } from '../shared/filter/id-filter'; -import { FilterMode } from '../shared/enum/filter-mode'; import { checkTextInput } from '../shared/helpers/angular-helper'; import { LoggerService } from '../services/logger-service'; import { RenderTask } from '../shared/enum/render-task'; import { CanvasNavigationControlsComponent } from './navigationcontrols/navigationcontrols.component'; -import { SettingsControlPanelComponent } from "./settingscontrols/settingscontrols.component"; -import { SpatialGrid } from '../shared/helpers/spatial-grid'; +import { SettingsControlPanelComponent } from './settingscontrols/settingscontrols.component'; +import { CanvasCameraService } from './services/canvas-camera.service'; +import { CanvasRendererService } from './services/canvas-renderer.service'; +import { CanvasSelectionService } from './services/canvas-selection.service'; @Component({ selector: 'glyph-canvas', standalone: true, - imports: [FormsModule, TooltipComponent, MagiclensComponent, CanvasNavigationControlsComponent, SettingsControlPanelComponent], + imports: [ + FormsModule, + TooltipComponent, + MagiclensComponent, + CanvasNavigationControlsComponent, + SettingsControlPanelComponent, + ], + providers: [CanvasCameraService, CanvasRendererService, CanvasSelectionService], templateUrl: './glyph-canvas.component.html', - styleUrls: ['./glyph-canvas.component.scss'] + styleUrls: ['./glyph-canvas.component.scss'], }) -export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { +export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy, OnChanges { @ViewChild('canvasContainer', { static: true }) canvasContainer!: ElementRef; @ViewChild('sceneContainer') sceneContainer!: ElementRef; @ViewChild('settingsPanel') settingsPanel!: SettingsControlPanelComponent; @@ -39,37 +58,15 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { @ViewChild(MagiclensComponent) magicLensComponent!: MagiclensComponent; @Input() id = 0; - @Input() totalCells: number = 0; + @Input() totalCells = 0; private glyphData: GlyphObject[] = []; - // Infrastructure fields + // Infrastructure private configSub = new Subscription(); private canvasWidth = 0; private canvasHeight = 0; - private sizeInfo = new GlyphSizeInfo(); - private positionBounds: { minX: number; maxX: number; minY: number; maxY: number; } | undefined; - - // Basic THREE.js properties - public scene!: THREE.Scene; - private renderer!: THREE.WebGLRenderer; - private camera!: THREE.OrthographicCamera; - private target: THREE.Vector3 = new THREE.Vector3(0, 0, 0); - glyphGroup = new THREE.Group(); private animationFrameId: number | undefined; - private needsRender = new Set(); private resizeObserver!: ResizeObserver; - private standardBackgroundColor = new THREE.Color(0xffffff); - private disabledBackgroundColor = new THREE.Color(0xf0f0f0); - private viewRect = { left: 0, right: 0, top: 0, bottom: 0 }; - private lastViewRect = { left: 0, right: 0, top: 0, bottom: 0 }; - private clippingFrameCounter = 0; - private spatialGrid = new SpatialGrid(100); // Cell size optimized for typical glyph density - private spatialGridDirty = true; - - // Safety mechanism to prevent infinite render loops - private renderGlyphsCallCount = 0; - private renderGlyphsResetTimer: any = null; - private readonly MAX_RENDER_CALLS_PER_SECOND = 20; // D3 force simulation and aggregation private simulation: Simulation | undefined; @@ -77,48 +74,22 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { private currentTicks = 0; private maxTicks = 50; aggregated = false; - private lensSimulation?: Simulation | undefined; - - // Fields responsible for animating transitions in the scene - private fitAnimationStartTime: number | null = null; - private fitStartPosition!: THREE.Vector3; - private fitEndPosition!: THREE.Vector3; - private fitStartTarget!: THREE.Vector3; - private fitEndTarget!: THREE.Vector3; - private fitStartZoom!: number; - private fitEndZoom!: number; - private fitDuration = 500; // ms private animationSpeed = 0.1; - // Helpers for navigation - private isPanning = false; - mouseInside = false; - private mouseIdleTimer: any; - private readonly MOUSE_IDLE_MS = 2000; - lastMousePosition = new THREE.Vector2(); - lastTouchPosition: { x: number, y: number } | null = { x: 0, y: 0 }; - private mouseDownTime: number = 0; - private readonly clickThreshold = 4; // pixels - private readonly clickTimeThreshold = 300; // milliseconds - private zoomFactor = 1.1; - private touchZoomStartDistance: number | null = null; - private lastZoom: number | null = null; - - // Used for selecting and highlighting logic + // Hover and interaction private mouse = new THREE.Vector2(); private currentHoveredObject: GlyphObject | null = null; private animateGlyph: GlyphObject | null = null; private pulseStartTime = performance.now(); private lastHitTestTime = 0; private throttleDelay = 50; - - private selectionStart = new THREE.Vector2(); - private selectionEnd = new THREE.Vector2(); - private selectionFilter: ItemFilter = new IdFilter(); - selectionMode = false; - private isShiftDown = false; - isSelecting = false; - selectionBox = { left: 0, top: 0, width: 0, height: 0 }; + lastMousePosition = new THREE.Vector2(); + mouseInside = false; + private mouseIdleTimer: any; + private readonly MOUSE_IDLE_MS = 2000; + private mouseDownTime = 0; + private readonly clickThreshold = 4; + private readonly clickTimeThreshold = 300; // Overlay controls canvasActivated = false; @@ -126,16 +97,24 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { timestamps: string[] = []; algorithms: string[] = []; contexts: string[] = []; - selectedTimestamp = ""; - selectedAlgorithm = ""; - selectedContext = ""; - - constructor(private ngZone: NgZone, private cdr: ChangeDetectorRef, private logger: LoggerService, private config: ConfigService, private dataProvider: DataProviderService) { - } + selectedTimestamp = ''; + selectedAlgorithm = ''; + selectedContext = ''; + + constructor( + private ngZone: NgZone, + private cdr: ChangeDetectorRef, + private logger: LoggerService, + private config: ConfigService, + private dataLoader: DataLoaderService, + private filterService: FilterService, + public cameraSvc: CanvasCameraService, + public rendererSvc: CanvasRendererService, + public selectionSvc: CanvasSelectionService + ) {} //#region Life Cycle methods - ngOnInit(): void { - } + ngOnInit(): void {} ngAfterViewInit(): void { this.initThree(); @@ -144,40 +123,19 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { } ngOnChanges(): void { - this.logger.log("The component has changed " + this.id); + this.logger.log('The component has changed ' + this.id); } ngOnDestroy(): void { - this.logger.log("Destroy " + this.id); + this.logger.log('Destroy ' + this.id); this.glyphData.forEach((glyph: GlyphObject) => { glyph.clearCache(this.id); }); this.configSub.unsubscribe(); - // Cleanup THREE.js if (this.animationFrameId) cancelAnimationFrame(this.animationFrameId); - - this.scene.traverse((obj) => { - if ((obj as THREE.Mesh).geometry) { - (obj as THREE.Mesh).geometry.dispose(); - } - - if ((obj as THREE.Mesh).material) { - const material = (obj as THREE.Mesh).material; - if (Array.isArray(material)) { - material.forEach((m) => m.dispose()); - } else { - material.dispose(); - } - } - }); - this.renderer.forceContextLoss?.(); // Optional for full GPU cleanup - this.renderer.domElement = null!; - this.scene = null!; - this.camera = null!; - this.glyphGroup.clear(); - this.renderer.dispose(); + this.rendererSvc.dispose(); this.resizeObserver.disconnect(); } //#endregion @@ -186,66 +144,44 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { private initThree(): void { const rect = this.canvasContainer.nativeElement.getBoundingClientRect(); const container = this.canvasContainer.nativeElement; - this.canvasWidth = rect.width + this.canvasWidth = rect.width; this.canvasHeight = rect.height; - this.sizeInfo.update(this.canvasWidth, this.canvasHeight); - - // Scene - this.scene = new THREE.Scene(); - this.scene.background = this.standardBackgroundColor; - - // Orthographic Camera Setup - this.camera = new THREE.OrthographicCamera( - (-this.canvasWidth) / 2, - (this.canvasWidth) / 2, - this.canvasHeight / 2, - -this.canvasHeight / 2, - 1, - 1000 - ); - this.camera.position.set(0, 0, 10); // Looking down the Z axis - this.camera.zoom = 1; - this.camera.updateProjectionMatrix(); - - // Renderer - this.renderer = new THREE.WebGLRenderer({ antialias: true }); - // Take retina devices into account / high density displays - let pixelRatio = window.devicePixelRatio > 1 ? window.devicePixelRatio * 4 : window.screen.pixelDepth; - this.renderer.setPixelRatio(pixelRatio); - this.renderer.domElement.style.width = '100%'; - this.renderer.domElement.style.height = '100%'; - this.renderer.domElement.style.display = 'block'; // prevent extra spacing - this.scene.add(this.glyphGroup); - container.appendChild(this.renderer.domElement); + this.cameraSvc.initCamera(this.canvasWidth, this.canvasHeight); + this.rendererSvc.initRenderer(container, this.canvasWidth, this.canvasHeight); + + // Wire up the animation loop — renderer service requests trigger the component's animate loop + this.rendererSvc.setRenderRequestCallback(() => { + if (!this.animationFrameId) { + this.animate(); + } + }); } private subscribeToEvents() { - this.dataProvider.dataSetCollectionSubject$.subscribe(data => { - - }); + this.dataLoader.dataSetCollectionSubject$.subscribe(data => {}); this.configSub.add( this.config.loadedDataSubject$.subscribe(async loadedData => { - if (loadedData == "") return; + if (loadedData == '') return; - let data = await this.dataProvider.getGlyphData(this.config.loadedData, this.selectedTimestamp); + const data = await this.dataLoader.getGlyphData(this.config.loadedData, this.selectedTimestamp); if (data) this.glyphData = data; this.ngZone.run(() => { - this.timestamps = this.dataProvider.getTimestamps(loadedData); - this.algorithms = this.dataProvider.getPositions(loadedData); - this.contexts = this.dataProvider.getContexts(loadedData); + this.timestamps = this.dataLoader.getTimestamps(loadedData); + this.algorithms = this.dataLoader.getPositions(loadedData); + this.contexts = this.dataLoader.getContexts(loadedData); this.selectedTimestamp = this.timestamps[0]; this.selectedAlgorithm = this.algorithms[0]; this.selectedContext = this.contexts[0]; - this.glyphGroup.clear(); + this.rendererSvc.glyphGroup.clear(); if (data) { - this.positionBounds = undefined; - this.updatePositionBounds(); - this.spatialGridDirty = true; + this.rendererSvc.positionBounds = undefined; + this.rendererSvc.updatePositionBounds(this.glyphData, this.selectedTimestamp, this.selectedAlgorithm); + this.rendererSvc.spatialGridDirty = true; // Note: spatial grid is rebuilt inside fitToView() after positions are scaled this.fitToView(); this.initSimulation(); @@ -258,10 +194,10 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { ); // Subscribe to collection updates to catch new algorithms added by background projections this.configSub.add( - this.dataProvider.dataSetCollectionSubject$.subscribe(() => { + this.dataLoader.dataSetCollectionSubject$.subscribe(() => { const loadedData = this.config.loadedData; if (loadedData) { - const newAlgorithms = this.dataProvider.getPositions(loadedData); + const newAlgorithms = this.dataLoader.getPositions(loadedData); // Only update if we have new algorithms if (newAlgorithms.length > this.algorithms.length) { this.ngZone.run(() => { @@ -275,36 +211,55 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.configSub.add( this.config.drawMagicLensGlyphsSubject$.subscribe(glyphs => { if (glyphs != null) { - this.renderMagicLensGlyphs(glyphs); + this.rendererSvc.renderMagicLensGlyphs( + glyphs, + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated + ); } }) ); this.configSub.add( - this.config.commandSubject$.subscribe((command) => { + this.config.commandSubject$.subscribe(command => { if (command == InteractionCommand.fittoscreen) { this.fitToView(); } else if (command == InteractionCommand.redraw) { - this.renderGlyphs(); + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated + ); } else if (command == InteractionCommand.rerender) { - this.requestRender(RenderTask.SceneRender); + this.rendererSvc.requestRender(RenderTask.SceneRender); } else if (command == InteractionCommand.clearselection) { - this.selectionFilter.clear(); - this.renderGlyphs(); + this.selectionSvc.selectionFilter.clear(); + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated + ); } else if (command == InteractionCommand.exportimage) { - exportThreeSceneAsPNG(this.renderer, this.scene, this.camera, - { - filename: "three-scene-" + this.id + ".png", - scaleFactor: 2, - restoreAfterExport: true, - canvasElement: this.canvasContainer.nativeElement - } - ) + exportThreeSceneAsPNG(this.rendererSvc.renderer, this.rendererSvc.scene, this.cameraSvc.camera, { + filename: 'three-scene-' + this.id + '.png', + scaleFactor: 2, + restoreAfterExport: true, + canvasElement: this.canvasContainer.nativeElement, + }); } }) ); this.configSub.add( this.config.redrawGlyphSubject$.subscribe(glyph => { - if (glyph != null && this.glyphData.includes(glyph)) this.renderGlyph(glyph); + if (glyph != null && this.glyphData.includes(glyph)) { + this.rendererSvc.renderGlyph(glyph, this.selectedTimestamp, this.selectedAlgorithm, this.id, this.aggregated); + } }) ); this.configSub.add( @@ -318,10 +273,18 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { ); this.configSub.add( this.config.glyphConfigSubject$.subscribe(() => { - if (this.magicLenseStatus) this.magicLensComponent.renderMagicLensGlyphs(this.selectedTimestamp, this.selectedAlgorithm); + if (this.magicLenseStatus) + this.magicLensComponent.renderMagicLensGlyphs(this.selectedTimestamp, this.selectedAlgorithm); // Force render all glyphs when config changes - glyph geometry needs to be // recreated with new features, regardless of current visibility state - this.renderGlyphs(true); + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated, + true + ); }) ); } @@ -330,22 +293,24 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { const container = this.canvasContainer.nativeElement; this.resizeObserver = new ResizeObserver(entries => { - for (let entry of entries) { + for (const entry of entries) { const width = Math.floor(entry.contentRect.width); const height = Math.floor(entry.contentRect.height); this.canvasWidth = width; this.canvasHeight = height; - this.sizeInfo.update(this.canvasWidth, this.canvasHeight); + this.rendererSvc.sizeInfo.update(this.canvasWidth, this.canvasHeight); // Note: renderer.setSize causes infinite loops - aspect ratio fix needs different approach - this.camera.left = width / -2; - this.camera.right = width / 2; - this.camera.top = height / 2; - this.camera.bottom = height / -2; - this.camera.updateProjectionMatrix(); - this.simulation?.force('collide', forceCollide(this.sizeInfo.getRadius(ZoomLevel.high))); + this.cameraSvc.updateCameraBounds(width, height); + this.simulation?.force('collide', forceCollide(this.rendererSvc.sizeInfo.getRadius(ZoomLevel.high))); this.resetAnimatedGlyph(); - this.renderGlyphs(); + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated + ); } }); @@ -353,8 +318,10 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { } private initSimulation() { - this.simulation = forceSimulation(this.glyphData.map(glyph => glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm))) - .force('collide', forceCollide(this.sizeInfo.getRadius(ZoomLevel.high))) + this.simulation = forceSimulation( + this.glyphData.map(glyph => glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm)) + ) + .force('collide', forceCollide(this.rendererSvc.sizeInfo.getRadius(ZoomLevel.high))) .velocityDecay(0.5) .stop(); } @@ -367,8 +334,8 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { } toggleSelectionMode(doToggle = true) { - this.selectionMode = !this.selectionMode && doToggle; - if (this.selectionMode) { + const active = this.selectionSvc.toggleSelectionMode(doToggle); + if (active) { this.canvasContainer.nativeElement.classList.add('selecting'); this.clearHoveredGlyph(); this.tooltipComponent.cancelHoverPopup(); @@ -379,7 +346,12 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { } toggleCollisionAvoidance(doToggle = true) { - if (this.needsRender.has(RenderTask.ForceSimulation || this.needsRender.has(RenderTask.OriginalSimulation))) return; + if ( + this.rendererSvc.needsRender.has( + RenderTask.ForceSimulation || this.rendererSvc.needsRender.has(RenderTask.OriginalSimulation) + ) + ) + return; this.collisionAvoidance = !this.collisionAvoidance && doToggle; @@ -388,11 +360,11 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { const cached = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); cached.x = cached.position.x; cached.y = cached.position.y; - }) + }); this.animationSpeed = 0.1; - this.requestRender(RenderTask.OriginalSimulation); + this.rendererSvc.requestRender(RenderTask.OriginalSimulation); } else { - this.requestRender(RenderTask.ForceSimulation); + this.rendererSvc.requestRender(RenderTask.ForceSimulation); } } @@ -400,11 +372,19 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.aggregated = !this.aggregated; if (this.aggregated) { - const glyphs: GlyphCacheObject[] = this.glyphData.map(glyph => glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm)); + const glyphs: GlyphCacheObject[] = this.glyphData.map(glyph => + glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm) + ); clusterGlyphs(glyphs, 10); } - this.renderGlyphs(); + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated + ); } toggleMagicLens(doToggle = true): void { @@ -425,67 +405,51 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { toggleFixMagicLens(doToggle = true): void { this.magicLensComponent.toggleFix(doToggle); if (this.magicLensComponent.isFixed()) { - this.scene.background = this.disabledBackgroundColor; + this.rendererSvc.scene.background = this.rendererSvc.disabledBackgroundColor; this.canvasContainer.nativeElement.classList.remove('lensing'); - this.requestRender(RenderTask.SceneRender); + this.rendererSvc.requestRender(RenderTask.SceneRender); } else { if (this.magicLensComponent.isActive()) { this.canvasContainer.nativeElement.classList.add('lensing'); } - this.scene.background = this.standardBackgroundColor; + this.rendererSvc.scene.background = this.rendererSvc.standardBackgroundColor; } } takeScreenshot() { - exportThreeSceneAsPNG(this.renderer, this.scene, this.camera, - { - filename: "three-scene-" + this.id + ".png", - scaleFactor: 2, - restoreAfterExport: true, - canvasElement: this.canvasContainer.nativeElement - } - ) + exportThreeSceneAsPNG(this.rendererSvc.renderer, this.rendererSvc.scene, this.cameraSvc.camera, { + filename: 'three-scene-' + this.id + '.png', + scaleFactor: 2, + restoreAfterExport: true, + canvasElement: this.canvasContainer.nativeElement, + }); } fitToView() { if (this.collisionAvoidance) this.toggleCollisionAvoidance(); - this.scaleGroupToFit(); + this.rendererSvc.scaleGroupToFit( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.canvasWidth, + this.canvasHeight + ); // Rebuild spatial grid after positions are scaled - this.rebuildSpatialGrid(); - this.sizeInfo.currentZoomLevel = ZoomLevel.low; - this.renderGlyphs(true); - - const box = new THREE.Box3().setFromObject(this.glyphGroup); - const size = box.getSize(new THREE.Vector3()); - const center = box.getCenter(new THREE.Vector3()); - - const margin = 1.1; // 10% padding - const widthWithMargin = size.x * margin; - const heightWithMargin = size.y * margin; - - const cameraWidth = this.camera.right - this.camera.left; - const cameraHeight = this.camera.top - this.camera.bottom; - - const zoomX = cameraWidth / widthWithMargin; - const zoomY = cameraHeight / heightWithMargin; - const requiredZoom = Math.min(zoomX, zoomY); - - // Direction preserved - const direction = new THREE.Vector3().subVectors(this.camera.position, this.target); - const newTarget = center.clone(); - const newPosition = center.clone().add(direction); - - // Save animation state - this.fitStartPosition = this.camera.position.clone(); - this.fitEndPosition = newPosition; - this.fitStartTarget = this.target.clone(); - this.fitEndTarget = newTarget; - this.fitStartZoom = this.camera.zoom; - this.fitEndZoom = requiredZoom; - this.fitAnimationStartTime = performance.now(); - - this.requestRender(RenderTask.FitAnimation); + this.rendererSvc.rebuildSpatialGrid(this.glyphData, this.id, this.selectedTimestamp, this.selectedAlgorithm); + this.rendererSvc.sizeInfo.currentZoomLevel = ZoomLevel.low; + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated, + true + ); + + this.cameraSvc.startFitAnimation(this.rendererSvc.glyphGroup); + this.rendererSvc.requestRender(RenderTask.FitAnimation); } toggleSettings(): void { @@ -497,10 +461,10 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { } onTogglePlayback() { - if (!this.needsRender.has(RenderTask.OriginalSimulation)) { - this.requestRender(RenderTask.OriginalSimulation); + if (!this.rendererSvc.needsRender.has(RenderTask.OriginalSimulation)) { + this.rendererSvc.requestRender(RenderTask.OriginalSimulation); } else { - this.cancelRender(RenderTask.OriginalSimulation); + this.rendererSvc.cancelRender(RenderTask.OriginalSimulation); } } @@ -509,17 +473,17 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.selectedAlgorithm = payload.algorithm; this.selectedContext = payload.context; - this.positionBounds = undefined; - this.updatePositionBounds(); + this.rendererSvc.positionBounds = undefined; + this.rendererSvc.updatePositionBounds(this.glyphData, this.selectedTimestamp, this.selectedAlgorithm); this.glyphData.forEach(glyph => { const cache = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - if (cache && this.positionBounds) { + if (cache && this.rendererSvc.positionBounds) { const newPos = glyph.getPosition(this.selectedTimestamp, this.selectedAlgorithm); const scalePos = scalePosition( newPos.x, newPos.y, - this.positionBounds, // set this during layout initialization + this.rendererSvc.positionBounds, this.canvasWidth, this.canvasHeight ); @@ -531,10 +495,9 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { }); // Rebuild spatial grid with new positions for correct hit testing - this.rebuildSpatialGrid(); + this.rendererSvc.rebuildSpatialGrid(this.glyphData, this.id, this.selectedTimestamp, this.selectedAlgorithm); - // this.animationSpeed = 0.01; - this.requestRender(RenderTask.OriginalSimulation); + this.rendererSvc.requestRender(RenderTask.OriginalSimulation); this.magicLensComponent.clearLensGlyphs(); } @@ -555,21 +518,21 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { onMouseEnter() { this.mouseInside = true; - this.isShiftDown = false; + this.selectionSvc.isShiftDown = false; this.resetMouseIdleTimer(); } onMouseLeave() { this.clearMouseIdleTimer(); this.mouseInside = false; - this.isShiftDown = false; + this.selectionSvc.isShiftDown = false; if (this.magicLensComponent.isActive() && !this.magicLensComponent.isFixed()) { this.toggleMagicLens(); } this.config.animateGlyph(null); this.clearHoveredGlyph(); this.tooltipComponent.cancelHoverPopup(); - this.isPanning = false; + this.cameraSvc.isPanning = false; } get magicLenseStatus(): boolean { @@ -578,79 +541,46 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { //#endregion //#region Helper Methods - private calculateZoomlevel(zoomLevel: number): ZoomLevel { - let level = ZoomLevel.high; - if (zoomLevel < 2) - level = ZoomLevel.low; - else if (zoomLevel < 10) - level = ZoomLevel.medium; - return level; - } - - checkZoomLevelChanged(oldZoom: number, newZoom: number): boolean { - const oldZoomLevel = this.calculateZoomlevel(oldZoom); - const newZoomLevel = this.calculateZoomlevel(newZoom); - if (oldZoomLevel != newZoomLevel) { - this.sizeInfo.currentZoomLevel = newZoomLevel; - this.sizeInfo.update(this.canvasWidth, this.canvasHeight); + private handleZoomLevelChange(oldZoom: number, newZoom: number): boolean { + const oldLevel = this.cameraSvc.calculateZoomLevel(oldZoom); + const newLevel = this.cameraSvc.calculateZoomLevel(newZoom); + if (oldLevel !== newLevel) { + this.rendererSvc.sizeInfo.currentZoomLevel = newLevel; + this.rendererSvc.sizeInfo.update(this.canvasWidth, this.canvasHeight); // Rebuild spatial grid with new radius for correct hit testing - this.rebuildSpatialGrid(); - // Force render all glyphs when zoom level changes - glyph geometry - // needs to be recreated and visibility state may be stale - this.renderGlyphs(true); + this.rendererSvc.rebuildSpatialGrid(this.glyphData, this.id, this.selectedTimestamp, this.selectedAlgorithm); + // Force render all glyphs when zoom level changes + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated, + true + ); + return true; } - return oldZoomLevel != newZoomLevel; + return false; } updateMousePositions(event: MouseEvent) { // Convert screen (px) to NDC (-1 to 1) - const rect = this.renderer.domElement.getBoundingClientRect(); + const rect = this.rendererSvc.renderer.domElement.getBoundingClientRect(); this.mouse.x = ((event.clientX - rect.left) / rect.width) * 2 - 1; this.mouse.y = -((event.clientY - rect.top) / rect.height) * 2 + 1; } - //#endregion //#region Rendering and Glyph Manipulations - public cancelRender(task: RenderTask) { - requestAnimationFrame(() => { - this.needsRender.delete(task); - }); - } - - public requestRender(task: RenderTask) { - if (!this.animationFrameId) { - this.needsRender.add(task); - this.animate(); - } else { - requestAnimationFrame(() => { - this.needsRender.add(task); - }); - } - } - - private updateViewRect(): void { - this.camera.updateMatrixWorld(); // keep pos / rot fresh - - const halfW = (this.camera.right - this.camera.left) / this.camera.zoom * 0.5; - const halfH = (this.camera.top - this.camera.bottom) / this.camera.zoom * 0.5; - - // camera looks down −Z; x‑y plane is world‑aligned - this.viewRect.left = this.camera.position.x - halfW; - this.viewRect.right = this.camera.position.x + halfW; - this.viewRect.bottom = this.camera.position.y - halfH; - this.viewRect.top = this.camera.position.y + halfH; - } - private animate = () => { - if (this.needsRender.size == 0) { + if (this.rendererSvc.needsRender.size == 0) { this.animationFrameId = undefined; // stop the loop return; } this.animationFrameId = requestAnimationFrame(this.animate); - if (this.needsRender.has(RenderTask.ForceSimulation)) { + if (this.rendererSvc.needsRender.has(RenderTask.ForceSimulation)) { this.currentTicks++; this.simulation?.tick(); @@ -662,446 +592,78 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { if (this.currentTicks > this.maxTicks) { this.currentTicks = 0; - this.cancelRender(RenderTask.ForceSimulation); + this.rendererSvc.cancelRender(RenderTask.ForceSimulation); + } + } else if (this.rendererSvc.needsRender.has(RenderTask.OriginalSimulation)) { + const finished = this.rendererSvc.animateBackToOriginal( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.animationSpeed + ); + if (finished) { + this.rendererSvc.needsRender.delete(RenderTask.OriginalSimulation); } - } else if (this.needsRender.has(RenderTask.OriginalSimulation)) { - this.animateBackToOriginal(); } - if (this.needsRender.has(RenderTask.GlyphAnimation) && this.sizeInfo.currentZoomLevel == ZoomLevel.low) { + if ( + this.rendererSvc.needsRender.has(RenderTask.GlyphAnimation) && + this.rendererSvc.sizeInfo.currentZoomLevel == ZoomLevel.low + ) { if (this.animateGlyph != null) { const elapsed = performance.now() - this.pulseStartTime; // Pulsate with sine wave (e.g., 2 Hz frequency) const scaleFactor = 2 + 0.8 * Math.sin((elapsed / 3000) * 2 * Math.PI * 2); - this.animateGlyph.getMesh(this.selectedTimestamp, this.selectedAlgorithm, this.id)?.scale.set(scaleFactor, scaleFactor, scaleFactor); - } - } - - this.updateFitAnimation(); - this.updateClipping(); - this.renderer.render(this.scene, this.camera); - this.cancelRender(RenderTask.SceneRender); - }; - - private animateBackToOriginal() { - let finished = true; - this.glyphData.forEach(glyph => { - const cachedObject = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - const target = cachedObject.position; - const mesh = cachedObject.mesh; - - if (mesh) { - const finalPosition = nearlyEqual(mesh.position.x, target.x) && nearlyEqual(mesh.position.y, target.y); - finished = finished && finalPosition; - mesh.position.lerp( - new THREE.Vector3(target.x, target.y, 0), - this.animationSpeed - ); - } - }); - if (finished) { - this.needsRender.delete(RenderTask.OriginalSimulation); - } - } - - private scaleGroupToFit(): void { - this.glyphData.forEach(glyph => { - if (this.positionBounds == undefined) return; - - const cacheObject = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - const originalX = glyph.getPosition(this.selectedTimestamp, this.selectedAlgorithm).x ?? 0; - const originalY = glyph.getPosition(this.selectedTimestamp, this.selectedAlgorithm).y ?? 0; - - const { x: scaledX, y: scaledY } = scalePosition( - originalX, - originalY, - this.positionBounds, // set this during layout initialization - this.canvasWidth, - this.canvasHeight - ); - - cacheObject.position.x = scaledX; // save for later reference to restore collision detection etc. - cacheObject.position.y = scaledY; - cacheObject.x = scaledX; - cacheObject.y = scaledY; - cacheObject.mesh?.position.set(scaledX, scaledY, 0); - }); - } - - private updateFitAnimation() { - if (this.fitAnimationStartTime === null) return; - - if (this.glyphData.length > 5000) { - this.fitAnimationStartTime = null; - this.camera.position.copy(this.fitEndPosition); - this.target.copy(this.fitEndTarget); - this.camera.zoom = this.fitEndZoom; - this.camera.updateProjectionMatrix(); - this.camera.lookAt(this.target); - } else { - const now = performance.now(); - const elapsed = now - this.fitAnimationStartTime; - const t = Math.min(elapsed / this.fitDuration, 1); - - // Easing function: easeInOutQuad - const easedT = t < 0.5 ? 2 * t * t : -1 + (4 - 2 * t) * t; - - // Interpolate position - const currentPosition = new THREE.Vector3().lerpVectors( - this.fitStartPosition, - this.fitEndPosition, - easedT - ); - this.camera.position.copy(currentPosition); - - // Interpolate target - const currentTarget = new THREE.Vector3().lerpVectors( - this.fitStartTarget, - this.fitEndTarget, - easedT - ); - this.target.copy(currentTarget); - - // Interpolate zoom - this.camera.zoom = THREE.MathUtils.lerp(this.fitStartZoom, this.fitEndZoom, easedT); - this.camera.updateProjectionMatrix(); - this.camera.lookAt(this.target); - - if (t === 1) { - this.checkZoomLevelChanged(this.fitStartZoom, this.camera.zoom); - this.cancelRender(RenderTask.FitAnimation); - this.fitAnimationStartTime = null; + this.animateGlyph + .getMesh(this.selectedTimestamp, this.selectedAlgorithm, this.id) + ?.scale.set(scaleFactor, scaleFactor, scaleFactor); } } - } - - private updateClipping() { - // Throttle to 30fps (every 2nd frame) - this.clippingFrameCounter++; - if (this.clippingFrameCounter % 2 !== 0) return; - this.updateViewRect(); - const { left, right, bottom, top } = this.viewRect; - - // Skip if viewport hasn't changed significantly - const threshold = this.sizeInfo.radius * 0.5; - if ( - Math.abs(left - this.lastViewRect.left) < threshold && - Math.abs(right - this.lastViewRect.right) < threshold && - Math.abs(top - this.lastViewRect.top) < threshold && - Math.abs(bottom - this.lastViewRect.bottom) < threshold - ) { - return; + const fitCompleted = this.cameraSvc.updateFitAnimation(this.glyphData.length); + if (fitCompleted) { + this.handleZoomLevelChange(this.cameraSvc.fitStartZoom, this.cameraSvc.camera.zoom); + this.rendererSvc.cancelRender(RenderTask.FitAnimation); } - // Update cached viewport - this.lastViewRect.left = left; - this.lastViewRect.right = right; - this.lastViewRect.top = top; - this.lastViewRect.bottom = bottom; - - const r = this.sizeInfo.radius; - - // Use spatial grid for efficient viewport culling if available - if (this.spatialGrid.size > 0 && this.glyphData.length > 500) { - // For large datasets, use spatial grid O(k) instead of full scan O(n) - // First mark all as not visible - const visibleGlyphs = this.spatialGrid.queryRect(left - r, right + r, bottom - r, top + r); - - // Mark glyphs outside viewport as not visible - for (const glyph of this.glyphData) { - const cachedObject = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - if (!visibleGlyphs.has(glyph)) { - cachedObject.visible = false; - } - } + this.cameraSvc.updateViewRect(); + this.rendererSvc.updateClipping( + this.glyphData, + this.cameraSvc.viewRect, + this.cameraSvc.lastViewRect, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated + ); - // Mark glyphs inside viewport as visible and render if needed - for (const glyph of visibleGlyphs) { - const cachedObject = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - if (!cachedObject.visible) { - this.renderGlyph(glyph); - } - cachedObject.visible = true; - } - } else { - // For small datasets, use simple iteration (more efficient due to less overhead) - this.glyphData.forEach(glyph => { - const cachedObject = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - const cachedMesh = cachedObject.mesh; - if (cachedMesh) { - const isVisible = - cachedMesh.position.x + r > left && - cachedMesh.position.x - r < right && - cachedMesh.position.y + r > bottom && - cachedMesh.position.y - r < top; - if (!cachedObject.visible && isVisible) this.renderGlyph(glyph); - cachedObject.visible = isVisible; - } - }); - } - } + this.rendererSvc.renderer.render(this.rendererSvc.scene, this.cameraSvc.camera); + this.rendererSvc.cancelRender(RenderTask.SceneRender); + }; private startAnimateGlyph(glyph: GlyphObject | null) { if (glyph == null) { this.animateGlyph = null; } else { - this.renderGlyph(glyph); + this.rendererSvc.renderGlyph(glyph, this.selectedTimestamp, this.selectedAlgorithm, this.id, this.aggregated); this.animateGlyph = glyph; this.pulseStartTime = performance.now(); - this.requestRender(RenderTask.GlyphAnimation); + this.rendererSvc.requestRender(RenderTask.GlyphAnimation); } } private resetAnimatedGlyph() { this.animateGlyph?.getMesh(this.selectedTimestamp, this.selectedAlgorithm, this.id)?.scale.set(1, 1, 1); // Reset scale - if (this.animateGlyph != null) this.renderGlyph(this.animateGlyph); - this.cancelRender(RenderTask.GlyphAnimation); - } - - private renderGlyphs(force = false): void { - if (this.scene === undefined) return; - - // Safety mechanism to prevent infinite render loops - this.renderGlyphsCallCount++; - if (this.renderGlyphsResetTimer) { - clearTimeout(this.renderGlyphsResetTimer); - } - this.renderGlyphsResetTimer = setTimeout(() => { - this.renderGlyphsCallCount = 0; - }, 1000); - - if (this.renderGlyphsCallCount > this.MAX_RENDER_CALLS_PER_SECOND) { - console.warn(`Rapid render calls detected (${this.renderGlyphsCallCount} calls/sec). Deferring render.`); - this.renderGlyphsCallCount = 0; - // Defer a final render so the canvas doesn't stay blank - setTimeout(() => this.renderGlyphs(true), 200); - return; - } - - this.glyphData.forEach((glyph: GlyphObject) => { - const cacheObject = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - const oldMesh = cacheObject.mesh; - if (oldMesh) this.glyphGroup.remove(oldMesh); - if (cacheObject.visible || force) { - const mesh = glyph.render(this.sizeInfo, this.selectedTimestamp, this.selectedAlgorithm, this.id, this.aggregated); - if (mesh != null) this.glyphGroup.add(mesh); - } - }); - - this.updatePositionBounds(); - this.requestRender(RenderTask.SceneRender); - } - - private updatePositionBounds() { - if (this.positionBounds == undefined && this.glyphData.length > 0) { - // Single-pass calculation to avoid creating large temporary arrays - let minX = Infinity, maxX = -Infinity; - let minY = Infinity, maxY = -Infinity; - - for (const glyph of this.glyphData) { - const pos = glyph.getPosition(this.selectedTimestamp, this.selectedAlgorithm); - const x = pos.x ?? 0; - const y = pos.y ?? 0; - if (x < minX) minX = x; - if (x > maxX) maxX = x; - if (y < minY) minY = y; - if (y > maxY) maxY = y; - } - - this.positionBounds = { minX, maxX, minY, maxY }; - } - } - - /** - * Rebuild the spatial grid with current glyph positions. - * Called when data is loaded or positions change significantly. - */ - private rebuildSpatialGrid(): void { - this.spatialGrid.clear(); - - // Adjust cell size based on data density and typical viewport - const count = this.glyphData.length; - if (count > 0 && this.positionBounds) { - const width = this.positionBounds.maxX - this.positionBounds.minX; - const height = this.positionBounds.maxY - this.positionBounds.minY; - const area = width * height; - // Target ~100 items per cell for optimal query performance - const targetCellArea = area / (count / 100); - const cellSize = Math.max(50, Math.sqrt(targetCellArea)); - this.spatialGrid.setCellSize(cellSize); - } - - const radius = this.sizeInfo.radius; - for (const glyph of this.glyphData) { - const cacheObject = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - const x = cacheObject.position.x ?? 0; - const y = cacheObject.position.y ?? 0; - this.spatialGrid.insert(glyph, x, y, radius); - } - - this.spatialGridDirty = false; - } - - /** - * Optimized hit test using spatial grid for large datasets. - * Falls back to full scene scan for small datasets or when grid is unavailable. - */ - private optimizedHitTest(event: MouseEvent): THREE.Object3D | null { - // For small datasets, use standard hit test (less overhead) - if (this.glyphData.length <= 500 || this.spatialGrid.size === 0) { - return hitTest(event, this.renderer, this.glyphGroup, this.camera, this.sizeInfo); - } - - // Convert screen to world coordinates - const worldPos = screenToWorld(event, this.renderer, this.camera); - - // Query spatial grid for nearby glyphs (use generous radius for hit tolerance) - const searchRadius = this.sizeInfo.radius * 3; - const nearbyGlyphs = this.spatialGrid.queryPoint(worldPos.x, worldPos.y, searchRadius); - - if (nearbyGlyphs.size === 0) { - return null; - } - - // Get meshes for nearby glyphs - const candidates: THREE.Object3D[] = []; - for (const glyph of nearbyGlyphs) { - const mesh = glyph.getMesh(this.selectedTimestamp, this.selectedAlgorithm, this.id); - if (mesh) { - candidates.push(mesh); - } - } - - // Run hit test only on candidates - return hitTestCandidates(event, this.renderer, candidates, this.camera, this.sizeInfo); - } - - private resetUnhighlightedGlyphs(highlighted: Set) { - for (const glyph of this.glyphData) { - if (highlighted.has(glyph.id)) continue; - - const node = glyph.getCacheObject( - this.id, + if (this.animateGlyph != null) + this.rendererSvc.renderGlyph( + this.animateGlyph, this.selectedTimestamp, - this.selectedAlgorithm + this.selectedAlgorithm, + this.id, + this.aggregated ); - - node.x = node.position.x; - node.y = node.position.y; - node.vx = 0; - node.vy = 0; - node.mesh?.position.set(node.position.x, node.position.y, 0); - } - } - - private renderMagicLensGlyphs(glyphs: GlyphObject[]) { - if (this.magicLensComponent.isActive()) return; - - this.lensSimulation?.stop(); - - const highlightedIds = new Set(glyphs.map(g => g.id)); - this.resetUnhighlightedGlyphs(highlightedIds); - - if (glyphs.length > 1) { - // Build nodes at their original positions - const nodes: { x: number; y: number; mesh: THREE.Object3D | undefined }[] = []; - - glyphs.forEach(glyph => { - const cache = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - nodes.push({ - x: cache.position.x, - y: cache.position.y, - mesh: cache.mesh - }); - }); - - // Simple iterative collision resolution - push overlapping glyphs apart minimally - const enlargedRadius = this.sizeInfo.getRadius(ZoomLevel.high) * 5; - const minDist = enlargedRadius * 2; // Minimum distance between glyph centers - - // Run a few iterations of pairwise collision resolution - for (let iter = 0; iter < 5; iter++) { - for (let i = 0; i < nodes.length; i++) { - for (let j = i + 1; j < nodes.length; j++) { - const dx = nodes[j].x - nodes[i].x; - const dy = nodes[j].y - nodes[i].y; - const dist = Math.sqrt(dx * dx + dy * dy); - - if (dist < minDist && dist > 0) { - // Push apart by half the overlap each - const overlap = (minDist - dist) / 2; - const nx = dx / dist; - const ny = dy / dist; - - nodes[i].x -= nx * overlap; - nodes[i].y -= ny * overlap; - nodes[j].x += nx * overlap; - nodes[j].y += ny * overlap; - } - } - } - } - - // Apply final positions - nodes.forEach(node => { - node.mesh?.position.set(node.x, node.y, 0); - }); - } - - glyphs.forEach(glyph => { - const lensSize = this.sizeInfo.clone(); - lensSize.currentZoomLevel = ZoomLevel.high; - lensSize.radius = lensSize.radius * 5; - - let mesh = glyph.getMesh(this.selectedTimestamp, this.selectedAlgorithm, this.id); - if (mesh != undefined) { - this.glyphGroup.remove(mesh); - } - let newMesh = glyph.render(lensSize, this.selectedTimestamp, this.selectedAlgorithm, this.id, this.aggregated); - if (newMesh) { - this.glyphGroup.add(newMesh); - } - }); - - this.requestRender(RenderTask.SceneRender); - } - - - private renderGlyph(glyph: GlyphObject) { - let mesh = glyph.getMesh(this.selectedTimestamp, this.selectedAlgorithm, this.id); - if (mesh != undefined) this.glyphGroup.remove(mesh); - - let newMesh = glyph.render(this.sizeInfo, this.selectedTimestamp, this.selectedAlgorithm, this.id, this.aggregated); - if (newMesh) this.glyphGroup.add(newMesh); - - this.requestRender(RenderTask.SceneRender); - } - - private applyFilters() { - this.selectionFilter.filterMode = FilterMode.Or; - this.dataProvider.ensureFilter(this.selectionFilter); - this.dataProvider.refreshFilters(); - this.config.redraw(); - } - - private highlightSelectedObjects(selectedObjects: THREE.Object3D[], replace = false): void { - if (selectedObjects.length == 0) { - this.dataProvider.clearIdFilters(); - } else { - if (replace) { - this.dataProvider.clearIdFilters(); - } - for (const glyph of this.glyphData) { - const cache = glyph.getCacheObject(this.id, this.selectedTimestamp, this.selectedAlgorithm); - const obj = cache.mesh; - - if (obj && selectedObjects.includes(obj)) { - (this.selectionFilter as IdFilter).add(glyph.id); - } - } - } - this.applyFilters(); + this.rendererSvc.cancelRender(RenderTask.GlyphAnimation); } private clearHoveredGlyph() { @@ -1112,46 +674,6 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { } //#endregion - //#region Selection - private isMouseOverOverlay(event: MouseEvent): boolean { - const el = document.elementFromPoint(event.clientX, event.clientY); - const isOverOverlay = - el?.closest('.settings-panel') !== null - || el?.closest('.tooltip-popup') !== null - || el?.closest('.nav-controls-panel') !== null - return isOverOverlay; - } - - private updateSelectionBox(): void { - const x = Math.min(this.selectionStart.x, this.selectionEnd.x); - const y = Math.min(this.selectionStart.y, this.selectionEnd.y); - const w = Math.abs(this.selectionEnd.x - this.selectionStart.x); - const h = Math.abs(this.selectionEnd.y - this.selectionStart.y); - - this.selectionBox = { left: x, top: y, width: w, height: h }; - } - - private selectObjectsInRectangle(): void { - this.selectionBox = { left: 0, top: 0, width: 0, height: 0 }; - - const x1 = Math.min(this.selectionStart.x, this.selectionEnd.x); - const y1 = Math.min(this.selectionStart.y, this.selectionEnd.y); - const x2 = Math.max(this.selectionStart.x, this.selectionEnd.x); - const y2 = Math.max(this.selectionStart.y, this.selectionEnd.y); - - const contained: THREE.Object3D[] = []; - - this.glyphGroup.children.forEach((obj) => { - const screen = convertToScreenSpace(obj, this.camera, this.renderer.domElement); - if (screen.x >= x1 && screen.x <= x2 && screen.y >= y1 && screen.y <= y2) { - contained.push(obj); - } - }); - - this.highlightSelectedObjects(contained, !this.isShiftDown); - } - //#endregion - //#region HostListeners /** Listen to clicks anywhere in the document */ @@ -1165,7 +687,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.canvasActivated = true; this.resetMouseIdleTimer(); this.settingsPanel.activatePanel(); - if ((event.target as HTMLElement).localName === "canvas") { + if ((event.target as HTMLElement).localName === 'canvas') { this.settingsPanel.hideMenus(); } } @@ -1173,7 +695,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { @HostListener('document:keydown', ['$event']) onKeyDown(event: KeyboardEvent): void { - if (event.key === 'Shift') this.isShiftDown = true; + if (event.key === 'Shift') this.selectionSvc.isShiftDown = true; } @HostListener('document:keyup', ['$event']) @@ -1182,7 +704,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { if (!this.mouseInside) return; - if (event.key === 'Shift') this.isShiftDown = false; + if (event.key === 'Shift') this.selectionSvc.isShiftDown = false; if (event.key.toLowerCase() === 'c') { this.toggleCollisionAvoidance(); } @@ -1196,19 +718,25 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.toggleSettings(); } if (event.key.toLowerCase() === 'n') { - if (this.selectionMode) this.toggleSelectionMode(); + if (this.selectionSvc.selectionMode) this.toggleSelectionMode(); if (this.magicLensComponent.isActive()) this.toggleMagicLens(); } if (event.key.toLowerCase() === 's') { this.toggleSelectionMode(); } if (event.key.toLowerCase() === 'x') { - this.renderGlyphs(); + this.rendererSvc.renderGlyphs( + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm, + this.aggregated + ); } if (event.key.toLowerCase() === 'l') { this.clearHoveredGlyph(); this.toggleMagicLens(); - this.magicLensComponent.updateMagicLens(this.lastMousePosition, this.camera, this.renderer); + this.magicLensComponent.updateMagicLens(this.lastMousePosition, this.cameraSvc.camera, this.rendererSvc.renderer); this.magicLensComponent.renderMagicLensGlyphs(this.selectedTimestamp, this.selectedAlgorithm); } } @@ -1220,20 +748,20 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { if (this.magicLensComponent.isActive()) return; this.lastMousePosition.set(event.clientX, event.clientY); - this.isPanning = true; + this.cameraSvc.isPanning = true; - if (this.selectionMode) { - this.isSelecting = true; - this.selectionStart.set(event.clientX, event.clientY); - this.selectionEnd.copy(this.selectionStart); + if (this.selectionSvc.selectionMode) { + this.selectionSvc.isSelecting = true; + this.selectionSvc.selectionStart.set(event.clientX, event.clientY); + this.selectionSvc.selectionEnd.copy(this.selectionSvc.selectionStart); } } @HostListener('mouseup', ['$event']) onMouseUp(event: MouseEvent): void { - this.isPanning = false; + this.cameraSvc.isPanning = false; - if (this.isMouseOverOverlay(event)) { + if (this.selectionSvc.isMouseOverOverlay(event)) { // Skip THREE.js interaction return; } @@ -1255,33 +783,48 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.toggleFixMagicLens(); } - if (isClick && !this.selectionMode) { + if (isClick && !this.selectionSvc.selectionMode) { if (this.currentHoveredObject != null) { this.tooltipComponent.toggleFixation(); } return; } - if (this.isSelecting && this.selectionMode) { - this.isSelecting = false; + if (this.selectionSvc.isSelecting && this.selectionSvc.selectionMode) { + this.selectionSvc.isSelecting = false; // Single selection is a simple click - if (this.selectionStart.distanceTo(this.selectionEnd) < 0.1) { - let closestObject: THREE.Object3D | null = this.optimizedHitTest(event); + if (this.selectionSvc.selectionStart.distanceTo(this.selectionSvc.selectionEnd) < 0.1) { + const closestObject: THREE.Object3D | null = this.rendererSvc.optimizedHitTest( + event, + this.glyphData, + this.cameraSvc.camera, + this.selectedTimestamp, + this.selectedAlgorithm, + this.id + ); this.updateMousePositions(event); if (closestObject != null) { const glyph = getGlyphFromObject(closestObject); if (glyph != null) { - (this.selectionFilter as IdFilter).toggle(glyph.id); - this.applyFilters(); + (this.selectionSvc.selectionFilter as IdFilter).toggle(glyph.id); + this.selectionSvc.applyFilters(); } } else { - this.dataProvider.clearIdFilters(); - this.applyFilters(); + this.filterService.clearIdFilters(); + this.selectionSvc.applyFilters(); } } else { - this.selectObjectsInRectangle(); + this.selectionSvc.selectObjectsInRectangle( + this.rendererSvc.glyphGroup, + this.cameraSvc.camera, + this.rendererSvc.renderer.domElement, + this.glyphData, + this.id, + this.selectedTimestamp, + this.selectedAlgorithm + ); } } } @@ -1291,8 +834,8 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.mouseInside = true; this.resetMouseIdleTimer(); - if (this.isMouseOverOverlay(event) || this.tooltipComponent.isFixed()) { - this.isSelecting = false; + if (this.selectionSvc.isMouseOverOverlay(event) || this.tooltipComponent.isFixed()) { + this.selectionSvc.isSelecting = false; this.tooltipComponent.cancelHoverPopup(); // Skip THREE.js interaction return; @@ -1301,7 +844,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.updateMousePositions(event); if (this.magicLensComponent.isActive() && this.magicLensComponent.isFixed()) { - let closestObject: THREE.Object3D | null = this.magicLensComponent.doHitTest(event); + const closestObject: THREE.Object3D | null = this.magicLensComponent.doHitTest(event); if (closestObject != null) { const hoveredGlyph = getGlyphFromObject(closestObject); if (hoveredGlyph != null && this.currentHoveredObject != hoveredGlyph) { @@ -1319,37 +862,58 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { if (this.magicLensComponent.isActive()) { this.lastMousePosition.set(event.clientX, event.clientY); this.magicLensComponent.renderLens(this.lastMousePosition); - const change = this.magicLensComponent.updateMagicLens(this.lastMousePosition, this.camera, this.renderer); + const change = this.magicLensComponent.updateMagicLens( + this.lastMousePosition, + this.cameraSvc.camera, + this.rendererSvc.renderer + ); if (change) this.magicLensComponent.renderMagicLensGlyphs(this.selectedTimestamp, this.selectedAlgorithm); return; } - if (this.isSelecting) { - this.selectionEnd.set(event.clientX, event.clientY); - this.updateSelectionBox(); - } else if (this.isPanning && !this.selectionMode) { + if (this.selectionSvc.isSelecting) { + this.selectionSvc.selectionEnd.set(event.clientX, event.clientY); + this.selectionSvc.updateSelectionBox(); + } else if (this.cameraSvc.isPanning && !this.selectionSvc.selectionMode) { this.tooltipComponent.cancelHoverPopup(); - panCamera(this.camera, this.lastMousePosition, event, this.target); - this.requestRender(RenderTask.SceneRender); - } else if (!this.needsRender.has(RenderTask.ForceSimulation) && !this.isSelecting && !this.selectionMode) { + this.cameraSvc.pan(this.lastMousePosition, event); + this.rendererSvc.requestRender(RenderTask.SceneRender); + } else if ( + !this.rendererSvc.needsRender.has(RenderTask.ForceSimulation) && + !this.selectionSvc.isSelecting && + !this.selectionSvc.selectionMode + ) { const now = performance.now(); if (now - this.lastHitTestTime < this.throttleDelay) return; this.lastHitTestTime = now; - let closestObject: THREE.Object3D | null = this.optimizedHitTest(event); + const closestObject: THREE.Object3D | null = this.rendererSvc.optimizedHitTest( + event, + this.glyphData, + this.cameraSvc.camera, + this.selectedTimestamp, + this.selectedAlgorithm, + this.id + ); if (closestObject != null) { const hoveredGlyph = getGlyphFromObject(closestObject); if (this.currentHoveredObject != hoveredGlyph) { this.clearHoveredGlyph(); if (hoveredGlyph != null && !hoveredGlyph.highlighted) { - hoveredGlyph?.setHighlighted(true) + hoveredGlyph?.setHighlighted(true); this.pulseStartTime = performance.now(); - this.renderGlyph(hoveredGlyph); + this.rendererSvc.renderGlyph( + hoveredGlyph, + this.selectedTimestamp, + this.selectedAlgorithm, + this.id, + this.aggregated + ); this.config.animateGlyph(hoveredGlyph); this.currentHoveredObject = hoveredGlyph; } - this.requestRender(RenderTask.SceneRender); + this.rendererSvc.requestRender(RenderTask.SceneRender); this.tooltipComponent.cancelHoverPopup(); this.tooltipComponent.scheduleHoverPopup(event.clientX, event.clientY, closestObject as THREE.Object3D); @@ -1358,7 +922,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.clearHoveredGlyph(); this.tooltipComponent.cancelHoverPopup(); this.config.animateGlyph(null); - if (this.currentHoveredObject != null) this.requestRender(RenderTask.SceneRender); + if (this.currentHoveredObject != null) this.rendererSvc.requestRender(RenderTask.SceneRender); this.currentHoveredObject = null; } } @@ -1366,75 +930,47 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { this.lastMousePosition.set(event.clientX, event.clientY); } - private applyZoomAtScreenPoint(screenX: number, screenY: number, newZoom: number, oldZoom: number): void { - const rect = this.renderer.domElement.getBoundingClientRect(); - - const xNDC = ((screenX - rect.left) / rect.width) * 2 - 1; - const yNDC = -((screenY - rect.top) / rect.height) * 2 + 1; - - const worldBefore = new THREE.Vector3(xNDC, yNDC, 0).unproject(this.camera); - - this.camera.zoom = newZoom; - this.camera.updateProjectionMatrix(); - - const worldAfter = new THREE.Vector3(xNDC, yNDC, 0).unproject(this.camera); - const delta = worldBefore.sub(worldAfter); - - this.camera.position.x += delta.x; - this.camera.position.y += delta.y; - - if (this.target) { - this.target.x += delta.x; - this.target.y += delta.y; - } - - this.checkZoomLevelChanged(oldZoom, newZoom); - this.requestRender(RenderTask.SceneRender); - } - - private getTouchDistance(event: TouchEvent): number { - const dx = event.touches[0].clientX - event.touches[1].clientX; - const dy = event.touches[0].clientY - event.touches[1].clientY; - return Math.sqrt(dx * dx + dy * dy); - } - - private touchCenter = { x: 0, y: 0 }; - private updateTouchCenter(event: TouchEvent): void { - const rect = this.renderer.domElement.getBoundingClientRect(); - const cx = (event.touches[0].clientX + event.touches[1].clientX) / 2; - const cy = (event.touches[0].clientY + event.touches[1].clientY) / 2; - - this.touchCenter.x = ((cx - rect.left) / rect.width) * 2 - 1; - this.touchCenter.y = -((cy - rect.top) / rect.height) * 2 + 1; - } - @HostListener('wheel', ['$event']) onWheel(event: WheelEvent): void { // Always prevent default to avoid browser zoom, even when Magic Lens is active event.preventDefault(); - if (!this.camera || !this.renderer || this.magicLensComponent.isActive() || this.tooltipComponent.isFixed()) return; + if ( + !this.cameraSvc.camera || + !this.rendererSvc.renderer || + this.magicLensComponent.isActive() || + this.tooltipComponent.isFixed() + ) + return; this.tooltipComponent.cancelHoverPopup(); - const oldZoom = this.camera.zoom; + const oldZoom = this.cameraSvc.camera.zoom; const direction = event.deltaY < 0 ? 1 : -1; - const scale = Math.pow(this.zoomFactor, direction); - const newZoom = THREE.MathUtils.clamp(this.camera.zoom * scale, 0.5, 50); - - this.applyZoomAtScreenPoint(event.clientX, event.clientY, newZoom, oldZoom); + const scale = Math.pow(this.cameraSvc.zoomFactor, direction); + const newZoom = THREE.MathUtils.clamp(this.cameraSvc.camera.zoom * scale, 0.5, 50); + + this.cameraSvc.applyZoomAtScreenPoint( + event.clientX, + event.clientY, + newZoom, + oldZoom, + this.rendererSvc.renderer.domElement + ); + this.handleZoomLevelChange(oldZoom, newZoom); + this.rendererSvc.requestRender(RenderTask.SceneRender); } @HostListener('touchstart', ['$event']) onTouchStart(event: TouchEvent): void { if (event.touches.length === 1) { - this.lastTouchPosition = { + this.cameraSvc.lastTouchPosition = { x: event.touches[0].clientX, - y: event.touches[0].clientY + y: event.touches[0].clientY, }; } if (event.touches.length === 2) { - this.touchZoomStartDistance = this.getTouchDistance(event); - this.lastZoom = this.camera?.zoom ?? null; + this.cameraSvc.touchZoomStartDistance = this.cameraSvc.getTouchDistance(event); + this.cameraSvc.lastZoom = this.cameraSvc.camera?.zoom ?? null; } } @@ -1442,52 +978,53 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy { @HostListener('touchcancel', ['$event']) onTouchEnd(event: TouchEvent): void { if (event.touches.length < 2) { - this.touchZoomStartDistance = null; - this.lastZoom = null; + this.cameraSvc.touchZoomStartDistance = null; + this.cameraSvc.lastZoom = null; } if (event.touches.length < 1) { - this.lastTouchPosition = null; + this.cameraSvc.lastTouchPosition = null; } } @HostListener('touchmove', ['$event']) onTouchMove(event: TouchEvent): void { - if (!this.camera || !this.renderer) return; + if (!this.cameraSvc.camera || !this.rendererSvc.renderer) return; event.preventDefault(); - if (event.touches.length === 1 && this.lastTouchPosition) { + if (event.touches.length === 1 && this.cameraSvc.lastTouchPosition) { const currentTouch = event.touches[0]; const fakeMouseEvent = { clientX: currentTouch.clientX, - clientY: currentTouch.clientY + clientY: currentTouch.clientY, } as MouseEvent; - const from = new THREE.Vector2(this.lastTouchPosition.x, this.lastTouchPosition.y); + const from = new THREE.Vector2(this.cameraSvc.lastTouchPosition.x, this.cameraSvc.lastTouchPosition.y); this.tooltipComponent.cancelHoverPopup(); - panCamera(this.camera, from, fakeMouseEvent, this.target); - this.requestRender(RenderTask.SceneRender); + this.cameraSvc.pan(from, fakeMouseEvent); + this.rendererSvc.requestRender(RenderTask.SceneRender); - this.lastTouchPosition = { + this.cameraSvc.lastTouchPosition = { x: currentTouch.clientX, - y: currentTouch.clientY + y: currentTouch.clientY, }; } - if (event.touches.length === 2 && this.touchZoomStartDistance !== null) { - - const currentDistance = this.getTouchDistance(event); - const zoomRatio = currentDistance / this.touchZoomStartDistance; + if (event.touches.length === 2 && this.cameraSvc.touchZoomStartDistance !== null) { + const currentDistance = this.cameraSvc.getTouchDistance(event); + const zoomRatio = currentDistance / this.cameraSvc.touchZoomStartDistance; - const oldZoom = this.lastZoom ?? this.camera.zoom; + const oldZoom = this.cameraSvc.lastZoom ?? this.cameraSvc.camera.zoom; const newZoom = THREE.MathUtils.clamp(oldZoom * zoomRatio, 0.5, 50); const centerX = (event.touches[0].clientX + event.touches[1].clientX) / 2; const centerY = (event.touches[0].clientY + event.touches[1].clientY) / 2; - this.updateTouchCenter(event); // similar to `updateMousePositions()` + this.cameraSvc.updateTouchCenter(event, this.rendererSvc.renderer.domElement); - this.applyZoomAtScreenPoint(centerX, centerY, newZoom, oldZoom); + this.cameraSvc.applyZoomAtScreenPoint(centerX, centerY, newZoom, oldZoom, this.rendererSvc.renderer.domElement); + this.handleZoomLevelChange(oldZoom, newZoom); + this.rendererSvc.requestRender(RenderTask.SceneRender); } } //#endregion diff --git a/src/app/canvas/magiclens/magiclens.component.html b/src/app/canvas/magiclens/magiclens.component.html index 6f042ab..694ae4b 100644 --- a/src/app/canvas/magiclens/magiclens.component.html +++ b/src/app/canvas/magiclens/magiclens.component.html @@ -1,15 +1,22 @@ - +
\ No newline at end of file +>
diff --git a/src/app/canvas/magiclens/magiclens.component.scss b/src/app/canvas/magiclens/magiclens.component.scss index e3dff6e..fd6a178 100644 --- a/src/app/canvas/magiclens/magiclens.component.scss +++ b/src/app/canvas/magiclens/magiclens.component.scss @@ -10,4 +10,4 @@ width: 40px; height: 40px; pointer-events: none; -} \ No newline at end of file +} diff --git a/src/app/canvas/magiclens/magiclens.component.ts b/src/app/canvas/magiclens/magiclens.component.ts index 0260177..aef40de 100644 --- a/src/app/canvas/magiclens/magiclens.component.ts +++ b/src/app/canvas/magiclens/magiclens.component.ts @@ -1,4 +1,4 @@ -import { Component, ElementRef, Input, ViewChild } from '@angular/core'; +import { Component, ElementRef, Input, ViewChild, AfterViewInit, OnDestroy } from '@angular/core'; import { forceSimulation, forceCollide } from 'd3-force'; import * as THREE from 'three'; import { GlyphObject } from '../../glyph/glyph-object'; @@ -12,9 +12,9 @@ import { GlyphSizeInfo } from '../../glyph/glyph-size-info'; selector: 'app-magiclens', imports: [], templateUrl: './magiclens.component.html', - styleUrl: './magiclens.component.scss' + styleUrl: './magiclens.component.scss', }) -export class MagiclensComponent { +export class MagiclensComponent implements AfterViewInit, OnDestroy { @Input() container!: HTMLElement; @Input() glyphGroup!: THREE.Group; @Input() parentId!: number; @@ -52,7 +52,7 @@ export class MagiclensComponent { this.lensRenderer = new THREE.WebGLRenderer({ canvas: this.lensCanvasRef.nativeElement, alpha: true, - antialias: true + antialias: true, }); this.lensRenderer.setClearColor(0xffffff, 1); this.lensRenderer.setSize(this.lensRadius, this.lensRadius); @@ -60,8 +60,8 @@ export class MagiclensComponent { // Lens Camera is just a zoomed clone of main this.lensCamera = new THREE.OrthographicCamera( - (-this.lensRadius) / 2, - (this.lensRadius) / 2, + -this.lensRadius / 2, + this.lensRadius / 2, this.lensRadius / 2, -this.lensRadius / 2, 1, @@ -73,7 +73,7 @@ export class MagiclensComponent { this.lensCamera.updateProjectionMatrix(); } } - + ngOnDestroy(): void { this.lensRenderer.forceContextLoss?.(); // Optional for full GPU cleanup this.lensRenderer.domElement = null!; @@ -106,7 +106,11 @@ export class MagiclensComponent { this.lensGlyphs = []; } - updateMagicLens(lastMousePosition: THREE.Vector2, camera: THREE.OrthographicCamera, renderer: THREE.WebGLRenderer): boolean { + updateMagicLens( + lastMousePosition: THREE.Vector2, + camera: THREE.OrthographicCamera, + renderer: THREE.WebGLRenderer + ): boolean { if (!this.magicLensActive || !this.lensCamera) return false; this.updatePositions(lastMousePosition); @@ -122,7 +126,7 @@ export class MagiclensComponent { const worldRadius = screenRadius / camera.zoom; // Check glyphs within world-space radius (O(n) but with cheaper distance calc) - this.glyphGroup.children.forEach((obj) => { + this.glyphGroup.children.forEach(obj => { const dx = obj.position.x - mouseWorld.x; const dy = obj.position.y - mouseWorld.y; const distSq = dx * dx + dy * dy; @@ -137,8 +141,7 @@ export class MagiclensComponent { // Compare current lens glyphs to new ones const same = - newLensGlyphs.length === this.lensGlyphs.length && - newLensGlyphs.every((g, i) => g === this.lensGlyphs[i]); + newLensGlyphs.length === this.lensGlyphs.length && newLensGlyphs.every((g, i) => g === this.lensGlyphs[i]); if (same) return false; @@ -151,10 +154,7 @@ export class MagiclensComponent { updatePositions(lastMousePosition: THREE.Vector2) { const canvasRect = this.container.getBoundingClientRect(); - this.relativePosition.set( - lastMousePosition.x - canvasRect.left, - lastMousePosition.y - canvasRect.top - ); + this.relativePosition.set(lastMousePosition.x - canvasRect.left, lastMousePosition.y - canvasRect.top); } renderMagicLensGlyphs(timestamp: string, algorithm: string): void { @@ -162,9 +162,8 @@ export class MagiclensComponent { this.lensGlyphGroup.clear(); // Adaptive limit based on previous performance - const glyphsToRender = this.lensGlyphs.length > this.maxLensGlyphs - ? this.lensGlyphs.slice(0, this.maxLensGlyphs) - : this.lensGlyphs; + const glyphsToRender = + this.lensGlyphs.length > this.maxLensGlyphs ? this.lensGlyphs.slice(0, this.maxLensGlyphs) : this.lensGlyphs; // Build nodes array while creating glyphs const nodes: { x: number; y: number; threeObj: THREE.Object3D }[] = []; @@ -173,7 +172,7 @@ export class MagiclensComponent { const mesh = glyph.renderGlyph(this.sizeInfo, timestamp, algorithm, this.parentId, false); if (mesh != null) { const wrapper = new THREE.Group(); - wrapper.name = "Wrapper"; + wrapper.name = 'Wrapper'; wrapper.userData = { item: new WeakRef(glyph) }; wrapper.add(mesh); mesh.position.set(0, 0, 0); @@ -182,7 +181,7 @@ export class MagiclensComponent { nodes.push({ x: (Math.random() - 0.5) * 2, y: (Math.random() - 0.5) * 2, - threeObj: wrapper + threeObj: wrapper, }); } } @@ -213,7 +212,7 @@ export class MagiclensComponent { } private runForceSimulation(nodes: { x: number; y: number; threeObj: THREE.Object3D }[], count: number): void { - const maxRadius = (this.lensRadius / 2) - this.sizeInfo.radius; + const maxRadius = this.lensRadius / 2 - this.sizeInfo.radius; const maxRadiusSq = maxRadius * maxRadius; const simulation = forceSimulation(nodes) @@ -252,7 +251,7 @@ export class MagiclensComponent { this.lensCamera.lookAt(0, 0, 0); this.lensCamera.updateProjectionMatrix(); - renderedGlyphs.forEach((glyph) => { + renderedGlyphs.forEach(glyph => { glyph.isInLense = true; }); this.config.drawMagicLensGlyphs(renderedGlyphs); @@ -268,16 +267,10 @@ export class MagiclensComponent { if (this.lastRenderTime > this.TARGET_FRAME_TIME * 1.5) { // Too slow - decrease limit - this.maxLensGlyphs = Math.max( - this.MIN_LENS_GLYPHS, - Math.floor(this.maxLensGlyphs * 0.8) - ); + this.maxLensGlyphs = Math.max(this.MIN_LENS_GLYPHS, Math.floor(this.maxLensGlyphs * 0.8)); } else if (this.lastRenderTime < this.TARGET_FRAME_TIME * 0.5) { // Fast enough - can increase limit - this.maxLensGlyphs = Math.min( - this.MAX_LENS_GLYPHS, - Math.floor(this.maxLensGlyphs * 1.2) - ); + this.maxLensGlyphs = Math.min(this.MAX_LENS_GLYPHS, Math.floor(this.maxLensGlyphs * 1.2)); } } diff --git a/src/app/canvas/navigationcontrols/navigationcontrols.component.html b/src/app/canvas/navigationcontrols/navigationcontrols.component.html index 847c080..10229c8 100644 --- a/src/app/canvas/navigationcontrols/navigationcontrols.component.html +++ b/src/app/canvas/navigationcontrols/navigationcontrols.component.html @@ -1,31 +1,26 @@
- - + + - - + + - - -
\ No newline at end of file + + +
diff --git a/src/app/canvas/navigationcontrols/navigationcontrols.component.scss b/src/app/canvas/navigationcontrols/navigationcontrols.component.scss index bc634b5..ce28c8a 100644 --- a/src/app/canvas/navigationcontrols/navigationcontrols.component.scss +++ b/src/app/canvas/navigationcontrols/navigationcontrols.component.scss @@ -71,4 +71,4 @@ } @include m.tooltip-right(6px); -} \ No newline at end of file +} diff --git a/src/app/canvas/navigationcontrols/navigationcontrols.component.ts b/src/app/canvas/navigationcontrols/navigationcontrols.component.ts index bbc0afa..7a2ea8e 100644 --- a/src/app/canvas/navigationcontrols/navigationcontrols.component.ts +++ b/src/app/canvas/navigationcontrols/navigationcontrols.component.ts @@ -1,19 +1,17 @@ import { Component, EventEmitter, Input, Output } from '@angular/core'; @Component({ - selector: 'app-navigationcontrols', - standalone: true, - templateUrl: './navigationcontrols.component.html', - styleUrls: ['./navigationcontrols.component.scss'], + selector: 'app-navigationcontrols', + standalone: true, + templateUrl: './navigationcontrols.component.html', + styleUrls: ['./navigationcontrols.component.scss'], }) export class CanvasNavigationControlsComponent { + @Input() visible = false; // controls fade in/out + @Input() selectionMode!: boolean; + @Input() magicLenseStatus!: boolean; - @Input() visible = false; // controls fade in/out - @Input() selectionMode!: boolean; - @Input() magicLenseStatus!: boolean; - - @Output() toggleNavigation = new EventEmitter(); - @Output() toggleSelection = new EventEmitter(); - @Output() toggleLens = new EventEmitter(); - + @Output() toggleNavigation = new EventEmitter(); + @Output() toggleSelection = new EventEmitter(); + @Output() toggleLens = new EventEmitter(); } diff --git a/src/app/canvas/overlaycontrols/overlaycontrols.component.html b/src/app/canvas/overlaycontrols/overlaycontrols.component.html index 0d62355..bef321b 100644 --- a/src/app/canvas/overlaycontrols/overlaycontrols.component.html +++ b/src/app/canvas/overlaycontrols/overlaycontrols.component.html @@ -1,92 +1,89 @@
- - + - + - + - + - - + + + - - @if (showSettings) { -
- + + @if (showSettings) { +
+ - + -
-
Playback Controls
-
+
+
Playback Controls
+
+ - +
+ {{ animationSpeed }} +
-
- {{ animationSpeed }} -
+ - - - -
-
+
- } +
+
+ }
diff --git a/src/app/canvas/overlaycontrols/overlaycontrols.component.scss b/src/app/canvas/overlaycontrols/overlaycontrols.component.scss index 3ca4319..4af22d9 100644 --- a/src/app/canvas/overlaycontrols/overlaycontrols.component.scss +++ b/src/app/canvas/overlaycontrols/overlaycontrols.component.scss @@ -2,153 +2,153 @@ @use '../../../styles/mixins' as m; .overlay-controls { - position: absolute; - top: 0px; - left: 0px; - display: flex; - flex-direction: row; - gap: 4px; // minimal spacing - z-index: 1001 !important; + position: absolute; + top: 0px; + left: 0px; + display: flex; + flex-direction: row; + gap: 4px; // minimal spacing + z-index: 1001 !important; + + // 🔽 Add a gentle background + background-color: v.$overlay-bg; // very subtle + padding: 2px 3px; + + button { + all: unset; // removes background, border, etc. + padding: 2px; + cursor: pointer; + color: v.$gray-500; // gray icons + font-size: 16px; + line-height: 1; + position: relative; + + i.material-icons { + font-size: 18px; + vertical-align: middle; + } - // 🔽 Add a gentle background - background-color: v.$overlay-bg; // very subtle - padding: 2px 3px; + &:hover { + color: v.$gray-400; // lighter gray on hover + } + + &.active { + color: v.$active-color; // cyan highlight for active buttons + } - button { - all: unset; // removes background, border, etc. + @include m.tooltip-below(28px); + } +} + +.settings-dropdown { + position: absolute; + top: 30px; + right: 0; + left: 0; + background-color: v.$overlay-bg; + padding: 6px 8px; + border-radius: 0; + z-index: 1002; + display: flex; + flex-direction: column; + gap: 12px; + + label { + position: relative; + font-size: 11px; + color: v.$gray-700; + + select { + margin-top: 0; + font-size: 12px; + padding: 18px 4px 4px 2px; + background-color: v.$select-bg; + border: none; + border-bottom: 1px solid v.$gray-600; + color: v.$gray-800; + appearance: none; + width: 100%; + cursor: pointer; + outline: none; + + &:hover { + background-color: v.$select-bg-hover; + } + + &:focus { + background-color: v.$select-bg-focus; + border-bottom-color: v.$gray-300; + } + } + + .select-label { + position: absolute; + top: 4px; + left: 0px; + font-size: 9px; + color: v.$gray-600; + text-transform: uppercase; + pointer-events: none; + } + } + + .animation-control-group { + position: relative; + display: flex; + flex-direction: column; + background-color: v.$select-bg; + + .select-label { + padding-top: 4px; + left: 0; + font-size: 9px; + color: v.$gray-600; + text-transform: uppercase; + pointer-events: none; + } + + .animation-controls { + display: flex; + flex-direction: row; + align-items: center; + padding-top: 3px; + padding-bottom: 3px; + gap: 4px; + border-bottom: 1px solid v.$gray-600; + + button { + all: unset; padding: 2px; cursor: pointer; - color: v.$gray-500; // gray icons - font-size: 16px; + color: v.$gray-600; + font-size: 12px; line-height: 1; position: relative; i.material-icons { - font-size: 18px; - vertical-align: middle; + font-size: 18px; + vertical-align: middle; } &:hover { - color: v.$gray-400; // lighter gray on hover + color: v.$gray-400; } &.active { - color: v.$active-color; // cyan highlight for active buttons + color: v.$active-color; } @include m.tooltip-below(28px); - } -} - -.settings-dropdown { - position: absolute; - top: 30px; - right: 0; - left: 0; - background-color: v.$overlay-bg; - padding: 6px 8px; - border-radius: 0; - z-index: 1002; - display: flex; - flex-direction: column; - gap: 12px; + } - label { - position: relative; - font-size: 11px; + .speed-display { + font-size: 12px; + width: 15px; + text-align: center; color: v.$gray-700; - - select { - margin-top: 0; - font-size: 12px; - padding: 18px 4px 4px 2px; - background-color: v.$select-bg; - border: none; - border-bottom: 1px solid v.$gray-600; - color: v.$gray-800; - appearance: none; - width: 100%; - cursor: pointer; - outline: none; - - &:hover { - background-color: v.$select-bg-hover; - } - - &:focus { - background-color: v.$select-bg-focus; - border-bottom-color: v.$gray-300; - } - } - - .select-label { - position: absolute; - top: 4px; - left: 0px; - font-size: 9px; - color: v.$gray-600; - text-transform: uppercase; - pointer-events: none; - } - } - - .animation-control-group { - position: relative; - display: flex; - flex-direction: column; - background-color: v.$select-bg; - - .select-label { - padding-top: 4px; - left: 0; - font-size: 9px; - color: v.$gray-600; - text-transform: uppercase; - pointer-events: none; - } - - .animation-controls { - display: flex; - flex-direction: row; - align-items: center; - padding-top: 3px; - padding-bottom: 3px; - gap: 4px; - border-bottom: 1px solid v.$gray-600; - - button { - all: unset; - padding: 2px; - cursor: pointer; - color: v.$gray-600; - font-size: 12px; - line-height: 1; - position: relative; - - i.material-icons { - font-size: 18px; - vertical-align: middle; - } - - &:hover { - color: v.$gray-400; - } - - &.active { - color: v.$active-color; - } - - @include m.tooltip-below(28px); - } - - .speed-display { - font-size: 12px; - width: 15px; - text-align: center; - color: v.$gray-700; - user-select: none; - padding-top: 0px; - } - } + user-select: none; + padding-top: 0px; + } } -} \ No newline at end of file + } +} diff --git a/src/app/canvas/overlaycontrols/overlaycontrols.component.ts b/src/app/canvas/overlaycontrols/overlaycontrols.component.ts index accadff..9732f39 100644 --- a/src/app/canvas/overlaycontrols/overlaycontrols.component.ts +++ b/src/app/canvas/overlaycontrols/overlaycontrols.component.ts @@ -5,7 +5,7 @@ import { FormsModule } from '@angular/forms'; selector: 'app-overlaycontrols', imports: [FormsModule], templateUrl: './overlaycontrols.component.html', - styleUrls: ['./overlaycontrols.component.scss'] + styleUrls: ['./overlaycontrols.component.scss'], }) export class OverlayControlsComponent { @Input() collisionAvoidance!: boolean; @@ -45,7 +45,7 @@ export class OverlayControlsComponent { this.settingsChanged.emit({ timestamp: this.selectedTimestamp, algorithm: this.selectedAlgorithm, - context: this.selectedContext + context: this.selectedContext, }); this.paused = false; } @@ -68,4 +68,4 @@ export class OverlayControlsComponent { this.paused = !this.paused; this.togglePlayback.emit(); } -} \ No newline at end of file +} diff --git a/src/app/canvas/services/canvas-camera.service.ts b/src/app/canvas/services/canvas-camera.service.ts new file mode 100644 index 0000000..2cc6aec --- /dev/null +++ b/src/app/canvas/services/canvas-camera.service.ts @@ -0,0 +1,174 @@ +import { Injectable } from '@angular/core'; +import * as THREE from 'three'; +import { ZoomLevel } from '../../shared/enum/zoom-level'; +import { panCamera } from '../../shared/helpers/three-helper'; + +@Injectable() +export class CanvasCameraService { + camera!: THREE.OrthographicCamera; + target = new THREE.Vector3(0, 0, 0); + + // Fit animation state + fitAnimationStartTime: number | null = null; + fitStartZoom!: number; + private fitEndZoom!: number; + private fitStartPosition!: THREE.Vector3; + private fitEndPosition!: THREE.Vector3; + private fitStartTarget!: THREE.Vector3; + private fitEndTarget!: THREE.Vector3; + private fitDuration = 500; // ms + + // Navigation + isPanning = false; + zoomFactor = 1.1; + + // Touch + lastTouchPosition: { x: number; y: number } | null = { x: 0, y: 0 }; + touchZoomStartDistance: number | null = null; + lastZoom: number | null = null; + private touchCenter = { x: 0, y: 0 }; + + // View rect (for clipping) + viewRect = { left: 0, right: 0, top: 0, bottom: 0 }; + lastViewRect = { left: 0, right: 0, top: 0, bottom: 0 }; + + initCamera(width: number, height: number): void { + this.camera = new THREE.OrthographicCamera(-width / 2, width / 2, height / 2, -height / 2, 1, 1000); + this.camera.position.set(0, 0, 10); + this.camera.zoom = 1; + this.camera.updateProjectionMatrix(); + } + + updateCameraBounds(width: number, height: number): void { + this.camera.left = width / -2; + this.camera.right = width / 2; + this.camera.top = height / 2; + this.camera.bottom = height / -2; + this.camera.updateProjectionMatrix(); + } + + updateViewRect(): void { + this.camera.updateMatrixWorld(); + const halfW = ((this.camera.right - this.camera.left) / this.camera.zoom) * 0.5; + const halfH = ((this.camera.top - this.camera.bottom) / this.camera.zoom) * 0.5; + this.viewRect.left = this.camera.position.x - halfW; + this.viewRect.right = this.camera.position.x + halfW; + this.viewRect.bottom = this.camera.position.y - halfH; + this.viewRect.top = this.camera.position.y + halfH; + } + + startFitAnimation(glyphGroup: THREE.Group): void { + const box = new THREE.Box3().setFromObject(glyphGroup); + const size = box.getSize(new THREE.Vector3()); + const center = box.getCenter(new THREE.Vector3()); + + const margin = 1.1; + const widthWithMargin = size.x * margin; + const heightWithMargin = size.y * margin; + + const cameraWidth = this.camera.right - this.camera.left; + const cameraHeight = this.camera.top - this.camera.bottom; + + const zoomX = cameraWidth / widthWithMargin; + const zoomY = cameraHeight / heightWithMargin; + const requiredZoom = Math.min(zoomX, zoomY); + + const direction = new THREE.Vector3().subVectors(this.camera.position, this.target); + const newTarget = center.clone(); + const newPosition = center.clone().add(direction); + + this.fitStartPosition = this.camera.position.clone(); + this.fitEndPosition = newPosition; + this.fitStartTarget = this.target.clone(); + this.fitEndTarget = newTarget; + this.fitStartZoom = this.camera.zoom; + this.fitEndZoom = requiredZoom; + this.fitAnimationStartTime = performance.now(); + } + + /** Returns true if animation completed this frame */ + updateFitAnimation(glyphCount: number): boolean { + if (this.fitAnimationStartTime === null) return false; + + if (glyphCount > 5000) { + this.fitAnimationStartTime = null; + this.camera.position.copy(this.fitEndPosition); + this.target.copy(this.fitEndTarget); + this.camera.zoom = this.fitEndZoom; + this.camera.updateProjectionMatrix(); + this.camera.lookAt(this.target); + return true; + } + + const now = performance.now(); + const elapsed = now - this.fitAnimationStartTime; + const t = Math.min(elapsed / this.fitDuration, 1); + + // Easing function: easeInOutQuad + const easedT = t < 0.5 ? 2 * t * t : -1 + (4 - 2 * t) * t; + + const currentPosition = new THREE.Vector3().lerpVectors(this.fitStartPosition, this.fitEndPosition, easedT); + this.camera.position.copy(currentPosition); + + const currentTarget = new THREE.Vector3().lerpVectors(this.fitStartTarget, this.fitEndTarget, easedT); + this.target.copy(currentTarget); + + this.camera.zoom = THREE.MathUtils.lerp(this.fitStartZoom, this.fitEndZoom, easedT); + this.camera.updateProjectionMatrix(); + this.camera.lookAt(this.target); + + if (t === 1) { + this.fitAnimationStartTime = null; + return true; + } + return false; + } + + calculateZoomLevel(zoomLevel: number): ZoomLevel { + if (zoomLevel < 2) return ZoomLevel.low; + if (zoomLevel < 10) return ZoomLevel.medium; + return ZoomLevel.high; + } + + applyZoomAtScreenPoint( + screenX: number, + screenY: number, + newZoom: number, + oldZoom: number, + rendererElement: HTMLElement + ): void { + const rect = rendererElement.getBoundingClientRect(); + const xNDC = ((screenX - rect.left) / rect.width) * 2 - 1; + const yNDC = -((screenY - rect.top) / rect.height) * 2 + 1; + + const worldBefore = new THREE.Vector3(xNDC, yNDC, 0).unproject(this.camera); + this.camera.zoom = newZoom; + this.camera.updateProjectionMatrix(); + + const worldAfter = new THREE.Vector3(xNDC, yNDC, 0).unproject(this.camera); + const delta = worldBefore.sub(worldAfter); + + this.camera.position.x += delta.x; + this.camera.position.y += delta.y; + this.target.x += delta.x; + this.target.y += delta.y; + } + + pan(lastPos: THREE.Vector2, event: MouseEvent): void { + panCamera(this.camera, lastPos, event, this.target); + } + + getTouchDistance(event: TouchEvent): number { + const dx = event.touches[0].clientX - event.touches[1].clientX; + const dy = event.touches[0].clientY - event.touches[1].clientY; + return Math.sqrt(dx * dx + dy * dy); + } + + updateTouchCenter(event: TouchEvent, rendererElement: HTMLElement): void { + const rect = rendererElement.getBoundingClientRect(); + const cx = (event.touches[0].clientX + event.touches[1].clientX) / 2; + const cy = (event.touches[0].clientY + event.touches[1].clientY) / 2; + this.touchCenter.x = ((cx - rect.left) / rect.width) * 2 - 1; + this.touchCenter.y = -((cy - rect.top) / rect.height) * 2 + 1; + } +} diff --git a/src/app/canvas/services/canvas-renderer.service.ts b/src/app/canvas/services/canvas-renderer.service.ts new file mode 100644 index 0000000..13b56e7 --- /dev/null +++ b/src/app/canvas/services/canvas-renderer.service.ts @@ -0,0 +1,431 @@ +import { Injectable } from '@angular/core'; +import * as THREE from 'three'; +import { GlyphObject } from '../../glyph/glyph-object'; +import { GlyphSizeInfo } from '../../glyph/glyph-size-info'; +import { RenderTask } from '../../shared/enum/render-task'; +import { SpatialGrid } from '../../shared/helpers/spatial-grid'; +import { ZoomLevel } from '../../shared/enum/zoom-level'; +import { + hitTest, + hitTestCandidates, + nearlyEqual, + scalePosition, + screenToWorld, +} from '../../shared/helpers/three-helper'; + +@Injectable() +export class CanvasRendererService { + scene!: THREE.Scene; + renderer!: THREE.WebGLRenderer; + glyphGroup = new THREE.Group(); + + sizeInfo = new GlyphSizeInfo(); + positionBounds: { minX: number; maxX: number; minY: number; maxY: number } | undefined; + + // Spatial grid + spatialGrid = new SpatialGrid(100); + spatialGridDirty = true; + + // Render task management + needsRender = new Set(); + private onRenderRequested?: () => void; + + // Background colors + readonly standardBackgroundColor = new THREE.Color(0xffffff); + readonly disabledBackgroundColor = new THREE.Color(0xf0f0f0); + + // Clipping + private clippingFrameCounter = 0; + + // Safety mechanism to prevent infinite render loops + private renderGlyphsCallCount = 0; + private renderGlyphsResetTimer: any = null; + private readonly MAX_RENDER_CALLS_PER_SECOND = 20; + + setRenderRequestCallback(fn: () => void): void { + this.onRenderRequested = fn; + } + + initRenderer(container: HTMLElement, width: number, height: number): void { + this.scene = new THREE.Scene(); + this.scene.background = this.standardBackgroundColor; + + this.renderer = new THREE.WebGLRenderer({ antialias: true }); + const pixelRatio = window.devicePixelRatio > 1 ? window.devicePixelRatio * 4 : window.screen.pixelDepth; + this.renderer.setPixelRatio(pixelRatio); + this.renderer.domElement.style.width = '100%'; + this.renderer.domElement.style.height = '100%'; + this.renderer.domElement.style.display = 'block'; + + this.scene.add(this.glyphGroup); + container.appendChild(this.renderer.domElement); + + this.sizeInfo.update(width, height); + } + + requestRender(task: RenderTask): void { + this.needsRender.add(task); + this.onRenderRequested?.(); + } + + cancelRender(task: RenderTask): void { + requestAnimationFrame(() => { + this.needsRender.delete(task); + }); + } + + renderGlyphs( + glyphData: GlyphObject[], + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string, + aggregated: boolean, + force = false + ): void { + if (!this.scene) return; + + // Safety mechanism to prevent infinite render loops + this.renderGlyphsCallCount++; + if (this.renderGlyphsResetTimer) clearTimeout(this.renderGlyphsResetTimer); + this.renderGlyphsResetTimer = setTimeout(() => { + this.renderGlyphsCallCount = 0; + }, 1000); + + if (this.renderGlyphsCallCount > this.MAX_RENDER_CALLS_PER_SECOND) { + console.warn(`Rapid render calls detected (${this.renderGlyphsCallCount} calls/sec). Deferring render.`); + this.renderGlyphsCallCount = 0; + setTimeout( + () => this.renderGlyphs(glyphData, canvasId, selectedTimestamp, selectedAlgorithm, aggregated, true), + 200 + ); + return; + } + + glyphData.forEach((glyph: GlyphObject) => { + const cacheObject = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + const oldMesh = cacheObject.mesh; + if (oldMesh) this.glyphGroup.remove(oldMesh); + if (cacheObject.visible || force) { + const mesh = glyph.render(this.sizeInfo, selectedTimestamp, selectedAlgorithm, canvasId, aggregated); + if (mesh != null) this.glyphGroup.add(mesh); + } + }); + + this.updatePositionBounds(glyphData, selectedTimestamp, selectedAlgorithm); + this.requestRender(RenderTask.SceneRender); + } + + renderGlyph( + glyph: GlyphObject, + selectedTimestamp: string, + selectedAlgorithm: string, + canvasId: number, + aggregated: boolean + ): void { + const mesh = glyph.getMesh(selectedTimestamp, selectedAlgorithm, canvasId); + if (mesh != undefined) this.glyphGroup.remove(mesh); + + const newMesh = glyph.render(this.sizeInfo, selectedTimestamp, selectedAlgorithm, canvasId, aggregated); + if (newMesh) this.glyphGroup.add(newMesh); + + this.requestRender(RenderTask.SceneRender); + } + + updateClipping( + glyphData: GlyphObject[], + viewRect: { left: number; right: number; top: number; bottom: number }, + lastViewRect: { left: number; right: number; top: number; bottom: number }, + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string, + aggregated: boolean + ): void { + // Throttle to 30fps (every 2nd frame) + this.clippingFrameCounter++; + if (this.clippingFrameCounter % 2 !== 0) return; + + const { left, right, bottom, top } = viewRect; + + // Skip if viewport hasn't changed significantly + const threshold = this.sizeInfo.radius * 0.5; + if ( + Math.abs(left - lastViewRect.left) < threshold && + Math.abs(right - lastViewRect.right) < threshold && + Math.abs(top - lastViewRect.top) < threshold && + Math.abs(bottom - lastViewRect.bottom) < threshold + ) + return; + + // Update cached viewport + lastViewRect.left = left; + lastViewRect.right = right; + lastViewRect.top = top; + lastViewRect.bottom = bottom; + + const r = this.sizeInfo.radius; + + // Use spatial grid for efficient viewport culling if available + if (this.spatialGrid.size > 0 && glyphData.length > 500) { + const visibleGlyphs = this.spatialGrid.queryRect(left - r, right + r, bottom - r, top + r); + + for (const glyph of glyphData) { + const cachedObject = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + if (!visibleGlyphs.has(glyph)) { + cachedObject.visible = false; + } + } + + for (const glyph of visibleGlyphs) { + const cachedObject = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + if (!cachedObject.visible) { + this.renderGlyph(glyph, selectedTimestamp, selectedAlgorithm, canvasId, aggregated); + } + cachedObject.visible = true; + } + } else { + glyphData.forEach(glyph => { + const cachedObject = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + const cachedMesh = cachedObject.mesh; + if (cachedMesh) { + const isVisible = + cachedMesh.position.x + r > left && + cachedMesh.position.x - r < right && + cachedMesh.position.y + r > bottom && + cachedMesh.position.y - r < top; + if (!cachedObject.visible && isVisible) { + this.renderGlyph(glyph, selectedTimestamp, selectedAlgorithm, canvasId, aggregated); + } + cachedObject.visible = isVisible; + } + }); + } + } + + scaleGroupToFit( + glyphData: GlyphObject[], + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string, + canvasWidth: number, + canvasHeight: number + ): void { + glyphData.forEach(glyph => { + if (this.positionBounds == undefined) return; + + const cacheObject = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + const originalX = glyph.getPosition(selectedTimestamp, selectedAlgorithm).x ?? 0; + const originalY = glyph.getPosition(selectedTimestamp, selectedAlgorithm).y ?? 0; + + const { x: scaledX, y: scaledY } = scalePosition( + originalX, + originalY, + this.positionBounds!, + canvasWidth, + canvasHeight + ); + + cacheObject.position.x = scaledX; + cacheObject.position.y = scaledY; + cacheObject.x = scaledX; + cacheObject.y = scaledY; + cacheObject.mesh?.position.set(scaledX, scaledY, 0); + }); + } + + /** Returns true when all glyphs have reached their original positions */ + animateBackToOriginal( + glyphData: GlyphObject[], + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string, + animationSpeed: number + ): boolean { + let finished = true; + glyphData.forEach(glyph => { + const cachedObject = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + const target = cachedObject.position; + const mesh = cachedObject.mesh; + + if (mesh) { + const finalPosition = nearlyEqual(mesh.position.x, target.x) && nearlyEqual(mesh.position.y, target.y); + finished = finished && finalPosition; + mesh.position.lerp(new THREE.Vector3(target.x, target.y, 0), animationSpeed); + } + }); + return finished; + } + + updatePositionBounds(glyphData: GlyphObject[], selectedTimestamp: string, selectedAlgorithm: string): void { + if (this.positionBounds == undefined && glyphData.length > 0) { + let minX = Infinity, + maxX = -Infinity; + let minY = Infinity, + maxY = -Infinity; + + for (const glyph of glyphData) { + const pos = glyph.getPosition(selectedTimestamp, selectedAlgorithm); + const x = pos.x ?? 0; + const y = pos.y ?? 0; + if (x < minX) minX = x; + if (x > maxX) maxX = x; + if (y < minY) minY = y; + if (y > maxY) maxY = y; + } + + this.positionBounds = { minX, maxX, minY, maxY }; + } + } + + rebuildSpatialGrid( + glyphData: GlyphObject[], + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string + ): void { + this.spatialGrid.clear(); + + const count = glyphData.length; + if (count > 0 && this.positionBounds) { + const width = this.positionBounds.maxX - this.positionBounds.minX; + const height = this.positionBounds.maxY - this.positionBounds.minY; + const area = width * height; + const targetCellArea = area / (count / 100); + const cellSize = Math.max(50, Math.sqrt(targetCellArea)); + this.spatialGrid.setCellSize(cellSize); + } + + const radius = this.sizeInfo.radius; + for (const glyph of glyphData) { + const cacheObject = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + const x = cacheObject.position.x ?? 0; + const y = cacheObject.position.y ?? 0; + this.spatialGrid.insert(glyph, x, y, radius); + } + + this.spatialGridDirty = false; + } + + renderMagicLensGlyphs( + glyphs: GlyphObject[], + glyphData: GlyphObject[], + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string, + aggregated: boolean + ): void { + const highlightedIds = new Set(glyphs.map(g => g.id)); + + // Reset unhighlighted glyphs to their original positions + for (const glyph of glyphData) { + if (highlightedIds.has(glyph.id)) continue; + const node = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + node.x = node.position.x; + node.y = node.position.y; + node.vx = 0; + node.vy = 0; + node.mesh?.position.set(node.position.x, node.position.y, 0); + } + + if (glyphs.length > 1) { + const nodes: { x: number; y: number; mesh: THREE.Object3D | undefined }[] = []; + glyphs.forEach(glyph => { + const cache = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + nodes.push({ x: cache.position.x, y: cache.position.y, mesh: cache.mesh }); + }); + + // Simple iterative collision resolution + const enlargedRadius = this.sizeInfo.getRadius(ZoomLevel.high) * 5; + const minDist = enlargedRadius * 2; + + for (let iter = 0; iter < 5; iter++) { + for (let i = 0; i < nodes.length; i++) { + for (let j = i + 1; j < nodes.length; j++) { + const dx = nodes[j].x - nodes[i].x; + const dy = nodes[j].y - nodes[i].y; + const dist = Math.sqrt(dx * dx + dy * dy); + + if (dist < minDist && dist > 0) { + const overlap = (minDist - dist) / 2; + const nx = dx / dist; + const ny = dy / dist; + nodes[i].x -= nx * overlap; + nodes[i].y -= ny * overlap; + nodes[j].x += nx * overlap; + nodes[j].y += ny * overlap; + } + } + } + } + + nodes.forEach(node => { + node.mesh?.position.set(node.x, node.y, 0); + }); + } + + glyphs.forEach(glyph => { + const lensSize = this.sizeInfo.clone(); + lensSize.currentZoomLevel = ZoomLevel.high; + lensSize.radius = lensSize.radius * 5; + + const mesh = glyph.getMesh(selectedTimestamp, selectedAlgorithm, canvasId); + if (mesh != undefined) this.glyphGroup.remove(mesh); + const newMesh = glyph.render(lensSize, selectedTimestamp, selectedAlgorithm, canvasId, aggregated); + if (newMesh) this.glyphGroup.add(newMesh); + }); + + this.requestRender(RenderTask.SceneRender); + } + + optimizedHitTest( + event: MouseEvent, + glyphData: GlyphObject[], + camera: THREE.OrthographicCamera, + selectedTimestamp: string, + selectedAlgorithm: string, + canvasId: number + ): THREE.Object3D | null { + // For small datasets, use standard hit test (less overhead) + if (glyphData.length <= 500 || this.spatialGrid.size === 0) { + return hitTest(event, this.renderer, this.glyphGroup, camera, this.sizeInfo); + } + + // Convert screen to world coordinates + const worldPos = screenToWorld(event, this.renderer, camera); + const searchRadius = this.sizeInfo.radius * 3; + const nearbyGlyphs = this.spatialGrid.queryPoint(worldPos.x, worldPos.y, searchRadius); + + if (nearbyGlyphs.size === 0) return null; + + const candidates: THREE.Object3D[] = []; + for (const glyph of nearbyGlyphs) { + const mesh = glyph.getMesh(selectedTimestamp, selectedAlgorithm, canvasId); + if (mesh) candidates.push(mesh); + } + + return hitTestCandidates(event, this.renderer, candidates, camera, this.sizeInfo); + } + + dispose(): void { + this.scene?.traverse(obj => { + if ((obj as THREE.Mesh).geometry) { + (obj as THREE.Mesh).geometry.dispose(); + } + if ((obj as THREE.Mesh).material) { + const material = (obj as THREE.Mesh).material; + if (Array.isArray(material)) { + material.forEach(m => m.dispose()); + } else { + material.dispose(); + } + } + }); + + this.renderer?.forceContextLoss?.(); + if (this.renderer) { + this.renderer.domElement = null!; + this.renderer.dispose(); + } + this.glyphGroup.clear(); + this.scene = null!; + } +} diff --git a/src/app/canvas/services/canvas-selection.service.ts b/src/app/canvas/services/canvas-selection.service.ts new file mode 100644 index 0000000..f2d437d --- /dev/null +++ b/src/app/canvas/services/canvas-selection.service.ts @@ -0,0 +1,112 @@ +import { Injectable } from '@angular/core'; +import * as THREE from 'three'; +import { GlyphObject } from '../../glyph/glyph-object'; +import { ItemFilter } from '../../shared/filter/item-filter'; +import { IdFilter } from '../../shared/filter/id-filter'; +import { FilterMode } from '../../shared/enum/filter-mode'; +import { FilterService } from '../../services/filter.service'; +import { ConfigService } from '../../services/config.service'; +import { convertToScreenSpace } from '../../shared/helpers/three-helper'; + +@Injectable() +export class CanvasSelectionService { + selectionStart = new THREE.Vector2(); + selectionEnd = new THREE.Vector2(); + selectionFilter: ItemFilter = new IdFilter(); + selectionMode = false; + isShiftDown = false; + isSelecting = false; + selectionBox = { left: 0, top: 0, width: 0, height: 0 }; + + constructor( + private filterService: FilterService, + private config: ConfigService + ) {} + + /** Returns the new selectionMode state */ + toggleSelectionMode(doToggle = true): boolean { + this.selectionMode = !this.selectionMode && doToggle; + return this.selectionMode; + } + + updateSelectionBox(): void { + const x = Math.min(this.selectionStart.x, this.selectionEnd.x); + const y = Math.min(this.selectionStart.y, this.selectionEnd.y); + const w = Math.abs(this.selectionEnd.x - this.selectionStart.x); + const h = Math.abs(this.selectionEnd.y - this.selectionStart.y); + this.selectionBox = { left: x, top: y, width: w, height: h }; + } + + selectObjectsInRectangle( + glyphGroup: THREE.Group, + camera: THREE.OrthographicCamera, + rendererElement: HTMLCanvasElement, + glyphData: GlyphObject[], + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string + ): void { + this.selectionBox = { left: 0, top: 0, width: 0, height: 0 }; + + const x1 = Math.min(this.selectionStart.x, this.selectionEnd.x); + const y1 = Math.min(this.selectionStart.y, this.selectionEnd.y); + const x2 = Math.max(this.selectionStart.x, this.selectionEnd.x); + const y2 = Math.max(this.selectionStart.y, this.selectionEnd.y); + + const contained: THREE.Object3D[] = []; + glyphGroup.children.forEach(obj => { + const screen = convertToScreenSpace(obj, camera, rendererElement); + if (screen.x >= x1 && screen.x <= x2 && screen.y >= y1 && screen.y <= y2) { + contained.push(obj); + } + }); + + this.highlightSelectedObjects( + contained, + glyphData, + canvasId, + selectedTimestamp, + selectedAlgorithm, + !this.isShiftDown + ); + } + + highlightSelectedObjects( + selectedObjects: THREE.Object3D[], + glyphData: GlyphObject[], + canvasId: number, + selectedTimestamp: string, + selectedAlgorithm: string, + replace = false + ): void { + if (selectedObjects.length == 0) { + this.filterService.clearIdFilters(); + } else { + if (replace) this.filterService.clearIdFilters(); + for (const glyph of glyphData) { + const cache = glyph.getCacheObject(canvasId, selectedTimestamp, selectedAlgorithm); + const obj = cache.mesh; + if (obj && selectedObjects.includes(obj)) { + (this.selectionFilter as IdFilter).add(glyph.id); + } + } + } + this.applyFilters(); + } + + applyFilters(): void { + this.selectionFilter.filterMode = FilterMode.Or; + this.filterService.ensureFilter(this.selectionFilter); + this.filterService.refreshFilters(); + this.config.redraw(); + } + + isMouseOverOverlay(event: MouseEvent): boolean { + const el = document.elementFromPoint(event.clientX, event.clientY); + return ( + el?.closest('.settings-panel') !== null || + el?.closest('.tooltip-popup') !== null || + el?.closest('.nav-controls-panel') !== null + ); + } +} diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.html b/src/app/canvas/settingscontrols/settingscontrols.component.html index 77756b3..fdbe710 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.html +++ b/src/app/canvas/settingscontrols/settingscontrols.component.html @@ -1,7 +1,7 @@
- @@ -58,10 +58,18 @@ {{ proj.method }} @switch (proj.status) { - @case ('running') { sync } - @case ('complete') { check_circle } - @case ('error') { error } - @case ('pending') { schedule } + @case ('running') { + sync + } + @case ('complete') { + check_circle + } + @case ('error') { + error + } + @case ('pending') { + schedule + } }
@@ -88,8 +96,12 @@ -
diff --git a/src/app/canvas/tooltip/tooltip.component.scss b/src/app/canvas/tooltip/tooltip.component.scss index b3e3204..0f864b4 100644 --- a/src/app/canvas/tooltip/tooltip.component.scss +++ b/src/app/canvas/tooltip/tooltip.component.scss @@ -21,4 +21,4 @@ &.fixed { background: rgba(0, 0, 0, 1); } -} \ No newline at end of file +} diff --git a/src/app/canvas/tooltip/tooltip.component.ts b/src/app/canvas/tooltip/tooltip.component.ts index cb22e0c..3028247 100644 --- a/src/app/canvas/tooltip/tooltip.component.ts +++ b/src/app/canvas/tooltip/tooltip.component.ts @@ -9,7 +9,7 @@ import { Subscription } from 'rxjs'; selector: 'app-tooltip', imports: [], templateUrl: './tooltip.component.html', - styleUrl: './tooltip.component.scss' + styleUrl: './tooltip.component.scss', }) export class TooltipComponent implements OnInit, OnDestroy { @Input() container!: HTMLElement; @@ -23,7 +23,10 @@ export class TooltipComponent implements OnInit, OnDestroy { tooltipX = 0; tooltipY = 0; - constructor(private config: ConfigService, private sanitizer: DomSanitizer) { } + constructor( + private config: ConfigService, + private sanitizer: DomSanitizer + ) {} ngOnInit(): void { // Subscribe to modal state changes to hide fixed tooltips when modal opens @@ -111,7 +114,7 @@ export class TooltipComponent implements OnInit, OnDestroy { return; } this.hoverTimeout = setTimeout(() => { - const info = this.getObjectInfo(object) + const info = this.getObjectInfo(object); this.showTooltip(x, y, info); }, 750); // Delay in ms } @@ -124,9 +127,9 @@ export class TooltipComponent implements OnInit, OnDestroy { toggleFixation(doToggle = true) { this.tooltipFixed = !this.tooltipFixed && doToggle; if (this.tooltipFixed) { - this.tooltipRef.nativeElement.classList.add("fixed"); + this.tooltipRef.nativeElement.classList.add('fixed'); } else { - this.tooltipRef.nativeElement.classList.remove("fixed"); + this.tooltipRef.nativeElement.classList.remove('fixed'); } } @@ -171,5 +174,4 @@ export class TooltipComponent implements OnInit, OnDestroy { return 'Unnamed object'; } - -} \ No newline at end of file +} diff --git a/src/app/glyph/glyph-cache-object.ts b/src/app/glyph/glyph-cache-object.ts index 2a86d2e..825d31a 100644 --- a/src/app/glyph/glyph-cache-object.ts +++ b/src/app/glyph/glyph-cache-object.ts @@ -4,33 +4,33 @@ import { ZoomLevel } from '../shared/enum/zoom-level'; import { Object3D } from 'three'; export class GlyphCacheObject implements SimulationNodeDatum { - id: string; - position: Coordinates; - index?: number | undefined; - x?: number | undefined; - y?: number | undefined; - vx?: number | undefined; - vy?: number | undefined; - fx?: number | null | undefined; - fy?: number | null | undefined; - visible = true; - isClustered = false; - isClusterRepresentative = false; + id: string; + position: Coordinates; + index?: number | undefined; + x?: number | undefined; + y?: number | undefined; + vx?: number | undefined; + vy?: number | undefined; + fx?: number | null | undefined; + fy?: number | null | undefined; + visible = true; + isClustered = false; + isClusterRepresentative = false; - private _cachedMesh: Object3D | undefined = undefined; + private _cachedMesh: Object3D | undefined = undefined; - constructor(id: string, position: Coordinates) { - this.id = id; - this.position = position; - this.x = position.x; - this.y = position.y; - } + constructor(id: string, position: Coordinates) { + this.id = id; + this.position = position; + this.x = position.x; + this.y = position.y; + } - get mesh() : Object3D | undefined { - return this._cachedMesh; - } + get mesh(): Object3D | undefined { + return this._cachedMesh; + } - set mesh(mesh: Object3D) { - this._cachedMesh = mesh; - } -} \ No newline at end of file + set mesh(mesh: Object3D) { + this._cachedMesh = mesh; + } +} diff --git a/src/app/glyph/glyph-configuration.ts b/src/app/glyph/glyph-configuration.ts index f87ffb7..7a4c692 100644 --- a/src/app/glyph/glyph-configuration.ts +++ b/src/app/glyph/glyph-configuration.ts @@ -1,4 +1,9 @@ -import { GlyphType } from "../shared/enum/glyph-type"; +import { GlyphType } from '../shared/enum/glyph-type'; + +export interface GlyphOption { + property: string; + label: string; +} export class GlyphConfiguration { private _useCoordinateSystem = true; @@ -7,44 +12,76 @@ export class GlyphConfiguration { private _useLabels = true; private _useContour = true; private _radius = 0; - private _accessors: any[] = []; private _scaleLinear = false; private _glyphType: GlyphType = GlyphType.Star; - private options = [ + private options: GlyphOption[] = [ { property: 'useCoordinateSystem', label: 'Coordinate System' }, { property: 'useBackground', label: 'Circle Background' }, - { property: 'useContour', label: 'Contour' } + { property: 'useContour', label: 'Contour' }, ]; - get useCoordinateSystem(): boolean { return this._useCoordinateSystem; } - set useCoordinateSystem(flag: boolean) { this._useCoordinateSystem = flag; } - - get useBackground(): boolean { return this._useBackground; } - set useBackground(flag: boolean) { this._useBackground = flag; } + get useCoordinateSystem(): boolean { + return this._useCoordinateSystem; + } + set useCoordinateSystem(flag: boolean) { + this._useCoordinateSystem = flag; + } - get useCategories(): boolean { return this._useCategories; } - set useCategories(flag: boolean) { this._useCategories = flag; } + get useBackground(): boolean { + return this._useBackground; + } + set useBackground(flag: boolean) { + this._useBackground = flag; + } - get useContour(): boolean { return this._useContour; } - set useContour(flag: boolean) { this._useContour = flag; } + get useCategories(): boolean { + return this._useCategories; + } + set useCategories(flag: boolean) { + this._useCategories = flag; + } - get useLabels(): boolean { return this._useLabels; } - set useLabels(flag: boolean) { this._useLabels = flag; } + get useContour(): boolean { + return this._useContour; + } + set useContour(flag: boolean) { + this._useContour = flag; + } - get glyphOptions(): any { return this.options; } - set glyphOptions(options: any) { this.options = options; } + get useLabels(): boolean { + return this._useLabels; + } + set useLabels(flag: boolean) { + this._useLabels = flag; + } - get glyphType(): GlyphType { return this._glyphType; } - set glyphType(type: GlyphType) { this._glyphType = type; } + get glyphOptions(): GlyphOption[] { + return this.options; + } + set glyphOptions(options: GlyphOption[]) { + this.options = options; + } - get radius(): number { return this._radius; } - set radius(r: number) { this._radius = r; } + get glyphType(): GlyphType { + return this._glyphType; + } + set glyphType(type: GlyphType) { + this._glyphType = type; + } - get accessors(): any[] { return this._accessors; } - set accessors(acc: any[]) { this._accessors = acc; } + get radius(): number { + return this._radius; + } + set radius(r: number) { + this._radius = r; + } - get scaleLinear(): boolean { return this._scaleLinear; } - set scaleLinear(scaleLinear: boolean) { this._scaleLinear = scaleLinear; } -} \ No newline at end of file + get scaleLinear(): boolean { + return this._scaleLinear; + } + set scaleLinear(scaleLinear: boolean) { + this._scaleLinear = scaleLinear; + } +} diff --git a/src/app/glyph/glyph-object.ts b/src/app/glyph/glyph-object.ts index 4326e37..14306fa 100644 --- a/src/app/glyph/glyph-object.ts +++ b/src/app/glyph/glyph-object.ts @@ -1,549 +1,219 @@ -import { Object3D } from "three"; -import { Coordinates } from "../shared/interfaces/coordinates"; -import { ZoomLevel } from "../shared/enum/zoom-level"; +import { Object3D } from 'three'; +import { Coordinates } from '../shared/interfaces/coordinates'; +import { ZoomLevel } from '../shared/enum/zoom-level'; import * as THREE from 'three'; -import { Line2 } from 'three/examples/jsm/lines/Line2.js'; -import { LineGeometry } from 'three/examples/jsm/lines/LineGeometry.js'; -import { LineMaterial } from 'three/examples/jsm/lines/LineMaterial.js'; -import { Features, StringStringMap } from "../shared/interfaces/glyph-feature"; -import { GlyphCacheObject } from "./glyph-cache-object"; -import { ConfigService } from "../services/config.service"; -import { GlyphType } from "../shared/enum/glyph-type"; -import { GlyphSizeInfo } from "./glyph-size-info"; -import { DataProcessorService } from "../services/data-processor"; -import { createGrayPlaceholderTexture } from "../shared/helpers/three-helper"; - -// Shared geometry cache for performance (reuse common geometries) -const geometryCache = { - circles: new Map(), - rings: new Map(), -}; - -// Get or create a cached circle geometry -function getCachedCircleGeometry(radius: number, segments: number = 32): THREE.CircleGeometry { - const key = `${radius.toFixed(2)}_${segments}`; - let geom = geometryCache.circles.get(key); - if (!geom) { - geom = new THREE.CircleGeometry(radius, segments); - geometryCache.circles.set(key, geom); - } - return geom; -} - -// Get or create a cached ring geometry -function getCachedRingGeometry(innerRadius: number, outerRadius: number, segments: number = 32): THREE.RingGeometry { - const key = `${innerRadius.toFixed(2)}_${outerRadius.toFixed(2)}_${segments}`; - let geom = geometryCache.rings.get(key); - if (!geom) { - geom = new THREE.RingGeometry(innerRadius, outerRadius, segments); - geometryCache.rings.set(key, geom); - } - return geom; -} +import { Features, StringStringMap } from '../shared/interfaces/glyph-feature'; +import { GlyphCacheObject } from './glyph-cache-object'; +import { ConfigService } from '../services/config.service'; +import { GlyphType } from '../shared/enum/glyph-type'; +import { GlyphSizeInfo } from './glyph-size-info'; +import { DataProcessorService } from '../services/data-processor'; +import { normalizeFeatureValue } from '../shared/helpers/color-helper'; +import { GlyphRenderContext, getGlyphRenderer } from './renderers/glyph-renderer'; +import { ThumbnailRenderer } from './renderers/thumbnail.renderer'; +import { getCachedCircleGeometry, getCachedRingGeometry } from './renderers/shared-rendering'; + +// Side-effect import: registers all built-in glyph renderers +import './renderers/glyph-renderer-registry'; export class GlyphObject { - id: string; - private config!: ConfigService; - private dataProcessor!: DataProcessorService; - positions: { - [timestamp: string]: { - [algorithm: string]: Coordinates; - }; - } = {}; - defaultcontext = 0; - features!: Features; - values: StringStringMap | undefined; - currentContext = 1; - renderCache = new Map(); - passive = false; - highlighted = false; - isInLense = false; - lensCenter: THREE.Vector3 = new THREE.Vector3(0, 0, 0); - highlightColor: number = 0x9b274d; - passivecolor: number = 0xe0e0e0; - axesColor: number = 0xa0a0a0; - - constructor(id: string, config: ConfigService, dataProcessor: DataProcessorService) { - this.id = id; - this.config = config; - this.dataProcessor = dataProcessor; - } - - public getPosition(timestamp: string, algorithm: string): Coordinates { - return this.positions[timestamp][algorithm]; - } - - public clearCache(owner: number) { - this.renderCache.delete(owner); - } - - public getCacheObject(owner = 0, timestamp: string, algorithm: string): GlyphCacheObject { - let cacheObject = this.renderCache.get(owner); - if (cacheObject == undefined || cacheObject == null) { - cacheObject = new GlyphCacheObject(this.id, { ... this.getPosition(timestamp, algorithm) }); - this.renderCache.set(owner, cacheObject); - } - - return cacheObject; - } - - public getMesh(timestamp: string, algorithm: string, owner = 0): Object3D | undefined { - const cacheObject = this.getCacheObject(owner, timestamp, algorithm); - return cacheObject.mesh; - } - - public setHighlighted(highlight: boolean) { - if (this.highlighted == highlight) return; - - this.highlighted = highlight; - } - - private getCurrentColor(trueColor = false): number { - if (this.highlighted && !trueColor) { - return this.highlightColor; - } - if (this.passive && !trueColor) { - return this.passivecolor; - } - - let currentColor = 0x00cc88; - if (this.features != null) { - let featureValue = this.features["1"][this.config.colorFeature]; - - // Normalize categorical values to [0,1] range for proper color mapping - const featureType = this.config.featureTypes[this.config.colorFeature]; - if (featureType === 'categorical') { - const maxValue = this.config.featureMaxValues[this.config.colorFeature]; - if (maxValue !== undefined && maxValue > 0) { - featureValue = featureValue / maxValue; - } - } - - currentColor = this.config.color(featureValue); - } - - return currentColor; - } - - public render(sizeInfo: GlyphSizeInfo, timestamp: string, algorithm: string, owner = 0, clustered = false): THREE.Object3D | null { - const mesh = this.renderGlyph(sizeInfo, timestamp, algorithm, owner, clustered); - const cacheObject = this.getCacheObject(owner, timestamp, algorithm); - if (mesh) cacheObject.mesh = mesh; - return mesh; - } - - public renderGlyph(sizeInfo: GlyphSizeInfo, timestamp: string, algorithm: string, owner = 0, clustered = false): THREE.Object3D | null { - const cacheObject = this.getCacheObject(owner, timestamp, algorithm); - const cachedMesh = cacheObject.mesh; - - let mesh: THREE.Object3D; - - if (sizeInfo.currentZoomLevel == ZoomLevel.low) { - if (clustered && cacheObject.isClustered && !cacheObject.isClusterRepresentative) { - return null; // Omit this glyph entirely - } - - const currentColor = this.getCurrentColor(); - - if (cacheObject.isClusterRepresentative && clustered) { - // Render as an outlined circle (no fill) - use cached geometry - const ringGeom = getCachedRingGeometry(sizeInfo.radius - 1, sizeInfo.radius, 24); - const ringMat = new THREE.MeshBasicMaterial({ color: currentColor, side: THREE.DoubleSide }); - mesh = new THREE.Mesh(ringGeom, ringMat); - } else { - // Render as filled circle - use cached geometry - const geom = getCachedCircleGeometry(sizeInfo.radius, 24); - const mat = new THREE.MeshBasicMaterial({ color: currentColor }); - mesh = new THREE.Mesh(geom, mat); - } - } else { - if (this.config.getConfiguration().glyphType == GlyphType.Star) { - mesh = this.createRadarChart(sizeInfo, this.config.getConfiguration().scaleLinear, this.currentContext); - } else if (this.config.getConfiguration().glyphType == GlyphType.Whisker) { - mesh = this.createWhiskerGlyph(sizeInfo, this.config.getConfiguration().scaleLinear, this.currentContext); - } else if (this.config.getConfiguration().glyphType == GlyphType.Thumb) { - mesh = this.createThumbnail(sizeInfo); - } else { - mesh = this.createFlowerGlyph(sizeInfo, this.config.getConfiguration().scaleLinear, this.currentContext); - } - } - - const x = cachedMesh ? cachedMesh.position.x : cacheObject.x ?? 0; - const y = cachedMesh ? cachedMesh.position.y : cacheObject.y ?? 0; - mesh.position.set(x, y, 0); - mesh.userData = { item: new WeakRef(this) }; - mesh.renderOrder = this.passive ? 1 : 99; - - return mesh; - } - - private applyThumbnailTexture(image: HTMLImageElement | ImageBitmap, mesh: THREE.Mesh, mat: THREE.MeshBasicMaterial, sizeInfo: GlyphSizeInfo) { - const originalWidth = image.width; - const originalHeight = image.height; - - const maxDim = sizeInfo.radius * 3; - const widthRatio = maxDim / originalWidth; - const heightRatio = maxDim / originalHeight; - const scale = Math.min(widthRatio, heightRatio, 1); - - const finalWidth = originalWidth * scale; - const finalHeight = originalHeight * scale; - - // Replace geometry to match image aspect ratio - const geom = new THREE.PlaneGeometry(finalWidth, finalHeight); - mesh.geometry.dispose(); - mesh.geometry = geom; - - const texture = new THREE.Texture(image); - texture.needsUpdate = true; - texture.minFilter = THREE.NearestFilter; - texture.magFilter = THREE.NearestFilter; - texture.colorSpace = THREE.SRGBColorSpace; - - mat.map = texture; - mat.needsUpdate = true; - - this.config.reRender(); - } - - private createThumbnail(sizeInfo: GlyphSizeInfo) { - const placeholderTexture = createGrayPlaceholderTexture(); - const geom = new THREE.PlaneGeometry(sizeInfo.radius * 2, sizeInfo.radius * 2); - const mat = new THREE.MeshBasicMaterial({ map: placeholderTexture, transparent: true }); - const mesh = new THREE.Mesh(geom, mat); - - const file = `${this.config.loadedData}/${this.id}.jpg`; - - if (this.config.dataSource == "wasm") { - this.dataProcessor.requestThumb(file).subscribe((bitmap) => { - if (bitmap) { - this.applyThumbnailTexture(bitmap, mesh, mat, sizeInfo); - } - }); - } else { - const image = new Image(); - image.src = `assets/thumbnails/${this.config.loadedData}/${this.id}.jpg`; - image.crossOrigin = 'anonymous'; // only needed if assets served from different domain (unlikely in local app) - - image.onload = () => { - this.applyThumbnailTexture(image, mesh, mat, sizeInfo); - }; - - image.onerror = () => { - console.warn(`Failed to load thumbnail from local: ${image.src}`); - }; - } - return mesh; - } - - private createRadarChart(sizeInfo: GlyphSizeInfo, linearScale = false, contextId: number): THREE.Object3D { - const group = new THREE.Group(); - this.addBackgroundCircle(group, sizeInfo); - - const ctx = this.getFeatureContext(contextId); - if (!ctx) return group; - - const { featureMap, keys, values, featureMaxValues, segments } = ctx; - - const color = this.getCurrentColor(sizeInfo.currentZoomLevel == ZoomLevel.high); - - this.addCoordinateAxes(group, segments, sizeInfo); - if (this.addPlaceHolder(group, values, sizeInfo)) return group; - - const points: THREE.Vector2[] = []; - - keys.forEach((key, i) => { - const angle = (i / segments) * Math.PI * 2; - const value = +featureMap[key] || 0; - // Use per-feature global max for proper normalization (especially for categorical data) - const maxVal = featureMaxValues[i] || 1; - const norm = linearScale ? value : value / maxVal; - const x = Math.cos(angle) * sizeInfo.radius * norm; - const y = Math.sin(angle) * sizeInfo.radius * norm; - points.push(new THREE.Vector2(x, y)); - }); - - // === Fill shape === - const shape = new THREE.Shape(points); - const fillMat = new THREE.MeshBasicMaterial({ - color: color, - side: THREE.DoubleSide, - transparent: true, - opacity: 0.6 - }); - group.add(new THREE.Mesh(new THREE.ShapeGeometry(shape), fillMat)); - - if (this.config.getConfiguration().useContour) { - // === Contour stroke using Line2 for thick lines === - // Prepare positions array (x,y,z), close path by repeating first point - const closedPoints = [...points.map(p => new THREE.Vector3(p.x, p.y, 0))]; - closedPoints.push(closedPoints[0].clone()); - - // Convert to flat array for LineGeometry - const positions: number[] = []; - closedPoints.forEach(p => { - positions.push(p.x, p.y, p.z); - }); - - // Create LineGeometry and set positions - const lineGeom = new LineGeometry(); - lineGeom.setPositions(positions); - - // Create LineMaterial with thickness (adjust linewidth as needed) - const lineMat = new LineMaterial({ - color: color, - linewidth: sizeInfo.contourThickness, // world units, tweak for your scene scale - transparent: true, - opacity: 0.9, - }); - - // Create Line2 mesh and add to group - const line = new Line2(lineGeom, lineMat); - line.computeLineDistances(); // required for dashed lines (optional here) - line.scale.set(1, 1, 1); - group.add(line); - } - - return group; - } - - private createFlowerGlyph( - sizeInfo: GlyphSizeInfo, - linearScale = false, - contextId: number - ): THREE.Object3D { - const group = new THREE.Group(); - this.addBackgroundCircle(group, sizeInfo); - - const ctx = this.getFeatureContext(contextId); - if (!ctx) return group; - - const { featureMap, keys, values, featureMaxValues, segments } = ctx; - this.addCoordinateAxes(group, segments, sizeInfo); - if (this.addPlaceHolder(group, values, sizeInfo)) return group; - - const color = this.getCurrentColor(sizeInfo.currentZoomLevel == ZoomLevel.high); - - keys.forEach((key, i) => { - const value = +featureMap[key] || 0; - if (value <= 0) return; - - // Use per-feature global max for proper normalization - const maxVal = featureMaxValues[i] || 1; - const norm = linearScale ? value : value / maxVal; - const petalLength = sizeInfo.radius * norm; - const baseWidth = petalLength * 0.4; - - // Create petal shape - const path = new THREE.Shape(); - path.moveTo(0, 0); - - path.bezierCurveTo( - baseWidth * 0.25, -petalLength * 0.3, - baseWidth * 0.6, -petalLength * 0.75, - 0, -petalLength - ); - path.bezierCurveTo( - -baseWidth * 0.6, -petalLength * 0.75, - -baseWidth * 0.25, -petalLength * 0.3, - 0, 0 - ); - - // Petal fill mesh - const geom = new THREE.ShapeGeometry(path); - const mat = new THREE.MeshBasicMaterial({ - color, - transparent: true, - opacity: 0.6, - side: THREE.DoubleSide - }); - const mesh = new THREE.Mesh(geom, mat); - - // Add the fill mesh - const angle = (i / segments) * Math.PI * 2; - mesh.rotation.z = angle - (3 * Math.PI) / 2; - group.add(mesh); - - if (this.config.getConfiguration().useContour) { - // === Create contour using Line2 === - - // Extract points from shape to create contour geometry - const contourPoints: THREE.Vector3[] = []; - - // Move along the bezier curves with manual points sampling or use getPoints() - // THREE.Shape has getPoints() that returns Vector2 points on the outline - const outlinePoints = path.getPoints(50); // 50 points for smoothness - - // Convert Vector2[] to Vector3[] for LineGeometry - outlinePoints.forEach(p => { - contourPoints.push(new THREE.Vector3(p.x, p.y, 0)); - }); - // Close the contour by adding the first point at the end - contourPoints.push(contourPoints[0].clone()); - - // Prepare flat positions array - const positions: number[] = []; - contourPoints.forEach(p => { - positions.push(p.x, p.y, p.z); - }); - - const lineGeom = new LineGeometry(); - lineGeom.setPositions(positions); - - const lineMat = new LineMaterial({ - color, - linewidth: sizeInfo.contourThickness, // Adjust thickness to your liking - transparent: true, - opacity: 0.9, - }); - - const contourLine = new Line2(lineGeom, lineMat); - contourLine.computeLineDistances(); - contourLine.scale.set(1, 1, 1); - contourLine.rotation.z = angle - (3 * Math.PI) / 2; // same rotation as petal - - group.add(contourLine); - } - }); - - return group; - } - - private createWhiskerGlyph( - sizeInfo: GlyphSizeInfo, - linearScale = false, - contextId: number - ): THREE.Object3D { - const group = new THREE.Group(); - this.addBackgroundCircle(group, sizeInfo); - - const ctx = this.getFeatureContext(contextId); - if (!ctx) return group; - - const { featureMap, keys, values, featureMaxValues, segments } = ctx; - this.addCoordinateAxes(group, segments, sizeInfo); - if (this.addPlaceHolder(group, values, sizeInfo)) return group; - - const color = this.getCurrentColor(sizeInfo.currentZoomLevel == ZoomLevel.high); - - keys.forEach((key, i) => { - const value = +featureMap[key] || 0; - if (value <= 0) return; - - // Use per-feature global max for proper normalization - const maxVal = featureMaxValues[i] || 1; - const norm = linearScale ? value : value / maxVal; - const whiskerLength = sizeInfo.radius * norm; - - const barWidth = 0.8; - const barHeight = whiskerLength; - - const angle = (i / segments) * Math.PI * 2; - const container = new THREE.Object3D(); - container.rotation.z = angle - (3 * Math.PI) / 2; - - const geom = new THREE.PlaneGeometry(barWidth, barHeight); - const mat = new THREE.MeshBasicMaterial({ - color, - transparent: true, - opacity: 0.8, - side: THREE.DoubleSide, - depthWrite: false - }); - const mesh = new THREE.Mesh(geom, mat); - - mesh.position.y = -barHeight / 2; - container.add(mesh); - group.add(container); - }); - - return group; - } - - // === Shared feature extraction and setup === - private getFeatureContext(contextId: number) { - if (!this.features) return null; - - const featureMap = Object.fromEntries( - Object.entries(this.features[contextId] || {}).filter(([k]) => - this.config.activeFeatures.includes(k) - ) + id: string; + private config!: ConfigService; + private dataProcessor!: DataProcessorService; + positions: Record> = {}; + defaultcontext = 0; + features!: Features; + values: StringStringMap | undefined; + currentContext = 1; + renderCache = new Map(); + passive = false; + highlighted = false; + isInLense = false; + lensCenter: THREE.Vector3 = new THREE.Vector3(0, 0, 0); + highlightColor = 0x9b274d; + passivecolor = 0xe0e0e0; + + constructor(id: string, config: ConfigService, dataProcessor: DataProcessorService) { + this.id = id; + this.config = config; + this.dataProcessor = dataProcessor; + } + + public getPosition(timestamp: string, algorithm: string): Coordinates { + return this.positions[timestamp][algorithm]; + } + + public clearCache(owner: number) { + this.renderCache.delete(owner); + } + + public getCacheObject(owner = 0, timestamp: string, algorithm: string): GlyphCacheObject { + let cacheObject = this.renderCache.get(owner); + if (cacheObject == undefined || cacheObject == null) { + cacheObject = new GlyphCacheObject(this.id, { ...this.getPosition(timestamp, algorithm) }); + this.renderCache.set(owner, cacheObject); + } + + return cacheObject; + } + + public getMesh(timestamp: string, algorithm: string, owner = 0): Object3D | undefined { + const cacheObject = this.getCacheObject(owner, timestamp, algorithm); + return cacheObject.mesh; + } + + public setHighlighted(highlight: boolean) { + if (this.highlighted == highlight) return; + + this.highlighted = highlight; + } + + private getCurrentColor(trueColor = false): string | number { + if (this.highlighted && !trueColor) { + return this.highlightColor; + } + if (this.passive && !trueColor) { + return this.passivecolor; + } + + let currentColor: string | number = 0x00cc88; + if (this.features != null) { + const featureValue = normalizeFeatureValue( + this.features['1'][this.config.colorFeature], + this.config.colorFeature, + this.config.featureTypes, + this.config.featureMaxValues + ); + + const scale = this.config.color; + if (scale) { + currentColor = scale(featureValue); + } + } + + return currentColor; + } + + public render( + sizeInfo: GlyphSizeInfo, + timestamp: string, + algorithm: string, + owner = 0, + clustered = false + ): THREE.Object3D | null { + const mesh = this.renderGlyph(sizeInfo, timestamp, algorithm, owner, clustered); + const cacheObject = this.getCacheObject(owner, timestamp, algorithm); + if (mesh) cacheObject.mesh = mesh; + return mesh; + } + + public renderGlyph( + sizeInfo: GlyphSizeInfo, + timestamp: string, + algorithm: string, + owner = 0, + clustered = false + ): THREE.Object3D | null { + const cacheObject = this.getCacheObject(owner, timestamp, algorithm); + const cachedMesh = cacheObject.mesh; + + let mesh: THREE.Object3D; + + if (sizeInfo.currentZoomLevel == ZoomLevel.low) { + if (clustered && cacheObject.isClustered && !cacheObject.isClusterRepresentative) { + return null; // Omit this glyph entirely + } + + const currentColor = this.getCurrentColor(); + + if (cacheObject.isClusterRepresentative && clustered) { + const ringGeom = getCachedRingGeometry(sizeInfo.radius - 1, sizeInfo.radius, 24); + const ringMat = new THREE.MeshBasicMaterial({ color: currentColor, side: THREE.DoubleSide }); + mesh = new THREE.Mesh(ringGeom, ringMat); + } else { + const geom = getCachedCircleGeometry(sizeInfo.radius, 24); + const mat = new THREE.MeshBasicMaterial({ color: currentColor }); + mesh = new THREE.Mesh(geom, mat); + } + } else { + const glyphType = this.config.getConfiguration().glyphType; + + // Thumbnail is special: needs per-glyph service injection + if (glyphType === GlyphType.Thumb) { + const thumbRenderer = new ThumbnailRenderer(this.id, this.config, this.dataProcessor); + mesh = thumbRenderer.render( + this.buildRenderContext(sizeInfo), + sizeInfo, + this.config.getConfiguration().scaleLinear ); - const keys = Object.keys(featureMap); - const values = keys.map(k => +featureMap[k]); - - // Use global max values from config for consistent scaling across all glyphs - // This is especially important for categorical features which are label-encoded - const globalMaxValues = this.config.featureMaxValues; - const featureMaxValues = keys.map(k => globalMaxValues[k] ?? 1); - - // For backward compatibility, also compute local max (used when global not available) - const localMaxValue = Math.max(...values) || 1; - const segments = keys.length; - - return { featureMap, keys, values, featureMaxValues, localMaxValue, segments }; - } - - private addPlaceHolder(group: THREE.Group, values: number[], sizeInfo: GlyphSizeInfo): boolean { - if (values.every(v => v <= 0.001)) { - const geom = getCachedCircleGeometry(sizeInfo.getRadius(ZoomLevel.low) / 4, 16); - const mat = new THREE.MeshBasicMaterial({ - color: this.getCurrentColor(true), - side: THREE.DoubleSide, - transparent: true, - opacity: 0.6 - }); - group.add(new THREE.Mesh(geom, mat)); - return true; - } - return false; - } - - // === Shared background circle === - private addBackgroundCircle(group: THREE.Group, sizeInfo: GlyphSizeInfo) { - const background = (sizeInfo.currentZoomLevel == ZoomLevel.high) && this.config.getConfiguration().useBackground; - if (!background) return; - - // Use cached geometry with reduced segment count for performance - const geom = getCachedCircleGeometry(sizeInfo.radius, 32); - const mat = new THREE.MeshBasicMaterial({ color: 0xf0f0f0 }); - if (this.highlighted) { - const color = new THREE.Color(this.highlightColor); - color.lerp(new THREE.Color(0xffffff), 0.6); // mix toward white - mat.color.copy(color); - } - group.add(new THREE.Mesh(geom, mat)); - - // Optional contour/stroke - if (this.config.getConfiguration().useContour) { - const ringWidth = sizeInfo.radius * 0.01; - const contourGeom = getCachedRingGeometry(sizeInfo.radius - ringWidth, sizeInfo.radius, 32); - const contourMat = new THREE.MeshBasicMaterial({ - color: 0xcccccc, - side: THREE.DoubleSide, - depthTest: false // always draw on top - }); - - const contour = new THREE.Mesh(contourGeom, contourMat); - contour.renderOrder = 999; // draw last - group.add(contour); - } - } - - // === Shared axes drawing === - private addCoordinateAxes(group: THREE.Group, segments: number, sizeInfo: GlyphSizeInfo) { - const axes = (sizeInfo.currentZoomLevel == ZoomLevel.high) && this.config.getConfiguration().useCoordinateSystem; - if (!axes) return; - - const lineWidth = sizeInfo.contourThickness / 3; // 0.1; - for (let i = 0; i < segments; i++) { - const angle = (i / segments) * Math.PI * 2; - const geom = new THREE.PlaneGeometry(lineWidth, sizeInfo.radius); - geom.translate(0, sizeInfo.radius / 2, 0); - const mat = new THREE.MeshBasicMaterial({ color: this.axesColor, side: THREE.DoubleSide }); - const mesh = new THREE.Mesh(geom, mat); - mesh.rotation.z = angle - Math.PI / 2; - group.add(mesh); + } else { + const renderer = getGlyphRenderer(glyphType); + if (renderer) { + mesh = renderer.render( + this.buildRenderContext(sizeInfo), + sizeInfo, + this.config.getConfiguration().scaleLinear + ); + } else { + // Fallback to flower + const fallback = getGlyphRenderer(GlyphType.Flower); + mesh = fallback!.render( + this.buildRenderContext(sizeInfo), + sizeInfo, + this.config.getConfiguration().scaleLinear + ); } - } -} \ No newline at end of file + } + } + + const x = cachedMesh ? cachedMesh.position.x : (cacheObject.x ?? 0); + const y = cachedMesh ? cachedMesh.position.y : (cacheObject.y ?? 0); + mesh.position.set(x, y, 0); + mesh.userData = { item: new WeakRef(this) }; + mesh.renderOrder = this.passive ? 1 : 99; + + return mesh; + } + + /** + * Build the render context that glyph renderers need. + */ + private buildRenderContext(sizeInfo: GlyphSizeInfo): GlyphRenderContext { + const featureCtx = this.getFeatureContext(this.currentContext); + const config = this.config.getConfiguration(); + const color = this.getCurrentColor(sizeInfo.currentZoomLevel == ZoomLevel.high); + + return { + featureMap: featureCtx?.featureMap ?? {}, + keys: featureCtx?.keys ?? [], + values: featureCtx?.values ?? [], + featureMaxValues: featureCtx?.featureMaxValues ?? [], + segments: featureCtx?.segments ?? 0, + color, + useContour: config.useContour, + useBackground: config.useBackground, + useCoordinateSystem: config.useCoordinateSystem, + highlighted: this.highlighted, + highlightColor: this.highlightColor, + }; + } + + // === Shared feature extraction === + private getFeatureContext(contextId: number) { + if (!this.features) return null; + + const featureMap = Object.fromEntries( + Object.entries(this.features[contextId] || {}).filter(([k]) => this.config.activeFeatures.includes(k)) + ); + const keys = Object.keys(featureMap); + const values = keys.map(k => +featureMap[k]); + + const globalMaxValues = this.config.featureMaxValues; + const featureMaxValues = keys.map(k => globalMaxValues[k] ?? 1); + + const localMaxValue = Math.max(...values) || 1; + const segments = keys.length; + + return { featureMap, keys, values, featureMaxValues, localMaxValue, segments }; + } +} diff --git a/src/app/glyph/glyph-size-info.ts b/src/app/glyph/glyph-size-info.ts index 115b208..22b4af8 100644 --- a/src/app/glyph/glyph-size-info.ts +++ b/src/app/glyph/glyph-size-info.ts @@ -1,4 +1,4 @@ -import { ZoomLevel } from "../shared/enum/zoom-level"; +import { ZoomLevel } from '../shared/enum/zoom-level'; export class GlyphSizeInfo { private radii = new Map(); @@ -14,14 +14,10 @@ export class GlyphSizeInfo { private baseRadius = 2, private baseContour = 0.3, private baseHitTolerance = 8 - ) { } + ) {} clone(): GlyphSizeInfo { - const cloned = new GlyphSizeInfo( - this.baseRadius, - this.baseContour, - this.baseHitTolerance - ); + const cloned = new GlyphSizeInfo(this.baseRadius, this.baseContour, this.baseHitTolerance); // Clone maps this.radii.forEach((value, key) => cloned.radii.set(key, value)); @@ -45,7 +41,7 @@ export class GlyphSizeInfo { const depthFactor = window.screen.pixelDepth / 24; const scale = 1.25; // pixelRatio * depthFactor; - const base = 1 / (depthFactor / pixelRatio) * (minDim / baseDim); // minDim * this.baseRatio; + const base = (1 / (depthFactor / pixelRatio)) * (minDim / baseDim); // minDim * this.baseRatio; this.radii.set(ZoomLevel.low, base * this.baseRadius); this.radii.set(ZoomLevel.medium, base * this.baseRadius * scale); @@ -56,8 +52,8 @@ export class GlyphSizeInfo { this.contourThicknesses.set(ZoomLevel.high, this.baseContour * scale); this.hitTolerances.set(ZoomLevel.low, this.baseHitTolerance / depthFactor / pixelRatio); - this.hitTolerances.set(ZoomLevel.medium, this.baseHitTolerance * 4 / depthFactor / pixelRatio); - this.hitTolerances.set(ZoomLevel.high, this.baseHitTolerance * 16 / depthFactor / pixelRatio); + this.hitTolerances.set(ZoomLevel.medium, (this.baseHitTolerance * 4) / depthFactor / pixelRatio); + this.hitTolerances.set(ZoomLevel.high, (this.baseHitTolerance * 16) / depthFactor / pixelRatio); this.updateInfo(); } @@ -72,7 +68,7 @@ export class GlyphSizeInfo { // === Zoom level management === set currentZoomLevel(level: ZoomLevel) { this._currentZoomLevel = level; - this.updateInfo(); // Update AFTER setting the new level + this.updateInfo(); // Update AFTER setting the new level } get currentZoomLevel(): ZoomLevel { diff --git a/src/app/glyph/renderers/flower-glyph.renderer.ts b/src/app/glyph/renderers/flower-glyph.renderer.ts new file mode 100644 index 0000000..185a20e --- /dev/null +++ b/src/app/glyph/renderers/flower-glyph.renderer.ts @@ -0,0 +1,77 @@ +import * as THREE from 'three'; +import { Line2 } from 'three/examples/jsm/lines/Line2.js'; +import { LineGeometry } from 'three/examples/jsm/lines/LineGeometry.js'; +import { LineMaterial } from 'three/examples/jsm/lines/LineMaterial.js'; +import { GlyphSizeInfo } from '../glyph-size-info'; +import { GlyphRenderer, GlyphRenderContext } from './glyph-renderer'; +import { addBackgroundCircle, addCoordinateAxes, addPlaceHolder } from './shared-rendering'; + +export class FlowerGlyphRenderer implements GlyphRenderer { + render(ctx: GlyphRenderContext, sizeInfo: GlyphSizeInfo, linearScale: boolean): THREE.Object3D { + const group = new THREE.Group(); + addBackgroundCircle(group, sizeInfo, ctx); + + const { featureMap, keys, values, featureMaxValues, segments, color } = ctx; + if (keys.length === 0) return group; + + addCoordinateAxes(group, segments, sizeInfo, ctx); + if (addPlaceHolder(group, values, sizeInfo, color)) return group; + + keys.forEach((key, i) => { + const value = +featureMap[key] || 0; + if (value <= 0) return; + + const maxVal = featureMaxValues[i] || 1; + const norm = linearScale ? value : value / maxVal; + const petalLength = sizeInfo.radius * norm; + const baseWidth = petalLength * 0.4; + + const path = new THREE.Shape(); + path.moveTo(0, 0); + path.bezierCurveTo(baseWidth * 0.25, -petalLength * 0.3, baseWidth * 0.6, -petalLength * 0.75, 0, -petalLength); + path.bezierCurveTo(-baseWidth * 0.6, -petalLength * 0.75, -baseWidth * 0.25, -petalLength * 0.3, 0, 0); + + const geom = new THREE.ShapeGeometry(path); + const mat = new THREE.MeshBasicMaterial({ + color, + transparent: true, + opacity: 0.6, + side: THREE.DoubleSide, + }); + const mesh = new THREE.Mesh(geom, mat); + + const angle = (i / segments) * Math.PI * 2; + mesh.rotation.z = angle - (3 * Math.PI) / 2; + group.add(mesh); + + if (ctx.useContour) { + const contourPoints: THREE.Vector3[] = []; + const outlinePoints = path.getPoints(50); + outlinePoints.forEach(p => contourPoints.push(new THREE.Vector3(p.x, p.y, 0))); + contourPoints.push(contourPoints[0].clone()); + + const positions: number[] = []; + contourPoints.forEach(p => positions.push(p.x, p.y, p.z)); + + const lineGeom = new LineGeometry(); + lineGeom.setPositions(positions); + + const lineMat = new LineMaterial({ + color, + linewidth: sizeInfo.contourThickness, + transparent: true, + opacity: 0.9, + }); + + const contourLine = new Line2(lineGeom, lineMat); + contourLine.computeLineDistances(); + contourLine.scale.set(1, 1, 1); + contourLine.rotation.z = angle - (3 * Math.PI) / 2; + + group.add(contourLine); + } + }); + + return group; + } +} diff --git a/src/app/glyph/renderers/glyph-renderer-registry.ts b/src/app/glyph/renderers/glyph-renderer-registry.ts new file mode 100644 index 0000000..c1125bd --- /dev/null +++ b/src/app/glyph/renderers/glyph-renderer-registry.ts @@ -0,0 +1,11 @@ +import { GlyphType } from '../../shared/enum/glyph-type'; +import { registerGlyphRenderer } from './glyph-renderer'; +import { RadarChartRenderer } from './radar-chart.renderer'; +import { FlowerGlyphRenderer } from './flower-glyph.renderer'; +import { WhiskerGlyphRenderer } from './whisker-glyph.renderer'; + +// Register all built-in glyph renderers. +// Thumbnail is excluded because it requires per-glyph service injection. +registerGlyphRenderer(GlyphType.Star, new RadarChartRenderer()); +registerGlyphRenderer(GlyphType.Flower, new FlowerGlyphRenderer()); +registerGlyphRenderer(GlyphType.Whisker, new WhiskerGlyphRenderer()); diff --git a/src/app/glyph/renderers/glyph-renderer.ts b/src/app/glyph/renderers/glyph-renderer.ts new file mode 100644 index 0000000..d2f72e6 --- /dev/null +++ b/src/app/glyph/renderers/glyph-renderer.ts @@ -0,0 +1,54 @@ +import * as THREE from 'three'; +import { GlyphSizeInfo } from '../glyph-size-info'; +import { GlyphType } from '../../shared/enum/glyph-type'; + +/** + * Context provided to glyph renderers containing everything they need + * to create the glyph mesh without coupling to GlyphObject internals. + */ +export interface GlyphRenderContext { + /** Feature data: { featureId: value, ... } */ + featureMap: Record; + /** Ordered feature keys */ + keys: string[]; + /** Ordered numeric values */ + values: number[]; + /** Per-feature max values for normalization */ + featureMaxValues: number[]; + /** Number of feature axes */ + segments: number; + /** Resolved color for this glyph (hex number or string) */ + color: string | number; + /** Whether to use contour outlines */ + useContour: boolean; + /** Whether to show background circle */ + useBackground: boolean; + /** Whether to show coordinate axes */ + useCoordinateSystem: boolean; + /** Whether the glyph is highlighted */ + highlighted: boolean; + /** Highlight color */ + highlightColor: number; +} + +/** + * Interface for glyph type renderers. + * Each glyph type (Star, Flower, Whisker, Thumb) implements this. + */ +export interface GlyphRenderer { + render(ctx: GlyphRenderContext, sizeInfo: GlyphSizeInfo, linearScale: boolean): THREE.Object3D; +} + +/** + * Registry of glyph renderers by type. + * Import individual renderers and register them here. + */ +const GLYPH_RENDERERS = new Map(); + +export function registerGlyphRenderer(type: GlyphType, renderer: GlyphRenderer): void { + GLYPH_RENDERERS.set(type, renderer); +} + +export function getGlyphRenderer(type: GlyphType): GlyphRenderer | undefined { + return GLYPH_RENDERERS.get(type); +} diff --git a/src/app/glyph/renderers/radar-chart.renderer.ts b/src/app/glyph/renderers/radar-chart.renderer.ts new file mode 100644 index 0000000..be967ba --- /dev/null +++ b/src/app/glyph/renderers/radar-chart.renderer.ts @@ -0,0 +1,67 @@ +import * as THREE from 'three'; +import { Line2 } from 'three/examples/jsm/lines/Line2.js'; +import { LineGeometry } from 'three/examples/jsm/lines/LineGeometry.js'; +import { LineMaterial } from 'three/examples/jsm/lines/LineMaterial.js'; +import { GlyphSizeInfo } from '../glyph-size-info'; +import { GlyphRenderer, GlyphRenderContext } from './glyph-renderer'; +import { addBackgroundCircle, addCoordinateAxes, addPlaceHolder } from './shared-rendering'; + +export class RadarChartRenderer implements GlyphRenderer { + render(ctx: GlyphRenderContext, sizeInfo: GlyphSizeInfo, linearScale: boolean): THREE.Object3D { + const group = new THREE.Group(); + addBackgroundCircle(group, sizeInfo, ctx); + + const { featureMap, keys, values, featureMaxValues, segments, color } = ctx; + if (keys.length === 0) return group; + + addCoordinateAxes(group, segments, sizeInfo, ctx); + if (addPlaceHolder(group, values, sizeInfo, color)) return group; + + const points: THREE.Vector2[] = []; + + keys.forEach((key, i) => { + const angle = (i / segments) * Math.PI * 2; + const value = +featureMap[key] || 0; + const maxVal = featureMaxValues[i] || 1; + const norm = linearScale ? value : value / maxVal; + const x = Math.cos(angle) * sizeInfo.radius * norm; + const y = Math.sin(angle) * sizeInfo.radius * norm; + points.push(new THREE.Vector2(x, y)); + }); + + // Fill shape + const shape = new THREE.Shape(points); + const fillMat = new THREE.MeshBasicMaterial({ + color: color, + side: THREE.DoubleSide, + transparent: true, + opacity: 0.6, + }); + group.add(new THREE.Mesh(new THREE.ShapeGeometry(shape), fillMat)); + + if (ctx.useContour) { + const closedPoints = [...points.map(p => new THREE.Vector3(p.x, p.y, 0))]; + closedPoints.push(closedPoints[0].clone()); + + const positions: number[] = []; + closedPoints.forEach(p => positions.push(p.x, p.y, p.z)); + + const lineGeom = new LineGeometry(); + lineGeom.setPositions(positions); + + const lineMat = new LineMaterial({ + color: color, + linewidth: sizeInfo.contourThickness, + transparent: true, + opacity: 0.9, + }); + + const line = new Line2(lineGeom, lineMat); + line.computeLineDistances(); + line.scale.set(1, 1, 1); + group.add(line); + } + + return group; + } +} diff --git a/src/app/glyph/renderers/shared-rendering.ts b/src/app/glyph/renderers/shared-rendering.ts new file mode 100644 index 0000000..e563be2 --- /dev/null +++ b/src/app/glyph/renderers/shared-rendering.ts @@ -0,0 +1,99 @@ +import * as THREE from 'three'; +import { GlyphSizeInfo } from '../glyph-size-info'; +import { ZoomLevel } from '../../shared/enum/zoom-level'; +import { GlyphRenderContext } from './glyph-renderer'; + +// Shared geometry cache for performance (reuse common geometries) +const geometryCache = { + circles: new Map(), + rings: new Map(), +}; + +export function getCachedCircleGeometry(radius: number, segments = 32): THREE.CircleGeometry { + const key = `${radius.toFixed(2)}_${segments}`; + let geom = geometryCache.circles.get(key); + if (!geom) { + geom = new THREE.CircleGeometry(radius, segments); + geometryCache.circles.set(key, geom); + } + return geom; +} + +export function getCachedRingGeometry(innerRadius: number, outerRadius: number, segments = 32): THREE.RingGeometry { + const key = `${innerRadius.toFixed(2)}_${outerRadius.toFixed(2)}_${segments}`; + let geom = geometryCache.rings.get(key); + if (!geom) { + geom = new THREE.RingGeometry(innerRadius, outerRadius, segments); + geometryCache.rings.set(key, geom); + } + return geom; +} + +export function addBackgroundCircle(group: THREE.Group, sizeInfo: GlyphSizeInfo, ctx: GlyphRenderContext): void { + const background = sizeInfo.currentZoomLevel == ZoomLevel.high && ctx.useBackground; + if (!background) return; + + const geom = getCachedCircleGeometry(sizeInfo.radius, 32); + const mat = new THREE.MeshBasicMaterial({ color: 0xf0f0f0 }); + if (ctx.highlighted) { + const color = new THREE.Color(ctx.highlightColor); + color.lerp(new THREE.Color(0xffffff), 0.6); + mat.color.copy(color); + } + group.add(new THREE.Mesh(geom, mat)); + + if (ctx.useContour) { + const ringWidth = sizeInfo.radius * 0.01; + const contourGeom = getCachedRingGeometry(sizeInfo.radius - ringWidth, sizeInfo.radius, 32); + const contourMat = new THREE.MeshBasicMaterial({ + color: 0xcccccc, + side: THREE.DoubleSide, + depthTest: false, + }); + const contour = new THREE.Mesh(contourGeom, contourMat); + contour.renderOrder = 999; + group.add(contour); + } +} + +export function addCoordinateAxes( + group: THREE.Group, + segments: number, + sizeInfo: GlyphSizeInfo, + ctx: GlyphRenderContext +): void { + const axes = sizeInfo.currentZoomLevel == ZoomLevel.high && ctx.useCoordinateSystem; + if (!axes) return; + + const axesColor = 0xa0a0a0; + const lineWidth = sizeInfo.contourThickness / 3; + for (let i = 0; i < segments; i++) { + const angle = (i / segments) * Math.PI * 2; + const geom = new THREE.PlaneGeometry(lineWidth, sizeInfo.radius); + geom.translate(0, sizeInfo.radius / 2, 0); + const mat = new THREE.MeshBasicMaterial({ color: axesColor, side: THREE.DoubleSide }); + const mesh = new THREE.Mesh(geom, mat); + mesh.rotation.z = angle - Math.PI / 2; + group.add(mesh); + } +} + +export function addPlaceHolder( + group: THREE.Group, + values: number[], + sizeInfo: GlyphSizeInfo, + trueColor: string | number +): boolean { + if (values.every(v => v <= 0.001)) { + const geom = getCachedCircleGeometry(sizeInfo.getRadius(ZoomLevel.low) / 4, 16); + const mat = new THREE.MeshBasicMaterial({ + color: trueColor, + side: THREE.DoubleSide, + transparent: true, + opacity: 0.6, + }); + group.add(new THREE.Mesh(geom, mat)); + return true; + } + return false; +} diff --git a/src/app/glyph/renderers/thumbnail.renderer.ts b/src/app/glyph/renderers/thumbnail.renderer.ts new file mode 100644 index 0000000..07526d6 --- /dev/null +++ b/src/app/glyph/renderers/thumbnail.renderer.ts @@ -0,0 +1,81 @@ +import * as THREE from 'three'; +import { GlyphSizeInfo } from '../glyph-size-info'; +import { GlyphRenderer, GlyphRenderContext } from './glyph-renderer'; +import { ConfigService } from '../../services/config.service'; +import { DataProcessorService } from '../../services/data-processor'; +import { createGrayPlaceholderTexture } from '../../shared/helpers/three-helper'; + +/** + * Thumbnail renderer is special: it needs runtime services for loading images. + * Constructed with service references rather than being a pure stateless renderer. + */ +export class ThumbnailRenderer implements GlyphRenderer { + constructor( + private glyphId: string, + private config: ConfigService, + private dataProcessor: DataProcessorService + ) {} + + render(_ctx: GlyphRenderContext, sizeInfo: GlyphSizeInfo, _linearScale: boolean): THREE.Object3D { + const placeholderTexture = createGrayPlaceholderTexture(); + const geom = new THREE.PlaneGeometry(sizeInfo.radius * 2, sizeInfo.radius * 2); + const mat = new THREE.MeshBasicMaterial({ map: placeholderTexture, transparent: true }); + const mesh = new THREE.Mesh(geom, mat); + + const file = `${this.config.loadedData}/${this.glyphId}.jpg`; + + if (this.config.dataSource == 'wasm') { + this.dataProcessor.requestThumb(file).subscribe(bitmap => { + if (bitmap) { + this.applyThumbnailTexture(bitmap, mesh, mat, sizeInfo); + } + }); + } else { + const image = new Image(); + image.src = `assets/thumbnails/${this.config.loadedData}/${this.glyphId}.jpg`; + image.crossOrigin = 'anonymous'; + + image.onload = () => { + this.applyThumbnailTexture(image, mesh, mat, sizeInfo); + }; + + image.onerror = () => { + console.warn(`Failed to load thumbnail from local: ${image.src}`); + }; + } + return mesh; + } + + private applyThumbnailTexture( + image: HTMLImageElement | ImageBitmap, + mesh: THREE.Mesh, + mat: THREE.MeshBasicMaterial, + sizeInfo: GlyphSizeInfo + ) { + const originalWidth = image.width; + const originalHeight = image.height; + + const maxDim = sizeInfo.radius * 3; + const widthRatio = maxDim / originalWidth; + const heightRatio = maxDim / originalHeight; + const scale = Math.min(widthRatio, heightRatio, 1); + + const finalWidth = originalWidth * scale; + const finalHeight = originalHeight * scale; + + const geom = new THREE.PlaneGeometry(finalWidth, finalHeight); + mesh.geometry.dispose(); + mesh.geometry = geom; + + const texture = new THREE.Texture(image); + texture.needsUpdate = true; + texture.minFilter = THREE.NearestFilter; + texture.magFilter = THREE.NearestFilter; + texture.colorSpace = THREE.SRGBColorSpace; + + mat.map = texture; + mat.needsUpdate = true; + + this.config.reRender(); + } +} diff --git a/src/app/glyph/renderers/whisker-glyph.renderer.ts b/src/app/glyph/renderers/whisker-glyph.renderer.ts new file mode 100644 index 0000000..d72b2ab --- /dev/null +++ b/src/app/glyph/renderers/whisker-glyph.renderer.ts @@ -0,0 +1,49 @@ +import * as THREE from 'three'; +import { GlyphSizeInfo } from '../glyph-size-info'; +import { GlyphRenderer, GlyphRenderContext } from './glyph-renderer'; +import { addBackgroundCircle, addCoordinateAxes, addPlaceHolder } from './shared-rendering'; + +export class WhiskerGlyphRenderer implements GlyphRenderer { + render(ctx: GlyphRenderContext, sizeInfo: GlyphSizeInfo, linearScale: boolean): THREE.Object3D { + const group = new THREE.Group(); + addBackgroundCircle(group, sizeInfo, ctx); + + const { featureMap, keys, values, featureMaxValues, segments, color } = ctx; + if (keys.length === 0) return group; + + addCoordinateAxes(group, segments, sizeInfo, ctx); + if (addPlaceHolder(group, values, sizeInfo, color)) return group; + + keys.forEach((key, i) => { + const value = +featureMap[key] || 0; + if (value <= 0) return; + + const maxVal = featureMaxValues[i] || 1; + const norm = linearScale ? value : value / maxVal; + const whiskerLength = sizeInfo.radius * norm; + + const barWidth = 0.8; + const barHeight = whiskerLength; + + const angle = (i / segments) * Math.PI * 2; + const container = new THREE.Object3D(); + container.rotation.z = angle - (3 * Math.PI) / 2; + + const geom = new THREE.PlaneGeometry(barWidth, barHeight); + const mat = new THREE.MeshBasicMaterial({ + color, + transparent: true, + opacity: 0.8, + side: THREE.DoubleSide, + depthWrite: false, + }); + const mesh = new THREE.Mesh(geom, mat); + + mesh.position.y = -barHeight / 2; + container.add(mesh); + group.add(container); + }); + + return group; + } +} diff --git a/src/app/menubar/histogram/histogram.component.html b/src/app/menubar/histogram/histogram.component.html index 2532def..d45b5ec 100644 --- a/src/app/menubar/histogram/histogram.component.html +++ b/src/app/menubar/histogram/histogram.component.html @@ -4,4 +4,4 @@ {{ type }}
-
\ No newline at end of file +
diff --git a/src/app/menubar/histogram/histogram.component.scss b/src/app/menubar/histogram/histogram.component.scss index 92c119e..be0c99b 100644 --- a/src/app/menubar/histogram/histogram.component.scss +++ b/src/app/menubar/histogram/histogram.component.scss @@ -1,62 +1,61 @@ @use '../../../styles/variables' as v; .histogram-item { + display: flex; + flex-direction: column; + width: 100%; + margin-bottom: 12px; + + .histogram-label { + font-size: 14px; + color: v.$gray-700; + margin-top: 6px; + margin-bottom: 4px; display: flex; - flex-direction: column; - width: 100%; - margin-bottom: 12px; - - .histogram-label { - font-size: 14px; - color: v.$gray-700; - margin-top: 6px; - margin-bottom: 4px; - display: flex; - align-items: center; - - .type-tag { - font-size: 0.55rem; - font-weight: 600; - text-transform: uppercase; - letter-spacing: 0.05em; - - padding: 0.25rem 0.4rem; - background-color: v.$gray-200; - color: v.$gray-600; - - border-radius: 0.4rem; - line-height: 1; - - margin-left: auto; - } - } + align-items: center; - .histogram-container { - position: relative; - width: 100%; - height: 60px; - background: v.$gray-100; - border-radius: 8px; - box-sizing: border-box; - } + .type-tag { + font-size: 0.55rem; + font-weight: 600; + text-transform: uppercase; + letter-spacing: 0.05em; - .histogram-container svg rect { - pointer-events: all; - /* ensure rects can receive events */ - } + padding: 0.25rem 0.4rem; + background-color: v.$gray-200; + color: v.$gray-600; - .hist-tooltip { - pointer-events: none; - } + border-radius: 0.4rem; + line-height: 1; - .color-container { - margin-top: 2px; - width: 100%; - pointer-events: none; // purely visual + margin-left: auto; } + } - .color-container svg { - display: block; - } + .histogram-container { + position: relative; + width: 100%; + height: 60px; + background: v.$gray-100; + border-radius: 8px; + box-sizing: border-box; + } + + .histogram-container svg rect { + pointer-events: all; + /* ensure rects can receive events */ + } + + .hist-tooltip { + pointer-events: none; + } + + .color-container { + margin-top: 2px; + width: 100%; + pointer-events: none; // purely visual + } -} \ No newline at end of file + .color-container svg { + display: block; + } +} diff --git a/src/app/menubar/histogram/histogram.component.ts b/src/app/menubar/histogram/histogram.component.ts index caa87eb..bb3eee0 100644 --- a/src/app/menubar/histogram/histogram.component.ts +++ b/src/app/menubar/histogram/histogram.component.ts @@ -1,4 +1,16 @@ -import { Component, Input, OnInit, ElementRef, ViewChild, AfterViewInit, OnChanges, SimpleChanges, Output, EventEmitter } from '@angular/core'; +import { + Component, + Input, + OnInit, + ElementRef, + ViewChild, + AfterViewInit, + OnChanges, + SimpleChanges, + Output, + EventEmitter, + OnDestroy, +} from '@angular/core'; import * as d3 from 'd3'; import { ItemFilter } from '../../shared/filter/item-filter'; import { FeatureFilter } from '../../shared/filter/feature-filter'; @@ -6,681 +18,668 @@ import { IdFilter } from '../../shared/filter/id-filter'; import { FilterMode } from '../../shared/enum/filter-mode'; import { Subscription } from 'rxjs'; import { COLOR_SCALES, ColorScale } from '../../shared/interfaces/color-scale'; -import { DataProviderService } from '../../services/dataprovider.service'; import { GlyphMeta } from '../../shared/interfaces/glyph-meta'; import { CategoryFilter } from '../../shared/filter/category-filter'; import { InteractionCommand } from '../../shared/enum/interaction-command'; import { Histogram, StackedBin } from '../../shared/types/histogram.types'; -import { - prepareStackedBinsFromObject, - getEffectiveHistogramType -} from '../../shared/utils/histogram.utils'; +import { prepareStackedBinsFromObject, getEffectiveHistogramType } from '../../shared/utils/histogram.utils'; @Component({ - selector: 'app-histogram', - templateUrl: './histogram.component.html', - styleUrls: ['./histogram.component.scss'] + selector: 'app-histogram', + templateUrl: './histogram.component.html', + styleUrls: ['./histogram.component.scss'], }) -export class HistogramComponent implements OnInit, AfterViewInit, OnChanges { - @Input() histogramData!: Histogram; - @Input() categories: string[] | undefined; - @Input() label!: string; - @Input() type!: string; - @Input() property!: string; - @Input() featureMin: number = 0; - @Input() featureMax: number = 1; - - @Input() configuration: any; - @Input() dataProvider: any; - - @Output() selectionChanged = new EventEmitter<{ property: string, minBin: number, maxBin: number }>(); - - @ViewChild('histogramContainer', { static: true }) histogramContainer!: ElementRef; - - private configSub = new Subscription(); - - private filter!: ItemFilter; - private categoryFilter!: CategoryFilter; - - private svg: any; - private margin = { top: 6, right: 6, bottom: 6, left: 6 }; - private width = 300; - private height = 60; - private innerHeight = 60; - - private xScale: any; - private yScale: any; - private brush: any; - private brushSelection: [number, number] | null = null; - private selectedBins = new Set(); - private cachedStackedBins: StackedBin[] | null = null; - private binToCategory = new Map(); - - private selectionCounts: Map | null = null; - private totalCounts: Map | null = null; - private selectionHighlightColor = 'rgba(59, 130, 246, 0.85)'; - private isOwnRedraw = false; - private suppressBrushEvent = false; - - private defaultBarColor = '#333'; // dark gray - private colorScale: ColorScale = COLOR_SCALES[0]; - private resizeObserver?: ResizeObserver; - - constructor() { } - - ngOnInit(): void { - this.filter = new FeatureFilter(this.property); - this.categoryFilter = new CategoryFilter(this.property); - this.categoryFilter.filterMode = FilterMode.And; - this.filter.filterMode = FilterMode.And; - this.createHistogram(); - } - - ngAfterViewInit(): void { - // Observe container resize (e.g. sidebar collapse/expand transition) - const container = this.histogramContainer.nativeElement; - this.resizeObserver = new ResizeObserver(() => { - const newWidth = container.clientWidth - this.margin.left - this.margin.right; - if (newWidth > 0 && newWidth !== this.width) { - this.width = newWidth; - this.cachedStackedBins = null; - d3.select(container).select('svg') - .attr('width', this.width + this.margin.left + this.margin.right); - this.updateChart(); - } - }); - this.resizeObserver.observe(container); - - this.configSub.add( - this.configuration.glyphConfigSubject$.subscribe(() => { - this.colorScale = COLOR_SCALES.find(cs => cs.id === this.configuration.colorRange) || COLOR_SCALES[0]; - this.updateChart(); - }) - ); - this.configSub.add( - this.configuration.loadedDataSubject$.subscribe(() => { - this.brushSelection = null; - this.selectedBins.clear(); - this.selectionCounts = null; - this.totalCounts = null; - }) - ); - this.configSub.add( - this.configuration.commandSubject$.subscribe((command: InteractionCommand) => { - if (command == InteractionCommand.clearselection) { - this.brushSelection = null; - this.selectedBins.clear(); - this.selectionCounts = null; - this.updateChart(); - } else if (command == InteractionCommand.redraw && !this.isOwnRedraw) { - // Clear brush/selection visuals if filter was externally cleared - if (this.filter.empty() && this.brushSelection) { - this.brushSelection = null; - } - if (this.categoryFilter.empty() && this.selectedBins.size > 0) { - this.selectedBins.clear(); - } - this.computeSelectionOverlay(); - this.updateChart(); - } - }) - ); - } +export class HistogramComponent implements OnInit, AfterViewInit, OnChanges, OnDestroy { + @Input() histogramData!: Histogram; + @Input() categories: string[] | undefined; + @Input() label!: string; + @Input() type!: string; + @Input() property!: string; + @Input() featureMin = 0; + @Input() featureMax = 1; + + @Input() configuration: any; + @Input() dataProvider: any; + + @Output() selectionChanged = new EventEmitter<{ property: string; minBin: number; maxBin: number }>(); + + @ViewChild('histogramContainer', { static: true }) histogramContainer!: ElementRef; + + private configSub = new Subscription(); + + private filter!: ItemFilter; + private categoryFilter!: CategoryFilter; + + private svg: any; + private margin = { top: 6, right: 6, bottom: 6, left: 6 }; + private width = 300; + private height = 60; + private innerHeight = 60; + + private xScale: any; + private yScale: any; + private brush: any; + private brushSelection: [number, number] | null = null; + private selectedBins = new Set(); + private cachedStackedBins: StackedBin[] | null = null; + private binToCategory = new Map(); + + private selectionCounts: Map | null = null; + private totalCounts: Map | null = null; + private selectionHighlightColor = 'rgba(59, 130, 246, 0.85)'; + private isOwnRedraw = false; + private suppressBrushEvent = false; + + private defaultBarColor = '#333'; // dark gray + private colorScale: ColorScale = COLOR_SCALES[0]; + private resizeObserver?: ResizeObserver; + + constructor() {} + + ngOnInit(): void { + this.filter = new FeatureFilter(this.property); + this.categoryFilter = new CategoryFilter(this.property); + this.categoryFilter.filterMode = FilterMode.And; + this.filter.filterMode = FilterMode.And; + this.createHistogram(); + } + + ngAfterViewInit(): void { + // Observe container resize (e.g. sidebar collapse/expand transition) + const container = this.histogramContainer.nativeElement; + this.resizeObserver = new ResizeObserver(() => { + const newWidth = container.clientWidth - this.margin.left - this.margin.right; + if (newWidth > 0 && newWidth !== this.width) { + this.width = newWidth; + this.cachedStackedBins = null; + d3.select(container) + .select('svg') + .attr('width', this.width + this.margin.left + this.margin.right); + this.updateChart(); + } + }); + this.resizeObserver.observe(container); - ngOnDestroy(): void { - this.resizeObserver?.disconnect(); - if (this.svg) { - this.svg.remove(); - this.svg = null; + this.configSub.add( + this.configuration.glyphConfigSubject$.subscribe(() => { + this.colorScale = COLOR_SCALES.find(cs => cs.id === this.configuration.colorRange) || COLOR_SCALES[0]; + this.updateChart(); + }) + ); + this.configSub.add( + this.configuration.loadedDataSubject$.subscribe(() => { + this.brushSelection = null; + this.selectedBins.clear(); + this.selectionCounts = null; + this.totalCounts = null; + }) + ); + this.configSub.add( + this.configuration.commandSubject$.subscribe((command: InteractionCommand) => { + if (command == InteractionCommand.clearselection) { + this.brushSelection = null; + this.selectedBins.clear(); + this.selectionCounts = null; + this.updateChart(); + } else if (command == InteractionCommand.redraw && !this.isOwnRedraw) { + // Clear brush/selection visuals if filter was externally cleared + if (this.filter.empty() && this.brushSelection) { + this.brushSelection = null; + } + if (this.categoryFilter.empty() && this.selectedBins.size > 0) { + this.selectedBins.clear(); + } + this.computeSelectionOverlay(); + this.updateChart(); } - d3.select(this.histogramContainer!.nativeElement).select('svg').remove(); - this.configSub.unsubscribe(); + }) + ); + } + + ngOnDestroy(): void { + this.resizeObserver?.disconnect(); + if (this.svg) { + this.svg.remove(); + this.svg = null; } + d3.select(this.histogramContainer!.nativeElement).select('svg').remove(); + this.configSub.unsubscribe(); + } - ngOnChanges(changes: SimpleChanges): void { - if (changes['histogramData'] && !changes['histogramData'].firstChange) { - this.updateChart(); - } + ngOnChanges(changes: SimpleChanges): void { + if (changes['histogramData'] && !changes['histogramData'].firstChange) { + this.updateChart(); } + } - private createHistogram(): void { - const container = this.histogramContainer.nativeElement; - this.width = container.clientWidth - this.margin.left - this.margin.right; - this.innerHeight = this.height - this.margin.top - this.margin.bottom; + private createHistogram(): void { + const container = this.histogramContainer.nativeElement; + this.width = container.clientWidth - this.margin.left - this.margin.right; + this.innerHeight = this.height - this.margin.top - this.margin.bottom; - this.svg = d3.select(container) - .append('svg') - .attr('width', this.width + this.margin.left + this.margin.right) - .attr('height', this.height) - .append('g') - .attr('transform', `translate(${this.margin.left},${this.margin.top})`); + this.svg = d3 + .select(container) + .append('svg') + .attr('width', this.width + this.margin.left + this.margin.right) + .attr('height', this.height) + .append('g') + .attr('transform', `translate(${this.margin.left},${this.margin.top})`); - this.updateChart(); - } + this.updateChart(); + } - private updateChart(): void { - if (!this.svg || !this.histogramData) return; + private updateChart(): void { + if (!this.svg || !this.histogramData) return; - // Clear cached bins when data changes - this.cachedStackedBins = null; + // Clear cached bins when data changes + this.cachedStackedBins = null; - this.svg.selectAll('*').remove(); + this.svg.selectAll('*').remove(); - // Validate and infer effective type based on data characteristics - const effectiveType = this.getEffectiveType(); + // Validate and infer effective type based on data characteristics + const effectiveType = this.getEffectiveType(); - if (effectiveType === 'numeric') { - this.drawNumericHistogram(); - } else { - this.drawCategoricalStack(); - } + if (effectiveType === 'numeric') { + this.drawNumericHistogram(); + } else { + this.drawCategoricalStack(); + } + } + + /** + * Determine the effective rendering type based on declared type and data characteristics. + * If categorical type has too many bins, fall back to numeric histogram. + * Uses cached stacked bins to avoid duplicating prepareStackedBins logic. + */ + private getEffectiveType(): string { + // Prepare stacked bins once and cache for reuse + if (!this.cachedStackedBins) { + this.cachedStackedBins = this.prepareStackedBins(); } - /** - * Determine the effective rendering type based on declared type and data characteristics. - * If categorical type has too many bins, fall back to numeric histogram. - * Uses cached stacked bins to avoid duplicating prepareStackedBins logic. - */ - private getEffectiveType(): string { - // Prepare stacked bins once and cache for reuse - if (!this.cachedStackedBins) { - this.cachedStackedBins = this.prepareStackedBins(); - } + const nonZeroBinCount = this.cachedStackedBins.length; + const effectiveType = getEffectiveHistogramType(this.type, nonZeroBinCount); + + if (this.type === 'categorical' && effectiveType === 'numeric') { + console.warn( + `Feature "${this.property}" has ${nonZeroBinCount} categories (>40), rendering as numeric histogram` + ); + } - const nonZeroBinCount = this.cachedStackedBins.length; - const effectiveType = getEffectiveHistogramType(this.type, nonZeroBinCount); + return effectiveType; + } - if (this.type === 'categorical' && effectiveType === 'numeric') { - console.warn( - `Feature "${this.property}" has ${nonZeroBinCount} categories (>40), rendering as numeric histogram` - ); - } + private prepareStackedBins(): StackedBin[] { + return prepareStackedBinsFromObject(this.histogramData, { availableWidth: this.width }); + } - return effectiveType; - } + /** Visual-only: update bar fill colors based on selectedBins and selectionCounts. */ + private applyCategoricalFill(bars: d3.Selection, totalBins: number): void { + const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; - private prepareStackedBins(): StackedBin[] { - return prepareStackedBinsFromObject(this.histogramData, { availableWidth: this.width }); + if (this.selectedBins.size === 0) { + bars.attr('fill', (d: { bin: number }) => (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, totalBins))); + } else { + bars.attr('fill', (d: { bin: number }) => + this.selectedBins.has(d.bin) ? (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, totalBins)) : '#bdbdbd' + ); } - - /** Visual-only: update bar fill colors based on selectedBins and selectionCounts. */ - private applyCategoricalFill( - bars: d3.Selection, - totalBins: number - ): void { - const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; - - if (this.selectedBins.size === 0) { - bars.attr('fill', (d: { bin: number }) => - hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, totalBins) - ); + } + + private drawCategoricalStack(): void { + if (!this.histogramData || !this.svg) return; + + // Clear brush selection when switching to categorical mode + this.brushSelection = null; + + // Use cached bins if available, otherwise prepare them + const bins = this.cachedStackedBins || this.prepareStackedBins(); + this.buildBinCategoryMap(); + const tooltip = this.createTooltip(); + + this.svg.selectAll('*').remove(); + + const originalBinCount = Object.keys(this.histogramData).length; + const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; + + const bars = this.svg + .selectAll('rect.bar') + .data(bins) + .enter() + .append('rect') + .attr('class', 'bar') + .attr('x', (d: { x0: number }) => d.x0) + .attr('y', 0) + .attr('width', (d: { x1: number; x0: number }) => d.x1 - d.x0) + .attr('height', this.innerHeight) + .attr('rx', 3) + .attr('ry', 3) + .attr('fill', (d: { bin: number }) => (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, originalBinCount))) + .style('cursor', 'pointer') + .on('mousemove', (event: MouseEvent) => { + const rect = event.currentTarget as SVGRectElement; + const d = d3.select(rect).datum(); + + const [x, y] = d3.pointer(event, this.histogramContainer.nativeElement); + + tooltip + .style('opacity', 1) + .text(`${this.getCategoricalValue(d.bin, d.value)}`) + .style('left', `${x + 10}px`) + .style('top', `${y - 8}px`); + }) + .on('mouseleave', () => { + tooltip.style('opacity', 0); + }) + .on('click', (event: MouseEvent, d: { bin: number }) => { + event.stopPropagation(); + + if (this.selectedBins.has(d.bin)) { + this.selectedBins.delete(d.bin); } else { - bars.attr('fill', (d: { bin: number }) => - this.selectedBins.has(d.bin) - ? (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, totalBins)) - : '#bdbdbd' - ); + this.selectedBins.add(d.bin); } + + this.applyCategoricalFill(bars, originalBinCount); + this.filteringFromBins(Array.from(this.selectedBins)); + }); + + // Draw selection overlay for categorical bars (proportional to bin total) + if (hasSelection) { + this.svg + .selectAll('rect.selection-overlay') + .data(bins.filter((d: StackedBin) => this.selectionCounts!.has(d.bin))) + .enter() + .append('rect') + .attr('class', 'selection-overlay') + .attr('x', (d: StackedBin) => d.x0) + .attr('y', (d: StackedBin) => { + const sel = this.selectionCounts!.get(d.bin) || 0; + const tot = this.totalCounts?.get(d.bin) || 1; + return this.innerHeight * (1 - sel / tot); + }) + .attr('width', (d: StackedBin) => d.x1 - d.x0) + .attr('height', (d: StackedBin) => { + const sel = this.selectionCounts!.get(d.bin) || 0; + const tot = this.totalCounts?.get(d.bin) || 1; + return this.innerHeight * (sel / tot); + }) + .attr('rx', 3) + .attr('ry', 3) + .attr('fill', this.selectionHighlightColor) + .attr('pointer-events', 'none'); } - private drawCategoricalStack(): void { - if (!this.histogramData || !this.svg) return; + this.applyCategoricalFill(bars, originalBinCount); + } - // Clear brush selection when switching to categorical mode - this.brushSelection = null; + private buildBinCategoryMap() { + this.binToCategory.clear(); + if (!this.categories?.length) return; - // Use cached bins if available, otherwise prepare them - const bins = this.cachedStackedBins || this.prepareStackedBins(); - this.buildBinCategoryMap(); - const tooltip = this.createTooltip(); - - this.svg.selectAll('*').remove(); - - const originalBinCount = Object.keys(this.histogramData).length; - const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; - - const bars = this.svg - .selectAll('rect.bar') - .data(bins) - .enter() - .append('rect') - .attr('class', 'bar') - .attr('x', (d: { x0: number; }) => d.x0) - .attr('y', 0) - .attr('width', (d: { x1: number; x0: number; }) => (d.x1 - d.x0)) - .attr('height', this.innerHeight) - .attr('rx', 3) - .attr('ry', 3) - .attr('fill', (d: { bin: number; }) => - hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, originalBinCount) - ) - .style('cursor', 'pointer') - .on('mousemove', (event: MouseEvent) => { - const rect = event.currentTarget as SVGRectElement; - const d = d3.select(rect).datum(); - - const [x, y] = d3.pointer(event, this.histogramContainer.nativeElement); - - tooltip - .style('opacity', 1) - .text(`${this.getCategoricalValue(d.bin, d.value)}`) - .style('left', `${x + 10}px`) - .style('top', `${y - 8}px`); - }) - .on('mouseleave', () => { - tooltip.style('opacity', 0); - }) - .on('click', (event: MouseEvent, d: { bin: number }) => { - event.stopPropagation(); - - if (this.selectedBins.has(d.bin)) { - this.selectedBins.delete(d.bin); - } else { - this.selectedBins.add(d.bin); - } - - this.applyCategoricalFill(bars, originalBinCount); - this.filteringFromBins(Array.from(this.selectedBins)); - }); - - // Draw selection overlay for categorical bars (proportional to bin total) - if (hasSelection) { - this.svg.selectAll('rect.selection-overlay') - .data(bins.filter((d: StackedBin) => this.selectionCounts!.has(d.bin))) - .enter() - .append('rect') - .attr('class', 'selection-overlay') - .attr('x', (d: StackedBin) => d.x0) - .attr('y', (d: StackedBin) => { - const sel = this.selectionCounts!.get(d.bin) || 0; - const tot = this.totalCounts?.get(d.bin) || 1; - return this.innerHeight * (1 - sel / tot); - }) - .attr('width', (d: StackedBin) => d.x1 - d.x0) - .attr('height', (d: StackedBin) => { - const sel = this.selectionCounts!.get(d.bin) || 0; - const tot = this.totalCounts?.get(d.bin) || 1; - return this.innerHeight * (sel / tot); - }) - .attr('rx', 3) - .attr('ry', 3) - .attr('fill', this.selectionHighlightColor) - .attr('pointer-events', 'none'); - } + const nonZeroBins = Object.entries(this.histogramData) + .filter(([, v]) => v !== 0) + .map(([k]) => +k); - this.applyCategoricalFill(bars, originalBinCount); + // Optional safety check + if (nonZeroBins.length !== this.categories.length) { + console.warn('Histogram/category length mismatch', nonZeroBins.length, this.categories.length); + } + + nonZeroBins.forEach((bin, i) => { + if (this.categories && this.categories[i] !== undefined) { + this.binToCategory.set(bin, this.categories[i]); + } + }); + } + + private getCategoricalValue(bin: number, value: number) { + return this.binToCategory.get(bin) ?? value; + } + + private drawNumericHistogram(): void { + if (!this.histogramData || !this.svg) return; + + // Clear categorical selection when switching to numeric mode + this.selectedBins.clear(); + + const bins = Object.keys(this.histogramData).map(k => ({ bin: +k, value: this.histogramData[k] })); + + this.xScale = d3.scaleLinear().domain([0, bins.length]).range([0, this.width]); + + const maxVal = d3.max(bins, d => d.value) || 1; + + this.yScale = d3.scaleLinear().domain([0, maxVal]).range([this.innerHeight, 0]); + + const tooltip = this.createTooltip(); + + const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; + + const bars = this.svg + .selectAll('rect.bar') + .data(bins) + .join('rect') + .attr('class', 'bar') + .attr('x', (d: { bin: any }) => this.xScale(d.bin)) + .attr('y', (d: { value: any }) => this.yScale(d.value)) + .attr('width', this.xScale(1) - this.xScale(0) - 1) + .attr('height', (d: { value: any }) => this.innerHeight - this.yScale(d.value)) + .attr('fill', (d: { bin: number }) => (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length))) + .attr('rx', 3) + .attr('ry', 3); + + // Draw selection overlay bars (proportional to each bin's bar height) + if (hasSelection) { + const overlayData = bins + .filter((d: { bin: number; value: number }) => this.selectionCounts!.has(d.bin)) + .map((d: { bin: number; value: number }) => ({ + bin: d.bin, + binValue: d.value, + sel: this.selectionCounts!.get(d.bin)!, + tot: this.totalCounts?.get(d.bin) || 1, + })); + + this.svg + .selectAll('rect.selection-overlay') + .data(overlayData) + .join('rect') + .attr('class', 'selection-overlay') + .attr('x', (d: any) => this.xScale(d.bin)) + .attr('y', (d: any) => { + const barHeight = this.innerHeight - this.yScale(d.binValue); + const overlayHeight = barHeight * (d.sel / d.tot); + return this.innerHeight - overlayHeight; + }) + .attr('width', this.xScale(1) - this.xScale(0) - 1) + .attr('height', (d: any) => { + const barHeight = this.innerHeight - this.yScale(d.binValue); + return barHeight * (d.sel / d.tot); + }) + .attr('fill', this.selectionHighlightColor) + .attr('rx', 3) + .attr('ry', 3) + .attr('pointer-events', 'none'); } - private buildBinCategoryMap() { - this.binToCategory.clear(); - if (!this.categories?.length) return; - - const nonZeroBins = Object.entries(this.histogramData) - .filter(([, v]) => v !== 0) - .map(([k]) => +k); - - // Optional safety check - if (nonZeroBins.length !== this.categories.length) { - console.warn( - 'Histogram/category length mismatch', - nonZeroBins.length, - this.categories.length - ); + this.brush = d3 + .brushX() + .extent([ + [0, 0], + [this.width, this.innerHeight], + ]) + .on('end', ({ selection }: { selection: [number, number] | null }) => { + if (this.suppressBrushEvent) return; + // save the current selection + this.brushSelection = selection; + + if (!selection) { + bars.attr('fill', (d: { bin: number }) => (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length))); + + this.removeFilter(); + return; } + const [x0, x1] = selection; + const minBin = Math.round(this.xScale.invert(x0)); + const maxBin = Math.round(this.xScale.invert(x1)); + + bars.attr('fill', (d: { bin: number }) => + d.bin >= minBin && d.bin <= maxBin + ? hasSelection + ? '#d4d4d4' + : this.getBarColor(d.bin, bins.length) + : '#bdbdbd' + ); - nonZeroBins.forEach((bin, i) => { - if (this.categories && this.categories[i] !== undefined) { - this.binToCategory.set(bin, this.categories[i]); - } - }); + this.filtering(selection); + }); + + const brushG = this.svg + .append('g') + .attr('class', 'brush') + .call(this.brush) + .on('mousemove', (event: MouseEvent) => { + const [x, y] = d3.pointer(event, this.svg.node()); + const bin = Math.floor(this.xScale.invert(x)); + const binData = bins.find(b => b.bin === bin); + if (!binData) return; + + tooltip + .style('opacity', 1) + .text(`Bin ${binData.bin}: ${binData.value.toPrecision(4)}`) + .style('left', `${x + this.margin.left + 10}px`) + .style('top', `${y + this.margin.top - 10}px`); + }) + .on('mouseout', (_event: MouseEvent) => { + tooltip.style('opacity', 0); + }); + + // restore previous selection if it exists (suppress event to avoid cascade) + if (this.brushSelection) { + this.suppressBrushEvent = true; + brushG.call(this.brush.move, this.brushSelection); + this.suppressBrushEvent = false; } - - private getCategoricalValue(bin: number, value: number) { - return this.binToCategory.get(bin) ?? value; + } + + private createTooltip(): d3.Selection { + const container = this.histogramContainer.nativeElement; + // Remove any previous tooltip + d3.select(container).selectAll('.hist-tooltip').remove(); + + // Append tooltip div + const tooltip = d3 + .select(container) + .append('div') + .attr('class', 'hist-tooltip') + .style('position', 'absolute') + .style('pointer-events', 'none') + .style('opacity', 0) + .style('background', 'rgba(0,0,0,0.7)') + .style('color', 'white') + .style('padding', '2px 6px') + .style('border-radius', '4px') + .style('font-size', '12px') + .style('z-index', '950'); // ensure it's above the SVG + + return tooltip; + } + + private getBarColor(bin: number, binCount: number): string { + if (!this.colorScale || this.configuration.colorFeature !== this.property) { + return this.defaultBarColor; } - private drawNumericHistogram(): void { - if (!this.histogramData || !this.svg) return; - - // Clear categorical selection when switching to numeric mode - this.selectedBins.clear(); + const t = binCount > 1 ? bin / (binCount - 1) : 0; + return this.colorScale.scale(t); + } - const bins = Object.keys(this.histogramData) - .map(k => ({ bin: +k, value: this.histogramData[k] })); - - this.xScale = d3.scaleLinear() - .domain([0, bins.length]) - .range([0, this.width]); - - const maxVal = d3.max(bins, d => d.value) || 1; - - this.yScale = d3.scaleLinear() - .domain([0, maxVal]) - .range([this.innerHeight, 0]); - - const tooltip = this.createTooltip(); - - const hasSelection = this.selectionCounts != null && this.selectionCounts.size > 0; - - const bars = this.svg.selectAll('rect.bar') - .data(bins) - .join('rect') - .attr('class', 'bar') - .attr('x', (d: { bin: any; }) => this.xScale(d.bin)) - .attr('y', (d: { value: any; }) => this.yScale(d.value)) - .attr('width', this.xScale(1) - this.xScale(0) - 1) - .attr('height', (d: { value: any; }) => this.innerHeight - this.yScale(d.value)) - .attr('fill', (d: { bin: number }) => - hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length) - ) - .attr('rx', 3) - .attr('ry', 3); - - // Draw selection overlay bars (proportional to each bin's bar height) - if (hasSelection) { - const overlayData = bins - .filter((d: { bin: number; value: number }) => this.selectionCounts!.has(d.bin)) - .map((d: { bin: number; value: number }) => ({ - bin: d.bin, - binValue: d.value, - sel: this.selectionCounts!.get(d.bin)!, - tot: this.totalCounts?.get(d.bin) || 1 - })); - - this.svg.selectAll('rect.selection-overlay') - .data(overlayData) - .join('rect') - .attr('class', 'selection-overlay') - .attr('x', (d: any) => this.xScale(d.bin)) - .attr('y', (d: any) => { - const barHeight = this.innerHeight - this.yScale(d.binValue); - const overlayHeight = barHeight * (d.sel / d.tot); - return this.innerHeight - overlayHeight; - }) - .attr('width', this.xScale(1) - this.xScale(0) - 1) - .attr('height', (d: any) => { - const barHeight = this.innerHeight - this.yScale(d.binValue); - return barHeight * (d.sel / d.tot); - }) - .attr('fill', this.selectionHighlightColor) - .attr('rx', 3) - .attr('ry', 3) - .attr('pointer-events', 'none'); - } + private filteringFromBins(selectedBins: number[]): void { + this.dataProvider.ensureFilter(this.filter); + this.dataProvider.ensureFilter(this.categoryFilter); - this.brush = d3.brushX() - .extent([[0, 0], [this.width, this.innerHeight]]) - .on('end', ({ selection }: { selection: [number, number] | null }) => { - if (this.suppressBrushEvent) return; - // save the current selection - this.brushSelection = selection; - - if (!selection) { - bars.attr('fill', (d: { bin: number }) => - hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length) - ); - - this.removeFilter(); - return; - } - const [x0, x1] = selection; - const minBin = Math.round(this.xScale.invert(x0)); - const maxBin = Math.round(this.xScale.invert(x1)); - - bars.attr('fill', (d: { bin: number }) => - d.bin >= minBin && d.bin <= maxBin - ? (hasSelection ? '#d4d4d4' : this.getBarColor(d.bin, bins.length)) - : '#bdbdbd' - ); - - this.filtering(selection); - }); - - const brushG = this.svg.append('g') - .attr('class', 'brush') - .call(this.brush) - .on('mousemove', (event: MouseEvent) => { - const [x, y] = d3.pointer(event, this.svg.node()); - const bin = Math.floor(this.xScale.invert(x)); - const binData = bins.find(b => b.bin === bin); - if (!binData) return; - - tooltip.style('opacity', 1) - .text(`Bin ${binData.bin}: ${binData.value.toPrecision(4)}`) - .style('left', `${x + this.margin.left + 10}px`) - .style('top', `${y + this.margin.top - 10}px`); - }) - .on('mouseout', (_event: MouseEvent) => { - tooltip.style('opacity', 0); - }); - - // restore previous selection if it exists (suppress event to avoid cascade) - if (this.brushSelection) { - this.suppressBrushEvent = true; - brushG.call(this.brush.move, this.brushSelection); - this.suppressBrushEvent = false; - } + if (!selectedBins || selectedBins.length === 0) { + this.categoryFilter.clear(); + this.filter.clear(); + this.refreshAndRedraw(); + return; } - private createTooltip(): d3.Selection { - const container = this.histogramContainer.nativeElement; - // Remove any previous tooltip - d3.select(container).selectAll('.hist-tooltip').remove(); - - // Append tooltip div - const tooltip = d3.select(container) - .append('div') - .attr('class', 'hist-tooltip') - .style('position', 'absolute') - .style('pointer-events', 'none') - .style('opacity', 0) - .style('background', 'rgba(0,0,0,0.7)') - .style('color', 'white') - .style('padding', '2px 6px') - .style('border-radius', '4px') - .style('font-size', '12px') - .style('z-index', '950'); // ensure it's above the SVG - - return tooltip - } + const effectiveType = this.getEffectiveType(); + const totalBins = Object.keys(this.histogramData).length; - private getBarColor(bin: number, binCount: number): string { - if (!this.colorScale || this.configuration.colorFeature !== this.property) { - return this.defaultBarColor; - } + // Clear both filters upfront so the unused one doesn't interfere + // (FeatureFilter defaults minValue=0/maxValue=0 which is NOT empty) + this.categoryFilter.clear(); + this.filter.clear(); - const t = binCount > 1 ? bin / (binCount - 1) : 0; - return this.colorScale.scale(t); - } + if (effectiveType === 'categorical') { + // For categorical: Filter by actual feature values + // Values can be either normalized [0,1] or raw integers depending on scaling config + + // Get the number of actual categories from the non-zero bins + const nonZeroBins = Object.entries(this.histogramData) + .filter(([, v]) => v !== 0) + .map(([k]) => +k) + .sort((a, b) => a - b); - private filteringFromBins(selectedBins: number[]): void { - this.dataProvider.ensureFilter(this.filter); - this.dataProvider.ensureFilter(this.categoryFilter); + const numCategories = nonZeroBins.length; - if (!selectedBins || selectedBins.length === 0) { - this.categoryFilter.clear(); - this.filter.clear(); - this.refreshAndRedraw(); - return; + // Determine if data is raw label-encoded integers (not normalized) + // Raw integers: min=0, max=numCategories-1 (e.g., 0,1,2,3,4 for 5 categories) + // Normalized: any other pattern (data was scaled to [0,1]) + const isRawIntegers = this.featureMin === 0 && this.featureMax === numCategories - 1 && numCategories > 1; + + selectedBins.forEach(bin => { + // Find which category index this bin corresponds to + const categoryIndex = nonZeroBins.indexOf(bin); + + if (categoryIndex === -1) { + return; } - const effectiveType = this.getEffectiveType(); - const totalBins = Object.keys(this.histogramData).length; - - // Clear both filters upfront so the unused one doesn't interfere - // (FeatureFilter defaults minValue=0/maxValue=0 which is NOT empty) - this.categoryFilter.clear(); - this.filter.clear(); - - if (effectiveType === 'categorical') { - // For categorical: Filter by actual feature values - // Values can be either normalized [0,1] or raw integers depending on scaling config - - // Get the number of actual categories from the non-zero bins - const nonZeroBins = Object.entries(this.histogramData) - .filter(([, v]) => v !== 0) - .map(([k]) => +k) - .sort((a, b) => a - b); - - const numCategories = nonZeroBins.length; - - // Determine if data is raw label-encoded integers (not normalized) - // Raw integers: min=0, max=numCategories-1 (e.g., 0,1,2,3,4 for 5 categories) - // Normalized: any other pattern (data was scaled to [0,1]) - const isRawIntegers = this.featureMin === 0 && - this.featureMax === numCategories - 1 && - numCategories > 1; - - selectedBins.forEach(bin => { - // Find which category index this bin corresponds to - const categoryIndex = nonZeroBins.indexOf(bin); - - if (categoryIndex === -1) { - return; - } - - let filterMin: number; - let filterMax: number; - - if (isRawIntegers) { - // Data is raw integers: category index IS the value - // With tolerance for float comparison - filterMin = categoryIndex - 0.5; - filterMax = categoryIndex + 0.5; - } else { - // Data is normalized [0,1]: use category index to compute normalized value - // category i → i / (N-1) for N categories - const normalizedValue = numCategories === 1 ? 0 : categoryIndex / (numCategories - 1); - const tolerance = 0.01; - filterMin = Math.max(0, normalizedValue - tolerance); - filterMax = Math.min(1, normalizedValue + tolerance); - } - - this.categoryFilter.addRange(filterMin, filterMax); - }); + let filterMin: number; + let filterMax: number; + + if (isRawIntegers) { + // Data is raw integers: category index IS the value + // With tolerance for float comparison + filterMin = categoryIndex - 0.5; + filterMax = categoryIndex + 0.5; } else { - // For numeric: Filter by continuous range - // Bins represent ranges of continuous values - const steps = 1 / totalBins; - - selectedBins.forEach(bin => { - (this.filter as FeatureFilter).minValue = bin * steps; - (this.filter as FeatureFilter).maxValue = Math.min((bin + 1) * steps, 1.0); - }); + // Data is normalized [0,1]: use category index to compute normalized value + // category i → i / (N-1) for N categories + const normalizedValue = numCategories === 1 ? 0 : categoryIndex / (numCategories - 1); + const tolerance = 0.01; + filterMin = Math.max(0, normalizedValue - tolerance); + filterMax = Math.min(1, normalizedValue + tolerance); } - this.refreshAndRedraw(); + this.categoryFilter.addRange(filterMin, filterMax); + }); + } else { + // For numeric: Filter by continuous range + // Bins represent ranges of continuous values + const steps = 1 / totalBins; + + selectedBins.forEach(bin => { + (this.filter as FeatureFilter).minValue = bin * steps; + (this.filter as FeatureFilter).maxValue = Math.min((bin + 1) * steps, 1.0); + }); } - private filtering(selection: any): void { - if (selection === null || selection === undefined) { - return; - } + this.refreshAndRedraw(); + } - this.dataProvider.ensureFilter(this.filter); + private filtering(selection: any): void { + if (selection === null || selection === undefined) { + return; + } - const absoluteMinValue: number = +d3.min(selection)!; - const absoluteMaxValue: number = +d3.max(selection)!; + this.dataProvider.ensureFilter(this.filter); - const relativeMinValue: number = absoluteMinValue / this.width; - const relativeMaxValue: number = absoluteMaxValue / this.width; + const absoluteMinValue: number = +d3.min(selection)!; + const absoluteMaxValue: number = +d3.max(selection)!; - // TODO: Workaround because data is not bound to actual bars in chart + const relativeMinValue: number = absoluteMinValue / this.width; + const relativeMaxValue: number = absoluteMaxValue / this.width; - const steps = 1 / Object.keys(this.histogramData).length; - let minValue = Math.floor(relativeMinValue / steps) * steps; - let maxValue = (Math.floor(relativeMaxValue / steps) + 1) * steps; + // TODO: Workaround because data is not bound to actual bars in chart - (this.filter as FeatureFilter).minValue = minValue; - (this.filter as FeatureFilter).maxValue = Math.min(maxValue, 1.0); + const steps = 1 / Object.keys(this.histogramData).length; + const minValue = Math.floor(relativeMinValue / steps) * steps; + const maxValue = (Math.floor(relativeMaxValue / steps) + 1) * steps; - this.refreshAndRedraw(); - } + (this.filter as FeatureFilter).minValue = minValue; + (this.filter as FeatureFilter).maxValue = Math.min(maxValue, 1.0); - /** Refresh filters and trigger a redraw, flagging it as own to prevent cascading. */ - private refreshAndRedraw(): void { - this.dataProvider.refreshFilters(); - this.isOwnRedraw = true; - this.configuration.redraw(); - this.isOwnRedraw = false; - } + this.refreshAndRedraw(); + } - public removeFilter() { - this.filter.clear(); - const pos = this.dataProvider.getFilters().indexOf(this.filter); - if (pos >= 0) this.dataProvider.getFilters().splice(pos, 1); - this.refreshAndRedraw(); - } + /** Refresh filters and trigger a redraw, flagging it as own to prevent cascading. */ + private refreshAndRedraw(): void { + this.dataProvider.refreshFilters(); + this.isOwnRedraw = true; + this.configuration.redraw(); + this.isOwnRedraw = false; + } - private computeSelectionOverlay(): void { - const glyphMap = this.dataProvider.getGlyphDataSync?.(); - if (!glyphMap || !this.histogramData) { - this.selectionCounts = null; - this.totalCounts = null; - return; - } + public removeFilter() { + this.filter.clear(); + const pos = this.dataProvider.getFilters().indexOf(this.filter); + if (pos >= 0) this.dataProvider.getFilters().splice(pos, 1); + this.refreshAndRedraw(); + } - const idFilter = this.dataProvider.getFilters().find( - (f: ItemFilter) => f instanceof IdFilter && !f.empty() - ) as IdFilter | undefined; + private computeSelectionOverlay(): void { + const glyphMap = this.dataProvider.getGlyphDataSync?.(); + if (!glyphMap || !this.histogramData) { + this.selectionCounts = null; + this.totalCounts = null; + return; + } - if (!idFilter) { - this.selectionCounts = null; - this.totalCounts = null; - return; - } + const idFilter = this.dataProvider.getFilters().find((f: ItemFilter) => f instanceof IdFilter && !f.empty()) as + | IdFilter + | undefined; - const totalBins = Object.keys(this.histogramData).length; - const selCounts = new Map(); - const totCounts = new Map(); - - const effectiveType = this.getEffectiveType(); - - // Detect value range (shared by both categorical and numeric paths) - let vMin = Infinity, vMax = -Infinity; - glyphMap.forEach((glyph: any) => { - const v = glyph.features?.['1']?.[this.property]; - if (v != null && !isNaN(v)) { - if (v < vMin) vMin = v; - if (v > vMax) vMax = v; - } - }); - const vRange = (vMax - vMin) || 1; - - // Categorical-only: precompute non-zero bin mapping - let nonZeroBins: number[] = []; - let numCategories = 0; - if (effectiveType === 'categorical') { - nonZeroBins = Object.entries(this.histogramData) - .filter(([, v]) => v !== 0) - .map(([k]) => +k) - .sort((a, b) => a - b); - numCategories = nonZeroBins.length; - } + if (!idFilter) { + this.selectionCounts = null; + this.totalCounts = null; + return; + } - // Single pass: assign each glyph to a bin and tally counts - glyphMap.forEach((glyph: any) => { - const featureValue = glyph.features?.['1']?.[this.property]; - if (featureValue == null || isNaN(featureValue)) return; - - const normalized = (featureValue - vMin) / vRange; - let bin: number; - - if (effectiveType === 'categorical') { - const catIdx = numCategories <= 1 ? 0 : Math.round(normalized * (numCategories - 1)); - if (catIdx < 0 || catIdx >= nonZeroBins.length) return; - bin = nonZeroBins[catIdx]; - } else { - bin = Math.min(Math.floor(normalized * totalBins), totalBins - 1); - } - - totCounts.set(bin, (totCounts.get(bin) || 0) + 1); - if (idFilter.inFilter(glyph)) { - selCounts.set(bin, (selCounts.get(bin) || 0) + 1); - } - }); - - this.selectionCounts = selCounts.size > 0 ? selCounts : null; - this.totalCounts = totCounts.size > 0 ? totCounts : null; + const totalBins = Object.keys(this.histogramData).length; + const selCounts = new Map(); + const totCounts = new Map(); + + const effectiveType = this.getEffectiveType(); + + // Detect value range (shared by both categorical and numeric paths) + let vMin = Infinity, + vMax = -Infinity; + glyphMap.forEach((glyph: any) => { + const v = glyph.features?.['1']?.[this.property]; + if (v != null && !isNaN(v)) { + if (v < vMin) vMin = v; + if (v > vMax) vMax = v; + } + }); + const vRange = vMax - vMin || 1; + + // Categorical-only: precompute non-zero bin mapping + let nonZeroBins: number[] = []; + let numCategories = 0; + if (effectiveType === 'categorical') { + nonZeroBins = Object.entries(this.histogramData) + .filter(([, v]) => v !== 0) + .map(([k]) => +k) + .sort((a, b) => a - b); + numCategories = nonZeroBins.length; } + + // Single pass: assign each glyph to a bin and tally counts + glyphMap.forEach((glyph: any) => { + const featureValue = glyph.features?.['1']?.[this.property]; + if (featureValue == null || isNaN(featureValue)) return; + + const normalized = (featureValue - vMin) / vRange; + let bin: number; + + if (effectiveType === 'categorical') { + const catIdx = numCategories <= 1 ? 0 : Math.round(normalized * (numCategories - 1)); + if (catIdx < 0 || catIdx >= nonZeroBins.length) return; + bin = nonZeroBins[catIdx]; + } else { + bin = Math.min(Math.floor(normalized * totalBins), totalBins - 1); + } + + totCounts.set(bin, (totCounts.get(bin) || 0) + 1); + if (idFilter.inFilter(glyph)) { + selCounts.set(bin, (selCounts.get(bin) || 0) + 1); + } + }); + + this.selectionCounts = selCounts.size > 0 ? selCounts : null; + this.totalCounts = totCounts.size > 0 ? totCounts : null; + } } diff --git a/src/app/menubar/menubar.component.html b/src/app/menubar/menubar.component.html index 1089dca..c8362b5 100644 --- a/src/app/menubar/menubar.component.html +++ b/src/app/menubar/menubar.component.html @@ -1,78 +1,72 @@
-
- -
- -
- - +
+ +
+
- -
- -
- -
- Data -
- - @if (isUserDataset(selectedDataset)) { - - } -
-
+ +
- -
- + +
+ +
+ +
+ Data +
+ + @if (isUserDataset(selectedDataset)) { + + } +
+
- -
+ +
+ - -
- Canvas - - -
-
+ +
+ +
+ Canvas + + +
+
@if (showWizard) { -
- -
+
+ +
} diff --git a/src/app/menubar/menubar.component.scss b/src/app/menubar/menubar.component.scss index f81d68d..db6d24b 100644 --- a/src/app/menubar/menubar.component.scss +++ b/src/app/menubar/menubar.component.scss @@ -1,335 +1,333 @@ @use '../../styles/variables' as v; .menu-bar { - display: flex; - flex-direction: row; - align-items: center; - height: 64px; - padding: 0 18px; - background: white; - border-bottom: 1px solid v.$gray-200; + display: flex; + flex-direction: row; + align-items: center; + height: 64px; + padding: 0 18px; + background: white; + border-bottom: 1px solid v.$gray-200; } .menu-top-row { - display: flex; - flex: 1; - align-items: center; + display: flex; + flex: 1; + align-items: center; } /* LEFT stays left */ .menu-left { - flex: 0 0 auto; + flex: 0 0 auto; } /* THIS fills remaining space */ .menu-collapsible { - display: flex; - align-items: center; - flex: 1; - /* ← critical */ - min-width: 0; + display: flex; + align-items: center; + flex: 1; + /* ← critical */ + min-width: 0; } /* CENTER grows normally */ .menu-center { - position: absolute; - left: 50%; - transform: translateX(-70%); + position: absolute; + left: 50%; + transform: translateX(-70%); - display: flex; - align-items: center; - gap: 24px; + display: flex; + align-items: center; + gap: 24px; } /* hamburger hidden on desktop */ .hamburger { - display: none; + display: none; } .logo { - display: flex; - align-items: center; - gap: 8px; - - img { - width: 28px; - height: 28px; - } - - .title { - font-size: 18px; - font-weight: 600; - } + display: flex; + align-items: center; + gap: 8px; + + img { + width: 28px; + height: 28px; + } + + .title { + font-size: 18px; + font-weight: 600; + } } .dataset-selector { - display: flex; - align-items: center; - gap: 4px; + display: flex; + align-items: center; + gap: 4px; } .delete-btn { - display: flex; - align-items: center; - justify-content: center; - width: 32px; - height: 32px; - border: none; - background: transparent; - border-radius: 8px; - cursor: pointer; - color: v.$color-gray-border; - padding: 0; - - &:hover { - background: v.$delete-hover-bg; - color: v.$delete-hover-text; - } - - .material-icons { - font-size: 18px; - } + display: flex; + align-items: center; + justify-content: center; + width: 32px; + height: 32px; + border: none; + background: transparent; + border-radius: 8px; + cursor: pointer; + color: v.$color-gray-border; + padding: 0; + + &:hover { + background: v.$delete-hover-bg; + color: v.$delete-hover-text; + } + + .material-icons { + font-size: 18px; + } } .data-control { - display: flex; + display: flex; + align-items: center; + gap: 6px; + + .label { + font-size: 14px; + } + + select { + appearance: none; + + padding: 6px 12px; + border-radius: 10px; + border: none; + background-color: v.$gray-100; + color: v.$gray-800; + font-size: 14px; + cursor: pointer; + + display: inline-flex; align-items: center; - gap: 6px; - .label { - font-size: 14px; + /* subtle hover effect */ + &:hover { + background-color: v.$gray-200; } - select { - appearance: none; - - padding: 6px 12px; - border-radius: 10px; - border: none; - background-color: v.$gray-100; - color: v.$gray-800; - font-size: 14px; - cursor: pointer; - - display: inline-flex; - align-items: center; - - /* subtle hover effect */ - &:hover { - background-color: v.$gray-200; - } - - /* focus outline for accessibility */ - &:focus { - outline: 2px solid v.$focus-outline; - outline-offset: 2px; - } + /* focus outline for accessibility */ + &:focus { + outline: 2px solid v.$focus-outline; + outline-offset: 2px; } + } - /* Optional: add a custom arrow */ - select { - height: 32px; - line-height: 1.2; - background-image: url("data:image/svg+xml;utf8,"); - background-repeat: no-repeat; - background-position: right 8px center; - background-size: 16px 16px; - padding-right: 32px; - /* make room for arrow */ - } + /* Optional: add a custom arrow */ + select { + height: 32px; + line-height: 1.2; + background-image: url("data:image/svg+xml;utf8,"); + background-repeat: no-repeat; + background-position: right 8px center; + background-size: 16px 16px; + padding-right: 32px; + /* make room for arrow */ + } } - .icon-panel { + display: flex; + gap: 6px; + padding: 4px; + background: v.$gray-100; + border-radius: 10px; + + button { display: flex; + align-items: center; gap: 6px; - padding: 4px; - background: v.$gray-100; - border-radius: 10px; - button { - display: flex; - align-items: center; - gap: 6px; - - border: none; - background: transparent; - padding: 6px 10px; - border-radius: 8px; - cursor: pointer; + border: none; + background: transparent; + padding: 6px 10px; + border-radius: 8px; + cursor: pointer; - font-size: 14px; - color: v.$gray-800; + font-size: 14px; + color: v.$gray-800; - &:hover { - background: v.$gray-200; - } + &:hover { + background: v.$gray-200; + } - .material-icons { - font-size: 18px; - } + .material-icons { + font-size: 18px; } + } } .canvas-control { - display: flex; - align-items: center; - gap: 8px; + display: flex; + align-items: center; + gap: 8px; - .label { - font-size: 14px; - } + .label { + font-size: 14px; + } - .add-btn { - display: flex; - align-items: center; - gap: 4px; + .add-btn { + display: flex; + align-items: center; + gap: 4px; - border: none; - padding: 6px 12px; - border-radius: 10px; - background: v.$gray-100; - cursor: pointer; + border: none; + padding: 6px 12px; + border-radius: 10px; + background: v.$gray-100; + cursor: pointer; - &:hover { - background: v.$gray-200; - } + &:hover { + background: v.$gray-200; } + } } @media (max-width: 1200px) { + /* Show the hamburger button */ + .hamburger { + display: block; + margin-left: auto; + margin-right: 6px; + background-color: white; + border-color: v.$gray-700; + border-radius: 8px; + color: v.$gray-600; + } - /* Show the hamburger button */ - .hamburger { - display: block; - margin-left: auto; - margin-right: 6px; - background-color: white; - border-color: v.$gray-700; - border-radius: 8px; - color: v.$gray-600; - } - - /* Reset menu-bar layout for mobile */ - .menu-bar { - display: flex; - flex-direction: column; - height: auto; - align-items: flex-start; - padding: 16px 18px; - position: relative; - } - - .menu-top-row { - display: flex; - flex-direction: row; - align-items: center; - justify-content: space-between; - width: 100%; - } - - /* Collapsible menu overlays below header */ - .menu-collapsible { - display: flex; - position: absolute; - flex-direction: column !important; - align-items: flex-start !important; - min-width: 0; - top: 64px; - left: 0; - right: 0; - z-index: 920; - background: white; - max-height: 0; - overflow: hidden; - transition: max-height 400ms ease; - transition: height 400ms ease; - } - - /* Open state */ - .menu-collapsible.open { - display: flex !important; - flex-direction: column !important; - align-items: flex-start !important; - justify-content: flex-start !important; - width: 100%; - max-height: none !important; - padding: 16px; - background: white; - border-bottom: none; - position: static !important; - overflow: visible !important; - } - - /* Reset menu-center layout */ - .menu-center { - position: relative; - left: 0; - transform: none; - display: flex !important; - flex-direction: column !important; - align-items: flex-start !important; - gap: 16px; - width: 100%; - padding: 0; - margin: 0; - } - - /* Buttons: icon + label left-aligned */ - .menu-center button { - justify-content: flex-start; - } + /* Reset menu-bar layout for mobile */ + .menu-bar { + display: flex; + flex-direction: column; + height: auto; + align-items: flex-start; + padding: 16px 18px; + position: relative; + } + + .menu-top-row { + display: flex; + flex-direction: row; + align-items: center; + justify-content: space-between; + width: 100%; + } - /* Optional: add spacing between sections */ - .menu-center { - margin-bottom: 24px; - } + /* Collapsible menu overlays below header */ + .menu-collapsible { + display: flex; + position: absolute; + flex-direction: column !important; + align-items: flex-start !important; + min-width: 0; + top: 64px; + left: 0; + right: 0; + z-index: 920; + background: white; + max-height: 0; + overflow: hidden; + transition: max-height 400ms ease; + transition: height 400ms ease; + } + + /* Open state */ + .menu-collapsible.open { + display: flex !important; + flex-direction: column !important; + align-items: flex-start !important; + justify-content: flex-start !important; + width: 100%; + max-height: none !important; + padding: 16px; + background: white; + border-bottom: none; + position: static !important; + overflow: visible !important; + } + + /* Reset menu-center layout */ + .menu-center { + position: relative; + left: 0; + transform: none; + display: flex !important; + flex-direction: column !important; + align-items: flex-start !important; + gap: 16px; + width: 100%; + padding: 0; + margin: 0; + } + + /* Buttons: icon + label left-aligned */ + .menu-center button { + justify-content: flex-start; + } + + /* Optional: add spacing between sections */ + .menu-center { + margin-bottom: 24px; + } } .wizard-overlay { - position: fixed; - top: 0; - left: 0; - right: 0; - bottom: 0; - background: rgba(0, 0, 0, 0.5); - z-index: 9999; - display: flex; - align-items: center; - justify-content: center; - animation: fadeIn 0.3s ease; - padding: 32px; - - app-preprocessing-wizard { - width: 90%; - max-width: 1400px; - height: 90%; - max-height: 900px; - display: block; - background: white; - border-radius: 12px; - box-shadow: 0 10px 40px rgba(0, 0, 0, 0.3); - animation: slideUp 0.3s ease; - overflow: hidden; - } + position: fixed; + top: 0; + left: 0; + right: 0; + bottom: 0; + background: rgba(0, 0, 0, 0.5); + z-index: 9999; + display: flex; + align-items: center; + justify-content: center; + animation: fadeIn 0.3s ease; + padding: 32px; + + app-preprocessing-wizard { + width: 90%; + max-width: 1400px; + height: 90%; + max-height: 900px; + display: block; + background: white; + border-radius: 12px; + box-shadow: 0 10px 40px rgba(0, 0, 0, 0.3); + animation: slideUp 0.3s ease; + overflow: hidden; + } } @keyframes fadeIn { - from { - opacity: 0; - } - to { - opacity: 1; - } + from { + opacity: 0; + } + to { + opacity: 1; + } } @keyframes slideUp { - from { - transform: translateY(20px); - opacity: 0; - } - to { - transform: translateY(0); - opacity: 1; - } -} \ No newline at end of file + from { + transform: translateY(20px); + opacity: 0; + } + to { + transform: translateY(0); + opacity: 1; + } +} diff --git a/src/app/menubar/menubar.component.ts b/src/app/menubar/menubar.component.ts index 565f63c..272b2d9 100644 --- a/src/app/menubar/menubar.component.ts +++ b/src/app/menubar/menubar.component.ts @@ -2,87 +2,99 @@ import { Component, EventEmitter, Input, OnDestroy, OnInit, Output } from '@angu import { FormsModule } from '@angular/forms'; import { Subscription } from 'rxjs'; import { PreprocessingWizardComponent } from '../preprocessing-wizard/preprocessing-wizard.component'; -import { DataProviderService } from '../services/dataprovider.service'; +import { DataLoaderService } from '../services/data-loader.service'; +import { FilterService } from '../services/filter.service'; +import { DataExportService } from '../services/data-export.service'; import { ConfigService } from '../services/config.service'; @Component({ - selector: 'app-menubar', - standalone: true, - imports: [PreprocessingWizardComponent, FormsModule], - templateUrl: './menubar.component.html', - styleUrls: ['./menubar.component.scss'], + selector: 'app-menubar', + standalone: true, + imports: [PreprocessingWizardComponent, FormsModule], + templateUrl: './menubar.component.html', + styleUrls: ['./menubar.component.scss'], }) export class MenuBarComponent implements OnInit, OnDestroy { - @Output() addCanvas = new EventEmitter(); - @Input() totalCells: number = 0; + @Output() addCanvas = new EventEmitter(); + @Input() totalCells = 0; - menuOpen = false; - showWizard = false; - hasData = false; - datasetNames: string[] = []; - datasetEntries: { name: string; source: string }[] = []; - selectedDataset: string | null = null; + menuOpen = false; + showWizard = false; + hasData = false; + datasetNames: string[] = []; + datasetEntries: { name: string; source: string }[] = []; + selectedDataset: string | null = null; - private dataSub = new Subscription(); + private dataSub = new Subscription(); - constructor( - private dataProvider: DataProviderService, - private configService: ConfigService - ) { } + constructor( + private dataLoader: DataLoaderService, + private filterService: FilterService, + private dataExport: DataExportService, + private configService: ConfigService + ) {} - ngOnInit(): void { - this.dataSub.add( - this.dataProvider.dataSetCollectionSubject$.subscribe(collection => { - this.hasData = !!collection && collection.length > 0 && collection.at(0)?.dataset != ""; - this.datasetNames = collection.map(entry => entry.dataset); - this.datasetEntries = collection.map(entry => ({ - name: entry.dataset, - source: entry.source - })); - })); - this.dataSub.add( - this.configService.loadedDataSubject$.subscribe(loaded => { - if (loaded != "") this.selectedDataset = loaded; - })); - } + ngOnInit(): void { + this.dataSub.add( + this.dataLoader.dataSetCollectionSubject$.subscribe(collection => { + this.hasData = !!collection && collection.length > 0 && collection.at(0)?.dataset != ''; + this.datasetNames = collection.map(entry => entry.dataset); + this.datasetEntries = collection.map(entry => ({ + name: entry.dataset, + source: entry.source, + })); + }) + ); + this.dataSub.add( + this.configService.loadedDataSubject$.subscribe(loaded => { + if (loaded != '') this.selectedDataset = loaded; + }) + ); + } - ngOnDestroy(): void { - this.dataSub?.unsubscribe(); - } + ngOnDestroy(): void { + this.dataSub?.unsubscribe(); + } - onDatasetSelect(name: string) { - this.dataProvider.clearFilters(); - this.configService.loadData(name); - } + onDatasetSelect(name: string) { + this.filterService.clearFilters(); + this.configService.loadData(name); + } - upload() { - this.showWizard = true; - this.configService.modalOpen = true; - } + upload() { + this.showWizard = true; + this.configService.modalOpen = true; + } - closePreprocessingWizard() { - this.showWizard = false; - this.configService.modalOpen = false; - } + closePreprocessingWizard() { + this.showWizard = false; + this.configService.modalOpen = false; + } - download() { - if (this.selectedDataset) this.dataProvider.exportFilteredGlyphsAsCSV(this.selectedDataset); + download() { + if (this.selectedDataset) { + const glyphMap = this.dataLoader.getGlyphMap(this.selectedDataset); + const schemaMap = this.dataLoader.getSchemaMap(this.selectedDataset); + if (glyphMap && schemaMap) { + this.dataExport.exportFilteredGlyphsAsCSV(glyphMap, schemaMap, this.selectedDataset); + } } + } - fitAll() { - this.configService.toggleFitToScreen(); - } + fitAll() { + this.configService.toggleFitToScreen(); + } - isUserDataset(name: string | null): boolean { - if (!name) return false; - const entry = this.datasetEntries.find(e => e.name === name); - return !!entry && entry.source !== 'local'; - } + isUserDataset(name: string | null): boolean { + if (!name) return false; + const entry = this.datasetEntries.find(e => e.name === name); + return !!entry && entry.source !== 'local'; + } - async onDeleteDataset(name: string | null): Promise { - if (!name || !this.isUserDataset(name)) return; - if (confirm(`Delete dataset "${name}"? This cannot be undone.`)) { - await this.dataProvider.deleteDataset(name); - } + async onDeleteDataset(name: string | null): Promise { + if (!name || !this.isUserDataset(name)) return; + if (confirm(`Delete dataset "${name}"? This cannot be undone.`)) { + await this.dataLoader.deleteDataset(name); } + } } diff --git a/src/app/preprocessing-wizard/models/column-config.ts b/src/app/preprocessing-wizard/models/column-config.ts index 0bf609f..bc3cb33 100644 --- a/src/app/preprocessing-wizard/models/column-config.ts +++ b/src/app/preprocessing-wizard/models/column-config.ts @@ -4,7 +4,7 @@ import { ScalingMethod, MissingValueStrategy, OutlierStrategy, - OutlierMethod + OutlierMethod, } from './data-type.enum'; export interface ColumnConfig { @@ -39,25 +39,25 @@ export interface CleaningConfig { export interface ProjectionConfig { // FastMap is always enabled as primary projection (runs immediately) // These are optional background projections: - enablePCA: boolean; // PCA - fast linear projection - enableIsoMap: boolean; // IsoMap - non-linear manifold, preserves geodesic distances - enableMDS: boolean; // MDS - classical multidimensional scaling - enableLLE: boolean; // LLE - locally linear embedding - enableLTSA: boolean; // LTSA - local tangent space alignment - enableTSNE: boolean; // t-SNE - preserves local structure (slow) - enableUMAP: boolean; // UMAP - balances local/global structure (slow) - enableTriMap: boolean; // TriMap - good for large datasets - enableTopoMap: boolean; // TopoMap - topology preserving - enableSammon: boolean; // Sammon mapping + enablePCA: boolean; // PCA - fast linear projection + enableIsoMap: boolean; // IsoMap - non-linear manifold, preserves geodesic distances + enableMDS: boolean; // MDS - classical multidimensional scaling + enableLLE: boolean; // LLE - locally linear embedding + enableLTSA: boolean; // LTSA - local tangent space alignment + enableTSNE: boolean; // t-SNE - preserves local structure (slow) + enableUMAP: boolean; // UMAP - balances local/global structure (slow) + enableTriMap: boolean; // TriMap - good for large datasets + enableTopoMap: boolean; // TopoMap - topology preserving + enableSammon: boolean; // Sammon mapping // IsoMap parameters - isomapNeighbors: number; // Number of neighbors (default: auto based on dataset size) + isomapNeighbors: number; // Number of neighbors (default: auto based on dataset size) // LLE parameters - lleNeighbors: number; // Number of neighbors for local reconstruction + lleNeighbors: number; // Number of neighbors for local reconstruction // LTSA parameters - ltsaNeighbors: number; // Number of neighbors for tangent space + ltsaNeighbors: number; // Number of neighbors for tangent space // t-SNE parameters (DruidJS) tsnePerplexity: number; @@ -68,7 +68,7 @@ export interface ProjectionConfig { umapMinDist: number; // TriMap parameters - trimapWeightAdj: number; // Weight adjustment factor (default: 500) + trimapWeightAdj: number; // Weight adjustment factor (default: 500) } export interface CleaningResult { diff --git a/src/app/preprocessing-wizard/models/column-statistics.ts b/src/app/preprocessing-wizard/models/column-statistics.ts index 4ec3215..bfbe05a 100644 --- a/src/app/preprocessing-wizard/models/column-statistics.ts +++ b/src/app/preprocessing-wizard/models/column-statistics.ts @@ -19,7 +19,7 @@ export interface ColumnStatistics { variance?: number; // Categorical statistics - topValues?: Array<{ value: string; count: number }>; + topValues?: { value: string; count: number }[]; // Histogram data histogram?: HistogramData; diff --git a/src/app/preprocessing-wizard/models/data-type.enum.ts b/src/app/preprocessing-wizard/models/data-type.enum.ts index eb3ad2c..4e629a4 100644 --- a/src/app/preprocessing-wizard/models/data-type.enum.ts +++ b/src/app/preprocessing-wizard/models/data-type.enum.ts @@ -6,7 +6,7 @@ export enum DataType { Boolean = 'boolean', ID = 'id', Coordinate = 'coordinate', - Unknown = 'unknown' + Unknown = 'unknown', } export enum EncodingMethod { @@ -14,14 +14,14 @@ export enum EncodingMethod { OneHot = 'onehot', Label = 'label', Normalize = 'normalize', - Standardize = 'standardize' + Standardize = 'standardize', } export enum ScalingMethod { None = 'none', MinMax = 'minmax', Standard = 'standard', - Robust = 'robust' + Robust = 'robust', } export enum MissingValueStrategy { @@ -30,13 +30,13 @@ export enum MissingValueStrategy { FillMean = 'fill_mean', FillMedian = 'fill_median', FillMode = 'fill_mode', - FillValue = 'fill_value' + FillValue = 'fill_value', } export enum OutlierStrategy { Keep = 'keep', Remove = 'remove', - Cap = 'cap' + Cap = 'cap', } export enum OutlierMethod { @@ -45,7 +45,7 @@ export enum OutlierMethod { IQR_3_0 = 'iqr_3.0', ZScore_2 = 'zscore_2', ZScore_3 = 'zscore_3', - ZScore_4 = 'zscore_4' + ZScore_4 = 'zscore_4', } export function getDataTypeBadgeClass(dataType: DataType | undefined): string { @@ -61,7 +61,7 @@ export function getDataTypeLabel(dataType: DataType): string { [DataType.Boolean]: 'Boolean', [DataType.ID]: 'ID', [DataType.Coordinate]: 'Coordinate', - [DataType.Unknown]: 'Unknown' + [DataType.Unknown]: 'Unknown', }; return labels[dataType] || 'Unknown'; } @@ -72,7 +72,7 @@ export function getEncodingLabel(method: EncodingMethod): string { [EncodingMethod.OneHot]: 'One-Hot', [EncodingMethod.Label]: 'Label', [EncodingMethod.Normalize]: 'Normalize', - [EncodingMethod.Standardize]: 'Standardize' + [EncodingMethod.Standardize]: 'Standardize', }; return labels[method] || 'Unknown'; } @@ -82,19 +82,26 @@ export function getScalingLabel(method: ScalingMethod): string { [ScalingMethod.None]: 'None', [ScalingMethod.Standard]: 'Standard', [ScalingMethod.MinMax]: 'Min-Max', - [ScalingMethod.Robust]: 'Robust' + [ScalingMethod.Robust]: 'Robust', }; return labels[method] || 'Unknown'; } export function getDataTypeColor(dataType: DataType): string { switch (dataType) { - case DataType.Numeric: return '#16A34A'; - case DataType.Categorical: return '#7C3AED'; - case DataType.Text: return '#8BC34A'; - case DataType.Date: return '#EA580C'; - case DataType.Boolean: return '#00bcd4'; - case DataType.ID: return '#888888'; - default: return '#888888'; + case DataType.Numeric: + return '#16A34A'; + case DataType.Categorical: + return '#7C3AED'; + case DataType.Text: + return '#8BC34A'; + case DataType.Date: + return '#EA580C'; + case DataType.Boolean: + return '#00bcd4'; + case DataType.ID: + return '#888888'; + default: + return '#888888'; } } diff --git a/src/app/preprocessing-wizard/models/preprocessing-state.ts b/src/app/preprocessing-wizard/models/preprocessing-state.ts index 7a0c495..e608361 100644 --- a/src/app/preprocessing-wizard/models/preprocessing-state.ts +++ b/src/app/preprocessing-wizard/models/preprocessing-state.ts @@ -24,10 +24,10 @@ export interface PreprocessingState { timestamp: string; // Glyph property mapping - glyphFeatures: string[]; // Array of 5 feature names for glyph rays (ordered) - tooltipFeatures: string[]; // Array of feature names for tooltips - colorScaleMode: 'continuous' | 'categorical'; // Auto-detected based on color feature data type - colorScaleId: number; // ID of selected color scale from COLOR_SCALES + glyphFeatures: string[]; // Array of 5 feature names for glyph rays (ordered) + tooltipFeatures: string[]; // Array of feature names for tooltips + colorScaleMode: 'continuous' | 'categorical'; // Auto-detected based on color feature data type + colorScaleId: number; // ID of selected color scale from COLOR_SCALES // UI state isProcessing: boolean; @@ -43,22 +43,22 @@ export interface ProcessingProgress { } export const DEFAULT_CLEANING_CONFIG: CleaningConfig = { - removeDuplicates: false + removeDuplicates: false, }; export const DEFAULT_PROJECTION_CONFIG: ProjectionConfig = { // FastMap is always enabled as primary (runs immediately, O(n) complexity) // These are optional background projections: - enablePCA: true, // PCA runs in background - very fast - enableIsoMap: true, // IsoMap runs in background - fast, preserves geodesic distances - enableMDS: false, // MDS runs in background - fast - enableLLE: false, // LLE runs in background - medium - enableLTSA: false, // LTSA runs in background - medium - enableTSNE: false, // t-SNE runs in background (slow) - enableUMAP: false, // UMAP runs in background (slow) - enableTriMap: false, // TriMap runs in background - medium - enableTopoMap: false, // TopoMap runs in background - medium - enableSammon: false, // Sammon runs in background - medium + enablePCA: true, // PCA runs in background - very fast + enableIsoMap: true, // IsoMap runs in background - fast, preserves geodesic distances + enableMDS: false, // MDS runs in background - fast + enableLLE: false, // LLE runs in background - medium + enableLTSA: false, // LTSA runs in background - medium + enableTSNE: false, // t-SNE runs in background (slow) + enableUMAP: false, // UMAP runs in background (slow) + enableTriMap: false, // TriMap runs in background - medium + enableTopoMap: false, // TopoMap runs in background - medium + enableSammon: false, // Sammon runs in background - medium // IsoMap parameters (0 = auto based on dataset size) isomapNeighbors: 0, @@ -78,5 +78,5 @@ export const DEFAULT_PROJECTION_CONFIG: ProjectionConfig = { umapMinDist: 0.1, // TriMap parameters - trimapWeightAdj: 500 + trimapWeightAdj: 500, }; diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.html b/src/app/preprocessing-wizard/preprocessing-wizard.component.html index 75a6262..84cec06 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.html +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.html @@ -12,10 +12,7 @@

Data Preprocessing Wizard

- +
@@ -50,5 +47,4 @@

Data Preprocessing Wizard

}

-
diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.scss b/src/app/preprocessing-wizard/preprocessing-wizard.component.scss index 217402c..c0ffc8f 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.scss +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.scss @@ -58,7 +58,7 @@ .wizard-content { flex: 1; - overflow-y: auto; // Allow scrolling for steps that need it (Step 1) + overflow-y: auto; // Allow scrolling for steps that need it (Step 1) display: flex; flex-direction: column; min-height: 0; diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts index 2b03818..0dc7e5c 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts @@ -18,10 +18,10 @@ import { DataProfile } from './models/column-statistics'; Step2ColumnSelectionComponent, Step3ConfigureDataFeaturesComponent, Step4VisualizationSettingsComponent, - Step5ReviewProcessingComponent + Step5ReviewProcessingComponent, ], templateUrl: './preprocessing-wizard.component.html', - styleUrl: './preprocessing-wizard.component.scss' + styleUrl: './preprocessing-wizard.component.scss', }) export class PreprocessingWizardComponent implements OnInit, OnDestroy { @Output() close = new EventEmitter(); @@ -30,7 +30,7 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { private subscription = new Subscription(); currentStep = 0; - highestStepVisited = 0; // Track highest step to enable forward navigation + highestStepVisited = 0; // Track highest step to enable forward navigation isProcessing = false; error: string | null = null; @@ -39,10 +39,10 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { { label: 'Select Columns', completed: false }, { label: 'Configure Data & Features', completed: false }, { label: 'Visualization Settings', completed: false }, - { label: 'Review & Process', completed: false } + { label: 'Review & Process', completed: false }, ]; - constructor(private preprocessingService: PreprocessingService) { } + constructor(private preprocessingService: PreprocessingService) {} ngOnInit(): void { // Subscribe to state changes @@ -64,12 +64,14 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { // Scroll to top when step changes this.subscription.add( - this.preprocessingService.state$.pipe( - map(state => state.currentStep), - distinctUntilChanged() - ).subscribe(() => { - this.scrollToTop(); - }) + this.preprocessingService.state$ + .pipe( + map(state => state.currentStep), + distinctUntilChanged() + ) + .subscribe(() => { + this.scrollToTop(); + }) ); } @@ -138,7 +140,7 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { reset(): void { if (confirm('Are you sure you want to start over? All progress will be lost.')) { - this.highestStepVisited = 0; // Reset navigation tracking + this.highestStepVisited = 0; // Reset navigation tracking this.preprocessingService.resetState(); } } diff --git a/src/app/preprocessing-wizard/services/preprocessing.service.ts b/src/app/preprocessing-wizard/services/preprocessing.service.ts index 22ebfed..ce584b1 100644 --- a/src/app/preprocessing-wizard/services/preprocessing.service.ts +++ b/src/app/preprocessing-wizard/services/preprocessing.service.ts @@ -1,14 +1,26 @@ import { Injectable } from '@angular/core'; import { BehaviorSubject, Observable, Subject } from 'rxjs'; -import { PreprocessingState, ProcessingProgress, DEFAULT_CLEANING_CONFIG, DEFAULT_PROJECTION_CONFIG } from '../models/preprocessing-state'; +import { + PreprocessingState, + ProcessingProgress, + DEFAULT_CLEANING_CONFIG, + DEFAULT_PROJECTION_CONFIG, +} from '../models/preprocessing-state'; import { DataProfile, ColumnStatistics } from '../models/column-statistics'; import { ColumnConfig, CleaningConfig, ProjectionConfig } from '../models/column-config'; -import { DataType, EncodingMethod, ScalingMethod, MissingValueStrategy, OutlierStrategy, OutlierMethod } from '../models/data-type.enum'; +import { + DataType, + EncodingMethod, + ScalingMethod, + MissingValueStrategy, + OutlierStrategy, + OutlierMethod, +} from '../models/data-type.enum'; import { DataProcessorService } from '../../services/data-processor'; -import { DataProviderService } from '../../services/dataprovider.service'; +import { DataLoaderService } from '../../services/data-loader.service'; @Injectable({ - providedIn: 'root' + providedIn: 'root', }) export class PreprocessingService { private stateSubject = new BehaviorSubject(this.getInitialState()); @@ -19,7 +31,7 @@ export class PreprocessingService { constructor( private dataProcessor: DataProcessorService, - private dataProvider: DataProviderService + private dataLoader: DataLoaderService ) { // Load saved state from localStorage if available this.loadStateFromStorage(); @@ -29,7 +41,7 @@ export class PreprocessingService { * Generate a unique dataset name by appending (1), (2), etc. if name already exists */ private getUniqueDatasetName(baseName: string): string { - const existingNames = this.dataProvider.getDataSetNames(); + const existingNames = this.dataLoader.getDataSetNames(); if (!existingNames.includes(baseName)) { return baseName; } @@ -47,7 +59,7 @@ export class PreprocessingService { /** * Get processing progress updates from worker */ - get processingProgress(): Observable<{step: string; progress: number; message: string}> { + get processingProgress(): Observable<{ step: string; progress: number; message: string }> { return this.dataProcessor.processingProgress; } @@ -70,7 +82,7 @@ export class PreprocessingService { isProcessing: false, processingProgress: 0, processingStep: '', - error: null + error: null, }; } @@ -128,16 +140,15 @@ export class PreprocessingService { columnConfigs, datasetName, timestamp, - isProcessing: false + isProcessing: false, }); this.saveStateToStorage(); return profile; - } catch (error: any) { this.updateState({ isProcessing: false, - error: error.message || 'Failed to load data file' + error: error.message || 'Failed to load data file', }); throw error; } @@ -181,7 +192,7 @@ export class PreprocessingService { outlierMethod: OutlierMethod.IQR_1_5, outlierStrategy: OutlierStrategy.Keep, enabled: true, - hasIssues: col.missingPercentage > 50 || col.uniqueCount === 1 + hasIssues: col.missingPercentage > 50 || col.uniqueCount === 1, }; } @@ -211,15 +222,16 @@ export class PreprocessingService { if (colorConfig) { // Categorical or Text data types should use categorical color scale - if (colorConfig.originalType === DataType.Categorical || - colorConfig.originalType === DataType.Text || - colorConfig.targetType === DataType.Categorical || - colorConfig.targetType === DataType.Text) { + if ( + colorConfig.originalType === DataType.Categorical || + colorConfig.originalType === DataType.Text || + colorConfig.targetType === DataType.Categorical || + colorConfig.targetType === DataType.Text + ) { colorScaleMode = 'categorical'; } // Numeric data types use continuous color scale - else if (colorConfig.originalType === DataType.Numeric || - colorConfig.targetType === DataType.Numeric) { + else if (colorConfig.originalType === DataType.Numeric || colorConfig.targetType === DataType.Numeric) { colorScaleMode = 'continuous'; } } @@ -237,7 +249,7 @@ export class PreprocessingService { this.updateState({ columnConfigs: new Map(configs), colorScaleMode: colorScaleMode, - colorScaleId: colorScaleId + colorScaleId: colorScaleId, }); this.saveStateToStorage(); } @@ -266,8 +278,9 @@ export class PreprocessingService { const state = this.currentState; const featureNames: string[] = []; - const enabledCols = Array.from(state.columnConfigs.values()) - .filter(config => config.enabled && config.originalType !== DataType.ID); + const enabledCols = Array.from(state.columnConfigs.values()).filter( + config => config.enabled && config.originalType !== DataType.ID + ); for (const col of enabledCols) { if (col.encodingMethod === EncodingMethod.OneHot) { @@ -275,7 +288,7 @@ export class PreprocessingService { const colStats = state.dataProfile?.columns.find(c => c.name === col.name); if (colStats && colStats.topValues) { // Generate predicted column names: columnName_value - colStats.topValues.forEach((item) => { + colStats.topValues.forEach(item => { featureNames.push(`${col.name}_${item.value}`); }); } @@ -297,7 +310,7 @@ export class PreprocessingService { public selectAllColumns(): void { const configs = this.currentState.columnConfigs; - configs.forEach(config => config.enabled = true); + configs.forEach(config => (config.enabled = true)); this.updateState({ columnConfigs: new Map(configs) }); this.saveStateToStorage(); } @@ -316,7 +329,7 @@ export class PreprocessingService { // Cleaning configuration public updateCleaningConfig(updates: Partial): void { this.updateState({ - cleaningConfig: { ...this.currentState.cleaningConfig, ...updates } + cleaningConfig: { ...this.currentState.cleaningConfig, ...updates }, }); this.saveStateToStorage(); } @@ -324,45 +337,43 @@ export class PreprocessingService { // Projection configuration public updateProjectionConfig(updates: Partial): void { this.updateState({ - projectionConfig: { ...this.currentState.projectionConfig, ...updates } + projectionConfig: { ...this.currentState.projectionConfig, ...updates }, }); this.saveStateToStorage(); } // Outlier detection - public async detectOutliers(columnName: string, method: OutlierMethod): Promise<{ outlierCount: number; outlierIndices: number[] }> { + public async detectOutliers( + columnName: string, + method: OutlierMethod + ): Promise<{ outlierCount: number; outlierIndices: number[] }> { if (!this.currentState.rawFileName) { throw new Error('No data file loaded'); } - const result = await this.dataProcessor.detectOutliers( - this.currentState.rawFileName, - columnName, - method - ); + const result = await this.dataProcessor.detectOutliers(this.currentState.rawFileName, columnName, method); return { outlierCount: result.outlier_count, - outlierIndices: result.outlier_indices + outlierIndices: result.outlier_indices, }; } // Duplicate detection - public async detectDuplicates(subsetColumns?: string[]): Promise<{ duplicateCount: number; duplicateIndices: number[]; percentage: number; sampleDuplicates: any[] }> { + public async detectDuplicates( + subsetColumns?: string[] + ): Promise<{ duplicateCount: number; duplicateIndices: number[]; percentage: number; sampleDuplicates: any[] }> { if (!this.currentState.rawFileName) { throw new Error('No data file loaded'); } - const result = await this.dataProcessor.detectDuplicates( - this.currentState.rawFileName, - subsetColumns - ); + const result = await this.dataProcessor.detectDuplicates(this.currentState.rawFileName, subsetColumns); return { duplicateCount: result.duplicateCount, duplicateIndices: result.duplicateIndices, percentage: result.percentage, - sampleDuplicates: result.sampleDuplicates + sampleDuplicates: result.sampleDuplicates, }; } @@ -376,7 +387,7 @@ export class PreprocessingService { this.updateState({ isProcessing: true, processingProgress: 0, - error: null + error: null, }); try { @@ -385,23 +396,19 @@ export class PreprocessingService { // File is already in Pyodide FS from loadCSV() - no need to re-upload // Send to worker for processing (use rawFileName which is the actual CSV file in Pyodide FS) - const result = await this.dataProcessor.processWithConfig( - this.currentState.rawFileName, - config - ); + const result = await this.dataProcessor.processWithConfig(this.currentState.rawFileName, config); this.updateState({ processedDataset: result, isProcessing: false, - processingProgress: 100 + processingProgress: 100, }); this.saveStateToStorage(); - } catch (error: any) { this.updateState({ isProcessing: false, - error: error.message || 'Processing failed' + error: error.message || 'Processing failed', }); throw error; } @@ -420,7 +427,7 @@ export class PreprocessingService { */ public async addProjectionPositions( method: string, - positions: Array<{id: string | number; x: number; y: number}> + positions: { id: string | number; x: number; y: number }[] ): Promise { const state = this.currentState; @@ -432,8 +439,7 @@ export class PreprocessingService { // The dataset structure from worker const collection = state.processedDataset as any; - const datasetKey = collection.selectedDataset || - (collection.datasets ? Object.keys(collection.datasets)[0] : null); + const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); if (!datasetKey || !collection.datasets) { throw new Error('Invalid dataset structure'); @@ -455,7 +461,7 @@ export class PreprocessingService { // Always normalize IDs to string for consistency dataset.positions[method] = positions.map(p => ({ id: String(p.id), - position: { x: p.x, y: p.y } + position: { x: p.x, y: p.y }, })); // Update state to trigger any observers @@ -479,7 +485,7 @@ export class PreprocessingService { missingValueStrategy: col.missingValueStrategy, missingValueFillValue: col.missingValueFillValue, outlierMethod: col.outlierMethod, - outlierStrategy: col.outlierStrategy + outlierStrategy: col.outlierStrategy, })), cleaning: state.cleaningConfig, projections: state.projectionConfig, @@ -487,7 +493,7 @@ export class PreprocessingService { glyphFeatures: state.glyphFeatures, tooltipFeatures: state.tooltipFeatures.length > 0 ? state.tooltipFeatures : null, colorScaleMode: state.colorScaleMode, - colorScaleId: state.colorScaleId + colorScaleId: state.colorScaleId, }; } @@ -515,7 +521,7 @@ export class PreprocessingService { datasetName: state.datasetName, timestamp: state.timestamp, glyphFeatures: state.glyphFeatures, - tooltipFeatures: state.tooltipFeatures + tooltipFeatures: state.tooltipFeatures, }; localStorage.setItem('glyphspace_preprocessing_state', JSON.stringify(serializable)); @@ -539,7 +545,7 @@ export class PreprocessingService { datasetName: parsed.datasetName, timestamp: parsed.timestamp, glyphFeatures: parsed.glyphFeatures || [], - tooltipFeatures: parsed.tooltipFeatures || [] + tooltipFeatures: parsed.tooltipFeatures || [], }); } } catch (error) { diff --git a/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.html b/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.html index fbac5fd..9988a4c 100644 --- a/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.html +++ b/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.html @@ -1,8 +1,4 @@ - - + + class="whisker" + > Min: {{ formatValue(min) }} @@ -23,7 +20,8 @@ [attr.y2]="height / 2" [attr.stroke]="color" stroke-width="1.5" - class="whisker"> + class="whisker" + > Max: {{ formatValue(max) }} @@ -37,7 +35,8 @@ fill-opacity="0.2" [attr.stroke]="color" stroke-width="1.5" - class="box"> + class="box" + > Q1: {{ formatValue(q1) }} | Q3: {{ formatValue(q3) }} @@ -49,18 +48,14 @@ [attr.y2]="boxY + boxHeight" [attr.stroke]="color" stroke-width="2" - class="median"> + class="median" + > Median: {{ formatValue(median) }} @if (meanPos !== undefined) { - + Mean: {{ formatValue(mean) }} } @@ -73,7 +68,8 @@ [attr.y2]="boxY + boxHeight - 4" [attr.stroke]="color" stroke-width="1.5" - class="whisker-cap" /> + class="whisker-cap" + /> + class="whisker-cap" + /> + font-size="9" + > {{ formatShortValue(min) }} @@ -103,7 +101,8 @@ class="axis-label" text-anchor="middle" [attr.fill]="color" - font-size="9"> + font-size="9" + > {{ formatShortValue(max) }} diff --git a/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts b/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts index e4f34ef..e94bbd3 100644 --- a/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts +++ b/src/app/preprocessing-wizard/shared/box-plot/box-plot.component.ts @@ -4,26 +4,26 @@ import { Component, Input, OnChanges } from '@angular/core'; standalone: true, imports: [], templateUrl: './box-plot.component.html', - styleUrl: './box-plot.component.scss' + styleUrl: './box-plot.component.scss', }) export class BoxPlotComponent implements OnChanges { - @Input() min: number = 0; - @Input() q1: number = 0; - @Input() median: number = 0; - @Input() q3: number = 0; - @Input() max: number = 0; + @Input() min = 0; + @Input() q1 = 0; + @Input() median = 0; + @Input() q3 = 0; + @Input() max = 0; @Input() mean?: number; - @Input() width: number = 150; - @Input() height: number = 40; - @Input() color: string = '#00bcd4'; + @Input() width = 150; + @Input() height = 40; + @Input() color = '#00bcd4'; // Calculated positions - boxLeft: number = 0; - boxWidth: number = 0; - medianPos: number = 0; + boxLeft = 0; + boxWidth = 0; + medianPos = 0; meanPos?: number; - whiskerLeftPos: number = 0; - whiskerRightPos: number = 0; + whiskerLeftPos = 0; + whiskerRightPos = 0; padding = 10; plotWidth = 0; @@ -31,7 +31,7 @@ export class BoxPlotComponent implements OnChanges { boxY = 0; ngOnChanges(): void { - this.plotWidth = this.width - (this.padding * 2); + this.plotWidth = this.width - this.padding * 2; this.boxY = (this.height - this.boxHeight) / 2 - 4; // Leave room for labels const range = this.max - this.min; diff --git a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html index 08d4ea1..0bdf523 100644 --- a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html +++ b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.html @@ -21,12 +21,13 @@ [style.width.%]="completenessPercentage" [class.good]="completenessPercentage >= 90" [class.warning]="completenessPercentage >= 50 && completenessPercentage < 90" - [class.poor]="completenessPercentage < 50"> -
+ [class.poor]="completenessPercentage < 50" + >
- {{ statistics.count }} / {{ statistics.count + statistics.missingCount }} - ({{ completenessPercentage.toFixed(1) }}%) + {{ statistics.count }} / {{ statistics.count + statistics.missingCount }} ({{ + completenessPercentage.toFixed(1) + }}%)
diff --git a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts index f8f7e7b..5a96f7d 100644 --- a/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts +++ b/src/app/preprocessing-wizard/shared/column-statistics/column-statistics.component.ts @@ -7,11 +7,11 @@ import { DataTypeBadgeComponent } from '../../../shared/components/data-type-bad standalone: true, imports: [DataTypeBadgeComponent], templateUrl: './column-statistics.component.html', - styleUrl: './column-statistics.component.scss' + styleUrl: './column-statistics.component.scss', }) export class ColumnStatisticsComponent { @Input() statistics!: ColumnStatistics; - @Input() compact: boolean = false; + @Input() compact = false; get completenessPercentage(): number { const total = this.statistics.count + this.statistics.missingCount; @@ -20,8 +20,7 @@ export class ColumnStatisticsComponent { } get hasIssues(): boolean { - return this.statistics.missingPercentage > 50 || - this.statistics.uniqueCount === 1; + return this.statistics.missingPercentage > 50 || this.statistics.uniqueCount === 1; } get issueDescription(): string { diff --git a/src/app/preprocessing-wizard/shared/constants/help-text.ts b/src/app/preprocessing-wizard/shared/constants/help-text.ts index 8f9586f..d8f910a 100644 --- a/src/app/preprocessing-wizard/shared/constants/help-text.ts +++ b/src/app/preprocessing-wizard/shared/constants/help-text.ts @@ -12,7 +12,7 @@ export const HELP_TEXT = { date: 'Date or datetime values. Examples: 2024-01-15, timestamps', boolean: 'True/False or Yes/No values', id: 'Unique identifiers for each row. Examples: customer ID, transaction number', - coordinate: 'Geographic coordinates (latitude/longitude)' + coordinate: 'Geographic coordinates (latitude/longitude)', }, // Encoding Methods @@ -20,48 +20,49 @@ export const HELP_TEXT = { none: { short: 'Keep original values without transformation', when: 'Use for: Data that is already numeric', - example: '' + example: '', }, oneHot: { short: 'Create separate binary columns for each category', when: 'Use for: Categorical data with few distinct values (<10)', - example: 'Example: \'Color: Red, Blue\' becomes two columns: Red=1/0, Blue=1/0' + example: + "Example: 'Color: Red, Blue' becomes two columns: Red=1/0, Blue=1/0", }, label: { short: 'Convert categories to integer codes', when: 'Use for: Categorical data with many distinct values', - example: 'Example: \'Red\'=0, \'Blue\'=1, \'Green\'=2' + example: "Example: 'Red'=0, 'Blue'=1, 'Green'=2", }, normalize: { short: 'Scale values to 0-1 range', when: 'Use for: Numeric data when you want all values between 0 and 1', - example: 'Example: Values 10-100 become 0.0-1.0' + example: 'Example: Values 10-100 become 0.0-1.0', }, standardize: { short: 'Transform to zero mean and unit variance (Z-score)', when: 'Use for: Numeric data following a normal distribution', - example: 'Example: Values are centered around 0 with standard deviation of 1' - } + example: 'Example: Values are centered around 0 with standard deviation of 1', + }, }, // Scaling Methods scaling: { none: { short: 'No scaling applied', - when: 'Use when: Data is already in desired range or scaling not needed' + when: 'Use when: Data is already in desired range or scaling not needed', }, standard: { short: 'Centers data around 0 with standard deviation of 1 (Z-score)', - when: 'Best for: Normally distributed data without major outliers' + when: 'Best for: Normally distributed data without major outliers', }, minMax: { short: 'Scales to exact 0-1 range', - when: 'Best for: When you need values in specific range. Warning: Sensitive to outliers' + when: 'Best for: When you need values in specific range. Warning: Sensitive to outliers', }, robust: { short: 'Uses median and IQR instead of mean and standard deviation', - when: 'Best for: Data with outliers - more resilient than standard scaling' - } + when: 'Best for: Data with outliers - more resilient than standard scaling', + }, }, // Missing Value Strategies @@ -71,24 +72,30 @@ export const HELP_TEXT = { fillMean: 'Replace missing values with the average (mean). Only works for numeric columns.', fillMedian: 'Replace missing values with the middle value (median). More robust to outliers than mean.', fillMode: 'Replace missing values with the most common value. Works for both numeric and categorical data.', - fillValue: 'Specify a custom value to use for all missing entries.' + fillValue: 'Specify a custom value to use for all missing entries.', }, // Outlier Detection Methods outlierMethods: { - iqr_1_5: 'IQR (1.5x) - Standard method
Flags values beyond 1.5× the box plot whiskers (Q1-1.5×IQR or Q3+1.5×IQR).
Most commonly used, balanced approach', - iqr_2_0: 'IQR (2.0x) - More relaxed
Catches only extreme outliers beyond 2× the IQR.
Use when you want to keep more data', - iqr_3_0: 'IQR (3.0x) - Very lenient
Minimal outlier detection - only catches very extreme values.
Use when outliers might be legitimate', - zscore_2: 'Z-Score (2σ) - Strict
Flags values more than 2 standard deviations from the mean.
Catches ~5% of data in normal distribution', - zscore_3: 'Z-Score (3σ) - Standard
Flags values more than 3 standard deviations from the mean.
Balanced statistical method, catches ~0.3% in normal distribution', - zscore_4: 'Z-Score (4σ) - Lenient
Only catches values very far from the mean (4+ standard deviations).
Very conservative approach' + iqr_1_5: + 'IQR (1.5x) - Standard method
Flags values beyond 1.5× the box plot whiskers (Q1-1.5×IQR or Q3+1.5×IQR).
Most commonly used, balanced approach', + iqr_2_0: + 'IQR (2.0x) - More relaxed
Catches only extreme outliers beyond 2× the IQR.
Use when you want to keep more data', + iqr_3_0: + 'IQR (3.0x) - Very lenient
Minimal outlier detection - only catches very extreme values.
Use when outliers might be legitimate', + zscore_2: + 'Z-Score (2σ) - Strict
Flags values more than 2 standard deviations from the mean.
Catches ~5% of data in normal distribution', + zscore_3: + 'Z-Score (3σ) - Standard
Flags values more than 3 standard deviations from the mean.
Balanced statistical method, catches ~0.3% in normal distribution', + zscore_4: + 'Z-Score (4σ) - Lenient
Only catches values very far from the mean (4+ standard deviations).
Very conservative approach', }, // Outlier Strategies outlierStrategies: { keep: 'Keep all outliers in your data. They may skew visualizations but preserve original information.', remove: 'Delete rows containing outlier values. ⚠ Warning: Data Loss', - cap: 'Limit outliers to boundary values (cap at threshold). Preserves row count while reducing extreme values.' + cap: 'Limit outliers to boundary values (cap at threshold). Preserves row count while reducing extreme values.', }, // Projection Methods @@ -96,16 +103,17 @@ export const HELP_TEXT = { pca: { name: 'PCA (Principal Component Analysis)', when: 'Shows immediately', - description: 'Fast linear dimensionality reduction that captures the directions of maximum variance in your data.', + description: + 'Fast linear dimensionality reduction that captures the directions of maximum variance in your data.', bestFor: [ 'Quick initial exploration', 'Understanding overall data structure', 'Identifying main patterns and outliers', - 'Linear relationships between features' + 'Linear relationships between features', ], characteristics: 'Creates smooth, broad patterns. Points far apart in PCA are genuinely different.', speed: 'Very fast (<1 second for most datasets)', - technical: 'Computes eigenvalues of covariance matrix. Always runs first to provide immediate visualization.' + technical: 'Computes eigenvalues of covariance matrix. Always runs first to provide immediate visualization.', }, fastmap: { @@ -116,11 +124,12 @@ export const HELP_TEXT = { 'Large datasets (40K+ items)', 'Quick initial exploration', 'Preserving pairwise distances', - 'When speed is critical' + 'When speed is critical', ], characteristics: 'Very fast projection that preserves distances. Great for initial exploration of large data.', speed: 'Very fast (sub-second even for 40K+ items)', - technical: 'Projects data to lower dimensions by selecting pivot points and computing distances. O(n) complexity.' + technical: + 'Projects data to lower dimensions by selecting pivot points and computing distances. O(n) complexity.', }, isomap: { @@ -131,11 +140,11 @@ export const HELP_TEXT = { 'Non-linear data structures', 'Preserving geodesic distances', 'Revealing manifold structure', - 'General-purpose visualization' + 'General-purpose visualization', ], characteristics: 'Captures non-linear relationships. Better than PCA for curved manifolds.', speed: 'Fast (few seconds for most datasets)', - technical: 'Builds neighborhood graph and computes shortest paths to preserve geodesic distances.' + technical: 'Builds neighborhood graph and computes shortest paths to preserve geodesic distances.', }, tsne: { @@ -146,20 +155,21 @@ export const HELP_TEXT = { 'Discovering clusters and groups', 'Revealing local structure', 'Visualizing high-dimensional data', - 'Pattern recognition' + 'Pattern recognition', ], - characteristics: 'Emphasizes local relationships. Clusters are meaningful, but distances between clusters are not.', + characteristics: + 'Emphasizes local relationships. Clusters are meaningful, but distances between clusters are not.', speed: 'Slow (seconds to minutes depending on dataset size)', parameters: { perplexity: 'Balances local vs. global structure (5-50). Higher = more global context.', - iterations: 'More iterations = better quality, but slower (500-5000)' + iterations: 'More iterations = better quality, but slower (500-5000)', }, technical: 'Uses gradient descent to minimize KL divergence. Computationally intensive.', warnings: [ 'Global structure (distances between clusters) may be misleading', 'Different runs may produce different results', - 'Can be very slow on large datasets (>10k rows)' - ] + 'Can be very slow on large datasets (>10k rows)', + ], }, umap: { @@ -170,19 +180,19 @@ export const HELP_TEXT = { 'Balancing local and global structure', 'Preserving more global relationships than t-SNE', 'Faster results on large datasets', - 'General-purpose visualization' + 'General-purpose visualization', ], characteristics: 'Maintains both cluster structure AND meaningful distances between clusters.', speed: 'Slow (but faster than t-SNE)', parameters: { neighbors: 'Size of local neighborhood (2-200). Higher = more global structure.', - minDist: 'Minimum distance between points (0.0-0.99). Lower = tighter clusters.' + minDist: 'Minimum distance between points (0.0-0.99). Lower = tighter clusters.', }, technical: 'Based on Riemannian geometry and topological data analysis.', warnings: [ 'Can be memory-intensive for very large datasets', - 'JavaScript version may differ slightly from Python implementation' - ] + 'JavaScript version may differ slightly from Python implementation', + ], }, mds: { @@ -193,11 +203,11 @@ export const HELP_TEXT = { 'Preserving overall distance structure', 'Creating interpretable layouts', 'When global relationships matter more than clusters', - 'Comparing similarity between items' + 'Comparing similarity between items', ], characteristics: 'Focuses on preserving distances. Similar items stay close together.', speed: 'Fast (few seconds)', - technical: 'Minimizes stress function to preserve pairwise distances in lower dimensions.' + technical: 'Minimizes stress function to preserve pairwise distances in lower dimensions.', }, lle: { @@ -208,15 +218,12 @@ export const HELP_TEXT = { 'Data lying on curved manifolds', 'Preserving local neighborhood structure', 'When data has intrinsic low-dimensional structure', - 'Discovering underlying geometry' + 'Discovering underlying geometry', ], characteristics: 'Assumes data lies on a smooth manifold. Good at unfolding curved structures.', speed: 'Medium (few seconds to a minute)', technical: 'Reconstructs each point from its neighbors, then finds low-dimensional embedding.', - warnings: [ - 'Sensitive to neighborhood size selection', - 'May struggle with holes or disconnected regions' - ] + warnings: ['Sensitive to neighborhood size selection', 'May struggle with holes or disconnected regions'], }, ltsa: { @@ -227,11 +234,11 @@ export const HELP_TEXT = { 'Curved manifolds with smooth transitions', 'When local geometry is complex', 'Understanding intrinsic data structure', - 'Datasets with well-defined neighborhoods' + 'Datasets with well-defined neighborhoods', ], characteristics: 'Better at handling curved manifolds than LLE. Uses local tangent approximations.', speed: 'Medium (few seconds to a minute)', - technical: 'Computes local tangent spaces and aligns them to find global coordinates.' + technical: 'Computes local tangent spaces and aligns them to find global coordinates.', }, trimap: { @@ -242,11 +249,11 @@ export const HELP_TEXT = { 'Large datasets where t-SNE is too slow', 'Preserving both local and global structure', 'When cluster separation matters', - 'General-purpose visualization' + 'General-purpose visualization', ], characteristics: 'Good balance of speed and quality. Better global structure than t-SNE.', speed: 'Medium (faster than t-SNE)', - technical: 'Uses triplet constraints to preserve relative distances.' + technical: 'Uses triplet constraints to preserve relative distances.', }, topomap: { @@ -257,11 +264,11 @@ export const HELP_TEXT = { 'Preserving topological features', 'When connectivity patterns matter', 'Network-like data structures', - 'Understanding data shape' + 'Understanding data shape', ], characteristics: 'Focuses on preserving the topological structure of the data.', speed: 'Medium', - technical: 'Preserves topological features like connected components and holes.' + technical: 'Preserves topological features like connected components and holes.', }, sammon: { @@ -272,11 +279,11 @@ export const HELP_TEXT = { 'When small distances are more important than large ones', 'Preserving local similarity', 'Compact visualizations', - 'Data with meaningful local structure' + 'Data with meaningful local structure', ], characteristics: 'Puts more weight on preserving small distances. Good for local structure.', speed: 'Medium', - technical: 'Minimizes Sammon stress with inverse weighting on original distances.' + technical: 'Minimizes Sammon stress with inverse weighting on original distances.', }, backgroundProcessing: { @@ -293,8 +300,8 @@ export const HELP_TEXT = { Progress Tracking: Check the projection status indicator in the top-right corner of Glyphspace to see which projections are ready, computing, or pending. - ` - } + `, + }, }, // Projection Parameters @@ -355,21 +362,29 @@ export const HELP_TEXT = { • Low (100-300): More flexible embedding
• Default (500): Balanced
• High (700-2000): Stricter triplet preservation

- Higher values produce tighter clusters but may over-constrain the layout` + Higher values produce tighter clusters but may over-constrain the layout`, }, // Table Column Headers tableHeaders: { type: 'Data type detected automatically based on column values.

Numeric: Numbers
Categorical: Limited distinct values
Text: Free-form text', - missing: 'Percentage of rows with no value in this column.

>50% missing may indicate poor data quality and could cause issues.', - unique: 'Number of distinct (different) values in this column.

High uniqueness in categorical columns can cause performance issues with one-hot encoding.', - distribution: 'Visual representation of value distribution.

Sparkline: Shows frequency of top categorical values
Box plot: Shows numeric quartiles and outliers', - statistics: 'Summary statistics for numeric columns.

Includes min, max, mean, median, and standard deviation.', + missing: + 'Percentage of rows with no value in this column.

>50% missing may indicate poor data quality and could cause issues.', + unique: + 'Number of distinct (different) values in this column.

High uniqueness in categorical columns can cause performance issues with one-hot encoding.', + distribution: + 'Visual representation of value distribution.

Sparkline: Shows frequency of top categorical values
Box plot: Shows numeric quartiles and outliers', + statistics: + 'Summary statistics for numeric columns.

Includes min, max, mean, median, and standard deviation.', // Configure Data & Features column headers - encoding: 'Defines how data values are transformed.

Numeric data: Can be left as-is (None), scaled to a 0–1 range (Normalize), or centered and scaled to unit variance (Standardize).

Categorical data: Can be converted to numeric IDs (Label) or to separate binary columns for each category (One-hot).', - scaling: 'Adjusts numeric values to make them comparable.

None: No scaling
Standard: Standardization to mean 0 and unit variance
Min-Max: Scaling to a fixed range like 0–1
Robust: Scaling based on percentiles to reduce outlier effects', - missingValues: 'Controls how missing data is handled.

Keep: Keep them as-is
Remove rows: Remove rows containing them
Fill mode: Fill with the most common value
Fill value: Fill with a custom value', - outliers: 'Controls how extreme values are handled.

Outliers can be detected using the interquartile range (IQR) or z-Score (measuring how far a value is from the mean in standard deviations).

Keep: Keep outliers
Remove: Remove rows with outliers
Cap: Limit values to the threshold' + encoding: + 'Defines how data values are transformed.

Numeric data: Can be left as-is (None), scaled to a 0–1 range (Normalize), or centered and scaled to unit variance (Standardize).

Categorical data: Can be converted to numeric IDs (Label) or to separate binary columns for each category (One-hot).', + scaling: + 'Adjusts numeric values to make them comparable.

None: No scaling
Standard: Standardization to mean 0 and unit variance
Min-Max: Scaling to a fixed range like 0–1
Robust: Scaling based on percentiles to reduce outlier effects', + missingValues: + 'Controls how missing data is handled.

Keep: Keep them as-is
Remove rows: Remove rows containing them
Fill mode: Fill with the most common value
Fill value: Fill with a custom value', + outliers: + 'Controls how extreme values are handled.

Outliers can be detected using the interquartile range (IQR) or z-Score (measuring how far a value is from the mean in standard deviations).

Keep: Keep outliers
Remove: Remove rows with outliers
Cap: Limit values to the threshold', }, // General concepts @@ -412,6 +427,6 @@ export const HELP_TEXT = { • Categorical (few values): One-Hot encoding
• Categorical (many values): Label encoding
• Text/ID columns: Excluded from projection

- You can change any of these if needed` - } + You can change any of these if needed`, + }, }; diff --git a/src/app/preprocessing-wizard/shared/constants/step-info.ts b/src/app/preprocessing-wizard/shared/constants/step-info.ts index 622aacd..71bbda0 100644 --- a/src/app/preprocessing-wizard/shared/constants/step-info.ts +++ b/src/app/preprocessing-wizard/shared/constants/step-info.ts @@ -11,22 +11,23 @@ export interface StepInfo { export const STEP_INFO: Record = { 0: { title: 'Upload Data', - purpose: 'Upload your CSV or Parquet file to begin analyzing and preparing your data for visualization' + purpose: 'Upload your CSV or Parquet file to begin analyzing and preparing your data for visualization', }, 1: { title: 'Select Columns', - purpose: 'Choose which columns to include in your visualization. Deselect ID fields and irrelevant columns.' + purpose: 'Choose which columns to include in your visualization. Deselect ID fields and irrelevant columns.', }, 2: { title: 'Configure Data & Features', - purpose: 'Configure encoding, scaling, and data cleaning settings for each column. Select a column to view and edit its options.' + purpose: + 'Configure encoding, scaling, and data cleaning settings for each column. Select a column to view and edit its options.', }, 3: { title: 'Visualization Settings', - purpose: 'Configure glyph features with live preview, set color mapping, and select projection methods.' + purpose: 'Configure glyph features with live preview, set color mapping, and select projection methods.', }, 4: { title: 'Review & Process', - purpose: 'Review your configuration summary and process the data for visualization.' - } + purpose: 'Review your configuration summary and process the data for visualization.', + }, }; diff --git a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.html b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.html index 795a071..a418820 100644 --- a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.html +++ b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.html @@ -28,9 +28,7 @@
@if (data.length > maxRows) { -
- Showing {{ maxRows }} of {{ data.length }} rows -
+
Showing {{ maxRows }} of {{ data.length }} rows
} }
diff --git a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts index dba58d0..5ec4d82 100644 --- a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts +++ b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts @@ -4,13 +4,13 @@ import { Component, Input } from '@angular/core'; standalone: true, imports: [], templateUrl: './data-preview-table.component.html', - styleUrl: './data-preview-table.component.scss' + styleUrl: './data-preview-table.component.scss', }) export class DataPreviewTableComponent { @Input() data: any[] = []; @Input() columns: string[] = []; - @Input() highlightColumns: Set = new Set(); - @Input() maxRows: number = 10; + @Input() highlightColumns = new Set(); + @Input() maxRows = 10; get displayData(): any[] { return this.data.slice(0, this.maxRows); diff --git a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.html b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.html index 6685d6a..c49f1bd 100644 --- a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.html +++ b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.html @@ -9,7 +9,8 @@ [attr.aria-label]="'Help: ' + helpText" [attr.aria-expanded]="isVisible" type="button" - tabindex="0"> + tabindex="0" + > help_outline @@ -19,7 +20,8 @@ [class.visible]="isVisible" [ngStyle]="tooltipStyle" role="tooltip" - [attr.aria-hidden]="!isVisible"> + [attr.aria-hidden]="!isVisible" + >
diff --git a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.scss b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.scss index 2526094..d185e13 100644 --- a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.scss +++ b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.scss @@ -46,7 +46,9 @@ max-width: 280px; opacity: 0; visibility: hidden; - transition: opacity 0.15s ease, visibility 0.15s ease; + transition: + opacity 0.15s ease, + visibility 0.15s ease; pointer-events: none; box-sizing: border-box; overflow: hidden; @@ -77,7 +79,8 @@ color: v.$gray-800; } - ul, ol { + ul, + ol { margin: 8px 0; padding-left: 20px; } diff --git a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts index f2602d2..1bf6a29 100644 --- a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts +++ b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts @@ -6,17 +6,20 @@ import { CommonModule } from '@angular/common'; standalone: true, imports: [CommonModule], templateUrl: './help-tooltip.component.html', - styleUrl: './help-tooltip.component.scss' + styleUrl: './help-tooltip.component.scss', }) export class HelpTooltipComponent implements AfterViewInit { - @Input() helpText: string = ''; + @Input() helpText = ''; @Input() position: 'top' | 'bottom' | 'left' | 'right' = 'top'; @ViewChild('tooltipContent') tooltipContent!: ElementRef; isVisible = false; - tooltipStyle: { [key: string]: string } = {}; + tooltipStyle: Record = {}; - constructor(private elementRef: ElementRef, private cdr: ChangeDetectorRef) {} + constructor( + private elementRef: ElementRef, + private cdr: ChangeDetectorRef + ) {} ngAfterViewInit(): void { // Initial positioning @@ -58,18 +61,18 @@ export class HelpTooltipComponent implements AfterViewInit { switch (this.position) { case 'top': top = rect.top - tooltipRect.height - offset; - left = rect.left + (rect.width / 2) - (tooltipRect.width / 2); + left = rect.left + rect.width / 2 - tooltipRect.width / 2; break; case 'bottom': top = rect.bottom + offset; - left = rect.left + (rect.width / 2) - (tooltipRect.width / 2); + left = rect.left + rect.width / 2 - tooltipRect.width / 2; break; case 'left': - top = rect.top + (rect.height / 2) - (tooltipRect.height / 2); + top = rect.top + rect.height / 2 - tooltipRect.height / 2; left = rect.left - tooltipRect.width - offset; break; case 'right': - top = rect.top + (rect.height / 2) - (tooltipRect.height / 2); + top = rect.top + rect.height / 2 - tooltipRect.height / 2; left = rect.right + offset; break; } @@ -87,7 +90,7 @@ export class HelpTooltipComponent implements AfterViewInit { this.tooltipStyle = { top: `${top}px`, - left: `${left}px` + left: `${left}px`, }; this.cdr.detectChanges(); }, 0); diff --git a/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts b/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts index e53118b..bf2fef7 100644 --- a/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts +++ b/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts @@ -7,22 +7,21 @@ import { HistogramData } from '../../models/column-statistics'; standalone: true, imports: [], templateUrl: './histogram-chart.component.html', - styleUrl: './histogram-chart.component.scss' + styleUrl: './histogram-chart.component.scss', }) export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit { @ViewChild('chart', { static: false }) chartContainer!: ElementRef; @Input() data!: HistogramData; - @Input() width: number = 300; - @Input() height: number = 150; - @Input() showAxes: boolean = true; - @Input() color: string = '#2196F3'; + @Input() width = 300; + @Input() height = 150; + @Input() showAxes = true; + @Input() color = '#2196F3'; private svg: any; private initialized = false; - ngOnInit(): void { - } + ngOnInit(): void {} ngAfterViewInit(): void { this.initialized = true; @@ -51,7 +50,8 @@ export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit const height = this.height - margin.top - margin.bottom; // Create SVG - this.svg = d3.select(this.chartContainer.nativeElement) + this.svg = d3 + .select(this.chartContainer.nativeElement) .append('svg') .attr('width', this.width) .attr('height', this.height) @@ -59,18 +59,18 @@ export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit .attr('transform', `translate(${margin.left},${margin.top})`); // Scales - const xScale = d3.scaleLinear() - .domain([0, this.data.counts.length]) - .range([0, width]); + const xScale = d3.scaleLinear().domain([0, this.data.counts.length]).range([0, width]); - const yScale = d3.scaleLinear() + const yScale = d3 + .scaleLinear() .domain([0, d3.max(this.data.counts) || 1]) .range([height, 0]); // Bars const barWidth = width / this.data.counts.length; - this.svg.selectAll('.bar') + this.svg + .selectAll('.bar') .data(this.data.counts) .enter() .append('rect') @@ -81,16 +81,17 @@ export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit .attr('height', (d: number) => height - yScale(d)) .attr('fill', this.color) .attr('opacity', 0.8) - .on('mouseover', function(this: SVGRectElement) { + .on('mouseover', function (this: SVGRectElement) { d3.select(this).attr('opacity', 1); }) - .on('mouseout', function(this: SVGRectElement) { + .on('mouseout', function (this: SVGRectElement) { d3.select(this).attr('opacity', 0.8); }); if (this.showAxes) { // X Axis - const xAxis = d3.axisBottom(xScale) + const xAxis = d3 + .axisBottom(xScale) .ticks(5) .tickFormat((d: any) => { const index = Math.floor(d); @@ -100,20 +101,17 @@ export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit return ''; }); - this.svg.append('g') + this.svg + .append('g') .attr('transform', `translate(0,${height})`) .call(xAxis) .selectAll('text') .style('font-size', '10px'); // Y Axis - const yAxis = d3.axisLeft(yScale) - .ticks(5); + const yAxis = d3.axisLeft(yScale).ticks(5); - this.svg.append('g') - .call(yAxis) - .selectAll('text') - .style('font-size', '10px'); + this.svg.append('g').call(yAxis).selectAll('text').style('font-size', '10px'); } } } diff --git a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html index 6f5198a..a9958b1 100644 --- a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html +++ b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html @@ -7,8 +7,8 @@ [class.active]="isStepActive($index)" [class.completed]="isStepCompleted($index)" [class.clickable]="isStepClickable($index)" - (click)="onStepClick($index)"> - + (click)="onStepClick($index)" + >
@if (isStepCompleted($index) && !isStepActive($index)) { check @@ -21,10 +21,7 @@
@if ($index < steps.length - 1) { -
-
+
}
} diff --git a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts index 3fd239d..b3d7f7c 100644 --- a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts +++ b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.ts @@ -10,12 +10,12 @@ export interface Step { standalone: true, imports: [], templateUrl: './progress-stepper.component.html', - styleUrl: './progress-stepper.component.scss' + styleUrl: './progress-stepper.component.scss', }) export class ProgressStepperComponent { @Input() steps: Step[] = []; - @Input() currentStep: number = 0; - @Input() vertical: boolean = false; + @Input() currentStep = 0; + @Input() vertical = false; @Output() stepClick = new EventEmitter(); onStepClick(index: number): void { diff --git a/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.html b/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.html index e9d7862..b553399 100644 --- a/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.html +++ b/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.html @@ -3,7 +3,8 @@ [attr.height]="height" class="sparkline" [class.sparkline-bar]="type === 'bar'" - [class.sparkline-line]="type === 'line'"> + [class.sparkline-line]="type === 'line'" +> @if (type === 'bar') { @for (bar of bars; track $index) { + class="sparkline-bar-item" + > {{ bar.label }} } } @else { - + } diff --git a/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts b/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts index 9972967..6ff7506 100644 --- a/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts +++ b/src/app/preprocessing-wizard/shared/sparkline-chart/sparkline-chart.component.ts @@ -4,19 +4,19 @@ import { Component, Input, OnChanges } from '@angular/core'; standalone: true, imports: [], templateUrl: './sparkline-chart.component.html', - styleUrl: './sparkline-chart.component.scss' + styleUrl: './sparkline-chart.component.scss', }) export class SparklineChartComponent implements OnChanges { @Input() data: number[] = []; - @Input() labels: string[] = []; // Labels for tooltip - @Input() width: number = 100; - @Input() height: number = 30; - @Input() color: string = '#00bcd4'; + @Input() labels: string[] = []; // Labels for tooltip + @Input() width = 100; + @Input() height = 30; + @Input() color = '#00bcd4'; @Input() type: 'bar' | 'line' = 'bar'; - svgPath: string = ''; - bars: Array<{ x: number; y: number; width: number; height: number; label: string; value: number }> = []; - maxValue: number = 0; + svgPath = ''; + bars: { x: number; y: number; width: number; height: number; label: string; value: number }[] = []; + maxValue = 0; ngOnChanges(): void { if (this.data && this.data.length > 0) { @@ -39,16 +39,14 @@ export class SparklineChartComponent implements OnChanges { const barHeight = this.maxValue > 0 ? (value / this.maxValue) * this.height : 0; // If label is provided, use it as-is (may already include count) // Otherwise create a default label with count - const label = this.labels && this.labels[index] - ? this.labels[index] - : `#${index + 1}: ${value}`; + const label = this.labels && this.labels[index] ? this.labels[index] : `#${index + 1}: ${value}`; return { x: index * barWidth, y: this.height - barHeight, width: actualBarWidth, height: barHeight, label: label, - value: value + value: value, }; }); } diff --git a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss index af94a3d..a3453e1 100644 --- a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss +++ b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.scss @@ -2,14 +2,14 @@ @use '../../../../styles/mixins' as m; .wizard-histogram { - width: 120px; // Fixed width to match the SVG + width: 120px; // Fixed width to match the SVG height: 100%; display: flex; flex-direction: column; align-items: center; justify-content: flex-start; position: relative; - margin: 0 auto; // Center the histogram in its container + margin: 0 auto; // Center the histogram in its container } .chart-container { @@ -21,7 +21,9 @@ } ::ng-deep rect.histogram-bar { - transition: fill 0.15s ease, opacity 0.15s ease; + transition: + fill 0.15s ease, + opacity 0.15s ease; } } @@ -40,7 +42,6 @@ opacity: 0; box-sizing: border-box; - &.visible { opacity: 1; } diff --git a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts index 372934f..0e8fc12 100644 --- a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts +++ b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts @@ -1,36 +1,42 @@ -import { Component, Input, OnInit, OnChanges, ElementRef, ViewChild, AfterViewInit, SimpleChanges } from '@angular/core'; +import { + Component, + Input, + OnInit, + OnChanges, + ElementRef, + ViewChild, + AfterViewInit, + SimpleChanges, +} from '@angular/core'; import * as d3 from 'd3'; import { HistogramData } from '../../models/column-statistics'; import { DataType } from '../../models/data-type.enum'; import { StackedBin } from '../../../shared/types/histogram.types'; -import { - prepareStackedBinsFromArray, - rebinHistogramData -} from '../../../shared/utils/histogram.utils'; +import { prepareStackedBinsFromArray, rebinHistogramData } from '../../../shared/utils/histogram.utils'; @Component({ selector: 'app-wizard-histogram', standalone: true, imports: [], templateUrl: './wizard-histogram.component.html', - styleUrl: './wizard-histogram.component.scss' + styleUrl: './wizard-histogram.component.scss', }) export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewInit { @ViewChild('chartContainer', { static: false }) chartContainer!: ElementRef; @Input() data!: HistogramData; @Input() dataType!: DataType; - @Input() color: string = '#2196F3'; - @Input() width: number = 120; - @Input() height: number = 40; - @Input() enabled: boolean = true; + @Input() color = '#2196F3'; + @Input() width = 120; + @Input() height = 40; + @Input() enabled = true; private svg: any; private initialized = false; private cachedStackedBins: StackedBin[] | null = null; - hoverLabel: string = ''; - showHoverLabel: boolean = false; + hoverLabel = ''; + showHoverLabel = false; private lastHoveredBar: any = null; private hoverLabelElement: HTMLElement | null = null; @@ -38,8 +44,7 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni private readonly MAX_NUMERIC_BINS = 20; private readonly margin = { top: 2, right: 2, bottom: 2, left: 2 }; - ngOnInit(): void { - } + ngOnInit(): void {} ngAfterViewInit(): void { this.initialized = true; @@ -76,7 +81,8 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni const height = this.height - this.margin.top - this.margin.bottom; // Create SVG - this.svg = d3.select(this.chartContainer.nativeElement) + this.svg = d3 + .select(this.chartContainer.nativeElement) .append('svg') .attr('width', this.width) .attr('height', this.height) @@ -100,15 +106,19 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni const nonZeroBinCount = this.cachedStackedBins.length; // If declared as categorical but has too many non-zero bins, treat as numeric - if ((this.dataType === DataType.Categorical || this.dataType === DataType.Boolean) - && nonZeroBinCount > this.MAX_CATEGORICAL_BINS) { + if ( + (this.dataType === DataType.Categorical || this.dataType === DataType.Boolean) && + nonZeroBinCount > this.MAX_CATEGORICAL_BINS + ) { return 'numeric'; } // If categorical, boolean, or text type with reasonable bins - if (this.dataType === DataType.Categorical || - this.dataType === DataType.Boolean || - this.dataType === DataType.Text) { + if ( + this.dataType === DataType.Categorical || + this.dataType === DataType.Boolean || + this.dataType === DataType.Text + ) { return 'categorical'; } @@ -117,11 +127,9 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni } private prepareStackedBins(): StackedBin[] { - return prepareStackedBinsFromArray( - this.data.counts, - this.data.labels, - { availableWidth: this.width - this.margin.left - this.margin.right } - ); + return prepareStackedBinsFromArray(this.data.counts, this.data.labels, { + availableWidth: this.width - this.margin.left - this.margin.right, + }); } private drawCategoricalHistogram(width: number, height: number): void { @@ -132,7 +140,8 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni const displayColor = this.enabled ? this.color : '#ccc'; - const bars = this.svg.selectAll('rect') + const bars = this.svg + .selectAll('rect') .data(bins) .enter() .append('rect') @@ -149,30 +158,25 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni .style('pointer-events', 'all'); if (this.enabled) { - bars - .on('mouseenter', (event: MouseEvent, d: StackedBin) => { - const currentBar = event.currentTarget as SVGRectElement; - - // Reset previous bar if it exists - if (this.lastHoveredBar) { - d3.select(this.lastHoveredBar) - .attr('fill', displayColor) - .attr('opacity', 0.4); - } - - // Highlight current bar with full color - d3.select(currentBar) - .attr('fill', displayColor) - .attr('opacity', 0.9); - - this.lastHoveredBar = currentBar; - - // Update hover label directly in DOM without triggering change detection - if (this.hoverLabelElement) { - this.hoverLabelElement.textContent = d.label || `Bin ${d.bin}`; - this.hoverLabelElement.classList.add('visible'); - } - }); + bars.on('mouseenter', (event: MouseEvent, d: StackedBin) => { + const currentBar = event.currentTarget as SVGRectElement; + + // Reset previous bar if it exists + if (this.lastHoveredBar) { + d3.select(this.lastHoveredBar).attr('fill', displayColor).attr('opacity', 0.4); + } + + // Highlight current bar with full color + d3.select(currentBar).attr('fill', displayColor).attr('opacity', 0.9); + + this.lastHoveredBar = currentBar; + + // Update hover label directly in DOM without triggering change detection + if (this.hoverLabelElement) { + this.hoverLabelElement.textContent = d.label || `Bin ${d.bin}`; + this.hoverLabelElement.classList.add('visible'); + } + }); } } @@ -183,19 +187,16 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni const bins = counts.map((value: number, index: number) => ({ bin: index, value })); const displayColor = this.enabled ? this.color : '#ccc'; - const xScale = d3.scaleLinear() - .domain([0, bins.length]) - .range([0, width]); + const xScale = d3.scaleLinear().domain([0, bins.length]).range([0, width]); const maxVal = d3.max(bins, d => d.value) || 1; - const yScale = d3.scaleLinear() - .domain([0, maxVal]) - .range([height, 0]); + const yScale = d3.scaleLinear().domain([0, maxVal]).range([height, 0]); const barWidth = width / bins.length; - const bars = this.svg.selectAll('rect') + const bars = this.svg + .selectAll('rect') .data(bins) .enter() .append('rect') @@ -212,37 +213,32 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni .style('pointer-events', 'all'); if (this.enabled) { - bars - .on('mouseenter', (event: MouseEvent, d: any) => { - const currentBar = event.currentTarget as SVGRectElement; - - // Reset previous bar if it exists - if (this.lastHoveredBar) { - d3.select(this.lastHoveredBar) - .attr('fill', displayColor) - .attr('opacity', 0.4); - } - - // Highlight current bar with full color - d3.select(currentBar) - .attr('fill', displayColor) - .attr('opacity', 0.9); - - this.lastHoveredBar = currentBar; - - const binStart = this.data.binEdges && this.data.binEdges[d.bin] !== undefined - ? this.data.binEdges[d.bin].toFixed(2) - : d.bin; - const binEnd = this.data.binEdges && this.data.binEdges[d.bin + 1] !== undefined + bars.on('mouseenter', (event: MouseEvent, d: any) => { + const currentBar = event.currentTarget as SVGRectElement; + + // Reset previous bar if it exists + if (this.lastHoveredBar) { + d3.select(this.lastHoveredBar).attr('fill', displayColor).attr('opacity', 0.4); + } + + // Highlight current bar with full color + d3.select(currentBar).attr('fill', displayColor).attr('opacity', 0.9); + + this.lastHoveredBar = currentBar; + + const binStart = + this.data.binEdges && this.data.binEdges[d.bin] !== undefined ? this.data.binEdges[d.bin].toFixed(2) : d.bin; + const binEnd = + this.data.binEdges && this.data.binEdges[d.bin + 1] !== undefined ? this.data.binEdges[d.bin + 1].toFixed(2) : d.bin + 1; - // Update hover label directly in DOM without triggering change detection - if (this.hoverLabelElement) { - this.hoverLabelElement.textContent = `${binStart} - ${binEnd}: ${d.value}`; - this.hoverLabelElement.classList.add('visible'); - } - }); + // Update hover label directly in DOM without triggering change detection + if (this.hoverLabelElement) { + this.hoverLabelElement.textContent = `${binStart} - ${binEnd}: ${d.value}`; + this.hoverLabelElement.classList.add('visible'); + } + }); } } } diff --git a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html index 78abd84..ca7d2ac 100644 --- a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html +++ b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.html @@ -10,8 +10,8 @@

{{ stepInfo.title }}

info
- Supported formats: CSV files up to 50MB. - Your data will be analyzed automatically to detect column types and quality issues. + Supported formats: CSV files up to 50MB. Your data will be analyzed automatically to detect + column types and quality issues.
@@ -22,8 +22,8 @@

{{ stepInfo.title }}

[class.loading]="isLoading" (dragover)="onDragOver($event)" (dragleave)="onDragLeave($event)" - (drop)="onDrop($event)"> - + (drop)="onDrop($event)" + > @if (isLoading) {
@@ -43,11 +43,10 @@

{{ stepInfo.title }}

type="file" accept=".csv" (change)="onFileSelected($event)" - style="display: none"> + style="display: none" + /> -
- Maximum file size: 50MB -
+
Maximum file size: 50MB
}
@@ -63,17 +62,20 @@

{{ stepInfo.title }}

File Requirements + helpText="CSV Format:
• First row = column headers
• Comma-separated values
• Optional ID column" + >

  • First row should contain column headers
  • ID column (optional): Unique identifier for each row
    • -
  • Pre-computed coordinates (optional): "<name>-x" and "<name>-y" pairs (e.g., "pca-x", "pca-y")
    • +
  • + Pre-computed coordinates (optional): "<name>-x" and "<name>-y" pairs (e.g., + "pca-x", "pca-y") +
  • Geographic data (optional): "latitude" and "longitude" columns
  • File too large? Try filtering rows in Excel or reducing columns before upload
- } @else {
@@ -83,9 +85,7 @@

Data Loaded Successfully

- +
@@ -129,11 +129,10 @@

Data Loaded Successfully

Data Quality -
-
- {{ profile.qualityScore.toFixed(1) }}% ({{ qualityLabel }}) + position="bottom" + >
+
{{ profile.qualityScore.toFixed(1) }}% ({{ qualityLabel }})
@@ -150,10 +149,7 @@

Data Loaded Successfully

Data Preview (First 10 rows)

- - +
} diff --git a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts index f4e057c..3c4adea 100644 --- a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts +++ b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts @@ -13,7 +13,7 @@ import { STEP_INFO } from '../../shared/constants/step-info'; standalone: true, imports: [CommonModule, FormsModule, DataPreviewTableComponent, HelpTooltipComponent], templateUrl: './step1-upload.component.html', - styleUrl: './step1-upload.component.scss' + styleUrl: './step1-upload.component.scss', }) export class Step1UploadComponent implements OnInit, OnDestroy { @Output() dataLoaded = new EventEmitter(); @@ -124,5 +124,4 @@ export class Step1UploadComponent implements OnInit, OnDestroy { if (bytes < 1024 * 1024) return (bytes / 1024).toFixed(1) + ' KB'; return (bytes / (1024 * 1024)).toFixed(1) + ' MB'; } - } diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html index 0c5d1dd..824b1c4 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.html @@ -9,8 +9,8 @@

{{ stepInfo.title }}

info
- Tip: Start by deselecting ID columns and text fields unless needed for tooltips. - You can search by column name or type (e.g., "numeric"). + Tip: Start by deselecting ID columns and text fields unless needed for tooltips. You can search + by column name or type (e.g., "numeric").
@@ -21,7 +21,8 @@

{{ stepInfo.title }}

type="text" [(ngModel)]="searchTerm" placeholder="Search by name or type (e.g., 'numeric')..." - class="search-input"> + class="search-input" + /> @if (searchTerm) {
} @else { - - - - + + } + +
+ + + + + + + + + + + + + + @for (column of filteredColumns; track column.name) { + + + - - - - - - - - - @for (column of filteredColumns; track column.name) { - + [checked]="isColumnEnabled(column.name)" + (change)="toggleColumn(column.name)" + [id]="'col-' + column.name" + /> + - - + + - - + + - - + + - - + + - - + } @else { + — + } + - - - - - - - } - -
+ + Column Name + + Data Type + + + Count + + Unique + + + + + Missing + + + + + Distribution + + +
- - Column Name - - Data Type - - - Count - - Unique - - - - - Missing - - - - - Distribution - - -
- - +
+ {{ column.name }} + @if (hasIssues(column)) { + warning + } +
+ 		-
- {{ column.name }} - @if (hasIssues(column)) { - warning - } -
- 		+ + - - + {{ column.count | number }} + - {{ column.count | number }} - +
+ {{ column.uniqueCount | number }} + ({{ getUniquePercent(column) }}%) +
+ 		-
- {{ column.uniqueCount | number }} - ({{ getUniquePercent(column) }}%) + +
+ @if (column.missingCount > 0) { +
+ {{ column.missingCount | number }} + ({{ column.missingPercentage.toFixed(1) }}%)
- 		- @if (column.missingCount > 0) { -
- {{ column.missingCount | number }} - ({{ column.missingPercentage.toFixed(1) }}%) -
- } @else { - — - } - 		- @if (getColumnHistogramData(column); as histogramData) { - - - } @else { - — - } -
+ + 		+ @if (getColumnHistogramData(column); as histogramData) { + + + } @else { + — + } +
}
@@ -185,10 +192,7 @@

{{ stepInfo.title }}

} - diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss index db8b749..1349009 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.scss @@ -136,7 +136,7 @@ &.col-checkbox { padding-left: 12px; - input[type="checkbox"] { + input[type='checkbox'] { width: 16px; height: 16px; cursor: pointer; diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts index a4a3a10..c534700 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts @@ -16,15 +16,15 @@ import { DataTypeBadgeComponent } from '../../../shared/components/data-type-bad standalone: true, imports: [CommonModule, FormsModule, WizardHistogramComponent, HelpTooltipComponent, DataTypeBadgeComponent], templateUrl: './step2-column-selection.component.html', - styleUrl: './step2-column-selection.component.scss' + styleUrl: './step2-column-selection.component.scss', }) export class Step2ColumnSelectionComponent implements OnInit { @Output() continue = new EventEmitter(); columns: ColumnStatistics[] = []; - columnConfigs: Map = new Map(); - searchTerm: string = ''; - columnHistogramCache: Map = new Map(); + columnConfigs = new Map(); + searchTerm = ''; + columnHistogramCache = new Map(); // Expose help text and step info to template readonly HELP_TEXT = HELP_TEXT; @@ -51,9 +51,8 @@ export class Step2ColumnSelectionComponent implements OnInit { return this.columns; } const term = this.searchTerm.toLowerCase(); - return this.columns.filter(col => - col.name.toLowerCase().includes(term) || - col.dataType.toLowerCase().includes(term) + return this.columns.filter( + col => col.name.toLowerCase().includes(term) || col.dataType.toLowerCase().includes(term) ); } @@ -134,9 +133,7 @@ export class Step2ColumnSelectionComponent implements OnInit { */ getTopValuesLabels(column: ColumnStatistics): string[] { if (!column.topValues) return []; - return column.topValues.slice(0, 10).map(item => - `${this.truncateText(item.value, 20)}: ${item.count}` - ); + return column.topValues.slice(0, 10).map(item => `${this.truncateText(item.value, 20)}: ${item.count}`); } private truncateText(text: string, maxLength: number): string { @@ -165,7 +162,7 @@ export class Step2ColumnSelectionComponent implements OnInit { bins: [], counts: [], binEdges: [], - labels: [] + labels: [], }; } @@ -178,7 +175,7 @@ export class Step2ColumnSelectionComponent implements OnInit { bins, counts, binEdges, - labels + labels, }; } } diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html index 7c3afc1..0b8f614 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html @@ -15,7 +15,8 @@

{{ stepInfo.title }}

@if (showInfoBox) {
auto_fix_high - Smart defaults applied — review and adjust settings as needed. + Smart defaults applied — review and adjust settings as needed.
@@ -65,10 +67,12 @@

{{ stepInfo.title }}

@for (colState of filteredColumns; track colState.column.name) { -
+
{{ colState.column.name }} @@ -89,7 +93,8 @@

{{ stepInfo.title }}

type="checkbox" [checked]="colState.config.includeInProjection" (change)="toggleProjection(colState.column.name)" - title="Include in projection"> + title="Include in projection" + />
} @@ -125,13 +130,19 @@

{{ selectedColumn.column.name }}

@if (selectedColumn.column.missingCount > 0) {
Missing - {{ selectedColumn.column.missingCount }} ({{ selectedColumn.column.missingPercentage.toFixed(1) }}%) + {{ selectedColumn.column.missingCount }} ({{ + selectedColumn.column.missingPercentage.toFixed(1) + }}%)
} @if (selectedColumn.column.dataType === DataType.Numeric) {
Range - {{ selectedColumn.column.min?.toFixed(2) }} — {{ selectedColumn.column.max?.toFixed(2) }} + {{ selectedColumn.column.min?.toFixed(2) }} — {{ selectedColumn.column.max?.toFixed(2) }}
Mean @@ -142,16 +153,30 @@

{{ selectedColumn.column.name }}

{{ selectedColumn.column.stdDev?.toFixed(2) }}
} - @if (selectedColumn.column.dataType === DataType.Date && selectedColumn.column.min != null && selectedColumn.column.max != null) { + @if ( + selectedColumn.column.dataType === DataType.Date && + selectedColumn.column.min != null && + selectedColumn.column.max != null + ) {
Range - {{ formatDate(selectedColumn.column.min) }} — {{ formatDate(selectedColumn.column.max) }} + {{ formatDate(selectedColumn.column.min) }} — {{ formatDate(selectedColumn.column.max) }}
} - @if (selectedColumn.column.dataType === DataType.Categorical && selectedColumn.column.topValues && selectedColumn.column.topValues.length > 0) { + @if ( + selectedColumn.column.dataType === DataType.Categorical && + selectedColumn.column.topValues && + selectedColumn.column.topValues.length > 0 + ) {
Top - {{ selectedColumn.column.topValues![0].value }} ({{ selectedColumn.column.topValues![0].count }}) + {{ selectedColumn.column.topValues![0].value }} ({{ + selectedColumn.column.topValues![0].count + }})
} @if (selectedColumn.column.dataType === DataType.Text) { @@ -171,7 +196,8 @@

{{ selectedColumn.column.name }}

+ (change)="onScalingChange(selectedColumn.column.name, $any($event.target).value)" + > @for (method of scalingMethods; track method.value) { } @@ -201,13 +228,21 @@

{{ selectedColumn.column.name }}

Missing Values - {{ selectedColumn.column.missingCount }} ({{ selectedColumn.column.missingPercentage.toFixed(1) }}%) - + {{ selectedColumn.column.missingCount }} ({{ + selectedColumn.column.missingPercentage.toFixed(1) + }}%) +
+ (change)="toggleProjection(selectedColumn.column.name)" + /> Include in projection
@@ -306,7 +345,8 @@

+ (change)="toggleRemoveDuplicates()" + /> Remove duplicate rows (keep first occurrence) @@ -371,10 +411,7 @@

} - diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss index 895949d..8ff7d22 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.scss @@ -99,7 +99,7 @@ color: v.$gray-700; white-space: nowrap; - input[type="checkbox"] { + input[type='checkbox'] { width: 14px; height: 14px; cursor: pointer; @@ -203,7 +203,7 @@ .item-projection { flex-shrink: 0; - input[type="checkbox"] { + input[type='checkbox'] { width: 16px; height: 16px; cursor: pointer; @@ -396,7 +396,7 @@ font-weight: 500; color: v.$gray-800; - input[type="checkbox"] { + input[type='checkbox'] { @include w.checkbox; } } @@ -495,7 +495,7 @@ color: v.$gray-800; font-weight: 500; - input[type="checkbox"] { + input[type='checkbox'] { @include w.checkbox; } } diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts index 31e3e4b..c8ea4f4 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts @@ -9,7 +9,7 @@ import { ScalingMethod, MissingValueStrategy, OutlierStrategy, - OutlierMethod + OutlierMethod, } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; @@ -29,7 +29,7 @@ interface ColumnConfigState { standalone: true, imports: [FormsModule, HelpTooltipComponent, DataTypeBadgeComponent], templateUrl: './step3-configure-data-features.component.html', - styleUrl: './step3-configure-data-features.component.scss' + styleUrl: './step3-configure-data-features.component.scss', }) export class Step3ConfigureDataFeaturesComponent implements OnInit { columns: ColumnConfigState[] = []; @@ -39,21 +39,21 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { selectedColumnName: string | null = null; // UI state - showInfoBox: boolean = true; + showInfoBox = true; // Duplicate handling - duplicateCount: number = 0; - duplicatePercentage: number = 0; + duplicateCount = 0; + duplicatePercentage = 0; sampleDuplicates: any[] = []; - showDuplicateSamples: boolean = false; - totalRows: number = 0; + showDuplicateSamples = false; + totalRows = 0; cleaningConfig: CleaningConfig; // Filters - filterText: string = ''; + filterText = ''; filterType: DataType | 'all' = 'all'; - showIssuesOnly: boolean = false; + showIssuesOnly = false; // Enum references for template DataType = DataType; @@ -69,14 +69,14 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { { value: EncodingMethod.Label, label: 'Label', description: 'Integer encoding' }, { value: EncodingMethod.OneHot, label: 'One-Hot', description: 'Binary columns' }, { value: EncodingMethod.Normalize, label: 'Normalize', description: 'Scale [0,1]' }, - { value: EncodingMethod.Standardize, label: 'Standardize', description: 'Z-score' } + { value: EncodingMethod.Standardize, label: 'Standardize', description: 'Z-score' }, ]; scalingMethods = [ { value: ScalingMethod.None, label: 'None', description: 'No scaling' }, { value: ScalingMethod.Standard, label: 'Standard', description: 'Z-score' }, { value: ScalingMethod.MinMax, label: 'Min-Max', description: '[0,1]' }, - { value: ScalingMethod.Robust, label: 'Robust', description: 'IQR-based' } + { value: ScalingMethod.Robust, label: 'Robust', description: 'IQR-based' }, ]; missingValueStrategies = [ @@ -85,7 +85,7 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { { value: MissingValueStrategy.FillMean, label: 'Fill Mean', description: 'Average value', numericOnly: true }, { value: MissingValueStrategy.FillMedian, label: 'Fill Median', description: 'Middle value', numericOnly: true }, { value: MissingValueStrategy.FillMode, label: 'Fill Mode', description: 'Most common', categoricalOnly: true }, - { value: MissingValueStrategy.FillValue, label: 'Fill Value', description: 'Custom value' } + { value: MissingValueStrategy.FillValue, label: 'Fill Value', description: 'Custom value' }, ]; outlierMethods = [ @@ -94,13 +94,13 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { { value: OutlierMethod.IQR_3_0, label: 'IQR (3.0x)', description: 'Very Relaxed' }, { value: OutlierMethod.ZScore_2, label: 'Z-Score (2σ)', description: 'Strict' }, { value: OutlierMethod.ZScore_3, label: 'Z-Score (3σ)', description: 'Moderate' }, - { value: OutlierMethod.ZScore_4, label: 'Z-Score (4σ)', description: 'Relaxed' } + { value: OutlierMethod.ZScore_4, label: 'Z-Score (4σ)', description: 'Relaxed' }, ]; outlierStrategies = [ { value: OutlierStrategy.Keep, label: 'Keep', description: 'No change' }, { value: OutlierStrategy.Remove, label: 'Remove', description: 'Delete rows' }, - { value: OutlierStrategy.Cap, label: 'Cap', description: 'Limit to bounds' } + { value: OutlierStrategy.Cap, label: 'Cap', description: 'Limit to bounds' }, ]; error: string | null = null; @@ -140,7 +140,7 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { column: col, config: config, outlierCount: config.outlierCount, - isLoadingOutliers: false + isLoadingOutliers: false, }; }); @@ -179,7 +179,7 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { // Update config this.preprocessingService.updateColumnConfig(colState.column.name, { - outlierCount: result.outlierCount + outlierCount: result.outlierCount, }); } catch (err) { console.error(`Failed to detect outliers for ${colState.column.name}:`, err); @@ -269,7 +269,7 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { onMissingStrategyChange(columnName: string, strategy: MissingValueStrategy): void { this.preprocessingService.updateColumnConfig(columnName, { - missingValueStrategy: strategy + missingValueStrategy: strategy, }); // Update local state to trigger template re-render const colState = this.columns.find(c => c.column.name === columnName); @@ -280,13 +280,13 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { onMissingValueFillChange(columnName: string, fillValue: string): void { this.preprocessingService.updateColumnConfig(columnName, { - missingValueFillValue: fillValue + missingValueFillValue: fillValue, }); } async onOutlierMethodChange(columnName: string, method: OutlierMethod): Promise { this.preprocessingService.updateColumnConfig(columnName, { - outlierMethod: method + outlierMethod: method, }); const colState = this.columns.find(c => c.column.name === columnName); @@ -297,7 +297,7 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { onOutlierStrategyChange(columnName: string, strategy: OutlierStrategy): void { this.preprocessingService.updateColumnConfig(columnName, { - outlierStrategy: strategy + outlierStrategy: strategy, }); } @@ -307,7 +307,7 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { const newValue = !colState.config.includeInProjection; // Update service this.preprocessingService.updateColumnConfig(columnName, { - includeInProjection: newValue + includeInProjection: newValue, }); // Update local state to trigger template re-render colState.config.includeInProjection = newValue; @@ -317,7 +317,7 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { toggleRemoveDuplicates(): void { this.cleaningConfig.removeDuplicates = !this.cleaningConfig.removeDuplicates; this.preprocessingService.updateCleaningConfig({ - removeDuplicates: this.cleaningConfig.removeDuplicates + removeDuplicates: this.cleaningConfig.removeDuplicates, }); } @@ -355,21 +355,15 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { [EncodingMethod.None, EncodingMethod.Normalize, EncodingMethod.Standardize].includes(m.value) ); case DataType.Categorical: - return this.encodingMethods.filter(m => - [EncodingMethod.Label, EncodingMethod.OneHot].includes(m.value) - ); + return this.encodingMethods.filter(m => [EncodingMethod.Label, EncodingMethod.OneHot].includes(m.value)); case DataType.Text: return this.encodingMethods.filter(m => [EncodingMethod.None, EncodingMethod.Label, EncodingMethod.OneHot].includes(m.value) ); case DataType.Date: - return this.encodingMethods.filter(m => - [EncodingMethod.None, EncodingMethod.Normalize].includes(m.value) - ); + return this.encodingMethods.filter(m => [EncodingMethod.None, EncodingMethod.Normalize].includes(m.value)); default: - return this.encodingMethods.filter(m => - [EncodingMethod.None, EncodingMethod.Label].includes(m.value) - ); + return this.encodingMethods.filter(m => [EncodingMethod.None, EncodingMethod.Label].includes(m.value)); } } @@ -403,8 +397,6 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { return this.hasMissingValues(colState) || this.hasOutliers(colState); } - - formatDate(timestamp: number): string { const date = new Date(timestamp); return date.toLocaleDateString('en-US', { year: 'numeric', month: 'short', day: 'numeric' }); diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html index ed76a9e..ad7713f 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.html @@ -10,9 +10,7 @@

{{ stepInfo.title }}

- @for (column of columns; track column.name) { } @@ -24,7 +22,8 @@

{{ stepInfo.title }}

+ (scaleSelected)="selectColorScale($event)" + >
@@ -32,7 +31,6 @@

{{ stepInfo.title }}

-
@@ -41,8 +39,11 @@

Glyph Features ({{ selectedGlyphFeatures.length }}/{{ MAX_GLYPH_FEATURES }})

- @@ -54,14 +55,15 @@

-
+ [class.complete]=" + selectedGlyphFeatures.length >= MIN_GLYPH_FEATURES && selectedGlyphFeatures.length <= MAX_GLYPH_FEATURES + " + >

-
+
@if (selectedGlyphFeatures.length === 0) {
info @@ -69,10 +71,12 @@

} @for (feature of selectedGlyphFeatures; track feature; let i = $index) { -
+
{{ i + 1 }} {{ feature }} @if (getFeatureVariance(feature) !== null) { @@ -80,8 +84,7 @@

} -

@@ -106,11 +109,13 @@

@for (feature of availableFeatures; track feature) { @if (!isFeatureSelected(feature)) { -
+
add {{ feature }} @if (getFeatureVariance(feature) !== null) { @@ -135,30 +140,47 @@

@if (selectedGlyphFeatures.length >= MIN_GLYPH_FEATURES) { - + @for (axis of getPreviewAxes(); track $index) { - + } @if (selectedGlyphType === 'star') { - + } @if (selectedGlyphType === 'flower') { @for (petal of generateFlowerPetals(); track $index) { - - + + } } @@ -166,19 +188,36 @@

@if (selectedGlyphType === 'whisker') { @for (bar of generateWhiskerBars(); track $index) { - - + + } } @for (label of getPreviewAxisLabels(); track label.name) { - {{ label.name }} + + {{ label.name }} + } } @else { @@ -191,16 +230,13 @@

- - -
@@ -224,19 +260,25 @@

@for (method of projectionMethods; track method.key) { -
+
- + {{ method.name }} @if (method.badge) { - {{ method.badge }} + {{ + method.badge + }} } @if (method.sizeHint) { {{ method.sizeHint }} @@ -245,9 +287,11 @@

warning } @if (methodHasParams(method) && projectionConfig[method.key]) { -

} @@ -286,7 +340,9 @@

warning
-

{{ getTSNETimeEstimate() }}

+

+ {{ getTSNETimeEstimate() }} +

t-SNE will run in the background. Explore with FastMap while waiting.

diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss index b70ed27..4bbb858 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.scss @@ -488,7 +488,7 @@ line-height: 1.3; } - input[type="checkbox"] { + input[type='checkbox'] { @include w.checkbox; width: 14px; height: 14px; @@ -545,7 +545,7 @@ &.badge-very-fast { background: rgba(0, 150, 136, 0.1); - color: #00796B; + color: #00796b; } &.badge-fast { @@ -560,12 +560,12 @@ &.badge-slow { background: rgba(v.$status-error, 0.08); - color: #D32F2F; + color: #d32f2f; } &.badge-very-slow { background: rgba(183, 28, 28, 0.1); - color: #B71C1C; + color: #b71c1c; } } diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts index 3c73a62..1dcfc52 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts @@ -8,9 +8,7 @@ import { DataType } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; -import { - COLOR_SCALES, ColorScale, buildGroupedColorScales -} from '../../../shared/interfaces/color-scale'; +import { COLOR_SCALES, ColorScale, buildGroupedColorScales } from '../../../shared/interfaces/color-scale'; import { ColorScaleSelectorComponent } from '../../../shared/components/color-scale-selector/color-scale-selector.component'; /** Describes a tunable parameter for a projection method. */ @@ -29,7 +27,19 @@ interface ProjectionParam { * which is the string union type for method identifiers. */ interface ProjectionMethodUI { - key: keyof Pick; + key: keyof Pick< + ProjectionConfig, + | 'enablePCA' + | 'enableIsoMap' + | 'enableMDS' + | 'enableLLE' + | 'enableLTSA' + | 'enableTSNE' + | 'enableUMAP' + | 'enableTriMap' + | 'enableTopoMap' + | 'enableSammon' + >; name: string; description: string; icon: string; @@ -45,33 +55,33 @@ interface ProjectionMethodUI { standalone: true, imports: [CommonModule, FormsModule, HelpTooltipComponent, ColorScaleSelectorComponent], templateUrl: './step4-visualization-settings.component.html', - styleUrl: './step4-visualization-settings.component.scss' + styleUrl: './step4-visualization-settings.component.scss', }) export class Step4VisualizationSettingsComponent implements OnInit { // Color feature selection columns: ColumnStatistics[] = []; colorFeature: string | null = null; - selectedColorScaleId: number = 0; + selectedColorScaleId = 0; groupedColorScales: { group: string; scales: ColorScale[] }[] = []; // Glyph feature mapping availableFeatures: string[] = []; selectedGlyphFeatures: string[] = []; suggestedFeatures: string[] = []; - featureVariances: Map = new Map(); + featureVariances = new Map(); readonly MIN_GLYPH_FEATURES = 3; readonly MAX_GLYPH_FEATURES = 12; draggedFeature: string | null = null; draggedFromList: 'selected' | 'available' = 'available'; - draggedIndex: number = -1; + draggedIndex = -1; // Glyph preview selectedGlyphType: 'star' | 'flower' | 'whisker' = 'star'; - glyphPreviewData: Map = new Map(); + glyphPreviewData = new Map(); readonly PREVIEW_RADIUS = 90; readonly PREVIEW_CENTER = 120; // Projection parameter visibility - expandedMethodParams: Set = new Set(); + expandedMethodParams = new Set(); // Projection configuration (FastMap is always primary, these are background options) projectionConfig: ProjectionConfig = { @@ -92,7 +102,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { tsneIterations: 1000, umapNeighbors: 15, umapMinDist: 0.1, - trimapWeightAdj: 500 + trimapWeightAdj: 500, }; readonly TSNE_WARNING_THRESHOLD = 5000; @@ -106,7 +116,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { description: 'Linear projection via eigendecomposition', icon: 'analytics', badge: 'Very Fast', - sizeHint: 'any size' + sizeHint: 'any size', }, { key: 'enableTriMap', @@ -116,8 +126,15 @@ export class Step4VisualizationSettingsComponent implements OnInit { badge: 'Fast', sizeHint: 'up to 100K rows', params: [ - { label: 'Weight Adjustment', helpKey: 'trimapWeightAdj', configKey: 'trimapWeightAdj', min: 100, max: 2000, step: 50 } - ] + { + label: 'Weight Adjustment', + helpKey: 'trimapWeightAdj', + configKey: 'trimapWeightAdj', + min: 100, + max: 2000, + step: 50, + }, + ], }, { key: 'enableMDS', @@ -126,7 +143,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { icon: 'grid_on', badge: 'Medium', sizeHint: 'up to 5K rows', - largeDatasetWarning: true + largeDatasetWarning: true, }, { key: 'enableIsoMap', @@ -137,8 +154,8 @@ export class Step4VisualizationSettingsComponent implements OnInit { sizeHint: 'up to 5K rows', largeDatasetWarning: true, params: [ - { label: 'Neighbors (0 = auto)', helpKey: 'isomapNeighbors', configKey: 'isomapNeighbors', min: 0, max: 200 } - ] + { label: 'Neighbors (0 = auto)', helpKey: 'isomapNeighbors', configKey: 'isomapNeighbors', min: 0, max: 200 }, + ], }, { key: 'enableLLE', @@ -148,9 +165,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { badge: 'Medium', sizeHint: 'up to 30K rows', largeDatasetWarning: true, - params: [ - { label: 'Neighbors (0 = auto)', helpKey: 'lleNeighbors', configKey: 'lleNeighbors', min: 0, max: 200 } - ] + params: [{ label: 'Neighbors (0 = auto)', helpKey: 'lleNeighbors', configKey: 'lleNeighbors', min: 0, max: 200 }], }, { key: 'enableLTSA', @@ -161,8 +176,8 @@ export class Step4VisualizationSettingsComponent implements OnInit { sizeHint: 'up to 20K rows', largeDatasetWarning: true, params: [ - { label: 'Neighbors (0 = auto)', helpKey: 'ltsaNeighbors', configKey: 'ltsaNeighbors', min: 0, max: 200 } - ] + { label: 'Neighbors (0 = auto)', helpKey: 'ltsaNeighbors', configKey: 'ltsaNeighbors', min: 0, max: 200 }, + ], }, { key: 'enableTopoMap', @@ -171,7 +186,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { icon: 'terrain', badge: 'Medium', sizeHint: 'up to 8K rows', - largeDatasetWarning: true + largeDatasetWarning: true, }, { key: 'enableUMAP', @@ -183,8 +198,8 @@ export class Step4VisualizationSettingsComponent implements OnInit { largeDatasetWarning: true, params: [ { label: 'Number of Neighbors', helpKey: 'umapNeighbors', configKey: 'umapNeighbors', min: 2, max: 200 }, - { label: 'Minimum Distance', helpKey: 'umapMinDist', configKey: 'umapMinDist', min: 0, max: 0.99, step: 0.01 } - ] + { label: 'Minimum Distance', helpKey: 'umapMinDist', configKey: 'umapMinDist', min: 0, max: 0.99, step: 0.01 }, + ], }, { key: 'enableSammon', @@ -193,7 +208,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { icon: 'hub', badge: 'Slow', sizeHint: 'up to 5K rows', - largeDatasetWarning: true + largeDatasetWarning: true, }, { key: 'enableTSNE', @@ -205,17 +220,15 @@ export class Step4VisualizationSettingsComponent implements OnInit { largeDatasetWarning: true, params: [ { label: 'Perplexity', helpKey: 'tsnePerplexity', configKey: 'tsnePerplexity', min: 5, max: 50 }, - { label: 'Iterations', helpKey: 'tsneIterations', configKey: 'tsneIterations', min: 250, max: 5000, step: 250 } - ] - } + { label: 'Iterations', helpKey: 'tsneIterations', configKey: 'tsneIterations', min: 250, max: 5000, step: 250 }, + ], + }, ]; readonly HELP_TEXT = HELP_TEXT; readonly stepInfo = STEP_INFO[3]; // Step 4 (index 3) - constructor( - public preprocessingService: PreprocessingService - ) {} + constructor(public preprocessingService: PreprocessingService) {} ngOnInit(): void { const state = this.preprocessingService.currentState; @@ -291,7 +304,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { const profile = state.dataProfile; if (!profile) return; - const featureScores: Array<{name: string; score: number}> = []; + const featureScores: { name: string; score: number }[] = []; for (const feature of this.availableFeatures) { const baseColName = feature.split('_')[0]; @@ -376,8 +389,10 @@ export class Step4VisualizationSettingsComponent implements OnInit { } saveGlyphFeatures(): void { - if (this.selectedGlyphFeatures.length >= this.MIN_GLYPH_FEATURES && - this.selectedGlyphFeatures.length <= this.MAX_GLYPH_FEATURES) { + if ( + this.selectedGlyphFeatures.length >= this.MIN_GLYPH_FEATURES && + this.selectedGlyphFeatures.length <= this.MAX_GLYPH_FEATURES + ) { this.preprocessingService.setGlyphFeatures(this.selectedGlyphFeatures); } } @@ -486,7 +501,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { private simpleHash(str: string): number { let hash = 0; for (let i = 0; i < str.length; i++) { - hash = ((hash << 5) - hash) + str.charCodeAt(i); + hash = (hash << 5) - hash + str.charCodeAt(i); hash |= 0; } return Math.abs(hash); @@ -510,7 +525,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { return `M${points.join('L')}Z`; } - generateFlowerPetals(): Array<{ path: string; angleDeg: number }> { + generateFlowerPetals(): { path: string; angleDeg: number }[] { const segments = this.selectedGlyphFeatures.length; if (segments < 3) return []; const r = this.PREVIEW_RADIUS; @@ -528,14 +543,14 @@ export class Step4VisualizationSettingsComponent implements OnInit { `0,${(-petalLength).toFixed(1)}`, `C${(-petalWidth * 0.6).toFixed(1)},${(-petalLength * 0.75).toFixed(1)}`, `${(-petalWidth * 0.25).toFixed(1)},${(-petalLength * 0.3).toFixed(1)}`, - `0,0` + `0,0`, ].join(' '); return { path: d, angleDeg }; }); } - generateWhiskerBars(): Array<{ length: number; angleDeg: number }> { + generateWhiskerBars(): { length: number; angleDeg: number }[] { const segments = this.selectedGlyphFeatures.length; if (segments < 3) return []; const r = this.PREVIEW_RADIUS; @@ -548,7 +563,7 @@ export class Step4VisualizationSettingsComponent implements OnInit { }); } - getPreviewAxes(): Array<{ x: number; y: number }> { + getPreviewAxes(): { x: number; y: number }[] { const segments = this.selectedGlyphFeatures.length; if (segments < 3) return []; const cx = this.PREVIEW_CENTER; @@ -559,12 +574,12 @@ export class Step4VisualizationSettingsComponent implements OnInit { const angle = (i / segments) * Math.PI * 2; return { x: cx + Math.cos(angle) * r, - y: cy - Math.sin(angle) * r + y: cy - Math.sin(angle) * r, }; }); } - getPreviewAxisLabels(): Array<{ x: number; y: number; name: string; anchor: string }> { + getPreviewAxisLabels(): { x: number; y: number; name: string; anchor: string }[] { const segments = this.selectedGlyphFeatures.length; if (segments < 3) return []; const cx = this.PREVIEW_CENTER; @@ -607,8 +622,9 @@ export class Step4VisualizationSettingsComponent implements OnInit { // ============================================================================ canProceed(): boolean { - const glyphValid = this.selectedGlyphFeatures.length >= this.MIN_GLYPH_FEATURES && - this.selectedGlyphFeatures.length <= this.MAX_GLYPH_FEATURES; + const glyphValid = + this.selectedGlyphFeatures.length >= this.MIN_GLYPH_FEATURES && + this.selectedGlyphFeatures.length <= this.MAX_GLYPH_FEATURES; const projectionValid = this.hasEnabledMethod(); return glyphValid && projectionValid; } diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html index f87e36b..93c3988 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.html @@ -112,8 +112,9 @@

{{ stepInfo.title }}

info
- Processing Info: Processing time depends on your dataset size and enabled projection methods. - FastMap loads immediately, allowing you to explore your data right away. Additional projections compute in the background. + Processing Info: Processing time depends on your dataset size and enabled projection + methods. FastMap loads immediately, allowing you to explore your data right away. Additional projections + compute in the background.

@@ -222,9 +223,7 @@

error -
- Error: {{ error }} -
+
Error: {{ error }}
} } diff --git a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts index 7859600..fb7470a 100644 --- a/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts +++ b/src/app/preprocessing-wizard/steps/step5-review-processing/step5-review-processing.component.ts @@ -1,11 +1,17 @@ import { Component, OnInit, OnDestroy, ChangeDetectorRef, NgZone, Output, EventEmitter } from '@angular/core'; import { Subscription } from 'rxjs'; import { PreprocessingService } from '../../services/preprocessing.service'; -import { DataProviderService } from '../../../services/dataprovider.service'; +import { DataLoaderService } from '../../../services/data-loader.service'; import { ProjectionService, ProjectionResult } from '../../../services/projection.service'; import { ToastService } from '../../../services/toast.service'; import { ColumnConfig, ProjectionConfig } from '../../models/column-config'; -import { DataType, EncodingMethod, ScalingMethod, getEncodingLabel as encLabelFn, getScalingLabel as scaleLabelFn } from '../../models/data-type.enum'; +import { + DataType, + EncodingMethod, + ScalingMethod, + getEncodingLabel as encLabelFn, + getScalingLabel as scaleLabelFn, +} from '../../models/data-type.enum'; import { STEP_INFO } from '../../shared/constants/step-info'; import { DataTypeBadgeComponent } from '../../../shared/components/data-type-badge/data-type-badge.component'; @@ -14,7 +20,7 @@ import { DataTypeBadgeComponent } from '../../../shared/components/data-type-bad standalone: true, imports: [DataTypeBadgeComponent], templateUrl: './step5-review-processing.component.html', - styleUrl: './step5-review-processing.component.scss' + styleUrl: './step5-review-processing.component.scss', }) export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { @Output() finish = new EventEmitter(); @@ -43,8 +49,8 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { backgroundProjections = new Map(); // Capture dataset info for background projections (survives wizard reset) - private backgroundDatasetName: string = ''; - private backgroundTimestamp: string = ''; + private backgroundDatasetName = ''; + private backgroundTimestamp = ''; // Expose enums DataType = DataType; @@ -56,7 +62,7 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { constructor( public preprocessingService: PreprocessingService, - private dataProvider: DataProviderService, + private dataLoader: DataLoaderService, private projectionService: ProjectionService, private toastService: ToastService, private cdr: ChangeDetectorRef, @@ -143,11 +149,11 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { this.processingStep = 'Initializing...'; this.progressSubscription = this.preprocessingService.processingProgress.subscribe({ - next: (progress) => { + next: progress => { this.processingStep = progress.message || progress.step; this.processingProgress = Math.min(progress.progress, 70); this.cdr.detectChanges(); - } + }, }); try { @@ -176,7 +182,6 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { }); this.startBackgroundProjections(features, ids); - } catch (error: any) { console.error('Processing failed:', error); this.ngZone.run(() => { @@ -192,7 +197,7 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { } } - private async startBackgroundProjections(features: number[][], ids: (string|number)[]): Promise { + private async startBackgroundProjections(features: number[][], ids: (string | number)[]): Promise { const config = this.projectionConfig; // Capture dataset info so background projections can add positions even after wizard reset @@ -207,7 +212,7 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { this.backgroundProjections.set(method, { status: status.status, progress: status.progress, - message: status.message + message: status.message, }); }); this.cdr.detectChanges(); @@ -216,16 +221,48 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { // Data-driven projection registry: each entry maps a config flag to its runner const projections: { enabled: boolean; name: string; run: () => Promise }[] = [ - { enabled: config.enablePCA, name: 'PCA', run: () => this.projectionService.runPCABackground(features, ids) }, - { enabled: config.enableIsoMap, name: 'IsoMap', run: () => this.projectionService.runIsoMap(features, ids, { neighbors: config.isomapNeighbors }) }, - { enabled: config.enableMDS, name: 'MDS', run: () => this.projectionService.runMDS(features, ids) }, - { enabled: config.enableLLE, name: 'LLE', run: () => this.projectionService.runLLE(features, ids, { neighbors: config.lleNeighbors }) }, - { enabled: config.enableLTSA, name: 'LTSA', run: () => this.projectionService.runLTSA(features, ids, { neighbors: config.ltsaNeighbors }) }, - { enabled: config.enableTSNE, name: 't-SNE', run: () => this.projectionService.runTSNE(features, ids, { perplexity: config.tsnePerplexity, iterations: config.tsneIterations }) }, - { enabled: config.enableUMAP, name: 'UMAP', run: () => this.projectionService.runUMAP(features, ids, { neighbors: config.umapNeighbors, minDist: config.umapMinDist }) }, - { enabled: config.enableTriMap, name: 'TriMap', run: () => this.projectionService.runTriMap(features, ids, { weightAdj: config.trimapWeightAdj }) }, - { enabled: config.enableTopoMap, name: 'TopoMap', run: () => this.projectionService.runTopoMap(features, ids) }, - { enabled: config.enableSammon, name: 'Sammon', run: () => this.projectionService.runSammon(features, ids) }, + { enabled: config.enablePCA, name: 'PCA', run: () => this.projectionService.runPCABackground(features, ids) }, + { + enabled: config.enableIsoMap, + name: 'IsoMap', + run: () => this.projectionService.runIsoMap(features, ids, { neighbors: config.isomapNeighbors }), + }, + { enabled: config.enableMDS, name: 'MDS', run: () => this.projectionService.runMDS(features, ids) }, + { + enabled: config.enableLLE, + name: 'LLE', + run: () => this.projectionService.runLLE(features, ids, { neighbors: config.lleNeighbors }), + }, + { + enabled: config.enableLTSA, + name: 'LTSA', + run: () => this.projectionService.runLTSA(features, ids, { neighbors: config.ltsaNeighbors }), + }, + { + enabled: config.enableTSNE, + name: 't-SNE', + run: () => + this.projectionService.runTSNE(features, ids, { + perplexity: config.tsnePerplexity, + iterations: config.tsneIterations, + }), + }, + { + enabled: config.enableUMAP, + name: 'UMAP', + run: () => + this.projectionService.runUMAP(features, ids, { + neighbors: config.umapNeighbors, + minDist: config.umapMinDist, + }), + }, + { + enabled: config.enableTriMap, + name: 'TriMap', + run: () => this.projectionService.runTriMap(features, ids, { weightAdj: config.trimapWeightAdj }), + }, + { enabled: config.enableTopoMap, name: 'TopoMap', run: () => this.projectionService.runTopoMap(features, ids) }, + { enabled: config.enableSammon, name: 'Sammon', run: () => this.projectionService.runSammon(features, ids) }, ]; for (const proj of projections) { @@ -242,7 +279,7 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { // Convert positions to the format expected by DataProvider const positionsForProvider = result.positions.map(p => ({ id: p.id, - position: { x: p.x, y: p.y } + position: { x: p.x, y: p.y }, })); // Try to add to wizard state first (if still active) @@ -252,31 +289,31 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { if (state.processedDataset) { // Wizard still active - update via normal flow const collection = state.processedDataset as any; - const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); + const datasetKey = + collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); if (datasetKey && collection.datasets) { const dataset = collection.datasets[datasetKey]; if (dataset) { - this.dataProvider.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); - this.dataProvider.loadProcessedDataset(dataset, state.datasetName, state.timestamp); + this.dataLoader.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); + this.dataLoader.loadProcessedDataset(dataset, state.datasetName, state.timestamp); } } } else if (this.backgroundDatasetName && this.backgroundTimestamp) { // Wizard was reset but dataset is already loaded in dashboard - this.dataProvider.addPositionsToLoadedDataset( + this.dataLoader.addPositionsToLoadedDataset( this.backgroundDatasetName, this.backgroundTimestamp, result.method, positionsForProvider ); // Re-save to IndexedDB with the new projection included - this.dataProvider.saveDatasetToStorage(this.backgroundDatasetName, this.backgroundTimestamp); + this.dataLoader.saveDatasetToStorage(this.backgroundDatasetName, this.backgroundTimestamp); } this.ngZone.run(() => { this.toastService.success(`${name} projection ready! (${(result.computeTime / 1000).toFixed(1)}s)`, 4000); }); - } catch (error: any) { console.error(`${name} projection failed:`, error); this.ngZone.run(() => { @@ -290,7 +327,8 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { if (state.processedDataset) { const collection = state.processedDataset as any; - const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); + const datasetKey = + collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); if (!datasetKey || !collection.datasets) { this.error = 'Invalid dataset structure. Please try processing again.'; @@ -300,10 +338,10 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { const dataset = collection.datasets[datasetKey]; if (dataset) { - this.dataProvider.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); - this.dataProvider.loadProcessedDataset(dataset, state.datasetName, state.timestamp); + this.dataLoader.addProcessedDatasetToCollection(state.datasetName, state.timestamp, dataset); + this.dataLoader.loadProcessedDataset(dataset, state.datasetName, state.timestamp); // Persist to IndexedDB for cross-session survival - this.dataProvider.saveDatasetToStorage(state.datasetName, state.timestamp); + this.dataLoader.saveDatasetToStorage(state.datasetName, state.timestamp); } else { this.error = 'Failed to load processed dataset'; return; @@ -336,8 +374,8 @@ export class Step5ReviewProcessingComponent implements OnInit, OnDestroy { } } - getBackgroundProjectionsArray(): Array<{ method: string; status: string; progress: number; message: string }> { - const result: Array<{ method: string; status: string; progress: number; message: string }> = []; + getBackgroundProjectionsArray(): { method: string; status: string; progress: number; message: string }[] { + const result: { method: string; status: string; progress: number; message: string }[] = []; this.backgroundProjections.forEach((value, key) => { result.push({ method: key, ...value }); }); diff --git a/src/app/services/config.service.ts b/src/app/services/config.service.ts index eba439d..1f390bd 100644 --- a/src/app/services/config.service.ts +++ b/src/app/services/config.service.ts @@ -9,6 +9,7 @@ import { GlyphConfiguration } from '../glyph/glyph-configuration'; import { ItemFilter } from '../shared/filter/item-filter'; import { IdFilter } from '../shared/filter/id-filter'; import { COLOR_SCALES, ColorScale } from '../shared/interfaces/color-scale'; +import { normalizeFeatureValue } from '../shared/helpers/color-helper'; @Injectable({ providedIn: 'root', @@ -17,12 +18,12 @@ export class ConfigService { colorScales: ColorScale[] = COLOR_SCALES; private _activeFeatures: string[] = []; - private _colorFeature: string = ""; + private _colorFeature = ''; private _featureLabels: Record = {}; private _featureTypes: Record = {}; private _featureMaxValues: Record = {}; - private _dataSource: string = ""; - private _selectedColorScale: number = 0; + private _dataSource = ''; + private _selectedColorScale = 0; // Flag to indicate if a modal (like preprocessing wizard) is open // Used to hide tooltips when modals are displayed @@ -57,9 +58,8 @@ export class ConfigService { private animateGlyphSubject = new BehaviorSubject(null); animateGlyphSubject$ = this.animateGlyphSubject.asObservable(); - private loadedDataSubject = new BehaviorSubject(""); + private loadedDataSubject = new BehaviorSubject(''); loadedDataSubject$ = this.loadedDataSubject.asObservable(); - // --- Methods to update config --- redrawGlyph(glyph: GlyphObject) { @@ -67,7 +67,7 @@ export class ConfigService { } reRender() { - this.commandSubject.next(InteractionCommand.rerender); + this.commandSubject.next(InteractionCommand.rerender); } removeCanvas(id: number) { @@ -77,7 +77,7 @@ export class ConfigService { drawMagicLensGlyphs(glyphs: GlyphObject[]) { this.drawMagicLensGlyphsSubject.next(glyphs); } - + animateGlyph(glyph: GlyphObject | null) { this.animateGlyphSubject.next(glyph); } @@ -111,24 +111,23 @@ export class ConfigService { } getRgbaColor(features: Features): string { - let currentColor = hexToRgb("#00cc88"); + let currentColor = hexToRgb('#00cc88'); if (features != null) { - let featureValue = features["1"][this._colorFeature]; - - // Normalize categorical values to [0,1] range for proper color mapping - const featureType = this._featureTypes[this._colorFeature]; - if (featureType === 'categorical') { - const maxValue = this._featureMaxValues[this._colorFeature]; - if (maxValue !== undefined && maxValue > 0) { - featureValue = featureValue / maxValue; - } + const featureValue = normalizeFeatureValue( + features['1'][this._colorFeature], + this._colorFeature, + this._featureTypes, + this._featureMaxValues + ); + + const scale = this.color; + if (scale) { + currentColor = scale(featureValue); + if (!this.colorRange) currentColor = hexToRgb(currentColor); } - - currentColor = this.color(featureValue); - if (!this.colorRange) currentColor = hexToRgb(currentColor); } - return currentColor + return currentColor; } getConfiguration(): GlyphConfiguration { @@ -144,7 +143,7 @@ export class ConfigService { this.activeFeatures.push(...features); } - get color(): any { + get color(): d3.ScaleLinear | d3.ScaleQuantize | undefined { return this.colorScales.find(s => s.id === this._selectedColorScale)?.scale; } diff --git a/src/app/services/data-export.service.ts b/src/app/services/data-export.service.ts new file mode 100644 index 0000000..3f9dbf3 --- /dev/null +++ b/src/app/services/data-export.service.ts @@ -0,0 +1,90 @@ +import { Injectable } from '@angular/core'; +import { GlyphObject } from '../glyph/glyph-object'; +import { GlyphSchema } from '../shared/interfaces/glyph-schema'; + +@Injectable({ + providedIn: 'root', +}) +export class DataExportService { + exportFilteredGlyphsAsCSV( + glyphMap: Map, + schemaMap: Map, + datasetKey: string + ): void { + // -------------------------------------------------- + // 1. Collect feature keys + labels from schema.label + // -------------------------------------------------- + const featureKeyToLabel = new Map(); + + schemaMap.forEach((schema: GlyphSchema) => { + Object.entries(schema.label).forEach(([featureKey, label]) => { + featureKeyToLabel.set(featureKey, label); + }); + }); + + const orderedFeatureKeys = Array.from(featureKeyToLabel.keys()); + // Safe: keys come from the same map, so get() always returns a value + const orderedLabels = orderedFeatureKeys.map(key => featureKeyToLabel.get(key) ?? key); + + if (orderedFeatureKeys.length === 0) { + console.warn('No features found in schema labels'); + return; + } + + // -------------------------------------------------- + // 2. Collect active glyphs + // -------------------------------------------------- + const activeGlyphs = Array.from(glyphMap.values()).filter(glyph => !glyph.passive); + + if (activeGlyphs.length === 0) { + console.warn('No active glyphs to export'); + return; + } + + // -------------------------------------------------- + // 3. CSV header (labels!) + // -------------------------------------------------- + const headers = ['id', ...orderedLabels]; + const rows: string[] = []; + rows.push(headers.join(',')); + + // -------------------------------------------------- + // 4. CSV rows + // -------------------------------------------------- + activeGlyphs.forEach(glyph => { + const rawValues = glyph.values || {}; + + const row = [this.escapeCSV(glyph.id), ...orderedFeatureKeys.map(key => this.escapeCSV(rawValues[key] ?? ''))]; + + rows.push(row.join(',')); + }); + + // -------------------------------------------------- + // 5. Download + // -------------------------------------------------- + const csvContent = '\ufeff' + rows.join('\n'); + const blob = new Blob([csvContent], { + type: 'text/csv;charset=utf-8;', + }); + + const timestamp = new Date().toISOString().replace(/[-:]/g, '').slice(0, 15); + const fileName = `glyphspace-export-${timestamp}-${datasetKey}-${activeGlyphs.length}.csv`; + this.downloadBlob(blob, fileName); + } + + private escapeCSV(value: string | number | undefined | null): string { + const str = String(value ?? ''); + return `"${str.replace(/"/g, '""')}"`; + } + + private downloadBlob(blob: Blob, fileName: string): void { + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + + a.href = url; + a.download = fileName; + a.click(); + + URL.revokeObjectURL(url); + } +} diff --git a/src/app/services/data-loader.service.ts b/src/app/services/data-loader.service.ts new file mode 100644 index 0000000..7630aaf --- /dev/null +++ b/src/app/services/data-loader.service.ts @@ -0,0 +1,649 @@ +import { Injectable } from '@angular/core'; +import { BehaviorSubject, forkJoin, Observable } from 'rxjs'; +import { GlyphObject } from '../glyph/glyph-object'; +import { ConfigService } from './config.service'; +import { GlyphMeta } from '../shared/interfaces/glyph-meta'; +import { GlyphSchema } from '../shared/interfaces/glyph-schema'; +import { DatasetCollection, DatasetCollectionEntry } from '../shared/interfaces/dataset-collection'; +import { DataProcessorService } from './data-processor'; +import { GlyphFeature } from '../shared/interfaces/glyph-feature'; +import { GlyphPosition } from '../shared/interfaces/glyph-position'; +import { HttpClient } from '@angular/common/http'; +import { DEFAULT_DATASETCOLLECTION } from '../../default-dataset'; +import { DatasetStorageService, StoredDataset } from './dataset-storage.service'; +import { ToastService } from './toast.service'; +import { FilterService } from './filter.service'; + +@Injectable({ + providedIn: 'root', +}) +export class DataLoaderService { + private glyphCache = new Map>(); + private metaCache = new Map>(); + private schemaCache = new Map>(); + + private dataSetCollectionSubject = new BehaviorSubject(DEFAULT_DATASETCOLLECTION); + dataSetCollectionSubject$ = this.dataSetCollectionSubject.asObservable(); + + constructor( + private http: HttpClient, + private config: ConfigService, + private dataProcessor: DataProcessorService, + private datasetStorage: DatasetStorageService, + private toast: ToastService, + private filterService: FilterService + ) { + this.loadDatasets(DEFAULT_DATASETCOLLECTION); + this.loadSavedDatasets(); + } + + // === Data loading === + + private loadDatasets(datasets: DatasetCollection) { + datasets.forEach(ds => { + ds.items.forEach(item => { + const basePath = 'assets/data/'; + const algos = item.algorithms; + const datasetId = ds.dataset; + const time = item.time; + + const requests: Record> = { + schema: this.http.get(basePath + algos.schema), + meta: this.http.get(basePath + algos.meta), + feature: this.http.get(basePath + algos.feature), + }; + + const positionKeys = Object.keys(algos.position); + positionKeys.forEach(posKey => { + requests[posKey] = this.http.get(basePath + algos.position[posKey]); + }); + + forkJoin(requests).subscribe({ + next: result => { + const schema = result['schema']; + const meta = result['meta']; + const feature = result['feature']; + + const positions = new Map(); + positionKeys.forEach(posKey => { + positions.set(posKey, result[posKey]); + }); + + const items = this.buildDataSet(datasetId, time, schema, meta, feature, positions); + + if (!this.filterService.totalItems) { + this.filterService.totalItems = items; + this.filterService.filteredItems = items; + this.applySchemaToConfig(schema); + this.config.updateConfiguration(); + this.config.loadData(datasetId); + } + }, + error: err => { + console.error(`[DataLoader] Failed to load dataset "${datasetId}":`, err); + this.toast.error(`Failed to load dataset "${datasetId}"`); + }, + }); + }); + }); + } + + private async loadSavedDatasets(): Promise { + try { + const savedDatasets = await this.datasetStorage.getAllDatasets(); + + for (const saved of savedDatasets) { + const positionsMap = new Map(); + for (const [algo, posArr] of Object.entries(saved.positions)) { + positionsMap.set(algo, posArr); + } + + this.buildDataSet(saved.name, saved.timestamp, saved.schema, saved.meta, saved.features, positionsMap); + + const positionMapping: Record = {}; + for (const algo of Object.keys(saved.positions)) { + positionMapping[algo] = `memory://${saved.name}/${saved.timestamp}/${algo}`; + } + + const entry: DatasetCollectionEntry = { + dataset: saved.name, + source: 'indexeddb', + items: [ + { + time: saved.timestamp, + algorithms: { + schema: `memory://${saved.name}/${saved.timestamp}/schema`, + meta: `memory://${saved.name}/${saved.timestamp}/meta`, + feature: `memory://${saved.name}/${saved.timestamp}/features`, + position: positionMapping, + }, + }, + ], + }; + + this.setDatasetCollection([entry]); + } + } catch (error) { + console.warn('[DataLoader] Failed to load saved datasets from IndexedDB:', error); + } + } + + public async saveDatasetToStorage(datasetName: string, timestamp: string): Promise { + try { + const schema = this.schemaCache.get(datasetName)?.get(timestamp); + const meta = this.metaCache.get(datasetName)?.get(timestamp); + if (!schema || !meta) { + console.warn('[DataLoader] Cannot save to IndexedDB - missing schema or meta for:', datasetName); + return; + } + + const glyphMap = this.glyphCache.get(datasetName); + if (!glyphMap) return; + + const features: GlyphFeature[] = []; + const positions: Record = {}; + + glyphMap.forEach(glyph => { + features.push({ + id: glyph.id, + defaultcontext: String(glyph.defaultcontext), + features: glyph.features, + values: glyph.values ?? {}, + }); + + if (glyph.positions[timestamp]) { + for (const [algo, pos] of Object.entries(glyph.positions[timestamp])) { + if (!positions[algo]) positions[algo] = []; + positions[algo].push({ + id: glyph.id, + position: pos as { x: number; y: number }, + }); + } + } + }); + + const stored: StoredDataset = { + name: datasetName, + timestamp, + savedAt: Date.now(), + schema, + meta, + features, + positions, + }; + + await this.datasetStorage.saveDataset(stored); + + const entry = this.getCollectionEntry(datasetName); + if (entry) { + entry.source = 'indexeddb'; + this.dataSetCollectionSubject.next([...this.dataSetCollectionSubject.getValue()]); + } + } catch (error) { + console.warn('[DataLoader] Failed to save dataset to IndexedDB:', error); + } + } + + public async deleteDataset(datasetName: string): Promise { + const entry = this.getCollectionEntry(datasetName); + + if (!entry || entry.source === 'local') { + return false; + } + + await this.datasetStorage.deleteDataset(datasetName); + + this.glyphCache.delete(datasetName); + this.schemaCache.delete(datasetName); + this.metaCache.delete(datasetName); + + const updated = this.dataSetCollectionSubject.getValue().filter(c => c.dataset !== datasetName); + this.dataSetCollectionSubject.next(updated); + + if (this.config.loadedData === datasetName && updated.length > 0) { + this.config.loadData(updated[0].dataset); + } + + return true; + } + + // === Data access === + + getGlyphDataSync(): Map | undefined { + return this.glyphCache.get(this.config.loadedData); + } + + public async getGlyphData(): Promise; + public async getGlyphData(name?: string): Promise; + public async getGlyphData(name?: string, timestamp?: string): Promise; + public async getGlyphData(name?: string, timestamp?: string, algorithm?: string): Promise { + const resolved = this.resolveDatasetParams(name, timestamp || undefined); + if (!resolved) return undefined; + + const collection = this.getCollectionEntry(resolved.name); + + let data = this.glyphCache.get(resolved.name); + if (!data) { + await this.loadDataSet(resolved.name, resolved.timestamp); + data = this.glyphCache.get(resolved.name); + } + if (data) { + this.filterService.totalItems = data.size; + this.filterService.setActiveGlyphData(data); + } + this.filterService.filteredItems = this.filterService.totalItems; + if (collection) this.config.dataSource = collection.source; + return data ? Array.from(data.values()) : undefined; + } + + public async getMetaData(): Promise; + public async getMetaData(name?: string, timestamp?: string): Promise { + const resolved = this.resolveDatasetParams(name, timestamp); + if (!resolved) return undefined; + + let meta = this.metaCache.get(resolved.name); + if (!meta) { + await this.loadDataSet(resolved.name, resolved.timestamp); + meta = this.metaCache.get(resolved.name); + } + return meta?.get(resolved.timestamp); + } + + public async getSchema(): Promise; + public async getSchema(name?: string, timestamp?: string): Promise { + const resolved = this.resolveDatasetParams(name, timestamp); + if (!resolved) return undefined; + + let schema = this.schemaCache.get(resolved.name); + if (!schema) { + await this.loadDataSet(resolved.name, resolved.timestamp); + schema = this.schemaCache.get(resolved.name); + } + const schemaResult = schema?.get(resolved.timestamp); + if (schemaResult) { + this.applySchemaToConfig(schemaResult); + this.calculateFeatureMaxValues(resolved.name); + } + + return schemaResult; + } + + getTimestamps(name: string): string[] { + const result: string[] = []; + const collection = this.getCollectionEntry(name); + if (collection) { + collection.items.forEach(it => { + result.push(it.time); + }); + } + return result; + } + + getPositions(name: string): string[]; + getPositions(name: string, time?: string): string[] { + const result: string[] = []; + const collection = this.getCollectionEntry(name); + if (collection) { + const item = time ? collection.items.find(it => it.time == time) : collection.items.at(0); + + if (item) { + result.push(...Object.keys(item.algorithms.position)); + } + } + return result; + } + + getContexts(name: string): string[]; + getContexts(name: string, time?: string): string[] { + const result: string[] = []; + // TODO: Get from schema ... + return result; + } + + getDataSetNames(): string[] { + const collection = this.dataSetCollectionSubject.getValue() ?? []; + return collection.map(entry => entry.dataset); + } + + /** + * Get the glyph map for a dataset. Used by DataExportService. + */ + getGlyphMap(name: string): Map | undefined { + return this.glyphCache.get(name); + } + + /** + * Get the schema map for a dataset. Used by DataExportService. + */ + getSchemaMap(name: string): Map | undefined { + return this.schemaCache.get(name); + } + + // === Dataset collection management === + + setDatasetCollection(newCollection: DatasetCollection) { + const currentCollection = this.dataSetCollectionSubject.getValue() ?? []; + + const datasetMap = new Map(); + + for (const entry of currentCollection) { + datasetMap.set(entry.dataset, { ...entry, items: [...entry.items] }); + } + + for (const incoming of newCollection) { + const existing = datasetMap.get(incoming.dataset); + + if (existing) { + for (const incomingItem of incoming.items) { + const existingItem = existing.items.find(item => item.time === incomingItem.time); + + if (existingItem) { + existingItem.algorithms.position = { + ...existingItem.algorithms.position, + ...incomingItem.algorithms.position, + }; + } else { + existing.items.push(incomingItem); + } + } + } else { + datasetMap.set(incoming.dataset, { ...incoming, items: [...incoming.items] }); + } + } + + this.dataSetCollectionSubject.next(Array.from(datasetMap.values())); + } + + // === Processed dataset loading === + + public loadProcessedDataset(dataset: any, datasetName: string, timestamp: string): void { + this.filterService.clearFilters(); + + const schema: GlyphSchema = dataset.schema; + const meta: GlyphMeta = dataset.meta; + const features: GlyphFeature[] = dataset.features; + + const positions = new Map(); + if (dataset.projections && Array.isArray(dataset.projections)) { + dataset.projections.forEach((proj: any) => { + const posArray: GlyphPosition[] = proj.data.map((item: any) => ({ + id: item.id, + position: { x: item.x, y: item.y }, + })); + positions.set(proj.name, posArray); + }); + } else if (dataset.positions) { + Object.entries(dataset.positions).forEach(([name, data]: [string, any]) => { + positions.set(name, data); + }); + } + + this.buildDataSet(datasetName, timestamp, schema, meta, features, positions); + + this.applySchemaToConfig(schema); + this.extractFeatureMaxValuesFromMeta(datasetName, timestamp); + + this.config.updateConfiguration(); + this.config.loadData(datasetName); + + const glyphMap = this.glyphCache.get(datasetName); + if (glyphMap) { + this.filterService.totalItems = glyphMap.size; + this.filterService.filteredItems = this.filterService.totalItems; + this.filterService.setActiveGlyphData(glyphMap); + } + } + + public addProcessedDatasetToCollection(datasetName: string, timestamp: string, dataset: any): void { + const positionMapping: Record = {}; + if (dataset.projections && Array.isArray(dataset.projections)) { + dataset.projections.forEach((proj: any) => { + positionMapping[proj.name] = `memory://${datasetName}/${timestamp}/${proj.name}`; + }); + } else if (dataset.positions) { + Object.keys(dataset.positions).forEach(key => { + positionMapping[key] = `memory://${datasetName}/${timestamp}/${key}`; + }); + } + + const newEntry: DatasetCollectionEntry = { + dataset: datasetName, + source: 'wasm', + items: [ + { + time: timestamp, + algorithms: { + schema: `memory://${datasetName}/${timestamp}/schema`, + meta: `memory://${datasetName}/${timestamp}/meta`, + feature: `memory://${datasetName}/${timestamp}/features`, + position: positionMapping, + }, + }, + ], + }; + + this.setDatasetCollection([newEntry]); + } + + public addPositionsToLoadedDataset( + datasetName: string, + timestamp: string, + algorithm: string, + positions: { id: string | number; position: { x: number; y: number } }[] + ): boolean { + const glyphMap = this.glyphCache.get(datasetName); + if (!glyphMap) { + console.warn(`[DataLoader] Cannot add positions - dataset ${datasetName} not in cache`); + return false; + } + + let matchCount = 0; + + for (const posEntry of positions) { + const idStr = String(posEntry.id); + const glyph = glyphMap.get(idStr); + if (!glyph) continue; + + if (!glyph.positions[timestamp]) { + glyph.positions[timestamp] = {}; + } + + glyph.positions[timestamp][algorithm] = { ...posEntry.position }; + matchCount++; + } + + const entry = this.getCollectionEntry(datasetName); + if (entry) { + const item = entry.items.find(it => it.time === timestamp); + if (item && !item.algorithms.position[algorithm]) { + item.algorithms.position[algorithm] = `memory://${datasetName}/${timestamp}/${algorithm}`; + this.dataSetCollectionSubject.next([...this.dataSetCollectionSubject.getValue()]); + } + } + + this.config.updateConfiguration(); + + return matchCount > 0; + } + + // === Internal helpers === + + private buildDataSet( + name: string, + timestamp: string, + schema: GlyphSchema, + meta: GlyphMeta, + features: GlyphFeature[], + positions: Map + ): number { + const schemaMap = this.getOrCreateSubMap(this.schemaCache, name); + schemaMap.set(timestamp, schema); + + const metaMap = this.getOrCreateSubMap(this.metaCache, name); + metaMap.set(timestamp, meta); + + const glyphMap = this.getOrCreateSubMap(this.glyphCache, name); + + for (const feature of features) { + const idStr = String(feature.id); + + let glyph = glyphMap.get(idStr); + + if (!glyph) { + glyph = new GlyphObject(idStr, this.config, this.dataProcessor); + glyph.features = feature.features; + glyph.values = feature.values; + glyph.defaultcontext = feature.defaultcontext ? parseInt(feature.defaultcontext) : 1; + glyph.positions = {}; + + glyphMap.set(idStr, glyph); + } + + if (!glyph.positions[timestamp]) { + glyph.positions[timestamp] = {}; + } + } + + for (const [algorithm, entries] of positions) { + for (const posEntry of entries) { + const idStr = String(posEntry.id); + const glyph = glyphMap.get(idStr); + if (!glyph) { + continue; + } + + glyph.positions[timestamp][algorithm] = { + ...posEntry.position, + }; + } + } + + return glyphMap.size; + } + + async loadDataSet(name: string, timestamp: string) { + this.filterService.clearFilters(); + + const dataset = this.getCollectionEntry(name); + const item = dataset?.items.find(item => item.time == timestamp); + if (item && dataset?.source == 'wasm') { + const schema = (await this.dataProcessor.fetchJson(item.algorithms.schema)) as GlyphSchema; + const meta = (await this.dataProcessor.fetchJson(item.algorithms.meta)) as GlyphMeta; + const features = (await this.dataProcessor.fetchJson(item.algorithms.feature)) as GlyphFeature[]; + const positions = new Map(); + for (const [key, value] of Object.entries(item.algorithms.position)) { + const position = (await this.dataProcessor.fetchJson(value)) as GlyphPosition[]; + positions.set(key, position); + } + + this.applySchemaToConfig(schema); + this.config.updateConfiguration(); + + const totalItems = this.buildDataSet(name, timestamp, schema, meta, features, positions); + this.filterService.totalItems = totalItems; + this.filterService.filteredItems = totalItems; + } else if (item && dataset?.source === 'indexeddb') { + const saved = await this.datasetStorage.getDataset(name); + if (saved) { + const positionsMap = new Map(); + for (const [algo, posArr] of Object.entries(saved.positions)) { + positionsMap.set(algo, posArr); + } + this.applySchemaToConfig(saved.schema); + this.config.updateConfiguration(); + const totalItems = this.buildDataSet( + name, + saved.timestamp, + saved.schema, + saved.meta, + saved.features, + positionsMap + ); + this.filterService.totalItems = totalItems; + this.filterService.filteredItems = totalItems; + this.extractFeatureMaxValuesFromMeta(name, saved.timestamp); + } + } + } + + private applySchemaToConfig(schema: GlyphSchema): void { + this.config.colorFeature = schema.color; + this.config.replaceActiveFeatures(schema.glyph); + this.config.featureLabels = schema.label; + + if (schema.colorScaleId !== undefined) { + this.config.colorRange = schema.colorScaleId; + } else if (schema.colorRange !== undefined) { + this.config.colorRange = schema.colorRange ? 0 : 4; + } + + if (schema.types) { + this.config.featureTypes = schema.types; + } + } + + private resolveDatasetParams(name?: string, timestamp?: string): { name: string; timestamp: string } | undefined { + if (name == undefined) name = this.config.loadedData; + if (timestamp == undefined) { + timestamp = this.getCollectionEntry(name)?.items.at(0)?.time; + } + if (name == undefined || timestamp == undefined) return undefined; + return { name, timestamp }; + } + + private getOrCreateSubMap(map: Map>, key: string): Map { + let sub = map.get(key); + if (!sub) { + sub = new Map(); + map.set(key, sub); + } + return sub; + } + + private getCollectionEntry(name: string | undefined): DatasetCollectionEntry | undefined { + if (!name) return undefined; + return this.dataSetCollectionSubject.getValue().find(c => c.dataset === name); + } + + private calculateFeatureMaxValues(name: string): void { + const glyphMap = this.glyphCache.get(name); + if (!glyphMap) return; + + const featureTypes = this.config.featureTypes; + const maxValues: Record = {}; + + glyphMap.forEach((glyph: GlyphObject) => { + const features = glyph.features['1']; + if (features) { + Object.keys(featureTypes).forEach(featureId => { + if (featureTypes[featureId] === 'categorical') { + const value = features[featureId]; + if (value !== undefined) { + maxValues[featureId] = Math.max(maxValues[featureId] || 0, value); + } + } + }); + } + }); + + this.config.featureMaxValues = maxValues; + } + + private extractFeatureMaxValuesFromMeta(datasetName: string, timestamp: string): void { + const metaMap = this.metaCache.get(datasetName); + if (!metaMap) return; + + const meta = metaMap.get(timestamp); + if (!meta || !meta.features) return; + + const maxValues: Record = {}; + + Object.entries(meta.features).forEach(([featureId, stats]) => { + if (stats.max !== undefined) { + maxValues[featureId] = stats.max; + } + }); + + this.config.featureMaxValues = maxValues; + } +} diff --git a/src/app/services/data-processor.ts b/src/app/services/data-processor.ts index 54c849e..073cc80 100644 --- a/src/app/services/data-processor.ts +++ b/src/app/services/data-processor.ts @@ -1,197 +1,221 @@ -import { Injectable } from "@angular/core"; -import { DatasetCollection } from "../shared/interfaces/dataset-collection"; -import { BehaviorSubject, Observable, Subject, of } from "rxjs"; -import { WorkerReply } from "../shared/interfaces/pyodide-messages"; +import { Injectable } from '@angular/core'; +import { DatasetCollection } from '../shared/interfaces/dataset-collection'; +import { BehaviorSubject, Observable, Subject, of } from 'rxjs'; +import { WorkerReply } from '../shared/interfaces/pyodide-messages'; @Injectable({ providedIn: 'root' }) export class DataProcessorService { - private worker = new Worker(new URL('../workers/pyodide.worker', import.meta.url), { type: 'module' }); - - private thumbCache = new Map(); - private thumbSubjects = new Map>(); - - private message$ = new Subject(); - private processingProgress$ = new Subject<{step: string; progress: number; message: string}>(); - - constructor() { - // Route all incoming messages into Subject - this.worker.onmessage = ({ data }) => { - this.message$.next(data); - }; - - // Handle thumbnail responses and progress updates - this.message$.subscribe(msg => { - if (msg.type === 'thumb') { - this.handleThumb(msg.file, msg.data); - } else if (msg.type === 'error') { - console.warn('[PyodideWorker]', msg.message); - } else if (msg.type === 'processingProgress') { - this.processingProgress$.next({ - step: msg.step, - progress: msg.progress, - message: msg.message - }); - } + private worker = new Worker(new URL('../workers/pyodide.worker', import.meta.url), { type: 'module' }); + + private thumbCache = new Map(); + private thumbSubjects = new Map>(); + + private message$ = new Subject(); + private processingProgress$ = new Subject<{ step: string; progress: number; message: string }>(); + + constructor() { + // Route all incoming messages into Subject + this.worker.onmessage = ({ data }) => { + this.message$.next(data); + }; + + // Handle thumbnail responses and progress updates + this.message$.subscribe(msg => { + if (msg.type === 'thumb') { + this.handleThumb(msg.file, msg.data); + } else if (msg.type === 'error') { + console.warn('[PyodideWorker]', msg.message); + } else if (msg.type === 'processingProgress') { + this.processingProgress$.next({ + step: msg.step, + progress: msg.progress, + message: msg.message, }); + } + }); + } + + async unzip(file: File): Promise { + const result = await this.sendRequestUntil('unzipped', { + type: 'unzip', + fileName: file.name, + buffer: await file.arrayBuffer(), + }); + return result.folder; + } + + async process(file: File): Promise { + const result = await this.sendRequestUntil('processed', { + type: 'process', + fileName: file.name, + buffer: await file.arrayBuffer(), + }); + return result.dataset; + } + + async fetchJson(file: string): Promise { + const result = await this.sendRequestUntil( + 'json', + { + type: 'getJson', + file, + }, + msg => msg.file === file + ); + return result.data; + } + + // Preprocessing methods + async profileData(fileName: string, buffer: ArrayBuffer): Promise { + const result = await this.sendRequestUntil('dataProfile', { + type: 'profileData', + fileName, + buffer, + }); + return result.profile; + } + + async computeHistogram(fileName: string, columnName: string, bins = 50): Promise { + const result = await this.sendRequestUntil( + 'histogram', + { + type: 'computeHistogram', + fileName, + columnName, + bins, + }, + msg => msg.columnName === columnName + ); + return result.data; + } + + async detectOutliers(fileName: string, columnName: string, method: string): Promise { + const result = await this.sendRequestUntil( + 'outliers', + { + type: 'detectOutliers', + fileName, + columnName, + method, + }, + msg => msg.columnName === columnName + ); + return result.data; + } + + async detectDuplicates(fileName: string, subsetColumns?: string[]): Promise { + const result = await this.sendRequestUntil( + 'duplicates', + { + type: 'detectDuplicates', + fileName, + subsetColumns, + }, + msg => msg.type === 'duplicates' + ); + return result.data; + } + + async processWithConfig(fileName: string, config: any): Promise { + const result = await this.sendRequestUntil('processed', { + type: 'processWithConfig', + fileName, + config, + }); + return result.dataset; + } + + /** + * Get processed features CSV exported by Python for JavaScript projections + * This is called after processWithConfig to retrieve the feature matrix + */ + async getProcessedFeatures(): Promise { + const result = await this.sendRequestUntil('processedFeatures', { + type: 'getProcessedFeatures', + }); + return result.data; + } + + /** + * Observable for processing progress updates + */ + get processingProgress(): Observable<{ step: string; progress: number; message: string }> { + return this.processingProgress$.asObservable(); + } + + /** + * Reactive thumbnail access — use in rendering logic + */ + requestThumb(file: string): Observable { + if (this.thumbCache.has(file)) { + return of(this.thumbCache.get(file)!); } - async unzip(file: File): Promise { - const result = await this.sendRequestUntil('unzipped', { - type: 'unzip', - fileName: file.name, - buffer: await file.arrayBuffer() - }); - return result.folder; - } - - async process(file: File): Promise { - const result = await this.sendRequestUntil('processed', { - type: 'process', - fileName: file.name, - buffer: await file.arrayBuffer() - }); - return result.dataset; - } - - async fetchJson(file: string): Promise { - const result = await this.sendRequestUntil('json', { - type: 'getJson', - file - }, msg => msg.file === file); - return result.data; - } - - // Preprocessing methods - async profileData(fileName: string, buffer: ArrayBuffer): Promise { - const result = await this.sendRequestUntil('dataProfile', { - type: 'profileData', - fileName, - buffer - }); - return result.profile; - } - - async computeHistogram(fileName: string, columnName: string, bins: number = 50): Promise { - const result = await this.sendRequestUntil('histogram', { - type: 'computeHistogram', - fileName, - columnName, - bins - }, msg => msg.columnName === columnName); - return result.data; - } - - async detectOutliers(fileName: string, columnName: string, method: string): Promise { - const result = await this.sendRequestUntil('outliers', { - type: 'detectOutliers', - fileName, - columnName, - method - }, msg => msg.columnName === columnName); - return result.data; - } - - async detectDuplicates(fileName: string, subsetColumns?: string[]): Promise { - const result = await this.sendRequestUntil('duplicates', { - type: 'detectDuplicates', - fileName, - subsetColumns - }, msg => msg.type === 'duplicates'); - return result.data; - } - - async processWithConfig(fileName: string, config: any): Promise { - const result = await this.sendRequestUntil('processed', { - type: 'processWithConfig', - fileName, - config - }); - return result.dataset; - } - - /** - * Get processed features CSV exported by Python for JavaScript projections - * This is called after processWithConfig to retrieve the feature matrix - */ - async getProcessedFeatures(): Promise { - const result = await this.sendRequestUntil('processedFeatures', { - type: 'getProcessedFeatures' - }); - return result.data; - } - - /** - * Observable for processing progress updates - */ - get processingProgress(): Observable<{step: string; progress: number; message: string}> { - return this.processingProgress$.asObservable(); + if (!this.thumbSubjects.has(file)) { + const subject = new BehaviorSubject(null); + this.thumbSubjects.set(file, subject); + this.worker.postMessage({ type: 'getThumb', file }); } - /** - * Reactive thumbnail access — use in rendering logic - */ - requestThumb(file: string): Observable { - if (this.thumbCache.has(file)) { - return of(this.thumbCache.get(file)!); - } - - if (!this.thumbSubjects.has(file)) { - const subject = new BehaviorSubject(null); - this.thumbSubjects.set(file, subject); - this.worker.postMessage({ type: 'getThumb', file }); - } - - return this.thumbSubjects.get(file)!.asObservable(); + return this.thumbSubjects.get(file)!.asObservable(); + } + + /** + * Handle incoming thumbnail data + */ + private async handleThumb(file: string, buffer: ArrayBuffer) { + try { + const blob = new Blob([new Uint8Array(buffer)], { + type: this.guessMimeType(file), + }); + const img = await createImageBitmap(blob); + this.thumbCache.set(file, img); + + const subject = this.thumbSubjects.get(file); + if (subject) { + subject.next(img); + subject.complete(); + } + } catch (err) { + console.error(`Failed to decode thumbnail "${file}":`, err); } - - /** - * Handle incoming thumbnail data - */ - private async handleThumb(file: string, buffer: ArrayBuffer) { - try { - const blob = new Blob([new Uint8Array(buffer)], { - type: this.guessMimeType(file), - }); - const img = await createImageBitmap(blob); - this.thumbCache.set(file, img); - - const subject = this.thumbSubjects.get(file); - if (subject) { - subject.next(img); - subject.complete(); - } - } catch (err) { - console.error(`Failed to decode thumbnail "${file}":`, err); + } + + private guessMimeType(file: string): string { + if (file.endsWith('.png')) return 'image/png'; + if (file.endsWith('.jpg') || file.endsWith('.jpeg')) return 'image/jpeg'; + if (file.endsWith('.webp')) return 'image/webp'; + return 'application/octet-stream'; + } + + /** + * Utility to wait for a specific message type (optionally filtered) + */ + private sendRequestUntil( + type: T['type'], + message: any, + matchFn: (msg: T) => boolean = () => true, + timeoutMs = 60000 + ): Promise { + return new Promise((resolve, reject) => { + const timer = setTimeout(() => { + sub.unsubscribe(); + reject(new Error(`Worker request "${type}" timed out after ${timeoutMs}ms`)); + }, timeoutMs); + + const sub = this.message$.subscribe(msg => { + if (msg.type === 'error') { + clearTimeout(timer); + sub.unsubscribe(); + reject(msg.message); + } else if (msg.type === type && matchFn(msg as T)) { + clearTimeout(timer); + sub.unsubscribe(); + resolve(msg as T); } - } + }); - private guessMimeType(file: string): string { - if (file.endsWith('.png')) return 'image/png'; - if (file.endsWith('.jpg') || file.endsWith('.jpeg')) return 'image/jpeg'; - if (file.endsWith('.webp')) return 'image/webp'; - return 'application/octet-stream'; - } - - /** - * Utility to wait for a specific message type (optionally filtered) - */ - private sendRequestUntil( - type: T['type'], - message: any, - matchFn: (msg: T) => boolean = () => true - ): Promise { - return new Promise((resolve, reject) => { - const sub = this.message$.subscribe((msg) => { - if (msg.type === 'error') { - sub.unsubscribe(); - reject(msg.message); - } else if (msg.type === type && matchFn(msg as T)) { - sub.unsubscribe(); - resolve(msg as T); - } - }); - - this.worker.postMessage(message); - }); - } + this.worker.postMessage(message); + }); + } } diff --git a/src/app/services/dataprovider.service.ts b/src/app/services/dataprovider.service.ts deleted file mode 100644 index 623c8ce..0000000 --- a/src/app/services/dataprovider.service.ts +++ /dev/null @@ -1,833 +0,0 @@ -import { Injectable } from "@angular/core"; -import { BehaviorSubject, forkJoin, Observable } from "rxjs"; -import { GlyphObject } from "../glyph/glyph-object"; -import { ConfigService } from "./config.service"; -import { GlyphMeta } from "../shared/interfaces/glyph-meta"; -import { GlyphSchema } from "../shared/interfaces/glyph-schema"; -import { FilterMode } from "../shared/enum/filter-mode"; -import { ItemFilter } from "../shared/filter/item-filter"; -import { IdFilter } from "../shared/filter/id-filter"; -import { DatasetCollection, DatasetCollectionEntry } from "../shared/interfaces/dataset-collection"; -import { DataProcessorService } from "./data-processor"; -import { GlyphFeature } from "../shared/interfaces/glyph-feature"; -import { GlyphPosition } from "../shared/interfaces/glyph-position"; -import { HttpClient } from "@angular/common/http"; -import { DEFAULT_DATASETCOLLECTION } from "../../default-dataset"; -import { DatasetStorageService, StoredDataset } from "./dataset-storage.service"; - -@Injectable({ - providedIn: 'root', -}) -export class DataProviderService { - private filters: ItemFilter[] = []; - private glyphCache: Map> = new Map(); - private metaCache: Map> = new Map(); - private schemaCache: Map> = new Map(); - - private dataSetCollectionSubject = new BehaviorSubject(DEFAULT_DATASETCOLLECTION); - dataSetCollectionSubject$ = this.dataSetCollectionSubject.asObservable(); - - totalItems = 0; - filteredItems = 0; - - constructor(private http: HttpClient, private config: ConfigService, private dataProcessor: DataProcessorService, private datasetStorage: DatasetStorageService) { - // TODO: Defer loading like WASM data sets - this.loadDatasets(DEFAULT_DATASETCOLLECTION); - this.loadSavedDatasets(); - } - - private loadDatasets(datasets: DatasetCollection) { - datasets.forEach(ds => { - ds.items.forEach(item => { - const basePath = 'assets/data/'; - const algos = item.algorithms; - const datasetId = ds.dataset; - const time = item.time; - - // Build individual HTTP requests - const requests: { [key: string]: Observable } = { - schema: this.http.get(basePath + algos.schema), - meta: this.http.get(basePath + algos.meta), - feature: this.http.get(basePath + algos.feature), - }; - - // Add position files dynamically - const positionKeys = Object.keys(algos.position); - positionKeys.forEach(posKey => { - requests[posKey] = this.http.get(basePath + algos.position[posKey]); - }); - - forkJoin(requests).subscribe(result => { - // Extract standard data - const schema = result['schema']; - const meta = result['meta']; - const feature = result['feature']; - - // Collect positions - const positions = new Map(); - positionKeys.forEach(posKey => { - positions.set(posKey, result[posKey]); - }); - - const items = this.buildDataSet(datasetId, time, schema, meta, feature, positions); - - // Set initial view for the first dataset loaded (or use condition to choose) - if (!this.totalItems) { - this.totalItems = items; - this.filteredItems = items; - this.applySchemaToConfig(schema); - this.config.updateConfiguration(); - this.config.loadData(datasetId); - } - - // Optionally store other datasets for switching later... - }); - }); - }); - } - - private async loadSavedDatasets(): Promise { - try { - const savedDatasets = await this.datasetStorage.getAllDatasets(); - - for (const saved of savedDatasets) { - const positionsMap = new Map(); - for (const [algo, posArr] of Object.entries(saved.positions)) { - positionsMap.set(algo, posArr); - } - - this.buildDataSet(saved.name, saved.timestamp, saved.schema, saved.meta, saved.features, positionsMap); - - const positionMapping: { [key: string]: string } = {}; - for (const algo of Object.keys(saved.positions)) { - positionMapping[algo] = `memory://${saved.name}/${saved.timestamp}/${algo}`; - } - - const entry: DatasetCollectionEntry = { - dataset: saved.name, - source: 'indexeddb', - items: [{ - time: saved.timestamp, - algorithms: { - schema: `memory://${saved.name}/${saved.timestamp}/schema`, - meta: `memory://${saved.name}/${saved.timestamp}/meta`, - feature: `memory://${saved.name}/${saved.timestamp}/features`, - position: positionMapping - } - }] - }; - - this.setDatasetCollection([entry]); - } - } catch (error) { - console.warn('[DataProvider] Failed to load saved datasets from IndexedDB:', error); - } - } - - public async saveDatasetToStorage(datasetName: string, timestamp: string): Promise { - try { - const schema = this.schemaCache.get(datasetName)?.get(timestamp); - const meta = this.metaCache.get(datasetName)?.get(timestamp); - if (!schema || !meta) { - console.warn('[DataProvider] Cannot save to IndexedDB - missing schema or meta for:', datasetName); - return; - } - - const glyphMap = this.glyphCache.get(datasetName); - if (!glyphMap) return; - - const features: GlyphFeature[] = []; - const positions: { [algo: string]: GlyphPosition[] } = {}; - - glyphMap.forEach((glyph) => { - features.push({ - id: glyph.id, - defaultcontext: String(glyph.defaultcontext), - features: glyph.features, - values: glyph.values ?? {} - }); - - if (glyph.positions[timestamp]) { - for (const [algo, pos] of Object.entries(glyph.positions[timestamp])) { - if (!positions[algo]) positions[algo] = []; - positions[algo].push({ - id: glyph.id, - position: pos as { x: number; y: number } - }); - } - } - }); - - const stored: StoredDataset = { - name: datasetName, - timestamp, - savedAt: Date.now(), - schema, - meta, - features, - positions - }; - - await this.datasetStorage.saveDataset(stored); - - // Update source to 'indexeddb' in collection - const entry = this.getCollectionEntry(datasetName); - if (entry) { - entry.source = 'indexeddb'; - this.dataSetCollectionSubject.next([...this.dataSetCollectionSubject.getValue()]); - } - - } catch (error) { - console.warn('[DataProvider] Failed to save dataset to IndexedDB:', error); - } - } - - public async deleteDataset(datasetName: string): Promise { - const entry = this.getCollectionEntry(datasetName); - - if (!entry || entry.source === 'local') { - return false; - } - - await this.datasetStorage.deleteDataset(datasetName); - - this.glyphCache.delete(datasetName); - this.schemaCache.delete(datasetName); - this.metaCache.delete(datasetName); - - const updated = this.dataSetCollectionSubject.getValue().filter(c => c.dataset !== datasetName); - this.dataSetCollectionSubject.next(updated); - - if (this.config.loadedData === datasetName && updated.length > 0) { - this.config.loadData(updated[0].dataset); - } - - return true; - } - - clearFilters() { - this.filters.splice(0, this.filters.length); - this.refreshFilters(); - } - - getFilters(): ItemFilter[] { - return this.filters; - } - - ensureFilter(filter: ItemFilter): void { - if (!this.filters.includes(filter)) { - this.filters.push(filter); - } - } - - getGlyphDataSync(): Map | undefined { - return this.glyphCache.get(this.config.loadedData); - } - - clearIdFilters() { - this.filters.forEach(filter => { - if (filter instanceof IdFilter) { - filter.clear(); - } - }); - } - - public refreshFilters() { - const glyphData = this.glyphCache.get(this.config.loadedData); - if (glyphData == null) return; - - let count = 0; - const allFiltersEmpty = this.getFilters().length == 0 || this.getFilters().every(filter => filter.empty()); - const orFiltering = this.getFilters().filter(filter => filter.filterMode == FilterMode.Or).every(filter => filter.empty()); - glyphData.forEach((item: GlyphObject) => { - let andFilter = true; - let orFilter = orFiltering; - this.getFilters().forEach(filter => { - if (filter.empty()) { - return; - } - - if (filter.filterMode == FilterMode.Or) { - orFilter = orFilter || filter.inFilter(item); - } else if (filter.filterMode == FilterMode.And) { - andFilter = andFilter && filter.inFilter(item); - } - }); - - item.passive = allFiltersEmpty ? false : !(andFilter && orFilter); - if (!item.passive) count++; - }); - this.filteredItems = count; - } - - /** - * Get all dataset names currently in the collection - */ - getDataSetNames(): string[] { - const collection = this.dataSetCollectionSubject.getValue() ?? []; - return collection.map(entry => entry.dataset); - } - - setDatasetCollection(newCollection: DatasetCollection) { - const currentCollection = this.dataSetCollectionSubject.getValue() ?? []; - - // Convert to a Map for easier merging by dataset name - const datasetMap = new Map(); - - // Start with current collection - for (const entry of currentCollection) { - datasetMap.set(entry.dataset, { ...entry, items: [...entry.items] }); - } - - // Merge new collection - for (const incoming of newCollection) { - const existing = datasetMap.get(incoming.dataset); - - if (existing) { - // Merge items - update existing timestamps or add new ones - for (const incomingItem of incoming.items) { - const existingItem = existing.items.find(item => item.time === incomingItem.time); - - if (existingItem) { - // Update existing item's algorithms (merge position algorithms) - existingItem.algorithms.position = { - ...existingItem.algorithms.position, - ...incomingItem.algorithms.position - }; - } else { - // Add new timestamp item - existing.items.push(incomingItem); - } - } - } else { - // New dataset, add whole entry - datasetMap.set(incoming.dataset, { ...incoming, items: [...incoming.items] }); - } - } - - // Convert back to array and emit - this.dataSetCollectionSubject.next(Array.from(datasetMap.values())); - } - - /** - * Load a processed dataset from the preprocessing wizard - */ - public loadProcessedDataset(dataset: any, datasetName: string, timestamp: string): void { - // Clear any existing filters from previous dataset - this.clearFilters(); - - // Extract schema, meta, and features from the processed dataset - const schema: GlyphSchema = dataset.schema; - const meta: GlyphMeta = dataset.meta; - const features: GlyphFeature[] = dataset.features; - - // Convert projections to positions format - const positions = new Map(); - if (dataset.projections && Array.isArray(dataset.projections)) { - dataset.projections.forEach((proj: any) => { - const posArray: GlyphPosition[] = proj.data.map((item: any) => ({ - id: item.id, - position: { x: item.x, y: item.y } - })); - positions.set(proj.name, posArray); - }); - } else if (dataset.positions) { - // Support direct positions object from Python worker - Object.entries(dataset.positions).forEach(([name, data]: [string, any]) => { - positions.set(name, data); - }); - } - - // Build and cache the dataset - this.buildDataSet(datasetName, timestamp, schema, meta, features, positions); - - // Set as active dataset - this.applySchemaToConfig(schema); - // Extract max values from metadata (needed for categorical color scaling) - this.extractFeatureMaxValuesFromMeta(datasetName, timestamp); - - // Notify subscribers (like histogram) that config has changed - this.config.updateConfiguration(); - - this.config.loadData(datasetName); - - // Update filtered items - const glyphMap = this.glyphCache.get(datasetName); - if (glyphMap) { - this.totalItems = glyphMap.size; - this.filteredItems = this.totalItems; - } - } - - /** - * Add a processed dataset to the DatasetCollection so it appears in the selector - */ - public addProcessedDatasetToCollection(datasetName: string, timestamp: string, dataset: any): void { - // Build position mapping from projections - const positionMapping: { [key: string]: string } = {}; - if (dataset.projections && Array.isArray(dataset.projections)) { - dataset.projections.forEach((proj: any) => { - // For processed datasets, positions are already in memory (no file paths) - positionMapping[proj.name] = `memory://${datasetName}/${timestamp}/${proj.name}`; - }); - } else if (dataset.positions) { - // Support direct positions object - Object.keys(dataset.positions).forEach(key => { - positionMapping[key] = `memory://${datasetName}/${timestamp}/${key}`; - }); - } - - // Create a new DatasetCollectionEntry for the processed dataset - const newEntry: DatasetCollectionEntry = { - dataset: datasetName, - source: 'wasm', // Mark as wasm-processed dataset - items: [{ - time: timestamp, - algorithms: { - schema: `memory://${datasetName}/${timestamp}/schema`, - meta: `memory://${datasetName}/${timestamp}/meta`, - feature: `memory://${datasetName}/${timestamp}/features`, - position: positionMapping - } - }] - }; - - // Add to collection using existing merge logic - this.setDatasetCollection([newEntry]); - } - - /** - * Add projection positions to an already-loaded dataset - * Used when background projections complete after wizard is closed - */ - public addPositionsToLoadedDataset( - datasetName: string, - timestamp: string, - algorithm: string, - positions: Array<{id: string | number; position: {x: number; y: number}}> - ): boolean { - const glyphMap = this.glyphCache.get(datasetName); - if (!glyphMap) { - console.warn(`[DataProvider] Cannot add positions - dataset ${datasetName} not in cache`); - return false; - } - - let matchCount = 0; - - for (const posEntry of positions) { - const idStr = String(posEntry.id); - const glyph = glyphMap.get(idStr); - if (!glyph) continue; - - // Ensure timestamp bucket exists - if (!glyph.positions[timestamp]) { - glyph.positions[timestamp] = {}; - } - - glyph.positions[timestamp][algorithm] = { ...posEntry.position }; - matchCount++; - } - - // Update the collection to include this algorithm in the position list - // This ensures getPositions() returns the new algorithm - const entry = this.getCollectionEntry(datasetName); - if (entry) { - const item = entry.items.find(it => it.time === timestamp); - if (item && !item.algorithms.position[algorithm]) { - item.algorithms.position[algorithm] = `memory://${datasetName}/${timestamp}/${algorithm}`; - this.dataSetCollectionSubject.next([...this.dataSetCollectionSubject.getValue()]); - } - } - - // Notify config that positions changed so UI can update - this.config.updateConfiguration(); - - return matchCount > 0; - } - - private buildDataSet( - name: string, - timestamp: string, - schema: GlyphSchema, - meta: GlyphMeta, - features: GlyphFeature[], - positions: Map - ): number { - - // --- Schema & Meta (still timestamp-based) --- - if (!this.schemaCache.has(name)) this.schemaCache.set(name, new Map()); - this.schemaCache.get(name)!.set(timestamp, schema); - - if (!this.metaCache.has(name)) this.metaCache.set(name, new Map()); - this.metaCache.get(name)!.set(timestamp, meta); - - // --- Glyph cache: dataset → glyphId → GlyphObject --- - if (!this.glyphCache.has(name)) { - this.glyphCache.set(name, new Map()); - } - - const glyphMap = this.glyphCache.get(name)!; - - // --- Create or update glyphs --- - for (const feature of features) { - // Always normalize ID to string for consistent lookups - const idStr = String(feature.id); - - let glyph = glyphMap.get(idStr); - - // Create glyph only once - if (!glyph) { - glyph = new GlyphObject(idStr, this.config, this.dataProcessor); - glyph.features = feature.features; - glyph.values = feature.values; - glyph.defaultcontext = feature.defaultcontext - ? parseInt(feature.defaultcontext) - : 1; - glyph.positions = {}; - - glyphMap.set(idStr, glyph); - } - - // Ensure timestamp bucket exists - if (!glyph.positions[timestamp]) { - glyph.positions[timestamp] = {}; - } - } - - // --- Add positions for this timestamp --- - for (const [algorithm, entries] of positions) { - let matchCount = 0; - for (const posEntry of entries) { - // Always normalize position ID to string for consistent lookups - const idStr = String(posEntry.id); - const glyph = glyphMap.get(idStr); - if (!glyph) { - continue; - } - - glyph.positions[timestamp][algorithm] = { - ...posEntry.position - }; - matchCount++; - } - } - - return glyphMap.size; - } - - - async loadDataSet(name: string, timestamp: string) { - // Clear any existing filters from previous dataset - this.clearFilters(); - - const dataset = this.getCollectionEntry(name); - const item = dataset?.items.find(item => item.time == timestamp); - if (item && dataset?.source == "wasm") { - const schema = await this.dataProcessor.fetchJson(item.algorithms.schema) as GlyphSchema; - const meta = await this.dataProcessor.fetchJson(item.algorithms.meta) as GlyphMeta; - const features = await this.dataProcessor.fetchJson(item.algorithms.feature) as GlyphFeature[]; - const positions: Map = new Map(); - for (const [key, value] of Object.entries(item.algorithms.position)) { - const position = await this.dataProcessor.fetchJson(value) as GlyphPosition[]; - positions.set(key, position); - } - - this.applySchemaToConfig(schema); - this.config.updateConfiguration(); - - this.totalItems = this.buildDataSet(name, timestamp, schema, meta, features, positions); - this.filteredItems = this.totalItems; - } else if (item && dataset?.source === 'indexeddb') { - const saved = await this.datasetStorage.getDataset(name); - if (saved) { - const positionsMap = new Map(); - for (const [algo, posArr] of Object.entries(saved.positions)) { - positionsMap.set(algo, posArr); - } - this.applySchemaToConfig(saved.schema); - this.config.updateConfiguration(); - this.totalItems = this.buildDataSet(name, saved.timestamp, saved.schema, saved.meta, saved.features, positionsMap); - this.filteredItems = this.totalItems; - this.extractFeatureMaxValuesFromMeta(name, saved.timestamp); - } - } - } - - public async getGlyphData(): Promise - public async getGlyphData(name?: string): Promise - public async getGlyphData(name?: string, timestamp?: string): Promise - public async getGlyphData(name?: string, timestamp?: string, algorithm?: string): Promise { - // Treat empty string same as undefined for timestamp - const resolved = this.resolveDatasetParams(name, timestamp || undefined); - if (!resolved) return undefined; - - const collection = this.getCollectionEntry(resolved.name); - - let data = this.glyphCache.get(resolved.name); - if (!data) { - await this.loadDataSet(resolved.name, resolved.timestamp); - data = this.glyphCache.get(resolved.name); - } - if (data) this.totalItems = data.size; - this.filteredItems = this.totalItems; - if (collection) this.config.dataSource = collection.source - return data ? Array.from(data.values()) : undefined; - } - - public async getMetaData(): Promise - public async getMetaData(name?: string, timestamp?: string): Promise { - const resolved = this.resolveDatasetParams(name, timestamp); - if (!resolved) return undefined; - - let meta = this.metaCache.get(resolved.name); - if (!meta) { - await this.loadDataSet(resolved.name, resolved.timestamp); - meta = this.metaCache.get(resolved.name); - } - return meta?.get(resolved.timestamp); - } - - public async getSchema(): Promise - public async getSchema(name?: string, timestamp?: string): Promise { - const resolved = this.resolveDatasetParams(name, timestamp); - if (!resolved) return undefined; - - let schema = this.schemaCache.get(resolved.name); - if (!schema) { - await this.loadDataSet(resolved.name, resolved.timestamp); - schema = this.schemaCache.get(resolved.name); - } - const schemaResult = schema?.get(resolved.timestamp); - if (schemaResult) { - this.applySchemaToConfig(schemaResult); - this.calculateFeatureMaxValues(resolved.name); - } - - return schemaResult; - } - - getTimestamps(name: string): string[] { - const result: string[] = []; - const collection = this.getCollectionEntry(name); - if (collection) { - collection.items.forEach(it => { - result.push(it.time); - }); - } - return result; - } - - getPositions(name: string): string[] - getPositions(name: string, time?: string): string[] { - const result: string[] = []; - const collection = this.getCollectionEntry(name); - if (collection) { - const item = time ? collection.items.find(it => it.time == time) : collection.items.at(0); - - if (item) { - result.push(...Object.keys(item.algorithms.position)); - } - } - return result; - } - - getContexts(name: string): string[] - getContexts(name: string, time?: string): string[] { - const result: string[] = []; - const collection = this.getCollectionEntry(name); - - // TODO: Get from schema ... - - return result; - } - - /** - * Apply schema settings (color, glyph axes, labels, color scale, feature types) to config. - * Centralises the mapping that was previously duplicated across load paths. - */ - private applySchemaToConfig(schema: GlyphSchema): void { - this.config.colorFeature = schema.color; - this.config.replaceActiveFeatures(schema.glyph); - this.config.featureLabels = schema.label; - - // Apply color scale: prefer explicit ID, fall back to boolean mode - if (schema.colorScaleId !== undefined) { - this.config.colorRange = schema.colorScaleId; - } else if (schema.colorRange !== undefined) { - this.config.colorRange = schema.colorRange ? 0 : 4; - } - - // Store feature types from schema (needed for categorical color normalization) - if (schema.types) { - this.config.featureTypes = schema.types; - } - } - - /** - * Resolve dataset name and timestamp defaults. - * Returns undefined if either cannot be resolved. - */ - private resolveDatasetParams(name?: string, timestamp?: string): { name: string; timestamp: string } | undefined { - if (name == undefined) name = this.config.loadedData; - if (timestamp == undefined) { - timestamp = this.getCollectionEntry(name)?.items.at(0)?.time; - } - if (name == undefined || timestamp == undefined) return undefined; - return { name, timestamp }; - } - - /** - * Look up a dataset entry from the collection by name. - */ - private getCollectionEntry(name: string | undefined): DatasetCollectionEntry | undefined { - if (!name) return undefined; - return this.dataSetCollectionSubject.getValue().find(c => c.dataset === name); - } - - /** - * Calculate max values for categorical features by scanning all glyphs - * This is needed to normalize categorical values to [0,1] range for color scales - */ - private calculateFeatureMaxValues(name: string): void { - const glyphMap = this.glyphCache.get(name); - if (!glyphMap) return; - - const featureTypes = this.config.featureTypes; - const maxValues: Record = {}; - - // Find max value for each categorical feature by scanning all glyphs - glyphMap.forEach((glyph: GlyphObject) => { - const features = glyph.features["1"]; - if (features) { - Object.keys(featureTypes).forEach(featureId => { - if (featureTypes[featureId] === 'categorical') { - const value = features[featureId]; - if (value !== undefined) { - maxValues[featureId] = Math.max(maxValues[featureId] || 0, value); - } - } - }); - } - }); - - this.config.featureMaxValues = maxValues; - } - - /** - * Extract max values from metadata for all features - * This is more efficient than scanning all glyphs when metadata is available - */ - private extractFeatureMaxValuesFromMeta(datasetName: string, timestamp: string): void { - const metaMap = this.metaCache.get(datasetName); - if (!metaMap) return; - - const meta = metaMap.get(timestamp); - if (!meta || !meta.features) return; - - const maxValues: Record = {}; - - // Extract max values from metadata for all features - Object.entries(meta.features).forEach(([featureId, stats]) => { - if (stats.max !== undefined) { - maxValues[featureId] = stats.max; - } - }); - - this.config.featureMaxValues = maxValues; - } - - private escapeCSV(value: any): string { - const str = String(value ?? ''); - return `"${str.replace(/"/g, '""')}"`; - } - - private downloadBlob(blob: Blob, fileName: string): void { - const url = URL.createObjectURL(blob); - const a = document.createElement('a'); - - a.href = url; - a.download = fileName; - a.click(); - - URL.revokeObjectURL(url); - } - - public exportFilteredGlyphsAsCSV( - datasetKey: string - ): void { - const glyphMap = this.glyphCache.get(datasetKey); - const schemaMap = this.schemaCache.get(datasetKey); - - if (!glyphMap || !schemaMap) { - console.warn('Missing glyph or schema cache for dataset:', datasetKey); - return; - } - - // -------------------------------------------------- - // 1. Collect feature keys + labels from schema.label - // -------------------------------------------------- - const featureKeyToLabel = new Map(); - - schemaMap.forEach((schema: GlyphSchema) => { - Object.entries(schema.label).forEach(([featureKey, label]) => { - featureKeyToLabel.set(featureKey, label); - }); - }); - - const orderedFeatureKeys = Array.from(featureKeyToLabel.keys()); - const orderedLabels = orderedFeatureKeys.map( - key => featureKeyToLabel.get(key)! - ); - - if (orderedFeatureKeys.length === 0) { - console.warn('No features found in schema labels'); - return; - } - - // -------------------------------------------------- - // 2. Collect active glyphs - // -------------------------------------------------- - const activeGlyphs = Array.from(glyphMap.values()) - .filter(glyph => !glyph.passive); - - if (activeGlyphs.length === 0) { - console.warn('No active glyphs to export'); - return; - } - - // -------------------------------------------------- - // 3. CSV header (labels!) - // -------------------------------------------------- - const headers = ['id', ...orderedLabels]; - const rows: string[] = []; - rows.push(headers.join(',')); - - // -------------------------------------------------- - // 4. CSV rows - // -------------------------------------------------- - activeGlyphs.forEach(glyph => { - const rawValues = glyph.values || {}; - - const row = [ - this.escapeCSV(glyph.id), - ...orderedFeatureKeys.map(key => - this.escapeCSV(rawValues[key] ?? '') - ) - ]; - - rows.push(row.join(',')); - }); - - // -------------------------------------------------- - // 5. Download - // -------------------------------------------------- - const csvContent = '\ufeff' + rows.join('\n'); - const blob = new Blob([csvContent], { - type: 'text/csv;charset=utf-8;' - }); - - const timestamp = new Date().toISOString().replace(/[-:]/g, '').slice(0, 15); - const fileName = `glyphspace-export-${timestamp}-${datasetKey}-${activeGlyphs.length}.csv`; - this.downloadBlob(blob, fileName); - } -} \ No newline at end of file diff --git a/src/app/services/dataset-storage.service.ts b/src/app/services/dataset-storage.service.ts index 2c81274..3a72496 100644 --- a/src/app/services/dataset-storage.service.ts +++ b/src/app/services/dataset-storage.service.ts @@ -5,13 +5,13 @@ import { GlyphFeature } from '../shared/interfaces/glyph-feature'; import { GlyphPosition } from '../shared/interfaces/glyph-position'; export interface StoredDataset { - name: string; - timestamp: string; - savedAt: number; - schema: GlyphSchema; - meta: GlyphMeta; - features: GlyphFeature[]; - positions: { [algorithm: string]: GlyphPosition[] }; + name: string; + timestamp: string; + savedAt: number; + schema: GlyphSchema; + meta: GlyphMeta; + features: GlyphFeature[]; + positions: Record; } const DB_NAME = 'glyphspace-datasets'; @@ -20,83 +20,83 @@ const STORE_NAME = 'datasets'; @Injectable({ providedIn: 'root' }) export class DatasetStorageService { - private dbPromise: Promise | null = null; + private dbPromise: Promise | null = null; - private openDb(): Promise { - if (!this.dbPromise) { - this.dbPromise = new Promise((resolve, reject) => { - const request = indexedDB.open(DB_NAME, DB_VERSION); - request.onupgradeneeded = () => { - const db = request.result; - if (!db.objectStoreNames.contains(STORE_NAME)) { - db.createObjectStore(STORE_NAME, { keyPath: 'name' }); - } - }; - request.onsuccess = () => resolve(request.result); - request.onerror = () => { - this.dbPromise = null; - reject(request.error); - }; - }); - } - return this.dbPromise; + private openDb(): Promise { + if (!this.dbPromise) { + this.dbPromise = new Promise((resolve, reject) => { + const request = indexedDB.open(DB_NAME, DB_VERSION); + request.onupgradeneeded = () => { + const db = request.result; + if (!db.objectStoreNames.contains(STORE_NAME)) { + db.createObjectStore(STORE_NAME, { keyPath: 'name' }); + } + }; + request.onsuccess = () => resolve(request.result); + request.onerror = () => { + this.dbPromise = null; + reject(request.error); + }; + }); } + return this.dbPromise; + } - async saveDataset(dataset: StoredDataset): Promise { - try { - const db = await this.openDb(); - return new Promise((resolve, reject) => { - const tx = db.transaction(STORE_NAME, 'readwrite'); - tx.objectStore(STORE_NAME).put(dataset); - tx.oncomplete = () => resolve(); - tx.onerror = () => reject(tx.error); - }); - } catch (error) { - console.warn('[DatasetStorage] Failed to save dataset:', error); - } + async saveDataset(dataset: StoredDataset): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readwrite'); + tx.objectStore(STORE_NAME).put(dataset); + tx.oncomplete = () => resolve(); + tx.onerror = () => reject(tx.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to save dataset:', error); } + } - async getDataset(name: string): Promise { - try { - const db = await this.openDb(); - return new Promise((resolve, reject) => { - const tx = db.transaction(STORE_NAME, 'readonly'); - const request = tx.objectStore(STORE_NAME).get(name); - request.onsuccess = () => resolve(request.result ?? undefined); - request.onerror = () => reject(request.error); - }); - } catch (error) { - console.warn('[DatasetStorage] Failed to get dataset:', error); - return undefined; - } + async getDataset(name: string): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readonly'); + const request = tx.objectStore(STORE_NAME).get(name); + request.onsuccess = () => resolve(request.result ?? undefined); + request.onerror = () => reject(request.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to get dataset:', error); + return undefined; } + } - async getAllDatasets(): Promise { - try { - const db = await this.openDb(); - return new Promise((resolve, reject) => { - const tx = db.transaction(STORE_NAME, 'readonly'); - const request = tx.objectStore(STORE_NAME).getAll(); - request.onsuccess = () => resolve(request.result ?? []); - request.onerror = () => reject(request.error); - }); - } catch (error) { - console.warn('[DatasetStorage] Failed to get all datasets:', error); - return []; - } + async getAllDatasets(): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readonly'); + const request = tx.objectStore(STORE_NAME).getAll(); + request.onsuccess = () => resolve(request.result ?? []); + request.onerror = () => reject(request.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to get all datasets:', error); + return []; } + } - async deleteDataset(name: string): Promise { - try { - const db = await this.openDb(); - return new Promise((resolve, reject) => { - const tx = db.transaction(STORE_NAME, 'readwrite'); - tx.objectStore(STORE_NAME).delete(name); - tx.oncomplete = () => resolve(); - tx.onerror = () => reject(tx.error); - }); - } catch (error) { - console.warn('[DatasetStorage] Failed to delete dataset:', error); - } + async deleteDataset(name: string): Promise { + try { + const db = await this.openDb(); + return new Promise((resolve, reject) => { + const tx = db.transaction(STORE_NAME, 'readwrite'); + tx.objectStore(STORE_NAME).delete(name); + tx.oncomplete = () => resolve(); + tx.onerror = () => reject(tx.error); + }); + } catch (error) { + console.warn('[DatasetStorage] Failed to delete dataset:', error); } + } } diff --git a/src/app/services/filter.service.ts b/src/app/services/filter.service.ts new file mode 100644 index 0000000..0dfad8e --- /dev/null +++ b/src/app/services/filter.service.ts @@ -0,0 +1,85 @@ +import { Injectable } from '@angular/core'; +import { GlyphObject } from '../glyph/glyph-object'; +import { FilterMode } from '../shared/enum/filter-mode'; +import { ItemFilter } from '../shared/filter/item-filter'; +import { IdFilter } from '../shared/filter/id-filter'; + +@Injectable({ + providedIn: 'root', +}) +export class FilterService { + private filters: ItemFilter[] = []; + private activeGlyphData: Map | undefined; + + totalItems = 0; + filteredItems = 0; + + /** + * Set the active glyph data reference used by refreshFilters(). + * Called by DataLoaderService when the active dataset changes. + */ + setActiveGlyphData(data: Map | undefined): void { + this.activeGlyphData = data; + } + + /** + * Get the current active glyph data map. + * Used by histogram for selection overlay computation. + */ + getGlyphDataSync(): Map | undefined { + return this.activeGlyphData; + } + + clearFilters(): void { + this.filters.splice(0, this.filters.length); + this.refreshFilters(); + } + + getFilters(): ItemFilter[] { + return this.filters; + } + + ensureFilter(filter: ItemFilter): void { + if (!this.filters.includes(filter)) { + this.filters.push(filter); + } + } + + clearIdFilters(): void { + this.filters.forEach(filter => { + if (filter instanceof IdFilter) { + filter.clear(); + } + }); + } + + refreshFilters(): void { + const glyphData = this.activeGlyphData; + if (glyphData == null) return; + + let count = 0; + const allFiltersEmpty = this.filters.length == 0 || this.filters.every(filter => filter.empty()); + const orFiltering = this.filters + .filter(filter => filter.filterMode == FilterMode.Or) + .every(filter => filter.empty()); + glyphData.forEach((item: GlyphObject) => { + let andFilter = true; + let orFilter = orFiltering; + this.filters.forEach(filter => { + if (filter.empty()) { + return; + } + + if (filter.filterMode == FilterMode.Or) { + orFilter = orFilter || filter.inFilter(item); + } else if (filter.filterMode == FilterMode.And) { + andFilter = andFilter && filter.inFilter(item); + } + }); + + item.passive = allFiltersEmpty ? false : !(andFilter && orFilter); + if (!item.passive) count++; + }); + this.filteredItems = count; + } +} diff --git a/src/app/services/projection.service.ts b/src/app/services/projection.service.ts index 42366a1..0be0efd 100644 --- a/src/app/services/projection.service.ts +++ b/src/app/services/projection.service.ts @@ -6,7 +6,7 @@ import { ProjectionResult, ProjectionComputeConfig, ProjectionWorkerRequest, - ProjectionWorkerResponse + ProjectionWorkerResponse, } from '../shared/types/projection.types'; // Re-export types for backward compatibility @@ -15,7 +15,7 @@ export type { ProjectionResult, ProjectionComputeConfig, ProjectionWorkerRequest, - ProjectionWorkerResponse + ProjectionWorkerResponse, } from '../shared/types/projection.types'; export interface BackgroundStatus { @@ -27,10 +27,9 @@ export interface BackgroundStatus { } @Injectable({ - providedIn: 'root' + providedIn: 'root', }) export class ProjectionService { - private backgroundStatus$ = new BehaviorSubject>(new Map()); private workers = new Map(); @@ -39,24 +38,24 @@ export class ProjectionService { /** * Run PCA (fast, blocking) - runs synchronously on main thread */ - async runPCA(features: number[][], ids: (string|number)[]): Promise { + async runPCA(features: number[][], ids: (string | number)[]): Promise { const startTime = Date.now(); try { // DruidJS PCA: new druid.PCA(data, components).transform() - const pca = new (druid as any).PCA(features, 2); // 2 components for 2D visualization + const pca = new (druid as any).PCA(features, 2); // 2 components for 2D visualization const embedding = pca.transform(); const positions = embedding.map((coords: number[], i: number) => ({ id: ids[i], x: coords[0], - y: coords[1] + y: coords[1], })); return { method: 'pca', positions, - computeTime: Date.now() - startTime + computeTime: Date.now() - startTime, }; } catch (error: any) { throw new Error(`PCA failed: ${error.message}`); @@ -68,7 +67,7 @@ export class ProjectionService { * Fast distance-preserving projection with O(n) complexity * Ideal for large datasets (40K+ items) */ - async runFastMapSync(features: number[][], ids: (string|number)[]): Promise { + async runFastMapSync(features: number[][], ids: (string | number)[]): Promise { const startTime = Date.now(); try { @@ -78,13 +77,13 @@ export class ProjectionService { const positions = embedding.map((coords: number[], i: number) => ({ id: ids[i], x: coords[0], - y: coords[1] + y: coords[1], })); return { method: 'fastmap', positions, - computeTime: Date.now() - startTime + computeTime: Date.now() - startTime, }; } catch (error: any) { throw new Error(`FastMap failed: ${error.message}`); @@ -95,7 +94,7 @@ export class ProjectionService { * Run IsoMap (blocking) - Non-linear manifold learning * Preserves geodesic distances - slower than FastMap but better structure preservation */ - async runIsoMapSync(features: number[][], ids: (string|number)[]): Promise { + async runIsoMapSync(features: number[][], ids: (string | number)[]): Promise { const startTime = Date.now(); try { @@ -105,13 +104,13 @@ export class ProjectionService { const positions = embedding.map((coords: number[], i: number) => ({ id: ids[i], x: coords[0], - y: coords[1] + y: coords[1], })); return { method: 'isomap', positions, - computeTime: Date.now() - startTime + computeTime: Date.now() - startTime, }; } catch (error: any) { throw new Error(`IsoMap failed: ${error.message}`); @@ -121,7 +120,7 @@ export class ProjectionService { /** * Run FastMap (background) - runs in Web Worker */ - async runFastMap(features: number[][], ids: (string|number)[]): Promise { + async runFastMap(features: number[][], ids: (string | number)[]): Promise { return this.runProjectionInWorker('fastmap', features, ids); } @@ -129,14 +128,23 @@ export class ProjectionService { * Run IsoMap (background) - runs in Web Worker * Non-linear manifold learning projection */ - async runIsoMap(features: number[][], ids: (string|number)[], config?: { neighbors?: number }): Promise { - return this.runProjectionInWorker('isomap', features, ids, config ? { isomapNeighbors: config.neighbors } : undefined); + async runIsoMap( + features: number[][], + ids: (string | number)[], + config?: { neighbors?: number } + ): Promise { + return this.runProjectionInWorker( + 'isomap', + features, + ids, + config ? { isomapNeighbors: config.neighbors } : undefined + ); } /** * Run PCA in background (Web Worker) - for when IsoMap is primary */ - async runPCABackground(features: number[][], ids: (string|number)[]): Promise { + async runPCABackground(features: number[][], ids: (string | number)[]): Promise { return this.runProjectionInWorker('pca', features, ids); } @@ -146,8 +154,8 @@ export class ProjectionService { */ async runTSNE( features: number[][], - ids: (string|number)[], - config: {perplexity: number; iterations: number} + ids: (string | number)[], + config: { perplexity: number; iterations: number } ): Promise { return this.runProjectionInWorker('tsne', features, ids, config); } @@ -158,8 +166,8 @@ export class ProjectionService { */ async runUMAP( features: number[][], - ids: (string|number)[], - config: {neighbors: number; minDist: number} + ids: (string | number)[], + config: { neighbors: number; minDist: number } ): Promise { return this.runProjectionInWorker('umap', features, ids, config); } @@ -167,42 +175,59 @@ export class ProjectionService { /** * Run MDS (background) - Classical Multidimensional Scaling */ - async runMDS(features: number[][], ids: (string|number)[]): Promise { + async runMDS(features: number[][], ids: (string | number)[]): Promise { return this.runProjectionInWorker('mds', features, ids); } /** * Run LLE (background) - Locally Linear Embedding */ - async runLLE(features: number[][], ids: (string|number)[], config?: { neighbors?: number }): Promise { + async runLLE( + features: number[][], + ids: (string | number)[], + config?: { neighbors?: number } + ): Promise { return this.runProjectionInWorker('lle', features, ids, config ? { lleNeighbors: config.neighbors } : undefined); } /** * Run LTSA (background) - Local Tangent Space Alignment */ - async runLTSA(features: number[][], ids: (string|number)[], config?: { neighbors?: number }): Promise { + async runLTSA( + features: number[][], + ids: (string | number)[], + config?: { neighbors?: number } + ): Promise { return this.runProjectionInWorker('ltsa', features, ids, config ? { ltsaNeighbors: config.neighbors } : undefined); } /** * Run TriMap (background) - Good for large datasets */ - async runTriMap(features: number[][], ids: (string|number)[], config?: { weightAdj?: number }): Promise { - return this.runProjectionInWorker('trimap', features, ids, config ? { trimapWeightAdj: config.weightAdj } : undefined); + async runTriMap( + features: number[][], + ids: (string | number)[], + config?: { weightAdj?: number } + ): Promise { + return this.runProjectionInWorker( + 'trimap', + features, + ids, + config ? { trimapWeightAdj: config.weightAdj } : undefined + ); } /** * Run TopoMap (background) - Topology preserving */ - async runTopoMap(features: number[][], ids: (string|number)[]): Promise { + async runTopoMap(features: number[][], ids: (string | number)[]): Promise { return this.runProjectionInWorker('topomap', features, ids); } /** * Run Sammon (background) - Sammon mapping */ - async runSammon(features: number[][], ids: (string|number)[]): Promise { + async runSammon(features: number[][], ids: (string | number)[]): Promise { return this.runProjectionInWorker('sammon', features, ids); } @@ -218,7 +243,7 @@ export class ProjectionService { return new Promise((resolve, reject) => { // Create worker for this projection const worker = new Worker(new URL('../workers/projection.worker', import.meta.url), { - type: 'module' + type: 'module', }); this.workers.set(method, worker); @@ -243,7 +268,7 @@ export class ProjectionService { resolve({ method: method as any, positions: data.positions!, - computeTime: data.computeTime! + computeTime: data.computeTime!, }); } else if (data.type === 'error') { // Error occurred @@ -255,7 +280,7 @@ export class ProjectionService { }); }; - worker.onerror = (error) => { + worker.onerror = error => { this.ngZone.run(() => { this.updateBackgroundStatus(method, 'error', 0, `${method} worker error`, error.message); worker.terminate(); @@ -270,7 +295,7 @@ export class ProjectionService { method, features, ids, - config + config, }; worker.postMessage(request); }); @@ -295,7 +320,7 @@ export class ProjectionService { const features: number[][] = []; for (const line of dataLines) { - if (!line.trim()) continue; // Skip empty lines + if (!line.trim()) continue; // Skip empty lines const values = line.split(','); if (values.length < 2) { @@ -383,5 +408,4 @@ export class ProjectionService { }); this.workers.clear(); } - } diff --git a/src/app/services/toast.service.ts b/src/app/services/toast.service.ts index cc87571..e34bee3 100644 --- a/src/app/services/toast.service.ts +++ b/src/app/services/toast.service.ts @@ -9,7 +9,7 @@ export interface Toast { } @Injectable({ - providedIn: 'root' + providedIn: 'root', }) export class ToastService { private toastsSubject = new BehaviorSubject([]); @@ -18,12 +18,12 @@ export class ToastService { constructor() {} - show(message: string, type: Toast['type'] = 'info', duration: number = 5000): void { + show(message: string, type: Toast['type'] = 'info', duration = 5000): void { const toast: Toast = { id: this.nextId++, message, type, - duration + duration, }; const currentToasts = this.toastsSubject.getValue(); diff --git a/src/app/shared/components/color-scale-selector/color-scale-selector.component.html b/src/app/shared/components/color-scale-selector/color-scale-selector.component.html index 9368ed1..320638d 100644 --- a/src/app/shared/components/color-scale-selector/color-scale-selector.component.html +++ b/src/app/shared/components/color-scale-selector/color-scale-selector.component.html @@ -14,9 +14,11 @@ @for (group of groupedColorScales; track group.group; let gi = $index) {
{{ group.group }}
@for (scale of group.scales; track scale.id) { -
+
@if (scale.type === 'numeric') {
} @else { diff --git a/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts b/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts index 1c9d134..9c6071b 100644 --- a/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts +++ b/src/app/shared/components/color-scale-selector/color-scale-selector.component.ts @@ -1,16 +1,12 @@ import { Component, Input, Output, EventEmitter, HostListener } from '@angular/core'; -import { - ColorScale, - getContinuousGradient, - getCategoricalColors -} from '../../interfaces/color-scale'; +import { ColorScale, getContinuousGradient, getCategoricalColors } from '../../interfaces/color-scale'; @Component({ selector: 'app-color-scale-selector', standalone: true, imports: [], templateUrl: './color-scale-selector.component.html', - styleUrl: './color-scale-selector.component.scss' + styleUrl: './color-scale-selector.component.scss', }) export class ColorScaleSelectorComponent { @Input() groupedColorScales: { group: string; scales: ColorScale[] }[] = []; diff --git a/src/app/shared/components/data-type-badge/data-type-badge.component.ts b/src/app/shared/components/data-type-badge/data-type-badge.component.ts index 923aa45..be5221d 100644 --- a/src/app/shared/components/data-type-badge/data-type-badge.component.ts +++ b/src/app/shared/components/data-type-badge/data-type-badge.component.ts @@ -6,8 +6,10 @@ import { DataType, getDataTypeBadgeClass, getDataTypeLabel } from '../../../prep selector: 'app-data-type-badge', standalone: true, imports: [CommonModule], - template: `{{ getDataTypeLabel(dataType) }}`, - styleUrl: './data-type-badge.component.scss' + template: `{{ + getDataTypeLabel(dataType) + }}`, + styleUrl: './data-type-badge.component.scss', }) export class DataTypeBadgeComponent { @Input() dataType!: DataType; diff --git a/src/app/shared/components/toast/toast.component.ts b/src/app/shared/components/toast/toast.component.ts index 1798da9..6da32ae 100644 --- a/src/app/shared/components/toast/toast.component.ts +++ b/src/app/shared/components/toast/toast.component.ts @@ -12,10 +12,18 @@ import { ToastService, Toast } from '../../../services/toast.service';
@switch (toast.type) { - @case ('success') { ✓ } - @case ('error') { ✕ } - @case ('warning') { ⚠ } - @case ('info') { ℹ } + @case ('success') { + ✓ + } + @case ('error') { + ✕ + } + @case ('warning') { + ⚠ + } + @case ('info') { + ℹ + } } {{ toast.message }} @@ -24,91 +32,93 @@ import { ToastService, Toast } from '../../../services/toast.service'; }
`, - styles: [` - .toast-container { - position: fixed; - top: 80px; - right: 20px; - z-index: 10000; - display: flex; - flex-direction: column; - gap: 10px; - max-width: 400px; - } - - .toast { - display: flex; - align-items: center; - gap: 12px; - padding: 14px 16px; - border-radius: 8px; - box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15); - color: white; - cursor: pointer; - animation: slideIn 0.3s ease-out; - font-size: 14px; - font-weight: 500; - } + styles: [ + ` + .toast-container { + position: fixed; + top: 80px; + right: 20px; + z-index: 10000; + display: flex; + flex-direction: column; + gap: 10px; + max-width: 400px; + } - @keyframes slideIn { - from { - transform: translateX(100%); - opacity: 0; + .toast { + display: flex; + align-items: center; + gap: 12px; + padding: 14px 16px; + border-radius: 8px; + box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15); + color: white; + cursor: pointer; + animation: slideIn 0.3s ease-out; + font-size: 14px; + font-weight: 500; } - to { - transform: translateX(0); - opacity: 1; + + @keyframes slideIn { + from { + transform: translateX(100%); + opacity: 0; + } + to { + transform: translateX(0); + opacity: 1; + } } - } - .toast-success { - background-color: #10b981; - } + .toast-success { + background-color: #10b981; + } - .toast-error { - background-color: #ef4444; - } + .toast-error { + background-color: #ef4444; + } - .toast-warning { - background-color: #f59e0b; - } + .toast-warning { + background-color: #f59e0b; + } - .toast-info { - background-color: #3b82f6; - } + .toast-info { + background-color: #3b82f6; + } - .toast-icon { - font-size: 18px; - font-weight: bold; - flex-shrink: 0; - } + .toast-icon { + font-size: 18px; + font-weight: bold; + flex-shrink: 0; + } - .toast-message { - flex: 1; - line-height: 1.4; - } + .toast-message { + flex: 1; + line-height: 1.4; + } - .toast-close { - background: none; - border: none; - color: white; - font-size: 24px; - line-height: 1; - cursor: pointer; - padding: 0; - opacity: 0.8; - flex-shrink: 0; - width: 20px; - height: 20px; - display: flex; - align-items: center; - justify-content: center; - } + .toast-close { + background: none; + border: none; + color: white; + font-size: 24px; + line-height: 1; + cursor: pointer; + padding: 0; + opacity: 0.8; + flex-shrink: 0; + width: 20px; + height: 20px; + display: flex; + align-items: center; + justify-content: center; + } - .toast-close:hover { - opacity: 1; - } - `] + .toast-close:hover { + opacity: 1; + } + `, + ], }) export class ToastComponent { constructor(public toastService: ToastService) {} diff --git a/src/app/shared/enum/filter-mode.ts b/src/app/shared/enum/filter-mode.ts index 5ffd0f8..342b236 100644 --- a/src/app/shared/enum/filter-mode.ts +++ b/src/app/shared/enum/filter-mode.ts @@ -1,4 +1,4 @@ export enum FilterMode { - And, - Or + And, + Or, } diff --git a/src/app/shared/enum/glyph-type.ts b/src/app/shared/enum/glyph-type.ts index 5bc8ac3..aab6f20 100644 --- a/src/app/shared/enum/glyph-type.ts +++ b/src/app/shared/enum/glyph-type.ts @@ -1,8 +1,8 @@ export enum GlyphType { - None, - Star, - Flower, - Whisker, - Dot, - Thumb + None, + Star, + Flower, + Whisker, + Dot, + Thumb, } diff --git a/src/app/shared/enum/interaction-command.ts b/src/app/shared/enum/interaction-command.ts index c55f826..d269c41 100644 --- a/src/app/shared/enum/interaction-command.ts +++ b/src/app/shared/enum/interaction-command.ts @@ -1,8 +1,8 @@ export enum InteractionCommand { - noop, - redraw, - rerender, - fittoscreen, - clearselection, - exportimage -} \ No newline at end of file + noop, + redraw, + rerender, + fittoscreen, + clearselection, + exportimage, +} diff --git a/src/app/shared/enum/render-task.ts b/src/app/shared/enum/render-task.ts index 2a7f650..d9c5958 100644 --- a/src/app/shared/enum/render-task.ts +++ b/src/app/shared/enum/render-task.ts @@ -1,7 +1,7 @@ export enum RenderTask { - FitAnimation, - SceneRender, - GlyphAnimation, - ForceSimulation, - OriginalSimulation + FitAnimation, + SceneRender, + GlyphAnimation, + ForceSimulation, + OriginalSimulation, } diff --git a/src/app/shared/enum/zoom-level.ts b/src/app/shared/enum/zoom-level.ts index e481cc1..55a5060 100644 --- a/src/app/shared/enum/zoom-level.ts +++ b/src/app/shared/enum/zoom-level.ts @@ -1,5 +1,5 @@ export enum ZoomLevel { low, medium, - high -} \ No newline at end of file + high, +} diff --git a/src/app/shared/filter/category-filter.ts b/src/app/shared/filter/category-filter.ts index 2de60f0..9e43df4 100644 --- a/src/app/shared/filter/category-filter.ts +++ b/src/app/shared/filter/category-filter.ts @@ -1,5 +1,5 @@ -import { GlyphObject } from "../../glyph/glyph-object"; -import { ItemFilter } from "./item-filter"; +import { GlyphObject } from '../../glyph/glyph-object'; +import { ItemFilter } from './item-filter'; export interface CategoryRange { min: number; @@ -7,7 +7,6 @@ export interface CategoryRange { } export class CategoryFilter extends ItemFilter { - private _featureName: string; private _ranges: CategoryRange[] = []; @@ -15,7 +14,7 @@ export class CategoryFilter extends ItemFilter { constructor(featureName?: string); constructor(featureName?: string, ranges?: CategoryRange[]) { super(); - this._featureName = featureName ?? ""; + this._featureName = featureName ?? ''; if (ranges) { this.setRanges(ranges); } @@ -34,9 +33,7 @@ export class CategoryFilter extends ItemFilter { } public override info(): string { - const ranges = this._ranges - .map(r => `[${r.min}, ${r.max}]`) - .join(", "); + const ranges = this._ranges.map(r => `[${r.min}, ${r.max}]`).join(', '); return `CategoryFilter for ${this._featureName} with ranges ${ranges} | FilterMode: ${this.filterMode}`; } @@ -71,7 +68,7 @@ export class CategoryFilter extends ItemFilter { * Range management * ----------------------------- */ - public get ranges(): ReadonlyArray { + public get ranges(): readonly CategoryRange[] { return this._ranges; } @@ -96,13 +93,13 @@ export class CategoryFilter extends ItemFilter { private validateRange(min: number, max: number): void { if (min === undefined || max === undefined) { - throw new RangeError("range values must be defined"); + throw new RangeError('range values must be defined'); } // CategoryFilter can work with both normalized [0,1] and raw integer values // so we only check that min <= max if (min > max) { - throw new RangeError("min must be <= max"); + throw new RangeError('min must be <= max'); } } -} \ No newline at end of file +} diff --git a/src/app/shared/filter/feature-filter.ts b/src/app/shared/filter/feature-filter.ts index 79f85ff..495744b 100644 --- a/src/app/shared/filter/feature-filter.ts +++ b/src/app/shared/filter/feature-filter.ts @@ -1,8 +1,7 @@ -import { GlyphObject } from "../../glyph/glyph-object"; -import { ItemFilter } from "./item-filter"; +import { GlyphObject } from '../../glyph/glyph-object'; +import { ItemFilter } from './item-filter'; export class FeatureFilter extends ItemFilter { - private _featureName: string; private _minValue: number | undefined; private _maxValue: number | undefined; @@ -11,22 +10,31 @@ export class FeatureFilter extends ItemFilter { constructor(featureName?: string); constructor(featureName?: string, minValue?: number, maxValue?: number) { super(); - this._featureName = featureName === undefined ? "" : featureName; + this._featureName = featureName === undefined ? '' : featureName; this._minValue = minValue === undefined ? 0 : minValue; this._maxValue = maxValue === undefined ? 0 : maxValue; } - public override clear() { + public override clear() { this._minValue = undefined; this._maxValue = undefined; } public override empty() { - return this._minValue === undefined || this._maxValue === undefined + return this._minValue === undefined || this._maxValue === undefined; } public override info() { - return "Feature Filter for " + this.featureName + " with " + this._minValue + " : " + this._maxValue + " FilterMode: " + this.filterMode; + return ( + 'Feature Filter for ' + + this.featureName + + ' with ' + + this._minValue + + ' : ' + + this._maxValue + + ' FilterMode: ' + + this.filterMode + ); } public override inFilter(item: GlyphObject): boolean { @@ -36,12 +44,18 @@ export class FeatureFilter extends ItemFilter { return value >= this._minValue && value <= this._maxValue; } - public get featureName(): string { return this._featureName } - public set featureName(newFeatureName: string) { this._featureName = newFeatureName } + public get featureName(): string { + return this._featureName; + } + public set featureName(newFeatureName: string) { + this._featureName = newFeatureName; + } - public get minValue(): number | undefined { return this._minValue } + public get minValue(): number | undefined { + return this._minValue; + } public set minValue(newMinValue: number) { - if(newMinValue === undefined) throw new RangeError("value undefined in feature filter"); + if (newMinValue === undefined) throw new RangeError('value undefined in feature filter'); if (newMinValue < 0.0 || newMinValue > 1.0) { throw new RangeError('supplied parameter must be in interval [0,1]'); } @@ -49,9 +63,11 @@ export class FeatureFilter extends ItemFilter { this._minValue = newMinValue; } - public get maxValue(): number | undefined { return this._maxValue } + public get maxValue(): number | undefined { + return this._maxValue; + } public set maxValue(newMaxValue: number | undefined) { - if(newMaxValue === undefined) throw new RangeError("value undefined in feature filter"); + if (newMaxValue === undefined) throw new RangeError('value undefined in feature filter'); if (newMaxValue < 0.0 || newMaxValue > 1.0) { throw new RangeError('supplied parameter must be in interval [0,1]'); } diff --git a/src/app/shared/filter/id-filter.ts b/src/app/shared/filter/id-filter.ts index f75b711..b6049f2 100644 --- a/src/app/shared/filter/id-filter.ts +++ b/src/app/shared/filter/id-filter.ts @@ -1,67 +1,67 @@ -import { GlyphObject } from "../../glyph/glyph-object"; -import { ItemFilter } from "./item-filter"; +import { GlyphObject } from '../../glyph/glyph-object'; +import { ItemFilter } from './item-filter'; export class IdFilter extends ItemFilter { - private _accaptableIds: string[]; + private _acceptableIds: string[]; constructor(acceptableIds?: string[]) { super(); - this._accaptableIds = acceptableIds === undefined ? [] : acceptableIds; + this._acceptableIds = acceptableIds === undefined ? [] : acceptableIds; } public override info() { - return "Id Filter Length " + this._accaptableIds.length + " FilterMode: " + this.filterMode; + return 'Id Filter Length ' + this._acceptableIds.length + ' FilterMode: ' + this.filterMode; } public override empty() { - return this._accaptableIds.length <= 0; + return this._acceptableIds.length <= 0; } public override inFilter(item: GlyphObject): boolean { - return this._accaptableIds.indexOf(item.id) >= 0; + return this._acceptableIds.indexOf(item.id) >= 0; } public add(id: string) { - const pos = this._accaptableIds.indexOf(id); + const pos = this._acceptableIds.indexOf(id); if (pos < 0) { - this._accaptableIds.push(id); + this._acceptableIds.push(id); } } public remove(id: string) { - const pos = this._accaptableIds.indexOf(id); + const pos = this._acceptableIds.indexOf(id); if (pos >= 0) { - this._accaptableIds.splice(pos, 1); + this._acceptableIds.splice(pos, 1); } } public toggle(id: string) { - const pos = this._accaptableIds.indexOf(id); + const pos = this._acceptableIds.indexOf(id); if (pos >= 0) { - this._accaptableIds.splice(pos, 1); + this._acceptableIds.splice(pos, 1); } else { - this._accaptableIds.push(id); + this._acceptableIds.push(id); } } - public get accaptableIds(): string[] { - return this._accaptableIds; + public get acceptableIds(): string[] { + return this._acceptableIds; } - public set accaptableIds(ids: string[]) { - this._accaptableIds = ids.sort(); + public set acceptableIds(ids: string[]) { + this._acceptableIds = ids.sort(); } public override clear() { - this._accaptableIds.splice(0, this._accaptableIds.length); + this._acceptableIds.splice(0, this._acceptableIds.length); } public addMultiple(newIds: string[]) { newIds.forEach((id: string) => { - if (this._accaptableIds.indexOf(id) < 0) { - this._accaptableIds.push(id); + if (this._acceptableIds.indexOf(id) < 0) { + this._acceptableIds.push(id); } }); - this._accaptableIds.sort(); + this._acceptableIds.sort(); } } diff --git a/src/app/shared/filter/item-filter.ts b/src/app/shared/filter/item-filter.ts index 3f5ef88..1393cd8 100644 --- a/src/app/shared/filter/item-filter.ts +++ b/src/app/shared/filter/item-filter.ts @@ -1,22 +1,22 @@ -import { GlyphObject } from "../../glyph/glyph-object"; -import { FilterMode } from "../enum/filter-mode"; +import { GlyphObject } from '../../glyph/glyph-object'; +import { FilterMode } from '../enum/filter-mode'; export abstract class ItemFilter { - private _filterMode: FilterMode = FilterMode.And; + private _filterMode: FilterMode = FilterMode.And; - abstract inFilter(item: GlyphObject): boolean; + abstract inFilter(item: GlyphObject): boolean; - abstract clear(): void; + abstract clear(): void; - abstract info(): string; + abstract info(): string; - abstract empty(): boolean; + abstract empty(): boolean; - set filterMode(mode: FilterMode) { - this._filterMode = mode; - } + set filterMode(mode: FilterMode) { + this._filterMode = mode; + } - get filterMode(): FilterMode { - return this._filterMode; - } -} \ No newline at end of file + get filterMode(): FilterMode { + return this._filterMode; + } +} diff --git a/src/app/shared/filter/text-filter.ts b/src/app/shared/filter/text-filter.ts index 91221e0..eb92d98 100644 --- a/src/app/shared/filter/text-filter.ts +++ b/src/app/shared/filter/text-filter.ts @@ -16,14 +16,14 @@ export class TextFilter extends ItemFilter { public override empty() { return this._acceptableStrings.length <= 0; } - + public override info() { - return ""; + return ''; } public override inFilter(item: GlyphObject): boolean { - if (!item.values) return false - + if (!item.values) return false; + return Object.values(item.values).some(val => { const valStr = String(val).toLowerCase(); return this._acceptableStrings.some(substr => valStr.includes(substr)); @@ -42,7 +42,7 @@ export class TextFilter extends ItemFilter { this._acceptableStrings.sort(); } - public extendacceptableStrings(newStrings: string[]) { + public extendAcceptableStrings(newStrings: string[]) { newStrings.forEach((text: string) => { if (this._acceptableStrings.indexOf(text.toLowerCase()) === -1) { this._acceptableStrings.push(text.toLowerCase()); diff --git a/src/app/shared/helpers/angular-helper.ts b/src/app/shared/helpers/angular-helper.ts index ad96c46..d4ab3bb 100644 --- a/src/app/shared/helpers/angular-helper.ts +++ b/src/app/shared/helpers/angular-helper.ts @@ -1,14 +1,11 @@ export function checkTextInput(event: KeyboardEvent): boolean { const target = event.target as HTMLElement; - const isEditable = - target.tagName === 'INPUT' || - target.tagName === 'TEXTAREA' || - target.isContentEditable; + const isEditable = target.tagName === 'INPUT' || target.tagName === 'TEXTAREA' || target.isContentEditable; if (isEditable) { return true; // Skip hotkey handling while typing } return false; -} \ No newline at end of file +} diff --git a/src/app/shared/helpers/color-helper.ts b/src/app/shared/helpers/color-helper.ts new file mode 100644 index 0000000..8915999 --- /dev/null +++ b/src/app/shared/helpers/color-helper.ts @@ -0,0 +1,18 @@ +/** + * Normalize a feature value for color mapping. + * Categorical features are divided by their max value to map into [0,1]. + */ +export function normalizeFeatureValue( + value: number, + featureId: string, + featureTypes: Record, + featureMaxValues: Record +): number { + if (featureTypes[featureId] === 'categorical') { + const maxValue = featureMaxValues[featureId]; + if (maxValue !== undefined && maxValue > 0) { + return value / maxValue; + } + } + return value; +} diff --git a/src/app/shared/helpers/d3-helper.ts b/src/app/shared/helpers/d3-helper.ts index 242c4dc..691c3cd 100644 --- a/src/app/shared/helpers/d3-helper.ts +++ b/src/app/shared/helpers/d3-helper.ts @@ -2,326 +2,339 @@ import { GlyphConfiguration } from '../../glyph/glyph-configuration'; import { GlyphObject } from '../../glyph/glyph-object'; export function hexToRgb(hex: string | number): string { - if (typeof hex === 'string' && hex.indexOf('rgb') !== -1) { - return hex as string; - } - - let hexString: string; - - if (typeof hex === 'number') { - hexString = hex.toString(16).padStart(6, '0'); - } else { - hexString = hex.replace(/^#/, ''); - } - - if (hexString.length === 3) { - hexString = hexString.split('').map(c => c + c).join(''); - } - - if (hexString.length !== 6) { - throw new Error(`Invalid hex color: ${hex}`); - } - - const r = parseInt(hexString.slice(0, 2), 16); - const g = parseInt(hexString.slice(2, 4), 16); - const b = parseInt(hexString.slice(4, 6), 16); - - return `rgb(${r}, ${g}, ${b})`; + if (typeof hex === 'string' && hex.indexOf('rgb') !== -1) { + return hex as string; + } + + let hexString: string; + + if (typeof hex === 'number') { + hexString = hex.toString(16).padStart(6, '0'); + } else { + hexString = hex.replace(/^#/, ''); + } + + if (hexString.length === 3) { + hexString = hexString + .split('') + .map(c => c + c) + .join(''); + } + + if (hexString.length !== 6) { + throw new Error(`Invalid hex color: ${hex}`); + } + + const r = parseInt(hexString.slice(0, 2), 16); + const g = parseInt(hexString.slice(2, 4), 16); + const b = parseInt(hexString.slice(4, 6), 16); + + return `rgb(${r}, ${g}, ${b})`; } export function addAlphaToRgba(color: string, alpha: number): string { - // If the color is already rgba, replace the alpha - const rgbaMatch = color.match(/rgba?\(\s*(\d+),\s*(\d+),\s*(\d+)(?:,\s*([\d.]+))?\s*\)/); - if (!rgbaMatch) { - // fallback: just return color (or handle hex) - return color; - } - const r = rgbaMatch[1]; - const g = rgbaMatch[2]; - const b = rgbaMatch[3]; - // Use the passed alpha - return `rgba(${r},${g},${b},${alpha})`; + // If the color is already rgba, replace the alpha + const rgbaMatch = color.match(/rgba?\(\s*(\d+),\s*(\d+),\s*(\d+)(?:,\s*([\d.]+))?\s*\)/); + if (!rgbaMatch) { + // fallback: just return color (or handle hex) + return color; + } + const r = rgbaMatch[1]; + const g = rgbaMatch[2]; + const b = rgbaMatch[3]; + // Use the passed alpha + return `rgba(${r},${g},${b},${alpha})`; } function prepareFeatureData( - glyph: GlyphObject, - activeFeatures: string[] + glyph: GlyphObject, + activeFeatures: string[] ): { - featureMap: Record, - keys: string[], - values: number[], - maxValue: number, - segments: number + featureMap: Record; + keys: string[]; + values: number[]; + maxValue: number; + segments: number; } { - const featureMap: Record = Object.fromEntries( - Object.entries(glyph.features[glyph.currentContext] || {}) - .filter(([key]) => activeFeatures.includes(key)) - .map(([key, value]) => [key, +value]) - ); - - const keys = Object.keys(featureMap); - const values = keys.map(k => featureMap[k]); - const maxValue = Math.max(...values) || 1; - const segments = keys.length; - - return { featureMap, keys, values, maxValue, segments }; + const featureMap: Record = Object.fromEntries( + Object.entries(glyph.features[glyph.currentContext] || {}) + .filter(([key]) => activeFeatures.includes(key)) + .map(([key, value]) => [key, +value]) + ); + + const keys = Object.keys(featureMap); + const values = keys.map(k => featureMap[k]); + const maxValue = Math.max(...values) || 1; + const segments = keys.length; + + return { featureMap, keys, values, maxValue, segments }; } -function computeCenterCoordinates(radius: number, width = 350): { centerX: number, centerY: number } { - return { - centerX: width / 2 - radius / 2 + 20, - centerY: radius + 40 - }; +function computeCenterCoordinates(radius: number, width = 350): { centerX: number; centerY: number } { + return { + centerX: width / 2 - radius / 2 + 20, + centerY: radius + 40, + }; } export function drawRadarChart( - context: CanvasRenderingContext2D, - radius = 50, - color: string, - glyph: GlyphObject, - activeFeatures: string[], - featureLabels: Record, - glyphConfig: GlyphConfiguration + context: CanvasRenderingContext2D, + radius = 50, + color: string, + glyph: GlyphObject, + activeFeatures: string[], + featureLabels: Record, + glyphConfig: GlyphConfiguration ) { - if (!context) return; + if (!context) return; - const { featureMap, keys, values, maxValue, segments } = prepareFeatureData(glyph, activeFeatures); - const { centerX, centerY } = computeCenterCoordinates(radius); + const { featureMap, keys, values, maxValue, segments } = prepareFeatureData(glyph, activeFeatures); + const { centerX, centerY } = computeCenterCoordinates(radius); - drawBackgroundCircle(context, centerX, centerY, radius, glyphConfig); - drawAxes(context, keys, centerX, centerY, radius, glyphConfig); + drawBackgroundCircle(context, centerX, centerY, radius, glyphConfig); + drawAxes(context, keys, centerX, centerY, radius, glyphConfig); - const allZero = values.every(v => v < 0.01); - if (allZero) { - context.beginPath(); - context.arc(centerX, centerY, 4, 0, 2 * Math.PI); - context.fillStyle = color; - context.fill(); - context.closePath(); - } else { - const effectiveRadius = radius * 0.95; - context.beginPath(); - keys.forEach((key, i) => { - const value = +featureMap[key] || 0; - const norm = glyphConfig.scaleLinear ? value : value / maxValue; - const angle = (i / segments) * Math.PI * 2; - const x = centerX + Math.cos(angle) * effectiveRadius * norm; - const y = centerY - Math.sin(angle) * effectiveRadius * norm; - - i === 0 ? context.moveTo(x, y) : context.lineTo(x, y); - }); - context.closePath(); - context.fillStyle = addAlphaToRgba(color, 0.4); - context.fill(); - - if (glyphConfig.useContour) { - context.strokeStyle = color; - context.lineWidth = 2; - context.stroke(); - } + const allZero = values.every(v => v < 0.01); + if (allZero) { + context.beginPath(); + context.arc(centerX, centerY, 4, 0, 2 * Math.PI); + context.fillStyle = color; + context.fill(); + context.closePath(); + } else { + const effectiveRadius = radius * 0.95; + context.beginPath(); + keys.forEach((key, i) => { + const value = +featureMap[key] || 0; + const norm = glyphConfig.scaleLinear ? value : value / maxValue; + const angle = (i / segments) * Math.PI * 2; + const x = centerX + Math.cos(angle) * effectiveRadius * norm; + const y = centerY - Math.sin(angle) * effectiveRadius * norm; + + if (i === 0) { + context.moveTo(x, y); + } else { + context.lineTo(x, y); + } + }); + context.closePath(); + context.fillStyle = addAlphaToRgba(color, 0.4); + context.fill(); + + if (glyphConfig.useContour) { + context.strokeStyle = color; + context.lineWidth = 2; + context.stroke(); } + } - drawLabels(context, keys, featureLabels, centerX, centerY, radius, glyphConfig); + drawLabels(context, keys, featureLabels, centerX, centerY, radius, glyphConfig); } export function drawFlowerGlyph( - context: CanvasRenderingContext2D, - radius = 50, - color: string, - glyph: GlyphObject, - activeFeatures: string[], - featureLabels: Record, - glyphConfig: GlyphConfiguration + context: CanvasRenderingContext2D, + radius = 50, + color: string, + glyph: GlyphObject, + activeFeatures: string[], + featureLabels: Record, + glyphConfig: GlyphConfiguration ) { - if (!context) return; + if (!context) return; - const { featureMap, keys, values, maxValue, segments } = prepareFeatureData(glyph, activeFeatures); - const { centerX, centerY } = computeCenterCoordinates(radius); + const { featureMap, keys, values, maxValue, segments } = prepareFeatureData(glyph, activeFeatures); + const { centerX, centerY } = computeCenterCoordinates(radius); - drawBackgroundCircle(context, centerX, centerY, radius, glyphConfig); - drawAxes(context, keys, centerX, centerY, radius, glyphConfig); + drawBackgroundCircle(context, centerX, centerY, radius, glyphConfig); + drawAxes(context, keys, centerX, centerY, radius, glyphConfig); - const allZero = values.every(v => v < 0.01); - if (allZero) { - context.beginPath(); - context.arc(centerX, centerY, 4, 0, 2 * Math.PI); - context.fillStyle = color; - context.fill(); - context.closePath(); - } else { - context.save(); - context.translate(centerX, centerY); - context.globalAlpha = 0.6; - - keys.forEach((key, i) => { - const value = +featureMap[key] || 0; - if (value <= 0) return; - - const norm = glyphConfig.scaleLinear ? value : value / maxValue; - const petalLength = radius * norm * 0.95; - const petalWidth = petalLength * 0.4; - - const angle = (i / segments) * Math.PI * 2 + (3 * Math.PI) / 2; - - context.save(); - context.rotate(-angle); - - const path = new Path2D(); - path.moveTo(0, 0); - path.bezierCurveTo( - petalWidth * 0.25, -petalLength * 0.3, - petalWidth * 0.6, -petalLength * 0.75, - 0, -petalLength - ); - path.bezierCurveTo( - -petalWidth * 0.6, -petalLength * 0.75, - -petalWidth * 0.25, -petalLength * 0.3, - 0, 0 - ); - - context.fillStyle = color; - context.fill(path); - if (glyphConfig.useContour) { - context.strokeStyle = color; - context.stroke(path); - } - - context.restore(); - }); - - context.restore(); - } + const allZero = values.every(v => v < 0.01); + if (allZero) { + context.beginPath(); + context.arc(centerX, centerY, 4, 0, 2 * Math.PI); + context.fillStyle = color; + context.fill(); + context.closePath(); + } else { + context.save(); + context.translate(centerX, centerY); + context.globalAlpha = 0.6; + + keys.forEach((key, i) => { + const value = +featureMap[key] || 0; + if (value <= 0) return; + + const norm = glyphConfig.scaleLinear ? value : value / maxValue; + const petalLength = radius * norm * 0.95; + const petalWidth = petalLength * 0.4; - drawLabels(context, keys, featureLabels, centerX, centerY, radius, glyphConfig); + const angle = (i / segments) * Math.PI * 2 + (3 * Math.PI) / 2; + + context.save(); + context.rotate(-angle); + + const path = new Path2D(); + path.moveTo(0, 0); + path.bezierCurveTo(petalWidth * 0.25, -petalLength * 0.3, petalWidth * 0.6, -petalLength * 0.75, 0, -petalLength); + path.bezierCurveTo(-petalWidth * 0.6, -petalLength * 0.75, -petalWidth * 0.25, -petalLength * 0.3, 0, 0); + + context.fillStyle = color; + context.fill(path); + if (glyphConfig.useContour) { + context.strokeStyle = color; + context.stroke(path); + } + + context.restore(); + }); + + context.restore(); + } + + drawLabels(context, keys, featureLabels, centerX, centerY, radius, glyphConfig); } export function drawWhiskerGlyph( - context: CanvasRenderingContext2D, - radius = 50, - color: string, - glyph: GlyphObject, - activeFeatures: string[], - featureLabels: Record, - glyphConfig: GlyphConfiguration + context: CanvasRenderingContext2D, + radius = 50, + color: string, + glyph: GlyphObject, + activeFeatures: string[], + featureLabels: Record, + glyphConfig: GlyphConfiguration ) { - if (!context) return; + if (!context) return; - const { featureMap, keys, values, maxValue, segments } = prepareFeatureData(glyph, activeFeatures); - const { centerX, centerY } = computeCenterCoordinates(radius); + const { featureMap, keys, values, maxValue, segments } = prepareFeatureData(glyph, activeFeatures); + const { centerX, centerY } = computeCenterCoordinates(radius); - drawBackgroundCircle(context, centerX, centerY, radius, glyphConfig); - drawAxes(context, keys, centerX, centerY, radius, glyphConfig); + drawBackgroundCircle(context, centerX, centerY, radius, glyphConfig); + drawAxes(context, keys, centerX, centerY, radius, glyphConfig); - const allZero = values.every(v => v < 0.01); - if (allZero) { - context.beginPath(); - context.arc(centerX, centerY, 4, 0, 2 * Math.PI); - context.fillStyle = color; - context.fill(); - context.closePath(); - } else { - context.save(); - context.translate(centerX, centerY); - context.globalAlpha = 0.6; + const allZero = values.every(v => v < 0.01); + if (allZero) { + context.beginPath(); + context.arc(centerX, centerY, 4, 0, 2 * Math.PI); + context.fillStyle = color; + context.fill(); + context.closePath(); + } else { + context.save(); + context.translate(centerX, centerY); + context.globalAlpha = 0.6; - keys.forEach((key, i) => { - const value = +featureMap[key] || 0; - if (value <= 0) return; + keys.forEach((key, i) => { + const value = +featureMap[key] || 0; + if (value <= 0) return; - const norm = glyphConfig.scaleLinear ? value : value / maxValue; - const whiskerLength = radius * norm * 0.95; - const barWidth = 6; + const norm = glyphConfig.scaleLinear ? value : value / maxValue; + const whiskerLength = radius * norm * 0.95; + const barWidth = 6; - const angle = (i / segments) * Math.PI * 2 + (3 * Math.PI) / 2; - context.save(); - context.rotate(-angle); + const angle = (i / segments) * Math.PI * 2 + (3 * Math.PI) / 2; + context.save(); + context.rotate(-angle); - context.fillStyle = color; - context.fillRect(-barWidth / 2, -whiskerLength, barWidth, whiskerLength); + context.fillStyle = color; + context.fillRect(-barWidth / 2, -whiskerLength, barWidth, whiskerLength); - context.restore(); - }); + context.restore(); + }); - context.restore(); - } + context.restore(); + } - drawLabels(context, keys, featureLabels, centerX, centerY, radius, glyphConfig); + drawLabels(context, keys, featureLabels, centerX, centerY, radius, glyphConfig); } -function drawBackgroundCircle(context: CanvasRenderingContext2D, centerX: number, centerY: number, radius: number, glyphConfig: GlyphConfiguration) { - if (!glyphConfig.useBackground) return; +function drawBackgroundCircle( + context: CanvasRenderingContext2D, + centerX: number, + centerY: number, + radius: number, + glyphConfig: GlyphConfiguration +) { + if (!glyphConfig.useBackground) return; - context.beginPath(); - context.arc(centerX, centerY, radius, 0, 2 * Math.PI); - context.fillStyle = '#d7d7d7'; - context.fill(); - context.closePath(); + context.beginPath(); + context.arc(centerX, centerY, radius, 0, 2 * Math.PI); + context.fillStyle = '#d7d7d7'; + context.fill(); + context.closePath(); } -function drawAxes(context: CanvasRenderingContext2D, keys: string[], centerX: number, centerY: number, radius: number, glyphConfig: GlyphConfiguration) { - if (!glyphConfig.useCoordinateSystem) return; - - const segments = keys.length; - context.strokeStyle = '#aaaaaa'; - context.lineWidth = 1; - keys.forEach((_, i) => { - const angle = (i / segments) * Math.PI * 2; - const x = centerX + Math.cos(angle) * radius; - const y = centerY - Math.sin(angle) * radius; - context.beginPath(); - context.moveTo(centerX, centerY); - context.lineTo(x, y); - context.stroke(); - context.closePath(); - }); +function drawAxes( + context: CanvasRenderingContext2D, + keys: string[], + centerX: number, + centerY: number, + radius: number, + glyphConfig: GlyphConfiguration +) { + if (!glyphConfig.useCoordinateSystem) return; + + const segments = keys.length; + context.strokeStyle = '#aaaaaa'; + context.lineWidth = 1; + keys.forEach((_, i) => { + const angle = (i / segments) * Math.PI * 2; + const x = centerX + Math.cos(angle) * radius; + const y = centerY - Math.sin(angle) * radius; + context.beginPath(); + context.moveTo(centerX, centerY); + context.lineTo(x, y); + context.stroke(); + context.closePath(); + }); } function drawLabels( - context: CanvasRenderingContext2D, - keys: string[], - featureLabels: Record, - centerX: number, - centerY: number, - radius: number, - glyphConfig: GlyphConfiguration + context: CanvasRenderingContext2D, + keys: string[], + featureLabels: Record, + centerX: number, + centerY: number, + radius: number, + glyphConfig: GlyphConfiguration ) { - if (!glyphConfig.useLabels) return; - - const labelRadius = radius + 15; - const padding = 4; - const segments = keys.length; - - context.textRendering = "geometricPrecision"; - context.fillStyle = '#000000'; - context.font = '11px "Lucida Sans", "Lucida Sans Regular", "Lucida Grande", "Lucida Sans Unicode", Geneva, Verdana, sans-serif'; + if (!glyphConfig.useLabels) return; + + const labelRadius = radius + 15; + const padding = 4; + const segments = keys.length; + + context.textRendering = 'geometricPrecision'; + context.fillStyle = '#000000'; + context.font = + '11px "Lucida Sans", "Lucida Sans Regular", "Lucida Grande", "Lucida Sans Unicode", Geneva, Verdana, sans-serif'; + + keys.forEach((key, i) => { + const angle = (i / segments) * Math.PI * 2; + const label = featureLabels[key] || key; + + let x = centerX + Math.cos(angle) * labelRadius; + const y = centerY - Math.sin(angle) * labelRadius; + + const cos = Math.cos(angle); + const sin = Math.sin(angle); + + if (Math.abs(sin) > 0.95) { + context.textAlign = cos > 0 ? 'left' : 'right'; + x += cos > 0 ? padding : -padding; + context.textBaseline = 'middle'; + } else if (cos > 0.1) { + context.textAlign = 'left'; + context.textBaseline = 'middle'; + x += padding; + } else if (cos < -0.1) { + context.textAlign = 'right'; + context.textBaseline = 'middle'; + x -= padding; + } else { + context.textAlign = 'center'; + context.textBaseline = sin > 0 ? 'top' : 'bottom'; + } - keys.forEach((key, i) => { - const angle = (i / segments) * Math.PI * 2; - const label = featureLabels[key] || key; - - let x = centerX + Math.cos(angle) * labelRadius; - let y = centerY - Math.sin(angle) * labelRadius; - - const cos = Math.cos(angle); - const sin = Math.sin(angle); - - if (Math.abs(sin) > 0.95) { - context.textAlign = cos > 0 ? 'left' : 'right'; - x += cos > 0 ? padding : -padding; - context.textBaseline = 'middle'; - } else if (cos > 0.1) { - context.textAlign = 'left'; - context.textBaseline = 'middle'; - x += padding; - } else if (cos < -0.1) { - context.textAlign = 'right'; - context.textBaseline = 'middle'; - x -= padding; - } else { - context.textAlign = 'center'; - context.textBaseline = sin > 0 ? 'top' : 'bottom'; - } - - context.fillText(label, x, y); - }); + context.fillText(label, x, y); + }); } diff --git a/src/app/shared/helpers/glyph-helper.ts b/src/app/shared/helpers/glyph-helper.ts index 7bf0c08..98d439a 100644 --- a/src/app/shared/helpers/glyph-helper.ts +++ b/src/app/shared/helpers/glyph-helper.ts @@ -5,79 +5,73 @@ import { GlyphObject } from '../../glyph/glyph-object'; import { GlyphCacheObject } from '../../glyph/glyph-cache-object'; export function getGlyphFromObject(object: THREE.Object3D): GlyphObject | null { - let glyph: GlyphObject; - if (object == null) { - throw new RangeError('Cannot get glyph from object'); - } - if (object.userData['item'] === null) { - glyph = (object.parent?.userData['item'].deref() as GlyphObject); - } else { - glyph = (object.userData['item'].deref() as GlyphObject); - } - return glyph; + let glyph: GlyphObject; + if (object == null) { + throw new RangeError('Cannot get glyph from object'); + } + if (object.userData['item'] === null) { + glyph = object.parent?.userData['item'].deref() as GlyphObject; + } else { + glyph = object.userData['item'].deref() as GlyphObject; + } + return glyph; } -export function clusterGlyphs( - glyphs: GlyphCacheObject[], - radius: number -): void { - const qt = quadtree() - .x(d => d.position.x) - .y(d => d.position.y) - .addAll(glyphs); - - const visited = new Set(); +export function clusterGlyphs(glyphs: GlyphCacheObject[], radius: number): void { + const qt = quadtree() + .x(d => d.position.x) + .y(d => d.position.y) + .addAll(glyphs); - for (const glyph of glyphs) { - if (visited.has(glyph.id)) continue; + const visited = new Set(); - const neighbors: GlyphCacheObject[] = []; + for (const glyph of glyphs) { + if (visited.has(glyph.id)) continue; - // Visit nearby nodes in the quadtree within radius - qt.visit((node, x0, y0, x1, y1) => { - if (!node.length && node.data) { - const d = node.data; - const dist = Math.hypot( - d.position.x - glyph.position.x, - d.position.y - glyph.position.y - ); - if (dist <= radius) { - neighbors.push(d); - } - } + const neighbors: GlyphCacheObject[] = []; - const dx = Math.max(0, Math.max(x0 - glyph.position.x, glyph.position.x - x1)); - const dy = Math.max(0, Math.max(y0 - glyph.position.y, glyph.position.y - y1)); - return dx * dx + dy * dy > radius * radius; - }); + // Visit nearby nodes in the quadtree within radius + qt.visit((node, x0, y0, x1, y1) => { + if (!node.length && node.data) { + const d = node.data; + const dist = Math.hypot(d.position.x - glyph.position.x, d.position.y - glyph.position.y); + if (dist <= radius) { + neighbors.push(d); + } + } - if (neighbors.length > 1) { - // It's a cluster - neighbors.forEach(g => { - g.isClustered = true; - g.isClusterRepresentative = false; - visited.add(g.id); - }); + const dx = Math.max(0, Math.max(x0 - glyph.position.x, glyph.position.x - x1)); + const dy = Math.max(0, Math.max(y0 - glyph.position.y, glyph.position.y - y1)); + return dx * dx + dy * dy > radius * radius; + }); - // Find cluster center (mean) - const centerX = neighbors.reduce((sum, g) => sum + g.position.x, 0) / neighbors.length; - const centerY = neighbors.reduce((sum, g) => sum + g.position.y, 0) / neighbors.length; + if (neighbors.length > 1) { + // It's a cluster + neighbors.forEach(g => { + g.isClustered = true; + g.isClusterRepresentative = false; + visited.add(g.id); + }); - // Assign representative (closest to center) - let minDist = Infinity; - let representative: GlyphCacheObject | null = null; + // Find cluster center (mean) + const centerX = neighbors.reduce((sum, g) => sum + g.position.x, 0) / neighbors.length; + const centerY = neighbors.reduce((sum, g) => sum + g.position.y, 0) / neighbors.length; - for (const g of neighbors) { - const dist = Math.hypot(g.position.x - centerX, g.position.y - centerY); - if (dist < minDist) { - minDist = dist; - representative = g; - } - } + // Assign representative (closest to center) + let minDist = Infinity; + let representative: GlyphCacheObject | null = null; - if (representative) { - representative.isClusterRepresentative = true; - } + for (const g of neighbors) { + const dist = Math.hypot(g.position.x - centerX, g.position.y - centerY); + if (dist < minDist) { + minDist = dist; + representative = g; } + } + + if (representative) { + representative.isClusterRepresentative = true; + } } + } } diff --git a/src/app/shared/helpers/spatial-grid.ts b/src/app/shared/helpers/spatial-grid.ts index da45778..cc35f34 100644 --- a/src/app/shared/helpers/spatial-grid.ts +++ b/src/app/shared/helpers/spatial-grid.ts @@ -3,12 +3,12 @@ * Used for viewport culling and hit testing with large datasets. */ export class SpatialGrid { - private grid: Map> = new Map(); - private itemToCells: Map = new Map(); + private grid = new Map>(); + private itemToCells = new Map(); private cellSize: number; private bounds: { minX: number; maxX: number; minY: number; maxY: number } | null = null; - constructor(cellSize: number = 50) { + constructor(cellSize = 50) { this.cellSize = cellSize; } @@ -33,7 +33,7 @@ export class SpatialGrid { /** * Insert an item at a given position */ - insert(item: T, x: number, y: number, radius: number = 0): void { + insert(item: T, x: number, y: number, radius = 0): void { // Remove from previous cells if already inserted this.remove(item); @@ -94,7 +94,7 @@ export class SpatialGrid { /** * Update an item's position (remove and re-insert) */ - update(item: T, x: number, y: number, radius: number = 0): void { + update(item: T, x: number, y: number, radius = 0): void { this.insert(item, x, y, radius); } @@ -127,7 +127,7 @@ export class SpatialGrid { /** * Query all items near a point (within a given radius) */ - queryPoint(x: number, y: number, radius: number = 0): Set { + queryPoint(x: number, y: number, radius = 0): Set { return this.queryRect(x - radius, x + radius, y - radius, y + radius); } diff --git a/src/app/shared/helpers/three-helper.ts b/src/app/shared/helpers/three-helper.ts index 91bff26..309d96c 100644 --- a/src/app/shared/helpers/three-helper.ts +++ b/src/app/shared/helpers/three-helper.ts @@ -16,32 +16,38 @@ export function createGrayPlaceholderTexture(size = 16, gray = 136): THREE.Textu return texture; } -export function hitTest(event: MouseEvent, renderer: THREE.WebGLRenderer, scene: THREE.Group, camera: THREE.Camera, sizeInfo: GlyphSizeInfo) { - const rect = renderer.domElement.getBoundingClientRect(); - - const mouseNDC = { - x: ((event.clientX - rect.left) / rect.width) * 2 - 1, - y: -((event.clientY - rect.top) / rect.height) * 2 + 1, - }; - - let closestObject: THREE.Object3D | null = null; - let closestDist = Infinity; - let tolerancePx = sizeInfo.hitTolerance; - - for (const object of scene.children) { - // Use object's world position projected to screen - const screenPos = object.getWorldPosition(new THREE.Vector3()).project(camera); - - const dx = (mouseNDC.x - screenPos.x) * rect.width / 2; - const dy = (mouseNDC.y - screenPos.y) * rect.height / 2; - const dist = Math.sqrt(dx * dx + dy * dy); - - if (dist < tolerancePx && dist < closestDist) { - closestObject = object; - closestDist = dist; - } +export function hitTest( + event: MouseEvent, + renderer: THREE.WebGLRenderer, + scene: THREE.Group, + camera: THREE.Camera, + sizeInfo: GlyphSizeInfo +) { + const rect = renderer.domElement.getBoundingClientRect(); + + const mouseNDC = { + x: ((event.clientX - rect.left) / rect.width) * 2 - 1, + y: -((event.clientY - rect.top) / rect.height) * 2 + 1, + }; + + let closestObject: THREE.Object3D | null = null; + let closestDist = Infinity; + const tolerancePx = sizeInfo.hitTolerance; + + for (const object of scene.children) { + // Use object's world position projected to screen + const screenPos = object.getWorldPosition(new THREE.Vector3()).project(camera); + + const dx = ((mouseNDC.x - screenPos.x) * rect.width) / 2; + const dy = ((mouseNDC.y - screenPos.y) * rect.height) / 2; + const dist = Math.sqrt(dx * dx + dy * dy); + + if (dist < tolerancePx && dist < closestDist) { + closestObject = object; + closestDist = dist; } - return closestObject; + } + return closestObject; } /** @@ -49,140 +55,149 @@ export function hitTest(event: MouseEvent, renderer: THREE.WebGLRenderer, scene: * Use this with spatial grid queries for O(k) instead of O(n) complexity. */ export function hitTestCandidates( - event: MouseEvent, - renderer: THREE.WebGLRenderer, - candidates: THREE.Object3D[], - camera: THREE.Camera, - sizeInfo: GlyphSizeInfo + event: MouseEvent, + renderer: THREE.WebGLRenderer, + candidates: THREE.Object3D[], + camera: THREE.Camera, + sizeInfo: GlyphSizeInfo ): THREE.Object3D | null { - if (candidates.length === 0) return null; + if (candidates.length === 0) return null; - const rect = renderer.domElement.getBoundingClientRect(); + const rect = renderer.domElement.getBoundingClientRect(); - const mouseNDC = { - x: ((event.clientX - rect.left) / rect.width) * 2 - 1, - y: -((event.clientY - rect.top) / rect.height) * 2 + 1, - }; + const mouseNDC = { + x: ((event.clientX - rect.left) / rect.width) * 2 - 1, + y: -((event.clientY - rect.top) / rect.height) * 2 + 1, + }; - let closestObject: THREE.Object3D | null = null; - let closestDist = Infinity; - const tolerancePx = sizeInfo.hitTolerance; + let closestObject: THREE.Object3D | null = null; + let closestDist = Infinity; + const tolerancePx = sizeInfo.hitTolerance; - // Reuse vector to avoid allocations - const worldPos = new THREE.Vector3(); + // Reuse vector to avoid allocations + const worldPos = new THREE.Vector3(); - for (const object of candidates) { - object.getWorldPosition(worldPos); - const screenPos = worldPos.project(camera); + for (const object of candidates) { + object.getWorldPosition(worldPos); + const screenPos = worldPos.project(camera); - const dx = (mouseNDC.x - screenPos.x) * rect.width / 2; - const dy = (mouseNDC.y - screenPos.y) * rect.height / 2; - const dist = Math.sqrt(dx * dx + dy * dy); + const dx = ((mouseNDC.x - screenPos.x) * rect.width) / 2; + const dy = ((mouseNDC.y - screenPos.y) * rect.height) / 2; + const dist = Math.sqrt(dx * dx + dy * dy); - if (dist < tolerancePx && dist < closestDist) { - closestObject = object; - closestDist = dist; - } + if (dist < tolerancePx && dist < closestDist) { + closestObject = object; + closestDist = dist; } - return closestObject; + } + return closestObject; } /** * Convert screen coordinates to world coordinates for spatial grid queries. */ export function screenToWorld( - event: MouseEvent, - renderer: THREE.WebGLRenderer, - camera: THREE.OrthographicCamera + event: MouseEvent, + renderer: THREE.WebGLRenderer, + camera: THREE.OrthographicCamera ): { x: number; y: number } { - const rect = renderer.domElement.getBoundingClientRect(); + const rect = renderer.domElement.getBoundingClientRect(); - // Convert to NDC - const mouseNDC = { - x: ((event.clientX - rect.left) / rect.width) * 2 - 1, - y: -((event.clientY - rect.top) / rect.height) * 2 + 1, - }; + // Convert to NDC + const mouseNDC = { + x: ((event.clientX - rect.left) / rect.width) * 2 - 1, + y: -((event.clientY - rect.top) / rect.height) * 2 + 1, + }; - // Convert NDC to world coordinates for orthographic camera - const worldX = camera.position.x + (mouseNDC.x * (camera.right - camera.left) / 2) / camera.zoom; - const worldY = camera.position.y + (mouseNDC.y * (camera.top - camera.bottom) / 2) / camera.zoom; + // Convert NDC to world coordinates for orthographic camera + const worldX = camera.position.x + (mouseNDC.x * (camera.right - camera.left)) / 2 / camera.zoom; + const worldY = camera.position.y + (mouseNDC.y * (camera.top - camera.bottom)) / 2 / camera.zoom; - return { x: worldX, y: worldY }; + return { x: worldX, y: worldY }; } -export function panCamera(camera: THREE.OrthographicCamera, from: THREE.Vector2, to: MouseEvent, target: THREE.Vector3) { - const dx = to.clientX - from.x; - const dy = to.clientY - from.y; - const panFactor = 0.8; +export function panCamera( + camera: THREE.OrthographicCamera, + from: THREE.Vector2, + to: MouseEvent, + target: THREE.Vector3 +) { + const dx = to.clientX - from.x; + const dy = to.clientY - from.y; + const panFactor = 0.8; - const distance = 1 / camera.zoom; - const panX = -dx * distance * panFactor; - const panY = dy * distance * panFactor; + const distance = 1 / camera.zoom; + const panX = -dx * distance * panFactor; + const panY = dy * distance * panFactor; - const pan = new THREE.Vector3(); - const right = new THREE.Vector3(1, 0, 0); - const up = new THREE.Vector3(0, 1, 0); + const pan = new THREE.Vector3(); + const right = new THREE.Vector3(1, 0, 0); + const up = new THREE.Vector3(0, 1, 0); - pan.add(right.multiplyScalar(panX)); - pan.add(up.multiplyScalar(panY)); + pan.add(right.multiplyScalar(panX)); + pan.add(up.multiplyScalar(panY)); - camera.position.add(pan); - target.add(pan); - camera.lookAt(target); + camera.position.add(pan); + target.add(pan); + camera.lookAt(target); - camera.updateProjectionMatrix(); + camera.updateProjectionMatrix(); } -export function convertToScreenSpace(obj: THREE.Object3D, camera: THREE.OrthographicCamera, domElement: HTMLCanvasElement): THREE.Vector2 { - const pos = new THREE.Vector3(); - obj.getWorldPosition(pos); - const rect = domElement.getBoundingClientRect(); - const ndc = pos.clone().project(camera); - const screenX = ((ndc.x + 1) / 2) * rect.width + rect.left; - const screenY = ((-ndc.y + 1) / 2) * rect.height + rect.top; - - return new THREE.Vector2(screenX, screenY); +export function convertToScreenSpace( + obj: THREE.Object3D, + camera: THREE.OrthographicCamera, + domElement: HTMLCanvasElement +): THREE.Vector2 { + const pos = new THREE.Vector3(); + obj.getWorldPosition(pos); + const rect = domElement.getBoundingClientRect(); + const ndc = pos.clone().project(camera); + const screenX = ((ndc.x + 1) / 2) * rect.width + rect.left; + const screenY = ((-ndc.y + 1) / 2) * rect.height + rect.top; + + return new THREE.Vector2(screenX, screenY); } export function jitterFromVector(vec: THREE.Vector3, amount = 5) { - const seed = vec.x * 73856093 ^ vec.y * 19349663 ^ vec.z * 83492791; - const rng = Math.sin(seed) * 10000; - return (rng - Math.floor(rng)) * 2 - 1; // in [-1, 1] + const seed = (vec.x * 73856093) ^ (vec.y * 19349663) ^ (vec.z * 83492791); + const rng = Math.sin(seed) * 10000; + return (rng - Math.floor(rng)) * 2 - 1; // in [-1, 1] } export function scalePosition( - x: number, - y: number, - bounds: { minX: number, maxX: number, minY: number, maxY: number }, - canvasWidth: number, - canvasHeight: number, - maxNormWidth: number = 50 -): { x: number, y: number } { - const dataWidth = bounds.maxX - bounds.minX; - const dataHeight = bounds.maxY - bounds.minY; - - if (dataWidth === 0 || dataHeight === 0) { - return { x: 0, y: 0 }; - } + x: number, + y: number, + bounds: { minX: number; maxX: number; minY: number; maxY: number }, + canvasWidth: number, + canvasHeight: number, + maxNormWidth = 50 +): { x: number; y: number } { + const dataWidth = bounds.maxX - bounds.minX; + const dataHeight = bounds.maxY - bounds.minY; + + if (dataWidth === 0 || dataHeight === 0) { + return { x: 0, y: 0 }; + } - // Normalize to [0, 1] - const normX = (x - bounds.minX) / dataWidth; - const normY = (y - bounds.minY) / dataHeight; + // Normalize to [0, 1] + const normX = (x - bounds.minX) / dataWidth; + const normY = (y - bounds.minY) / dataHeight; - // Scale X to [0, maxNormWidth], and scale Y proportionally - const xInWorld = normX * maxNormWidth; - const scale = maxNormWidth / dataWidth; - const yInWorld = (y - bounds.minY) * scale; + // Scale X to [0, maxNormWidth], and scale Y proportionally + const xInWorld = normX * maxNormWidth; + const scale = maxNormWidth / dataWidth; + const yInWorld = (y - bounds.minY) * scale; - // Center both coordinates in canvas - const scaledX = (xInWorld - maxNormWidth / 2) * (canvasWidth / maxNormWidth); - const scaledY = (yInWorld - (dataHeight * scale) / 2) * (canvasHeight / (dataHeight * scale)); + // Center both coordinates in canvas + const scaledX = (xInWorld - maxNormWidth / 2) * (canvasWidth / maxNormWidth); + const scaledY = (yInWorld - (dataHeight * scale) / 2) * (canvasHeight / (dataHeight * scale)); - return { x: scaledX, y: scaledY }; + return { x: scaledX, y: scaledY }; } -export function nearlyEqual(a: number, b: number, epsilon: number = 0.01): boolean { - return Math.abs(a - b) < epsilon; +export function nearlyEqual(a: number, b: number, epsilon = 0.01): boolean { + return Math.abs(a - b) < epsilon; } export function exportThreeSceneAsPNG( @@ -202,7 +217,7 @@ export function exportThreeSceneAsPNG( filename = 'three-scene.png', scaleFactor = 1, restoreAfterExport = true, - canvasElement = renderer.domElement + canvasElement = renderer.domElement, } = options || {}; // Get actual display size of the canvas in the DOM diff --git a/src/app/shared/interfaces/color-scale.ts b/src/app/shared/interfaces/color-scale.ts index aff9ae7..b3d6db3 100644 --- a/src/app/shared/interfaces/color-scale.ts +++ b/src/app/shared/interfaces/color-scale.ts @@ -3,163 +3,147 @@ import * as d3 from 'd3'; type ColorScaleType = 'categorical' | 'numeric'; export interface ColorScale { - id: number; // unique numeric ID - name: string; // friendly name - type: ColorScaleType; - group: string; - scale: any; // D3 color scale + id: number; // unique numeric ID + name: string; // friendly name + type: ColorScaleType; + group: string; + scale: d3.ScaleLinear | d3.ScaleQuantize; } export const COLOR_SCALES: ColorScale[] = [ - { - id: 0, - name: 'Diverge', - type: 'numeric', - group: 'Diverging color scales', - scale: d3 - .scaleLinear() - .domain([0.0, 0.5, 1.0]) - .range(['#198FBD', '#F7D529', '#F7295B']) - }, - { - id: 1, - name: 'Spectral', // https://colorbrewer2.org/#type=diverging&scheme=Spectral&n=11 - type: 'numeric', - group: 'Diverging color scales', - scale: d3 - .scaleLinear() - .domain([0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]) - .range([ - '#9e0142', - '#d53e4f', - '#f46d43', - '#fdae61', - '#fee08b', - '#ffffbf', - '#e6f598', - '#abdda4', - '#66c2a5', - '#3288bd', - '#5e4fa2' - ]) - }, - { - id: 2, - name: 'Viridis', // https://hauselin.github.io/colorpalettejs/ - type: 'numeric', - group: 'Sequential color scales', - scale: d3 - .scaleLinear() - .domain([0.0, 0.2, 0.4, 0.6, 0.8, 1.0]) - .range([ - '#440154', - '#3b528b', - '#21918c', - '#5ec962', - '#fde725' - ]) - }, - { - id: 3, - name: 'Plasma', // https://hauselin.github.io/colorpalettejs/ - type: 'numeric', - group: 'Sequential color scales', - scale: d3 - .scaleLinear() - .domain([0.0, 0.2, 0.4, 0.6, 0.8, 1.0]) - .range([ - '#0d0887', - '#7e03a8', - '#cc4778', - '#f89540', - '#f0f921' - ]) - }, - { - id: 4, - name: 'Observable10', // https://observablehq.com/@observablehq/categorical-palette-tool - type: 'categorical', - group: 'Categorical color scales', - scale: d3 - .scaleQuantize() - .domain([0.0, 1.0]) - .range([ - '#4269d0', // blue - '#efb118', // orange - '#ff725c', // red - '#6cc5b0', // cyan - '#3ca951', // green - '#ff8ab7', // pink - '#a463f2', // purple - '#97bbf5', // light blue - '#9c6b4e', // brown - '#9498a0' // gray - ]) - }, - { - id: 5, - name: 'Tableau20', - type: 'categorical', - group: 'Categorical color scales', - scale: d3 - .scaleQuantize() - .domain([0.0, 1.0]) - .range([ - '#1F77B4', - '#AEC7E8', - '#FF7F0E', - '#FFBB78', - '#2CA02C', - '#98DF8A', - '#D62728', - '#FF9896', - '#9467BD', - '#C5B0D5', - '#8C564B', - '#C49C94', - '#E377C2', - '#F7B6D2', - '#7F7F7F', - '#C7C7C7', - '#BCBD22', - '#DBDB8D', - '#17BECF', - '#9EDAE5' - ]) - } + { + id: 0, + name: 'Diverge', + type: 'numeric', + group: 'Diverging color scales', + scale: d3.scaleLinear().domain([0.0, 0.5, 1.0]).range(['#198FBD', '#F7D529', '#F7295B']), + }, + { + id: 1, + name: 'Spectral', // https://colorbrewer2.org/#type=diverging&scheme=Spectral&n=11 + type: 'numeric', + group: 'Diverging color scales', + scale: d3 + .scaleLinear() + .domain([0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]) + .range([ + '#9e0142', + '#d53e4f', + '#f46d43', + '#fdae61', + '#fee08b', + '#ffffbf', + '#e6f598', + '#abdda4', + '#66c2a5', + '#3288bd', + '#5e4fa2', + ]), + }, + { + id: 2, + name: 'Viridis', // https://hauselin.github.io/colorpalettejs/ + type: 'numeric', + group: 'Sequential color scales', + scale: d3 + .scaleLinear() + .domain([0.0, 0.2, 0.4, 0.6, 0.8, 1.0]) + .range(['#440154', '#3b528b', '#21918c', '#5ec962', '#fde725']), + }, + { + id: 3, + name: 'Plasma', // https://hauselin.github.io/colorpalettejs/ + type: 'numeric', + group: 'Sequential color scales', + scale: d3 + .scaleLinear() + .domain([0.0, 0.2, 0.4, 0.6, 0.8, 1.0]) + .range(['#0d0887', '#7e03a8', '#cc4778', '#f89540', '#f0f921']), + }, + { + id: 4, + name: 'Observable10', // https://observablehq.com/@observablehq/categorical-palette-tool + type: 'categorical', + group: 'Categorical color scales', + scale: d3.scaleQuantize().domain([0.0, 1.0]).range([ + '#4269d0', // blue + '#efb118', // orange + '#ff725c', // red + '#6cc5b0', // cyan + '#3ca951', // green + '#ff8ab7', // pink + '#a463f2', // purple + '#97bbf5', // light blue + '#9c6b4e', // brown + '#9498a0', // gray + ]), + }, + { + id: 5, + name: 'Tableau20', + type: 'categorical', + group: 'Categorical color scales', + scale: d3 + .scaleQuantize() + .domain([0.0, 1.0]) + .range([ + '#1F77B4', + '#AEC7E8', + '#FF7F0E', + '#FFBB78', + '#2CA02C', + '#98DF8A', + '#D62728', + '#FF9896', + '#9467BD', + '#C5B0D5', + '#8C564B', + '#C49C94', + '#E377C2', + '#F7B6D2', + '#7F7F7F', + '#C7C7C7', + '#BCBD22', + '#DBDB8D', + '#17BECF', + '#9EDAE5', + ]), + }, ]; export function getColorScaleById(id: number): ColorScale | undefined { - return COLOR_SCALES.find(scale => scale.id === id); + return COLOR_SCALES.find(scale => scale.id === id); } export function getContinuousGradient(scale: ColorScale, steps = 10): string { - const domain = scale.scale.domain(); - const min = domain[0]; - const max = domain[domain.length - 1]; - const colors: string[] = []; - for (let i = 0; i < steps; i++) { - const t = i / (steps - 1); - const value = min + t * (max - min); - colors.push(scale.scale(value)); - } - return `linear-gradient(to right, ${colors.join(', ')})`; + const domain = scale.scale.domain(); + const min = domain[0]; + const max = domain[domain.length - 1]; + const colors: string[] = []; + for (let i = 0; i < steps; i++) { + const t = i / (steps - 1); + const value = min + t * (max - min); + colors.push(scale.scale(value)); + } + return `linear-gradient(to right, ${colors.join(', ')})`; } export function getCategoricalColors(scale: ColorScale): string[] { - if (typeof scale.scale.range === 'function') { - return scale.scale.range(); - } - return []; + if (typeof scale.scale.range === 'function') { + return scale.scale.range(); + } + return []; } -export function buildGroupedColorScales(scales: ColorScale[] = COLOR_SCALES): { group: string; scales: ColorScale[] }[] { - const map = new Map(); - for (const s of scales) { - if (!map.has(s.group)) { - map.set(s.group, []); - } - map.get(s.group)!.push(s); +export function buildGroupedColorScales( + scales: ColorScale[] = COLOR_SCALES +): { group: string; scales: ColorScale[] }[] { + const map = new Map(); + for (const s of scales) { + if (!map.has(s.group)) { + map.set(s.group, []); } - return Array.from(map.entries()).map(([group, scales]) => ({ group, scales })); -} \ No newline at end of file + map.get(s.group)!.push(s); + } + return Array.from(map.entries()).map(([group, scales]) => ({ group, scales })); +} diff --git a/src/app/shared/interfaces/coordinates.ts b/src/app/shared/interfaces/coordinates.ts index 9977570..335f239 100644 --- a/src/app/shared/interfaces/coordinates.ts +++ b/src/app/shared/interfaces/coordinates.ts @@ -1,4 +1,4 @@ export interface Coordinates { - x: number; - y: number; -} \ No newline at end of file + x: number; + y: number; +} diff --git a/src/app/shared/interfaces/dataset-collection.ts b/src/app/shared/interfaces/dataset-collection.ts index 12e104d..0e23f44 100644 --- a/src/app/shared/interfaces/dataset-collection.ts +++ b/src/app/shared/interfaces/dataset-collection.ts @@ -1,6 +1,4 @@ -export interface PositionMap { - [algorithm: string]: string; // e.g., "pca": "...", "tsne": "..." -} +export type PositionMap = Record; export interface AlgorithmData { feature: string; diff --git a/src/app/shared/interfaces/glyph-feature.ts b/src/app/shared/interfaces/glyph-feature.ts index 2fb0650..cd91263 100644 --- a/src/app/shared/interfaces/glyph-feature.ts +++ b/src/app/shared/interfaces/glyph-feature.ts @@ -1,16 +1,14 @@ // A dictionary where keys are numeric strings and values are strings -export type NumericStringMap = { [key: string]: number }; -export type StringStringMap = { [key: string]: string }; +export type NumericStringMap = Record; +export type StringStringMap = Record; // The structure for the "features" property -export interface Features { - [contextId: string]: NumericStringMap; -} +export type Features = Record; // The main item structure export interface GlyphFeature { - defaultcontext: string; - id: string | number; // Support both string and numeric IDs - features: Features; - values: StringStringMap; -} \ No newline at end of file + defaultcontext: string; + id: string | number; // Support both string and numeric IDs + features: Features; + values: StringStringMap; +} diff --git a/src/app/shared/interfaces/glyph-meta.ts b/src/app/shared/interfaces/glyph-meta.ts index d773eea..4762f96 100644 --- a/src/app/shared/interfaces/glyph-meta.ts +++ b/src/app/shared/interfaces/glyph-meta.ts @@ -3,7 +3,7 @@ import { Histogram } from '../types/histogram.types'; // Re-export Histogram from shared types for backward compatibility export type { Histogram } from '../types/histogram.types'; -export type FeatureStats = { +export interface FeatureStats { type: string; // "categorical" | "numeric" histogram: Histogram; categories?: string[]; // add optional categorical values for this feature @@ -12,12 +12,10 @@ export type FeatureStats = { median: number; variance: number; deviation: number; -}; +} -export type FeaturesData = { - [featureId: string]: FeatureStats; // featureId: "1", "2", "3", ... -}; +export type FeaturesData = Record; -export type GlyphMeta = { +export interface GlyphMeta { features: FeaturesData; -}; +} diff --git a/src/app/shared/interfaces/glyph-position.ts b/src/app/shared/interfaces/glyph-position.ts index 6c16136..c68f4aa 100644 --- a/src/app/shared/interfaces/glyph-position.ts +++ b/src/app/shared/interfaces/glyph-position.ts @@ -1,7 +1,7 @@ -export interface GlyphPosition { +export interface GlyphPosition { id: string; position: { x: number; y: number; - } + }; } diff --git a/src/app/shared/interfaces/glyph-schema.ts b/src/app/shared/interfaces/glyph-schema.ts index c34859b..fc0d0d1 100644 --- a/src/app/shared/interfaces/glyph-schema.ts +++ b/src/app/shared/interfaces/glyph-schema.ts @@ -3,11 +3,14 @@ export interface GlyphSchema { glyph: string[]; label: Record; tooltip: string[]; - colorRange?: boolean; // Optional: true = continuous (rangeColor), false = categorical (categoryColor) - colorScaleId?: number; // Optional: specific color scale ID from COLOR_SCALES - types: Record; // Feature ID -> data type ('numeric', 'categorical', 'text', 'date', 'boolean') - variantcontext: Record; -} \ No newline at end of file + colorRange?: boolean; // Optional: true = continuous (rangeColor), false = categorical (categoryColor) + colorScaleId?: number; // Optional: specific color scale ID from COLOR_SCALES + types: Record; // Feature ID -> data type ('numeric', 'categorical', 'text', 'date', 'boolean') + variantcontext: Record< + string, + { + description: string; + id: string; + } + >; +} diff --git a/src/app/shared/interfaces/pyodide-messages.ts b/src/app/shared/interfaces/pyodide-messages.ts index 8d5a6c0..0e08dbe 100644 --- a/src/app/shared/interfaces/pyodide-messages.ts +++ b/src/app/shared/interfaces/pyodide-messages.ts @@ -1,30 +1,30 @@ import { DatasetCollection } from './dataset-collection'; export type WorkerRequest = - | { type: "process"; fileName: string; buffer: ArrayBuffer } - | { type: "getJson"; file: string } - | { type: "unzip"; fileName: string; buffer: ArrayBuffer } - | { type: "getThumb"; file: string } + | { type: 'process'; fileName: string; buffer: ArrayBuffer } + | { type: 'getJson'; file: string } + | { type: 'unzip'; fileName: string; buffer: ArrayBuffer } + | { type: 'getThumb'; file: string } // Preprocessing requests - | { type: "profileData"; fileName: string; buffer: ArrayBuffer } - | { type: "computeHistogram"; fileName: string; columnName: string; bins?: number } - | { type: "detectOutliers"; fileName: string; columnName: string; method: string } - | { type: "detectDuplicates"; fileName: string; subsetColumns?: string[] } - | { type: "cleanData"; fileName: string; config: any } - | { type: "processWithConfig"; fileName: string; config: any } - | { type: "getProcessedFeatures" }; + | { type: 'profileData'; fileName: string; buffer: ArrayBuffer } + | { type: 'computeHistogram'; fileName: string; columnName: string; bins?: number } + | { type: 'detectOutliers'; fileName: string; columnName: string; method: string } + | { type: 'detectDuplicates'; fileName: string; subsetColumns?: string[] } + | { type: 'cleanData'; fileName: string; config: any } + | { type: 'processWithConfig'; fileName: string; config: any } + | { type: 'getProcessedFeatures' }; export type WorkerReply = - | { type: "processed"; dataset: DatasetCollection } - | { type: "json"; file: string; data: any } - | { type: "unzipped"; folder: string; images: string[] } - | { type: "thumb"; file: string; data: ArrayBuffer } - | { type: "error"; message: string } + | { type: 'processed'; dataset: DatasetCollection } + | { type: 'json'; file: string; data: any } + | { type: 'unzipped'; folder: string; images: string[] } + | { type: 'thumb'; file: string; data: ArrayBuffer } + | { type: 'error'; message: string } // Preprocessing replies - | { type: "dataProfile"; profile: any } - | { type: "histogram"; columnName: string; data: any } - | { type: "outliers"; columnName: string; data: any } - | { type: "duplicates"; data: any } - | { type: "dataCleaned"; result: any } - | { type: "processingProgress"; step: string; progress: number; message: string } - | { type: "processedFeatures"; data: string }; \ No newline at end of file + | { type: 'dataProfile'; profile: any } + | { type: 'histogram'; columnName: string; data: any } + | { type: 'outliers'; columnName: string; data: any } + | { type: 'duplicates'; data: any } + | { type: 'dataCleaned'; result: any } + | { type: 'processingProgress'; step: string; progress: number; message: string } + | { type: 'processedFeatures'; data: string }; diff --git a/src/app/shared/types/histogram.types.ts b/src/app/shared/types/histogram.types.ts index 3524894..ad592ee 100644 --- a/src/app/shared/types/histogram.types.ts +++ b/src/app/shared/types/histogram.types.ts @@ -7,9 +7,7 @@ * Histogram data structure - maps bin indices to counts. * Used by both the menubar histogram and wizard histogram components. */ -export type Histogram = { - [binIndex: string]: number; // binIndex: "0" to "49" -}; +export type Histogram = Record; /** * Processed bin data for rendering stacked/bar histograms. @@ -19,5 +17,5 @@ export interface StackedBin { value: number; x0: number; x1: number; - label?: string; // Optional label for categorical data + label?: string; // Optional label for categorical data } diff --git a/src/app/shared/types/projection.types.ts b/src/app/shared/types/projection.types.ts index e0347a4..fa76905 100644 --- a/src/app/shared/types/projection.types.ts +++ b/src/app/shared/types/projection.types.ts @@ -7,15 +7,26 @@ * Available projection methods. * Used by ProjectionService, projection.worker, and UI components. */ -export type ProjectionMethod = 'pca' | 'fastmap' | 'isomap' | 'mds' | 'lle' | 'ltsa' | 'tsne' | 'umap' | 'trimap' | 'topomap' | 'sammon'; +export type ProjectionMethod = + | 'pca' + | 'fastmap' + | 'isomap' + | 'mds' + | 'lle' + | 'ltsa' + | 'tsne' + | 'umap' + | 'trimap' + | 'topomap' + | 'sammon'; /** * Result of a projection computation. */ export interface ProjectionResult { method: ProjectionMethod; - positions: Array<{ id: string | number; x: number; y: number }>; - computeTime: number; // milliseconds + positions: { id: string | number; x: number; y: number }[]; + computeTime: number; // milliseconds } /** @@ -41,7 +52,7 @@ export interface ProjectionComputeConfig { */ export interface ProjectionProgress { method: ProjectionMethod; - progress: number; // 0-100 + progress: number; // 0-100 message?: string; } @@ -62,7 +73,7 @@ export interface ProjectionWorkerRequest { export interface ProjectionWorkerResponse { type: 'result' | 'error' | 'progress'; method?: string; - positions?: Array<{ id: string | number; x: number; y: number }>; + positions?: { id: string | number; x: number; y: number }[]; computeTime?: number; error?: string; progress?: number; diff --git a/src/app/shared/utils/histogram.utils.ts b/src/app/shared/utils/histogram.utils.ts index 484af52..1ef4966 100644 --- a/src/app/shared/utils/histogram.utils.ts +++ b/src/app/shared/utils/histogram.utils.ts @@ -26,7 +26,7 @@ export interface StackedBinConfig { export function getEffectiveHistogramType( declaredType: string | undefined, nonZeroBinCount: number, - maxCategoricalBins: number = 40 + maxCategoricalBins = 40 ): 'categorical' | 'numeric' { // If declared as categorical but has too many non-zero bins, treat as numeric if (declaredType === 'categorical' && nonZeroBinCount > maxCategoricalBins) { @@ -54,10 +54,7 @@ export function getEffectiveHistogramType( * @param config - Configuration for bin preparation * @returns Array of stacked bins with positions */ -export function prepareStackedBinsFromObject( - histogramData: Histogram, - config: StackedBinConfig -): StackedBin[] { +export function prepareStackedBinsFromObject(histogramData: Histogram, config: StackedBinConfig): StackedBin[] { const { gap = 1, minWidth = 6, availableWidth } = config; // Filter non-zero bins and sort @@ -90,7 +87,7 @@ export function prepareStackedBinsFromArray( .map((value, index) => ({ bin: index, value, - label: labels && labels[index] ? labels[index] : `Bin ${index}` + label: labels && labels[index] ? labels[index] : `Bin ${index}`, })) .filter(d => d.value > 0) .sort((a, b) => a.bin - b.bin); @@ -121,9 +118,7 @@ function calculateStackedBinPositions( const effectiveWidth = availableWidth - totalGapWidth; // First pass: proportional widths - let widths = rawBins.map(d => - Math.max((d.value / totalValue) * effectiveWidth, minWidth) - ); + let widths = rawBins.map(d => Math.max((d.value / totalValue) * effectiveWidth, minWidth)); // Adjust widths if sum exceeds availableWidth const totalWidth = widths.reduce((sum, w) => sum + w, 0); @@ -141,7 +136,7 @@ function calculateStackedBinPositions( return { ...d, x0, - x1 + x1, }; }); } @@ -180,7 +175,7 @@ export function rebinHistogramData(originalCounts: number[], targetBins: number) * @param amount - Amount to darken (0-1, default: 0.3) * @returns Darkened hex color string */ -export function darkenColor(color: string, amount: number = 0.3): string { +export function darkenColor(color: string, amount = 0.3): string { const hex = color.replace('#', ''); const r = parseInt(hex.substring(0, 2), 16); const g = parseInt(hex.substring(2, 4), 16); diff --git a/src/app/sidebar/sidebar.component.html b/src/app/sidebar/sidebar.component.html index 9973e59..e2dd013 100644 --- a/src/app/sidebar/sidebar.component.html +++ b/src/app/sidebar/sidebar.component.html @@ -41,7 +41,6 @@
-
- +
@for (featureId of getSortedFeatureIds(); track featureId) { } @@ -119,18 +119,38 @@
- - -
@@ -153,8 +177,11 @@
@for (opt of glyphConfig.glyphOptions; track opt.property) { - } @@ -169,13 +196,17 @@ @@ -206,8 +237,15 @@
- + @if (searchTerms.length > 0 || searchTerm) {
-
+
Total items  - {{ dataProvider.totalItems }} - {{ dataProvider.filteredItems }} - Filtered Items  + {{ filterService.totalItems }} + {{ + filterService.filteredItems + }} + Filtered Items 
@for (featureId of featureIds; track featureId) {
- +
} @@ -250,6 +299,5 @@
}
-
} diff --git a/src/app/sidebar/sidebar.component.scss b/src/app/sidebar/sidebar.component.scss index bbe25c2..6cca554 100644 --- a/src/app/sidebar/sidebar.component.scss +++ b/src/app/sidebar/sidebar.component.scss @@ -42,7 +42,9 @@ align-items: center; justify-content: center; color: v.$gray-600; - transition: background-color 0.15s ease, color 0.15s ease; + transition: + background-color 0.15s ease, + color 0.15s ease; &:hover { background: v.$gray-100; diff --git a/src/app/sidebar/sidebar.component.ts b/src/app/sidebar/sidebar.component.ts index 0fc037e..009c0d8 100644 --- a/src/app/sidebar/sidebar.component.ts +++ b/src/app/sidebar/sidebar.component.ts @@ -3,7 +3,8 @@ import { FormsModule } from '@angular/forms'; import { Subscription } from 'rxjs'; import { ConfigService } from '../services/config.service'; -import { DataProviderService } from '../services/dataprovider.service'; +import { DataLoaderService } from '../services/data-loader.service'; +import { FilterService } from '../services/filter.service'; import { LoggerService } from '../services/logger-service'; import { GlyphObject } from '../glyph/glyph-object'; @@ -21,9 +22,11 @@ import { CategoryFilter } from '../shared/filter/category-filter'; import { FeaturesData } from '../shared/interfaces/glyph-meta'; import { GlyphSchema } from '../shared/interfaces/glyph-schema'; import { - COLOR_SCALES, ColorScale, buildGroupedColorScales, + COLOR_SCALES, + ColorScale, + buildGroupedColorScales, getContinuousGradient as continuousGradientFn, - getCategoricalColors as categoricalColorsFn + getCategoricalColors as categoricalColorsFn, } from '../shared/interfaces/color-scale'; import { HistogramComponent } from '../menubar/histogram/histogram.component'; @@ -36,7 +39,7 @@ export type AccordionSection = 'encoding' | 'style' | 'filters'; standalone: true, imports: [FormsModule, HistogramComponent, ColorScaleSelectorComponent], templateUrl: './sidebar.component.html', - styleUrls: ['./sidebar.component.scss'] + styleUrls: ['./sidebar.component.scss'], }) export class SidebarComponent implements OnInit, OnDestroy { @HostBinding('class.collapsed') collapsed = false; @@ -93,7 +96,8 @@ export class SidebarComponent implements OnInit, OnDestroy { constructor( public config: ConfigService, - public dataProvider: DataProviderService, + public dataLoader: DataLoaderService, + public filterService: FilterService, private logger: LoggerService ) {} @@ -104,8 +108,8 @@ export class SidebarComponent implements OnInit, OnDestroy { this.config.loadedDataSubject$.subscribe(async data => { if (data === '') return; - const metaData = await this.dataProvider.getMetaData(); - this.schema = await this.dataProvider.getSchema(); + const metaData = await this.dataLoader.getMetaData(); + this.schema = await this.dataLoader.getSchema(); if (metaData?.features) { this.ngZone.run(() => { this.features = metaData.features; @@ -115,12 +119,12 @@ export class SidebarComponent implements OnInit, OnDestroy { }); } - const schema = await this.dataProvider.getSchema(); + const schema = await this.dataLoader.getSchema(); this.ngZone.run(() => { if (schema) this.colorFeature = schema.label[this.config.colorFeature]; }); - const glyphData = await this.dataProvider.getGlyphData(); + const glyphData = await this.dataLoader.getGlyphData(); if (glyphData?.length) { this.currentGlyph = glyphData[Math.floor(Math.random() * glyphData.length)]; this.drawGlyphPreview(); @@ -242,11 +246,35 @@ export class SidebarComponent implements OnInit, OnDestroy { this.glyphContext.translate(-glyphCX, -glyphCY); if (cfg.glyphType === GlyphType.Star) { - drawRadarChart(this.glyphContext, 50, color, this.currentGlyph, this.config.activeFeatures, this.config.featureLabels, cfg); + drawRadarChart( + this.glyphContext, + 50, + color, + this.currentGlyph, + this.config.activeFeatures, + this.config.featureLabels, + cfg + ); } else if (cfg.glyphType === GlyphType.Whisker) { - drawWhiskerGlyph(this.glyphContext, 50, color, this.currentGlyph, this.config.activeFeatures, this.config.featureLabels, cfg); + drawWhiskerGlyph( + this.glyphContext, + 50, + color, + this.currentGlyph, + this.config.activeFeatures, + this.config.featureLabels, + cfg + ); } else { - drawFlowerGlyph(this.glyphContext, 50, color, this.currentGlyph, this.config.activeFeatures, this.config.featureLabels, cfg); + drawFlowerGlyph( + this.glyphContext, + 50, + color, + this.currentGlyph, + this.config.activeFeatures, + this.config.featureLabels, + cfg + ); } this.glyphContext.restore(); @@ -280,10 +308,10 @@ export class SidebarComponent implements OnInit, OnDestroy { // --- Active filter chips --- getActiveFilters(): { filter: ItemFilter; displayName: string }[] { const result: { filter: ItemFilter; displayName: string }[] = []; - for (const filter of this.dataProvider.getFilters()) { + for (const filter of this.filterService.getFilters()) { if (filter.empty()) continue; if (filter instanceof IdFilter) { - const count = filter.accaptableIds.length; + const count = filter.acceptableIds.length; result.push({ filter, displayName: `${count} selected` }); } else if (filter instanceof FeatureFilter) { result.push({ filter, displayName: this.getFeatureName(filter.featureName) || filter.featureName }); @@ -296,7 +324,7 @@ export class SidebarComponent implements OnInit, OnDestroy { removeFilter(filter: ItemFilter): void { filter.clear(); - this.dataProvider.refreshFilters(); + this.filterService.refreshFilters(); if (filter instanceof IdFilter) { this.config.clearSelection(); } else { @@ -312,7 +340,7 @@ export class SidebarComponent implements OnInit, OnDestroy { getStyleSummary(): string { const parts = [this.getGlyphName(this.glyphConfig.glyphType)]; for (const opt of this.glyphConfig.glyphOptions) { - if ((this.glyphConfig as any)[opt.property]) parts.push(opt.label); + if (this.glyphConfig[opt.property as keyof GlyphConfiguration]) parts.push(opt.label); } return parts.join(' · '); } @@ -320,12 +348,12 @@ export class SidebarComponent implements OnInit, OnDestroy { // --- Search / text filter --- updateTextFilter(): void { this.textFilter.filterMode = FilterMode.And; - this.dataProvider.ensureFilter(this.textFilter); + this.filterService.ensureFilter(this.textFilter); this.textFilter.clear(); if (this.searchTerms.length > 0) { - this.textFilter.extendacceptableStrings(this.searchTerms); + this.textFilter.extendAcceptableStrings(this.searchTerms); } - this.dataProvider.refreshFilters(); + this.filterService.refreshFilters(); this.config.redraw(); } @@ -355,11 +383,11 @@ export class SidebarComponent implements OnInit, OnDestroy { } onBlur(): void { - setTimeout(() => this.inputFocused = false, 150); + setTimeout(() => (this.inputFocused = false), 150); } clearFilters(): void { - this.dataProvider.clearFilters(); + this.filterService.clearFilters(); this.config.clearSelection(); } @@ -403,12 +431,18 @@ export class SidebarComponent implements OnInit, OnDestroy { getGlyphName(glyph: GlyphType): string { switch (glyph) { - case GlyphType.Star: return 'Star'; - case GlyphType.Flower: return 'Flower'; - case GlyphType.Whisker: return 'Whisker'; - case GlyphType.Dot: return 'Dot'; - case GlyphType.Thumb: return 'Thumbnail'; - default: return 'Unknown'; + case GlyphType.Star: + return 'Star'; + case GlyphType.Flower: + return 'Flower'; + case GlyphType.Whisker: + return 'Whisker'; + case GlyphType.Dot: + return 'Dot'; + case GlyphType.Thumb: + return 'Thumbnail'; + default: + return 'Unknown'; } } diff --git a/src/app/types/druidjs.d.ts b/src/app/types/druidjs.d.ts index 13e8d38..3b877e6 100644 --- a/src/app/types/druidjs.d.ts +++ b/src/app/types/druidjs.d.ts @@ -29,12 +29,15 @@ declare module '@saehrimnir/druidjs' { * Preserves local structure for cluster discovery */ export class TSNE { - constructor(data: number[][], parameters?: { - d?: number; // Output dimensions (default: 2) - perplexity?: number; // Balances local vs global (default: 30) - epsilon?: number; // Learning rate (default: 10) - iterations?: number; // Number of iterations (default: 1000) - }); + constructor( + data: number[][], + parameters?: { + d?: number; // Output dimensions (default: 2) + perplexity?: number; // Balances local vs global (default: 30) + epsilon?: number; // Learning rate (default: 10) + iterations?: number; // Number of iterations (default: 1000) + } + ); transform(): number[][]; } @@ -43,12 +46,15 @@ declare module '@saehrimnir/druidjs' { * Balances local and global structure */ export class UMAP { - constructor(data: number[][], parameters?: { - d?: number; // Output dimensions (default: 2) - n_neighbors?: number; // Number of neighbors (default: 15) - min_dist?: number; // Minimum distance (default: 0.1) - local_connectivity?: number; // Local connectivity (default: 1) - }); + constructor( + data: number[][], + parameters?: { + d?: number; // Output dimensions (default: 2) + n_neighbors?: number; // Number of neighbors (default: 15) + min_dist?: number; // Minimum distance (default: 0.1) + local_connectivity?: number; // Local connectivity (default: 1) + } + ); transform(): number[][]; } diff --git a/src/app/workers/projection.worker.ts b/src/app/workers/projection.worker.ts index 4521fa0..0395c54 100644 --- a/src/app/workers/projection.worker.ts +++ b/src/app/workers/projection.worker.ts @@ -10,7 +10,7 @@ import { ProjectionMethod, ProjectionComputeConfig, ProjectionWorkerRequest, - ProjectionWorkerResponse + ProjectionWorkerResponse, } from '../shared/types/projection.types'; // Local type aliases for cleaner code within this worker @@ -33,7 +33,7 @@ async function loadDruidJS() { async function runPCA( features: number[][], ids: (string | number)[] -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -43,7 +43,7 @@ async function runPCA( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -57,7 +57,7 @@ async function runPCA( async function runFastMap( features: number[][], ids: (string | number)[] -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -67,7 +67,7 @@ async function runFastMap( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -82,7 +82,7 @@ async function runIsoMap( features: number[][], ids: (string | number)[], neighbors?: number -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -97,7 +97,7 @@ async function runIsoMap( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -111,14 +111,14 @@ async function runTSNE( features: number[][], ids: (string | number)[], config: { perplexity: number; iterations: number } -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); const tsne = new druidModule.TSNE(features, { d: 2, perplexity: config.perplexity, - epsilon: 10 + epsilon: 10, }); // Run iterations in chunks to allow progress updates @@ -136,14 +136,14 @@ async function runTSNE( type: 'progress', method: 'tsne', progress, - message: `t-SNE: ${i + iterations}/${totalIterations} iterations` + message: `t-SNE: ${i + iterations}/${totalIterations} iterations`, } as ProjectionResponse); } const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -157,7 +157,7 @@ async function runUMAP( features: number[][], ids: (string | number)[], config: { neighbors: number; minDist: number } -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -165,7 +165,7 @@ async function runUMAP( d: 2, n_neighbors: config.neighbors, min_dist: config.minDist, - local_connectivity: 1 + local_connectivity: 1, }); const embedding = umap.transform(); @@ -173,7 +173,7 @@ async function runUMAP( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -186,7 +186,7 @@ async function runUMAP( async function runMDS( features: number[][], ids: (string | number)[] -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -196,7 +196,7 @@ async function runMDS( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -210,7 +210,7 @@ async function runLLE( features: number[][], ids: (string | number)[], neighbors?: number -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -225,7 +225,7 @@ async function runLLE( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -239,7 +239,7 @@ async function runLTSA( features: number[][], ids: (string | number)[], neighbors?: number -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -254,7 +254,7 @@ async function runLTSA( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -268,7 +268,7 @@ async function runTriMap( features: number[][], ids: (string | number)[], weightAdj?: number -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -282,7 +282,7 @@ async function runTriMap( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -295,7 +295,7 @@ async function runTriMap( async function runTopoMap( features: number[][], ids: (string | number)[] -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -305,7 +305,7 @@ async function runTopoMap( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -318,7 +318,7 @@ async function runTopoMap( async function runSammon( features: number[][], ids: (string | number)[] -): Promise<{ positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }> { +): Promise<{ positions: { id: string | number; x: number; y: number }[]; computeTime: number }> { const startTime = performance.now(); const druidModule = await loadDruidJS(); @@ -328,7 +328,7 @@ async function runSammon( const positions = embedding.map((point: number[], idx: number) => ({ id: ids[idx], x: point[0], - y: point[1] + y: point[1], })); const computeTime = performance.now() - startTime; @@ -341,7 +341,7 @@ async function runSammon( addEventListener('message', async ({ data }: MessageEvent) => { try { if (data.type === 'compute') { - let result: { positions: Array<{ id: string | number; x: number; y: number }>; computeTime: number }; + let result: { positions: { id: string | number; x: number; y: number }[]; computeTime: number }; switch (data.method) { case 'pca': @@ -362,7 +362,7 @@ addEventListener('message', async ({ data }: MessageEvent) => } result = await runTSNE(data.features, data.ids, { perplexity: data.config.perplexity || 30, - iterations: data.config.iterations || 1000 + iterations: data.config.iterations || 1000, }); break; @@ -372,7 +372,7 @@ addEventListener('message', async ({ data }: MessageEvent) => } result = await runUMAP(data.features, data.ids, { neighbors: data.config.neighbors || 15, - minDist: data.config.minDist || 0.1 + minDist: data.config.minDist || 0.1, }); break; @@ -408,14 +408,14 @@ addEventListener('message', async ({ data }: MessageEvent) => type: 'result', method: data.method, positions: result.positions, - computeTime: result.computeTime + computeTime: result.computeTime, } as ProjectionResponse); } } catch (error: any) { postMessage({ type: 'error', method: data.method, - error: error.message || 'Unknown error' + error: error.message || 'Unknown error', } as ProjectionResponse); } }); diff --git a/src/app/workers/pyodide.worker.ts b/src/app/workers/pyodide.worker.ts index a9f0203..1305f76 100644 --- a/src/app/workers/pyodide.worker.ts +++ b/src/app/workers/pyodide.worker.ts @@ -10,7 +10,7 @@ const pyodideModule = await import('https://cdn.jsdelivr.net/pyodide/v0.28.0/ful const pyodideReady = (async () => { const pyodide = await pyodideModule.loadPyodide({ - indexURL: 'https://cdn.jsdelivr.net/pyodide/v0.28.0/full/' + indexURL: 'https://cdn.jsdelivr.net/pyodide/v0.28.0/full/', }); await pyodide.loadPackage('micropip'); @@ -47,21 +47,25 @@ self.onmessage = async (ev: MessageEvent) => { pyodide.FS.writeFile('processor.py', pyCode); } - const dataset: DatasetCollection = await pyodide.runPythonAsync(` + const dataset: DatasetCollection = await pyodide + .runPythonAsync( + ` import json, processor processor.process_csv_file("${fileName}") - `).then(JSON.parse); + ` + ) + .then(JSON.parse); - postMessage({ type: 'processed', dataset }); + postMessage({ type: 'processed', dataset } as WorkerReply); break; } case 'getJson': { const { file } = ev.data; const text = pyodide.FS.readFile(file, { encoding: 'utf8' }); - postMessage({ type: 'json', file, data: JSON.parse(text) }); + postMessage({ type: 'json', file, data: JSON.parse(text) } as WorkerReply); break; } - case "unzip": { + case 'unzip': { const { fileName, buffer } = ev.data; const zipName = fileName.replace(/\.zip$/, ''); const zipPath = `${zipName}.zip`; @@ -95,32 +99,32 @@ self.onmessage = async (ev: MessageEvent) => { } const files = (pyodide.FS as any).readdir(`/${zipName}`); - const images = files.filter((f: string) => - /\.(png|jpe?g|webp)$/i.test(f) - ); - - postMessage({ type: "unzipped", folder: zipName, images }); + const images = files.filter((f: string) => /\.(png|jpe?g|webp)$/i.test(f)); + postMessage({ type: 'unzipped', folder: zipName, images }); } catch (err: any) { - postMessage({ type: "error", message: `Unzip failed: ${err.message}` }); + postMessage({ type: 'error', message: `Unzip failed: ${err.message}` }); } break; } - case "getThumb": { + case 'getThumb': { const filePath = ev.data.file; try { const data = (pyodide.FS as any).readFile(`/${filePath}`, { encoding: 'binary' }); - postMessage({ - type: "thumb", - file: filePath, - data: data.buffer - }, [data.buffer]); + postMessage( + { + type: 'thumb', + file: filePath, + data: data.buffer, + }, + [data.buffer] + ); } catch (err: any) { - postMessage({ type: "error", message: `Thumbnail error: ${err.message}` }); + postMessage({ type: 'error', message: `Thumbnail error: ${err.message}` }); } break; } - case "profileData": { + case 'profileData': { const { fileName, buffer } = ev.data; pyodide.FS.writeFile(fileName, new Uint8Array(buffer)); @@ -138,10 +142,10 @@ self.onmessage = async (ev: MessageEvent) => { const profile = JSON.parse(profileJson); profile.fileSize = buffer.byteLength; - postMessage({ type: 'dataProfile', profile }); + postMessage({ type: 'dataProfile', profile } as WorkerReply); break; } - case "computeHistogram": { + case 'computeHistogram': { const { fileName, columnName, bins = 50 } = ev.data; const histogramJson = await pyodide.runPythonAsync(` @@ -151,10 +155,10 @@ self.onmessage = async (ev: MessageEvent) => { const histogram = JSON.parse(histogramJson); - postMessage({ type: 'histogram', columnName, data: histogram }); + postMessage({ type: 'histogram', columnName, data: histogram } as WorkerReply); break; } - case "detectOutliers": { + case 'detectOutliers': { const { fileName, columnName, method } = ev.data; const outliersJson = await pyodide.runPythonAsync(` @@ -164,10 +168,10 @@ self.onmessage = async (ev: MessageEvent) => { const outliers = JSON.parse(outliersJson); - postMessage({ type: 'outliers', columnName, data: outliers }); + postMessage({ type: 'outliers', columnName, data: outliers } as WorkerReply); break; } - case "detectDuplicates": { + case 'detectDuplicates': { const { fileName, subsetColumns } = ev.data; let pythonCode: string; @@ -188,10 +192,10 @@ self.onmessage = async (ev: MessageEvent) => { const duplicatesJson = await pyodide.runPythonAsync(pythonCode); const duplicates = JSON.parse(duplicatesJson); - postMessage({ type: 'duplicates', data: duplicates }); + postMessage({ type: 'duplicates', data: duplicates } as WorkerReply); break; } - case "processWithConfig": { + case 'processWithConfig': { const { fileName, config } = ev.data; // Load config-based processor if not already loaded @@ -209,7 +213,7 @@ self.onmessage = async (ev: MessageEvent) => { type: 'processingProgress', step: step, progress: progress, - message: message + message: message, }); }); @@ -243,7 +247,7 @@ preprocessing_processor_config.process_with_config( const resultText = pyodide.FS.readFile(outputFileName, { encoding: 'utf8' }); const dataset = JSON.parse(resultText); - postMessage({ type: 'processed', dataset }); + postMessage({ type: 'processed', dataset } as WorkerReply); // Cleanup: files are no longer needed after processing try { @@ -259,19 +263,19 @@ preprocessing_processor_config.process_with_config( break; } - case "getProcessedFeatures": { + case 'getProcessedFeatures': { // Read processed features CSV exported by Python for JavaScript projections try { const csvText = pyodide.FS.readFile('processed_features.csv', { encoding: 'utf8' }); - postMessage({ type: 'processedFeatures', data: csvText }); + postMessage({ type: 'processedFeatures', data: csvText } as WorkerReply); } catch (err: any) { - postMessage({ type: 'error', message: `Failed to read processed features: ${err.message}` }); + postMessage({ type: 'error', message: `Failed to read processed features: ${err.message}` } as WorkerReply); } break; } } } catch (err: any) { - postMessage({ type: 'error', message: err.message ?? String(err) }); + postMessage({ type: 'error', message: err.message ?? String(err) } as WorkerReply); } }); }; diff --git a/src/assets/data/nutrients.15012026.feature.json b/src/assets/data/nutrients.15012026.feature.json index f0c0505..a734339 100644 --- a/src/assets/data/nutrients.15012026.feature.json +++ b/src/assets/data/nutrients.15012026.feature.json @@ -1,320756 +1,320756 @@ [ - { - "defaultcontext": "1", - "features": { - "1": { - "1": 0.16029334730225248, - "2": 0.25, - "3": 0.22531702898550723, - "4": 0.03870179250407387, - "5": 0.009933433097683058, - "6": 0.005063291139240506, - "7": 0.03204166666666667, - "8": 0.05739393939393939, - "9": 0.662, - "10": 0.6593186372745491, - "11": 0.013999999999999999, - "12": 0.07400000000000001, - "13": 0.39578713968957874, - "14": 0.00585774058577406, - "15": 0.0037519865215261267, - "16": 0.0037253929753561237 - } - }, - "id": 27481, - "values": { - "1": "Beverage, instant breakfast powder, chocolate, not reconstituted", - "2": "Dairy and Egg Products", - "3": "19.9", - "4": "0.285", - "5": "0.385", - "6": "0.4", - 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"BURGER KING, CROISSAN'WICH with Sausage, Egg and Cheese", - "BURGER KING, Cheeseburger", - "BURGER KING, Chicken WHOPPER Sandwich", - "BURGER KING, DOUBLE WHOPPER, no cheese", - "BURGER KING, DOUBLE WHOPPER, with cheese", - "BURGER KING, French Fries", - "BURGER KING, French Toast Sticks", - "BURGER KING, Hamburger", - "BURGER KING, Hash Brown Rounds", - "BURGER KING, Original Chicken Sandwich", - "BURGER KING, Vanilla Shake", - "BURGER KING, WHOPPER, no cheese", - "BURGER KING, WHOPPER, with cheese", - "BUTCHER BOY MEATS, INC., Turkey Franks", - "Baby food, fortified cereal bar, fruit filling", - "Babyfood, apple yogurt dessert, strained", - "Babyfood, apple-banana juice", - "Babyfood, apple-cranberry juice", - "Babyfood, apples with ham, strained", - "Babyfood, apples, dices, toddler", - "Babyfood, baked product, finger snacks cereal", - "Babyfood, banana apple dessert, strained", - "Babyfood, banana juice with low fat yogurt", - "Babyfood, banana no tapioca, strained", - "Babyfood, carrots and beef, strained", - "Babyfood, carrots, toddler", - "Babyfood, cereal, barley, dry", - "Babyfood, cereal, barley, prepared with whole milk", - "Babyfood, cereal, brown rice, dry, instant", - "Babyfood, cereal, egg yolks and bacon, junior", - "Babyfood, cereal, high protein, prepared with whole milk", - "Babyfood, cereal, high protein, with apple and orange, dry", - "Babyfood, cereal, high protein, with apple and orange, prepared with whole milk", - "Babyfood, cereal, mixed, dry", - "Babyfood, cereal, mixed, prepared with whole milk", - "Babyfood, cereal, mixed, with applesauce and bananas, junior", - "Babyfood, cereal, mixed, with applesauce and bananas, strained", - "Babyfood, cereal, mixed, with bananas, dry", - "Babyfood, cereal, mixed, with bananas, prepared with whole milk", - "Babyfood, cereal, mixed, with honey, prepared with whole milk", - "Babyfood, cereal, oatmeal, dry", - "Babyfood, cereal, oatmeal, prepared with whole milk", - "Babyfood, cereal, oatmeal, with applesauce and bananas, junior", - "Babyfood, cereal, oatmeal, with applesauce and bananas, strained", - "Babyfood, cereal, oatmeal, with bananas, dry", - "Babyfood, cereal, oatmeal, with bananas, prepared with whole milk", - "Babyfood, cereal, oatmeal, with honey, dry", - "Babyfood, cereal, oatmeal, with honey, prepared with whole milk", - "Babyfood, cereal, rice, dry", - "Babyfood, cereal, rice, prepared with whole milk", - "Babyfood, cereal, rice, with applesauce and bananas, strained", - "Babyfood, cereal, rice, with bananas, dry", - "Babyfood, cereal, rice, with bananas, prepared with whole milk", - "Babyfood, cereal, rice, with honey, prepared with whole milk", - "Babyfood, cereal, rice, with mixed fruit, junior", - "Babyfood, cereal, whole wheat, with apples, dry", - "Babyfood, cereal, with egg yolks, junior", - "Babyfood, cereal, with egg yolks, strained", - "Babyfood, cereal, with eggs, strained", - "Babyfood, cherry cobbler, junior", - "Babyfood, cookie, baby, fruit", - "Babyfood, cookies", - "Babyfood, cookies, arrowroot", - "Babyfood, corn and sweet potatoes, strained", - "Babyfood, crackers, vegetable", - "Babyfood, dessert, banana pudding, strained", - "Babyfood, dessert, banana yogurt, strained", - "Babyfood, dessert, blueberry yogurt, strained", - "Babyfood, dessert, cherry vanilla pudding, junior", - "Babyfood, dessert, cherry vanilla pudding, strained", - "Babyfood, dessert, custard pudding, vanilla, junior", - "Babyfood, dessert, custard pudding, vanilla, strained", - "Babyfood, dessert, dutch apple, junior", - "Babyfood, dessert, dutch apple, strained", - "Babyfood, dessert, fruit dessert, without ascorbic acid, junior", - "Babyfood, dessert, fruit dessert, without ascorbic acid, strained", - "Babyfood, dessert, fruit pudding, orange, strained", - "Babyfood, dessert, fruit pudding, pineapple, strained", - "Babyfood, dessert, peach cobbler, junior", - "Babyfood, dessert, peach cobbler, strained", - "Babyfood, dessert, peach yogurt", - "Babyfood, dessert, tropical fruit, junior", - "Babyfood, dinner, apples and chicken, strained", - "Babyfood, dinner, beef and rice, toddler", - "Babyfood, dinner, beef lasagna, toddler", - "Babyfood, dinner, beef noodle, junior", - "Babyfood, dinner, beef noodle, strained", - "Babyfood, dinner, beef stew, toddler", - "Babyfood, dinner, beef with vegetables", - "Babyfood, dinner, broccoli and chicken, junior", - "Babyfood, dinner, chicken and noodle with vegetables, toddler", - "Babyfood, dinner, chicken and rice", - "Babyfood, dinner, chicken noodle, junior", - "Babyfood, dinner, chicken noodle, strained", - "Babyfood, dinner, chicken soup, strained", - "Babyfood, dinner, chicken stew, toddler", - "Babyfood, dinner, macaroni and cheese, junior", - "Babyfood, dinner, macaroni and cheese, strained", - "Babyfood, dinner, macaroni and tomato and beef, junior", - "Babyfood, dinner, macaroni and tomato and beef, strained", - "Babyfood, dinner, macaroni, beef and tomato sauce, toddler", - "Babyfood, dinner, mixed vegetable, junior", - "Babyfood, dinner, mixed vegetable, strained", - "Babyfood, dinner, pasta with vegetables", - "Babyfood, dinner, potatoes with cheese and ham, toddler", - "Babyfood, dinner, spaghetti and tomato and meat, junior", - "Babyfood, dinner, spaghetti and tomato and meat, toddler", - "Babyfood, dinner, sweet potatoes and chicken, strained", - "Babyfood, dinner, turkey and rice, junior", - "Babyfood, dinner, turkey and rice, strained", - "Babyfood, dinner, turkey, rice, and vegetables, toddler", - "Babyfood, dinner, vegetables and bacon, strained", - "Babyfood, dinner, vegetables and beef, junior", - "Babyfood, dinner, vegetables and beef, strained", - "Babyfood, dinner, vegetables and chicken, junior", - "Babyfood, dinner, vegetables and dumplings and beef, junior", - "Babyfood, dinner, vegetables and dumplings and beef, strained", - "Babyfood, dinner, vegetables and ham, junior", - "Babyfood, dinner, vegetables and ham, strained", - "Babyfood, dinner, vegetables and lamb, junior", - "Babyfood, dinner, vegetables and lamb, strained", - "Babyfood, dinner, vegetables and noodles and turkey, junior", - "Babyfood, dinner, vegetables and noodles and turkey, strained", - "Babyfood, dinner, vegetables and turkey, junior", - "Babyfood, dinner, vegetables and turkey, strained", - "Babyfood, dinner, vegetables and turkey, toddler", - "Babyfood, dinner, vegetables chicken, strained", - "Babyfood, dinner, vegetables, noodles and chicken, junior", - "Babyfood, dinner, vegetables, noodles and chicken, strained", - "Babyfood, fruit and vegetable, apple and sweet potato", - "Babyfood, fruit dessert, mango with tapioca", - "Babyfood, fruit supreme dessert", - "Babyfood, fruit, apple and blueberry, junior", - "Babyfood, fruit, apple and blueberry, strained", - "Babyfood, fruit, apple and raspberry, junior", - "Babyfood, fruit, apple and raspberry, strained", - "Babyfood, fruit, applesauce and apricots, junior", - "Babyfood, fruit, applesauce and apricots, strained", - "Babyfood, fruit, applesauce and cherries, junior", - "Babyfood, fruit, applesauce and cherries, strained", - "Babyfood, fruit, applesauce and pineapple, junior", - "Babyfood, fruit, applesauce and pineapple, strained", - "Babyfood, fruit, applesauce with banana, junior", - "Babyfood, fruit, applesauce, junior", - "Babyfood, fruit, applesauce, strained", - "Babyfood, fruit, apricot with tapioca, junior", - "Babyfood, fruit, apricot with tapioca, strained", - "Babyfood, fruit, bananas and pineapple with tapioca, junior", - "Babyfood, fruit, bananas and pineapple with tapioca, strained", - "Babyfood, fruit, bananas with apples and pears, strained", - "Babyfood, fruit, bananas with tapioca, junior", - "Babyfood, fruit, bananas with tapioca, strained", - "Babyfood, fruit, guava and papaya with tapioca, strained", - "Babyfood, fruit, papaya and applesauce with tapioca, strained", - "Babyfood, fruit, peaches, junior", - "Babyfood, fruit, peaches, strained", - "Babyfood, fruit, pears and pineapple, junior", - "Babyfood, fruit, pears and pineapple, strained", - "Babyfood, fruit, pears, junior", - "Babyfood, fruit, pears, strained", - "Babyfood, fruit, plums with tapioca, without ascorbic acid, junior", - "Babyfood, fruit, plums with tapioca, without ascorbic acid, strained", - "Babyfood, fruit, prunes with tapioca, without ascorbic acid, junior", - "Babyfood, fruit, prunes with tapioca, without ascorbic acid, strained", - "Babyfood, fruit, tutti frutti, junior", - "Babyfood, fruit, tutti frutti, strained", - "Babyfood, green beans, dices, toddler", - "Babyfood, juice treats, fruit medley, toddler", - "Babyfood, juice, apple", - "Babyfood, juice, apple - cherry", - "Babyfood, juice, apple and cherry", - "Babyfood, juice, apple and grape", - "Babyfood, juice, apple and peach", - "Babyfood, juice, apple and plum", - "Babyfood, juice, apple and prune", - "Babyfood, juice, apple, with calcium", - "Babyfood, juice, apple-sweet potato", - "Babyfood, juice, fruit punch, with calcium", - "Babyfood, juice, mixed fruit", - "Babyfood, juice, orange", - "Babyfood, juice, orange and apple", - "Babyfood, juice, orange and apple and banana", - "Babyfood, juice, orange and apricot", - "Babyfood, juice, orange and banana", - "Babyfood, juice, orange and pineapple", - "Babyfood, juice, orange-carrot", - "Babyfood, juice, pear", - "Babyfood, juice, prune and orange", - "Babyfood, macaroni and cheese, toddler", - "Babyfood, mashed cheddar potatoes and broccoli, toddlers", - "Babyfood, meat, beef with vegetables, toddler", - "Babyfood, meat, beef, junior", - "Babyfood, meat, beef, strained", - "Babyfood, meat, chicken sticks, junior", - "Babyfood, meat, chicken, junior", - "Babyfood, meat, chicken, strained", - "Babyfood, meat, ham, junior", - "Babyfood, meat, ham, strained", - "Babyfood, meat, lamb, junior", - "Babyfood, meat, lamb, strained", - "Babyfood, meat, meat sticks, junior", - "Babyfood, meat, pork, strained", - "Babyfood, meat, turkey sticks, junior", - "Babyfood, meat, turkey, junior", - "Babyfood, meat, turkey, strained", - "Babyfood, meat, veal, strained", - "Babyfood, mixed fruit juice with low fat yogurt", - "Babyfood, mixed fruit yogurt, strained", - "Babyfood, oatmeal cereal with fruit, dry, instant, toddler", - "Babyfood, peaches, dices, toddler", - "Babyfood, pears, dices, toddler", - "Babyfood, peas and brown rice", - "Babyfood, peas, dices, toddler", - "Babyfood, plums, bananas and rice, strained", - "Babyfood, potatoes, toddler", - "Babyfood, pretzels", - "Babyfood, prunes, without vitamin c, strained", - "Babyfood, ravioli, cheese filled, with tomato sauce", - "Babyfood, rice and apples, dry", - "Babyfood, teething biscuits", - "Babyfood, vegetable and brown rice, strained", - "Babyfood, vegetable, butternut squash and corn", - "Babyfood, vegetable, green beans and potatoes", - "Babyfood, vegetables, beets, strained", - "Babyfood, vegetables, carrots, junior", - "Babyfood, vegetables, carrots, strained", - "Babyfood, vegetables, corn, creamed, junior", - "Babyfood, vegetables, corn, creamed, strained", - "Babyfood, vegetables, garden vegetable, strained", - "Babyfood, vegetables, green beans, junior", - "Babyfood, vegetables, green beans, strained", - "Babyfood, vegetables, mix vegetables junior", - "Babyfood, vegetables, mix vegetables strained", - "Babyfood, vegetables, peas, strained", - "Babyfood, vegetables, spinach, creamed, strained", - "Babyfood, vegetables, squash, junior", - "Babyfood, vegetables, squash, strained", - "Babyfood, vegetables, sweet potatoes strained", - "Babyfood, vegetables, sweet potatoes, junior", - "Babyfood, yogurt, whole milk, with fruit, multigrain cereal and added DHA", - "Babyfood, yogurt, whole milk, with fruit, multigrain cereal and added iron", - "Bacon and beef sticks", - "Bacon bits, meatless", - "Bacon, meatless", - "Bagels, cinnamon-raisin", - "Bagels, cinnamon-raisin, toasted", - "Bagels, egg", - "Bagels, oat bran", - "Bagels, plain, enriched, with calcium propionate (includes onion, poppy, sesame)", - "Bagels, plain, enriched, without calcium propionate (includes onion, poppy, sesame)", - "Bagels, plain, toasted, enriched, with calcium propionate (includes onion, poppy, sesame)", - "Bagels, plain, unenriched, with calcium propionate (includes onion, poppy, sesame)", - "Bagels, plain, unenriched, without calcium propionate(includes onion, poppy, sesame)", - "Baked beans, canned, no salt added", - "Baking chocolate, MARS SNACKFOOD US, M&M's Milk Chocolate Mini Baking Bits", - "Baking chocolate, MARS SNACKFOOD US, M&M's Semisweet Chocolate Mini Baking Bits", - "Baking chocolate, mexican, squares", - "Baking chocolate, unsweetened, liquid", - "Baking chocolate, unsweetened, squares", - "Balsam-pear (bitter gourd), leafy tips, cooked, boiled, drained, with salt", - "Balsam-pear (bitter gourd), leafy tips, cooked, boiled, drained, without salt", - "Balsam-pear (bitter gourd), leafy tips, raw", - "Balsam-pear (bitter gourd), pods, cooked, boiled, drained, with salt", - "Balsam-pear (bitter gourd), pods, cooked, boiled, drained, without salt", - "Balsam-pear (bitter gourd), pods, raw", - "Bamboo shoots, canned, drained solids", - "Bamboo shoots, cooked, boiled, drained, with salt", - "Bamboo shoots, cooked, boiled, drained, without salt", - "Bamboo shoots, raw", - "Bananas, dehydrated, or banana powder", - "Bananas, raw", - "Barbecue loaf, pork, beef", - "Barley flour or meal", - "Barley malt flour", - "Barley, hulled", - "Barley, pearled, cooked", - "Barley, pearled, raw", - "Basil, fresh", - "Bean beverage", - "Beans, adzuki, mature seed, cooked, boiled, with salt", - "Beans, adzuki, mature seeds, canned, sweetened", - "Beans, adzuki, mature seeds, cooked, boiled, without salt", - "Beans, adzuki, mature seeds, raw", - "Beans, adzuki, yokan, mature seeds", - "Beans, baked, canned, plain or vegetarian", - "Beans, baked, canned, with beef", - "Beans, baked, canned, with franks", - "Beans, baked, canned, with pork", - "Beans, baked, canned, with pork and sweet sauce", - "Beans, baked, canned, with pork and tomato sauce", - "Beans, baked, home prepared", - "Beans, black turtle soup, mature seeds, canned", - "Beans, black turtle soup, mature seeds, cooked, boiled, with salt", - "Beans, black turtle soup, mature seeds, cooked, boiled, without salt", - "Beans, black turtle soup, mature seeds, raw", - "Beans, black, mature seeds, cooked, boiled, with salt", - "Beans, black, mature seeds, cooked, boiled, without salt", - "Beans, black, mature seeds, raw", - "Beans, chili, barbecue, ranch style, cooked", - "Beans, cranberry (roman), mature seeds, canned", - "Beans, cranberry (roman), mature seeds, cooked, boiled, with salt", - "Beans, cranberry (roman), mature seeds, cooked, boiled, without salt", - "Beans, cranberry (roman), mature seeds, raw", - "Beans, fava, in pod, raw", - "Beans, french, mature seeds, cooked, boiled, with salt", - "Beans, french, mature seeds, cooked, boiled, without salt", - "Beans, french, mature seeds, raw", - "Beans, great northern, mature seeds, canned", - "Beans, great northern, mature seeds, cooked, boiled, with salt", - "Beans, great northern, mature seeds, cooked, boiled, without salt", - "Beans, great northern, mature seeds, raw", - "Beans, kidney, all types, mature seeds, canned", - "Beans, kidney, all types, mature seeds, cooked, boiled, with salt", - "Beans, kidney, all types, mature seeds, cooked, boiled, without salt", - "Beans, kidney, all types, mature seeds, raw", - "Beans, kidney, california red, mature seeds, cooked, boiled, with salt", - "Beans, kidney, california red, mature seeds, cooked, boiled, without salt", - "Beans, kidney, california red, mature seeds, raw", - "Beans, kidney, mature seeds, sprouted, cooked, boiled, drained, with salt", - "Beans, kidney, mature seeds, sprouted, cooked, boiled, drained, without salt", - "Beans, kidney, mature seeds, sprouted, raw", - "Beans, kidney, red, mature seeds, canned", - "Beans, kidney, red, mature seeds, cooked, boiled, with salt", - "Beans, kidney, red, mature seeds, cooked, boiled, without salt", - "Beans, kidney, red, mature seeds, raw", - "Beans, kidney, royal red, mature seeds, cooked, boiled with salt", - "Beans, kidney, royal red, mature seeds, cooked, boiled, without salt", - "Beans, kidney, royal red, mature seeds, raw", - "Beans, lima, immature seeds, canned, regular pack, solids and liquids", - "Beans, liquid from stewed kidney beans", - "Beans, mung, mature seeds, sprouted, canned, drained solids", - "Beans, navy, mature seeds, canned", - "Beans, navy, mature seeds, cooked, boiled, with salt", - "Beans, navy, mature seeds, cooked, boiled, without salt", - "Beans, navy, mature seeds, raw", - "Beans, navy, mature seeds, sprouted, cooked, boiled, drained, with salt", - "Beans, navy, mature seeds, sprouted, cooked, boiled, drained, without salt", - "Beans, navy, mature seeds, sprouted, raw", - "Beans, pink, mature seeds, cooked, boiled, with salt", - "Beans, pink, mature seeds, cooked, boiled, without salt", - "Beans, pink, mature seeds, raw", - "Beans, pinto, immature seeds, frozen, cooked, boiled, drained, with salt", - "Beans, pinto, immature seeds, frozen, cooked, boiled, drained, without salt", - "Beans, pinto, immature seeds, frozen, unprepared", - "Beans, pinto, mature seeds, canned", - "Beans, pinto, mature seeds, cooked, boiled, with salt", - "Beans, pinto, mature seeds, cooked, boiled, without salt", - "Beans, pinto, mature seeds, raw", - "Beans, pinto, mature seeds, sprouted, cooked, boiled, drained, with salt", - "Beans, pinto, mature seeds, sprouted, cooked, boiled, drained, without salt", - "Beans, pinto, mature seeds, sprouted, raw", - "Beans, shellie, canned, solids and liquids", - "Beans, small white, mature seeds, cooked, boiled, with salt", - "Beans, small white, mature seeds, cooked, boiled, without salt", - "Beans, small white, mature seeds, raw", - "Beans, snap, canned, all styles, seasoned, solids and liquids", - "Beans, snap, green variety, canned, regular pack, solids and liquids", - "Beans, snap, green, canned, no salt added, drained solids", - "Beans, snap, green, canned, no salt added, solids and liquids", - "Beans, snap, green, canned, regular pack, drained solids", - "Beans, snap, green, cooked, boiled, drained, with salt", - "Beans, snap, green, cooked, boiled, drained, without salt", - "Beans, snap, green, frozen, all styles, microwaved", - "Beans, snap, green, frozen, all styles, unprepared", - "Beans, snap, green, frozen, cooked, boiled, drained without salt", - "Beans, snap, green, frozen, cooked, boiled, drained, with salt", - "Beans, snap, green, microwaved", - "Beans, snap, green, raw", - "Beans, snap, yellow, canned, no salt added, drained solids", - "Beans, snap, yellow, canned, no salt added, solids and liquids", - "Beans, snap, yellow, canned, regular pack, drained solids", - "Beans, snap, yellow, canned, regular pack, solids and liquids", - "Beans, snap, yellow, cooked, boiled, drained, with salt", - "Beans, snap, yellow, cooked, boiled, drained, without salt", - "Beans, snap, yellow, frozen, all styles, unprepared", - "Beans, snap, yellow, frozen, cooked, boiled, drained, with salt", - "Beans, snap, yellow, frozen, cooked, boiled, drained, without salt", - "Beans, snap, yellow, raw", - "Beans, white, mature seeds, canned", - "Beans, white, mature seeds, cooked, boiled, with salt", - "Beans, white, mature seeds, cooked, boiled, without salt", - "Beans, white, mature seeds, raw", - "Beans, yellow, mature seeds, cooked, boiled, with salt", - "Beans, yellow, mature seeds, cooked, boiled, without salt", - "Beans, yellow, mature seeds, raw", - "Bear, black, meat (Alaska Native)", - "Bear, polar, meat, raw (Alaska Native)", - "Beef Pot Pie, frozen entree, prepared", - "Beef broth and tomato juice, canned", - "Beef sausage, fresh, cooked", - "Beef sausage, pre-cooked", - "Beef stew, canned entree", - "Beef, bologna, reduced sodium", - "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", - "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", - "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, brisket, flat half, boneless separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, brisket, flat half, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, brisket, flat half, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, brisket, flat half, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, brisket, flat half, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, brisket, flat half, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, brisket, flat half, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, brisket, flat half, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, brisket, flat half, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, brisket, flat half, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, brisket, flat half, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, brisket, flat half, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, brisket, point half, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, brisket, point half, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, brisket, point half, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, brisket, point half, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, brisket, whole, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, brisket, whole, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, brisket, whole, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, brisket, whole, separable lean only, all grades, raw", - "Beef, brisket, whole, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, carcass, separable lean and fat, choice, raw", - "Beef, carcass, separable lean and fat, select, raw", - "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", - "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, grilled", - "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, chuck for stew, separable lean and fat, all grades, cooked, braised", - "Beef, chuck for stew, separable lean and fat, all grades, raw", - "Beef, chuck for stew, separable lean and fat, choice, cooked, braised", - "Beef, chuck for stew, separable lean and fat, choice, raw", - "Beef, chuck for stew, separable lean and fat, select, cooked, braised", - "Beef, chuck for stew, separable lean and fat, select, raw", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, chuck, blade roast, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, clod roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, chuck, clod roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, chuck, clod roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", - "Beef, chuck, clod roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, chuck, clod roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, chuck, clod roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", - "Beef, chuck, clod roast, separable lean only, trimmed to 1/4\" fat, all grades, cooked, roasted", - "Beef, chuck, clod roast, separable lean only, trimmed to 1/4\" fat, all grades, raw", - "Beef, chuck, clod steak, separable lean only, trimmed to 1/4\" fat, all grades, cooked, braised", - "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, chuck, mock tender steak, separable lean and fat, trimmed to 0\" fat, USDA choice, cooked, broiled", - "Beef, chuck, mock tender steak, separable lean and fat, trimmed to 0\" fat, USDA select, cooked, broiled", - "Beef, chuck, mock tender steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, chuck, mock tender steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, chuck, mock tender steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, chuck, mock tender steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck, top blade, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, chuck, top blade, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, chuck, top blade, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, chuck, top blade, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, chuck, top blade, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, chuck, top blade, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, select, cooked, grilled", - "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, chuck, under blade pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, under blade pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, chuck, under blade pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, chuck, under blade pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, chuck, under blade pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, chuck, under blade pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, chuck, under blade pot roast, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, under blade pot roast, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, under blade pot roast, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, under blade pot roast, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, under blade pot roast, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, under blade pot roast, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, under blade steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, under blade steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, under blade steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, chuck, under blade steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, chuck, under blade steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, chuck, under blade steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 0\" fat, all grades, cooked", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 0\" fat, choice, cooked", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 0\" fat, select, cooked", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, cooked", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, prime, cooked", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, prime, raw", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, select, cooked", - "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, composite of trimmed retail cuts, separable lean only, trimmed to 0\" fat, all grades, cooked", - "Beef, composite of trimmed retail cuts, separable lean only, trimmed to 0\" fat, choice, cooked", - "Beef, composite of trimmed retail cuts, separable lean only, trimmed to 0\" fat, select, cooked", - "Beef, corned beef hash, with potato, canned", - "Beef, cured, breakfast strips, cooked", - "Beef, cured, breakfast strips, raw or unheated", - "Beef, cured, corned beef, brisket, cooked", - "Beef, cured, corned beef, brisket, raw", - "Beef, cured, corned beef, canned", - "Beef, cured, dried", - "Beef, cured, luncheon meat, jellied", - "Beef, cured, pastrami", - "Beef, cured, sausage, cooked, smoked", - "Beef, cured, smoked, chopped beef", - "Beef, cured, thin-sliced beef", - "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, flank, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, flank, steak, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, flank, steak, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, flank, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, flank, steak, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, flank, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, flank, steak, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, grass-fed, ground, raw", - "Beef, grass-fed, strip steaks, lean only, raw", - "Beef, ground beef calculator - user selects lean/fat percentage", - "Beef, ground, 70% lean meat / 30% fat, crumbles, cooked, pan-browned", - "Beef, ground, 70% lean meat / 30% fat, loaf, cooked, baked", - "Beef, ground, 70% lean meat / 30% fat, patty cooked, pan-broiled", - "Beef, ground, 70% lean meat / 30% fat, patty, cooked, broiled", - "Beef, ground, 70% lean meat / 30% fat, raw", - "Beef, ground, 75% lean meat / 25% fat, crumbles, cooked, pan-browned", - "Beef, ground, 75% lean meat / 25% fat, loaf, cooked, baked", - "Beef, ground, 75% lean meat / 25% fat, patty, cooked, broiled", - "Beef, ground, 75% lean meat / 25% fat, patty, cooked, pan-broiled", - "Beef, ground, 75% lean meat / 25% fat, raw", - "Beef, ground, 80% lean meat / 20% fat, crumbles, cooked, pan-browned", - "Beef, ground, 80% lean meat / 20% fat, loaf, cooked, baked", - "Beef, ground, 80% lean meat / 20% fat, patty, cooked, broiled", - "Beef, ground, 80% lean meat / 20% fat, patty, cooked, pan-broiled", - "Beef, ground, 80% lean meat / 20% fat, raw", - "Beef, ground, 85% lean meat / 15% fat, crumbles, cooked, pan-browned", - "Beef, ground, 85% lean meat / 15% fat, loaf, cooked, baked", - "Beef, ground, 85% lean meat / 15% fat, patty, cooked, broiled", - "Beef, ground, 85% lean meat / 15% fat, patty, cooked, pan-broiled", - "Beef, ground, 85% lean meat / 15% fat, raw", - "Beef, ground, 90% lean meat / 10% fat, crumbles, cooked, pan-browned", - "Beef, ground, 90% lean meat / 10% fat, loaf, cooked, baked", - "Beef, ground, 90% lean meat / 10% fat, patty, cooked, broiled", - "Beef, ground, 90% lean meat / 10% fat, patty, cooked, pan-broiled", - "Beef, ground, 90% lean meat / 10% fat, raw", - "Beef, ground, 95% lean meat / 5% fat, crumbles, cooked, pan-browned", - "Beef, ground, 95% lean meat / 5% fat, loaf, cooked, baked", - "Beef, ground, 95% lean meat / 5% fat, patty, cooked, broiled", - "Beef, ground, 95% lean meat / 5% fat, patty, cooked, pan-broiled", - "Beef, ground, 95% lean meat / 5% fat, raw", - "Beef, ground, patties, frozen, cooked, broiled", - "Beef, loin, bottom sirloin butt, tri-tip roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, loin, bottom sirloin butt, tri-tip steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, loin, bottom sirloin butt, tri-tip steak, separable lean only, trimmed 0\" fat, all grades, cooked, broiled", - "Beef, plate, inside skirt steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, plate, inside skirt steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, plate, inside skirt steak, separable lean only, trimmed to 1/4\" fat, all grades, raw", - "Beef, plate, outside skirt steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, plate, outside skirt steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, plate, outside skirt steak, separable lean only, trimmed to 1/4\" fat, all grades, raw", - "Beef, retail cuts, separable fat, cooked", - "Beef, retail cuts, separable fat, raw", - "Beef, rib eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, rib eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, rib eye, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, select, raw", - "Beef, rib, eye, small end (ribs 10- 12) separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, rib, eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, rib, eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, rib, eye, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, rib, eye, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, prime, raw", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, rib, large end (ribs 6-9), separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean only, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, rib, large end (ribs 6-9), separable lean only, trimmed to 0\" fat, select, cooked, roasted", - "Beef, rib, shortribs, separable lean and fat, choice, cooked, braised", - "Beef, rib, shortribs, separable lean and fat, choice, raw", - "Beef, rib, shortribs, separable lean only, choice, cooked, braised", - "Beef, rib, shortribs, separable lean only, choice, raw", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, prime, raw", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\"fat, choice, cooked, broiled", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, prime, raw", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, round, bottom round , roast, separable lean only, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, round, bottom round roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", - "Beef, round, bottom round, roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, round, bottom round, roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, round, bottom round, roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", - "Beef, round, bottom round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, round, bottom round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, round, bottom round, roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, round, bottom round, roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, round, bottom round, roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, all grades, cooked", - "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, round, bottom round, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, round, bottom round, steak, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, round, bottom round, steak, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, round, bottom round, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, round, bottom round, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, round, bottom round, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, round, eye of round, roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, round, eye of round, roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, round, eye of round, roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", - "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, round, full cut, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", - "Beef, round, full cut, separable lean only, trimmed to 1/4\" fat, select, cooked, broiled", - "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, round, knuckle, tip side, steak, separable lean and fat , trimmed to 0\" fat, select, raw", - "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, round, tip round, roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", - "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", - "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", - "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, round, tip round, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, round, tip round, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, round, tip round, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, round, top round steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, round, top round, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, round, top round, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, round, top round, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", - "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, pan-fried", - "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, prime, raw", - "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", - "Beef, round, top round, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, round, top round, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, round, top round, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, round, top round, separable lean only, trimmed to 1/8\" fat, choice, cooked, pan-fried", - "Beef, round, top round, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, round, top round, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, round, top round, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", - "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, round, top round, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, round, top round, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, round, top round, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, sandwich steaks, flaked, chopped, formed and thinly sliced, raw", - "Beef, shank crosscuts, separable lean only, trimmed to 1/4\" fat, choice, cooked, simmered", - "Beef, shank crosscuts, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 0\" fat, USDA choice, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 0\" fat, USDA select, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, short loin, porterhouse steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, short loin, porterhouse steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 0\" fat, USDA choice, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 0\" fat, USDA select, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, short loin, t-bone steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, short loin, t-bone steak, separable lean only, trimmed to 1/4\" fat, all grades, cooked, broiled", - "Beef, short loin, top loin, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, prime, raw", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, shoulder pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, shoulder pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, shoulder pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, shoulder pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, shoulder pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, shoulder pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, shoulder pot roast, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, shoulder pot roast, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", - "Beef, shoulder pot roast, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", - "Beef, shoulder pot roast, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", - "Beef, shoulder pot roast, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", - "Beef, shoulder pot roast, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", - "Beef, shoulder steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, shoulder steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, shoulder steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, shoulder steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, shoulder steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, shoulder steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, grilled", - "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", - "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", - "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", - "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", - "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", - "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", - "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", - "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", - "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, grilled", - "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", - "Beef, tenderloin, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", - "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", - "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, prime, raw", - "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, tenderloin, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, tenderloin, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, tenderloin, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, pan-fried", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", - "Beef, top sirloin, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", - "Beef, top sirloin, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", - "Beef, top sirloin, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", - "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", - "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", - "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", - "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", - "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", - "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, select, raw", - "Beef, variety meats and by-products, brain, cooked, pan-fried", - "Beef, variety meats and by-products, brain, cooked, simmered", - "Beef, variety meats and by-products, brain, raw", - "Beef, variety meats and by-products, heart, cooked, simmered", - "Beef, variety meats and by-products, heart, raw", - "Beef, variety meats and by-products, kidneys, cooked, simmered", - "Beef, variety meats and by-products, kidneys, raw", - "Beef, variety meats and by-products, liver, cooked, braised", - "Beef, variety meats and by-products, liver, cooked, pan-fried", - "Beef, variety meats and by-products, liver, raw", - "Beef, variety meats and by-products, lungs, cooked, braised", - "Beef, variety meats and by-products, lungs, raw", - "Beef, variety meats and by-products, mechanically separated beef, raw", - "Beef, variety meats and by-products, pancreas, cooked, braised", - "Beef, variety meats and by-products, pancreas, raw", - "Beef, variety meats and by-products, spleen, cooked, braised", - "Beef, variety meats and by-products, spleen, raw", - "Beef, variety meats and by-products, suet, raw", - "Beef, variety meats and by-products, thymus, cooked, braised", - "Beef, variety meats and by-products, thymus, raw", - "Beef, variety meats and by-products, tongue, cooked, simmered", - "Beef, variety meats and by-products, tongue, raw", - "Beef, variety meats and by-products, tripe, cooked, simmered", - "Beef, variety meats and by-products, tripe, raw", - "Beerwurst, beer salami, pork", - "Beerwurst, beer salami, pork and beef", - "Beerwurst, pork and beef", - "Beet greens, cooked, boiled, drained, with salt", - "Beet greens, cooked, boiled, drained, without salt", - "Beet greens, raw", - "Beets, canned, drained solids", - "Beets, canned, no salt added, solids and liquids", - "Beets, canned, regular pack, solids and liquids", - "Beets, cooked, boiled, drained", - "Beets, cooked, boiled. drained, with salt", - "Beets, harvard, canned, solids and liquids", - "Beets, pickled, canned, solids and liquids", - "Beets, raw", - "Beverage, Horchata, as served in restaurant", - "Beverage, Horchata, dry mix, unprepared, variety of brands, all with morro seeds", - "Beverage, instant breakfast powder, chocolate, not reconstituted", - "Beverage, instant breakfast powder, chocolate, sugar-free, not reconstituted", - "Beverage, milkshake mix, dry, not chocolate", - "Beverages, fruit juice drink, reduced sugar, with vitamin E added", - "Beverages, vegetable and fruit juice blend, 100% juice, with added vitamins A, C, E", - "Biscuits, mixed grain, refrigerated dough", - "Biscuits, plain or buttermilk, commercially baked", - "Biscuits, plain or buttermilk, dry mix", - "Biscuits, plain or buttermilk, dry mix, prepared", - "Biscuits, plain or buttermilk, prepared from recipe", - "Biscuits, plain or buttermilk, refrigerated dough, higher fat", - "Biscuits, plain or buttermilk, refrigerated dough, higher fat, baked", - "Biscuits, plain or buttermilk, refrigerated dough, lower fat", - "Biscuits, plain or buttermilk, refrigerated dough, lower fat, baked", - "Bison, ground, grass-fed, cooked", - "Bison, ground, grass-fed, raw", - "Blackberries, canned, heavy syrup, solids and liquids", - "Blackberries, frozen, unsweetened", - "Blackberries, raw", - "Blackberries, wild, raw (Alaska Native)", - "Blackberry juice, canned", - "Blood sausage", - "Blueberries, canned, heavy syrup, solids and liquids", - "Blueberries, canned, light syrup, drained", - "Blueberries, frozen, sweetened", - "Blueberries, frozen, unsweetened", - "Blueberries, raw", - "Blueberries, wild, canned, heavy syrup, drained", - "Blueberries, wild, frozen", - "Blueberries, wild, frozen (Alaska Native)", - "Blueberries, wild, raw (Alaska Native)", - "Bockwurst, pork, veal, raw", - "Bologna, beef", - "Bologna, beef and pork", - "Bologna, beef and pork, low fat", - "Bologna, beef, low fat", - "Bologna, chicken, pork", - "Bologna, chicken, pork, beef", - "Bologna, chicken, turkey, pork", - "Bologna, pork", - "Bologna, pork and turkey, lite", - "Bologna, pork, turkey and beef", - "Bologna, turkey", - "Borage, cooked, boiled, drained, with salt", - "Borage, cooked, boiled, drained, without salt", - "Borage, raw", - "Boysenberries, canned, heavy syrup", - "Boysenberries, frozen, unsweetened", - "Bratwurst, beef and pork, smoked", - "Bratwurst, chicken, cooked", - "Bratwurst, pork, beef and turkey, lite, smoked", - "Bratwurst, pork, cooked", - "Bratwurst, veal, cooked", - "Braunschweiger (a liver sausage), pork", - "Bread crumbs, dry, grated, plain", - "Bread crumbs, dry, grated, seasoned", - "Bread sticks, plain", - "Bread stuffing, bread, dry mix", - "Bread stuffing, bread, dry mix, prepared", - "Bread stuffing, cornbread, dry mix", - "Bread stuffing, cornbread, dry mix, prepared", - "Bread, Multi-Grain (includes whole-grain)", - "Bread, Multi-Grain, toasted (includes whole-grain)", - "Bread, banana, prepared from recipe, made with margarine", - "Bread, blue corn, somiviki (Hopi)", - "Bread, boston brown, canned", - "Bread, cornbread, dry mix, enriched (includes corn muffin mix)", - "Bread, cornbread, dry mix, prepared", - "Bread, cornbread, dry mix, unenriched (includes corn muffin mix)", - "Bread, cornbread, prepared from recipe, made with low fat (2%) milk", - "Bread, cracked-wheat", - "Bread, egg", - "Bread, egg, toasted", - "Bread, french or vienna (includes sourdough)", - "Bread, french or vienna, toasted (includes sourdough)", - "Bread, irish soda, prepared from recipe", - "Bread, italian", - "Bread, kneel down (Navajo)", - "Bread, oat bran", - "Bread, oat bran, toasted", - "Bread, oatmeal", - "Bread, oatmeal, toasted", - "Bread, pan dulce, sweet yeast bread", - "Bread, pita, white, enriched", - "Bread, pita, white, unenriched", - "Bread, pita, whole-wheat", - "Bread, pound cake type, pan de torta salvadoran", - "Bread, protein (includes gluten)", - "Bread, protein, toasted (includes gluten)", - "Bread, pumpernickel", - "Bread, pumpernickel, toasted", - "Bread, raisin, enriched", - "Bread, raisin, toasted, enriched", - "Bread, raisin, unenriched", - "Bread, reduced-calorie, oat bran", - "Bread, reduced-calorie, oat bran, toasted", - "Bread, reduced-calorie, oatmeal", - "Bread, reduced-calorie, rye", - "Bread, reduced-calorie, wheat", - "Bread, reduced-calorie, white", - "Bread, rice bran", - "Bread, rice bran, toasted", - "Bread, rye", - "Bread, rye, toasted", - "Bread, salvadoran sweet cheese (quesadilla salvadorena)", - "Bread, wheat", - "Bread, wheat bran", - "Bread, wheat germ", - "Bread, wheat germ, toasted", - "Bread, wheat, toasted", - "Bread, white, commercially prepared (includes soft bread crumbs)", - "Bread, white, commercially prepared, low sodium no salt", - "Bread, white, commercially prepared, toasted", - "Bread, white, commercially prepared, toasted, low sodium no salt", - "Bread, white, prepared from recipe, made with low fat (2%) milk", - "Bread, white, prepared from recipe, made with nonfat dry milk", - "Bread, whole-wheat, commercially prepared", - "Bread, whole-wheat, commercially prepared, toasted", - "Bread, whole-wheat, prepared from recipe", - "Bread, whole-wheat, prepared from recipe, toasted", - "Breadfruit, raw", - "Breakfast bar, corn flake crust with fruit", - "Breakfast bars, oats, sugar, raisins, coconut (include granola bar)", - "Breakfast tart, low fat", - "Breakfast type drink, orange flavor, reduced sugar", - "Broadbeans (fava beans), mature seeds, canned", - "Broadbeans (fava beans), mature seeds, cooked, boiled, with salt", - "Broadbeans (fava beans), mature seeds, cooked, boiled, without salt", - "Broadbeans (fava beans), mature seeds, raw", - "Broadbeans, immature seeds, cooked, boiled, drained, with salt", - "Broadbeans, immature seeds, cooked, boiled, drained, without salt", - "Broadbeans, immature seeds, raw", - "Broccoli raab, cooked", - "Broccoli raab, raw", - "Broccoli, chinese, cooked", - "Broccoli, cooked, boiled, drained, with salt", - "Broccoli, cooked, boiled, drained, without salt", - "Broccoli, flower clusters, raw", - "Broccoli, frozen, chopped, cooked, boiled, drained, with salt", - "Broccoli, frozen, chopped, cooked, boiled, drained, without salt", - "Broccoli, frozen, chopped, unprepared", - "Broccoli, frozen, spears, cooked, boiled, drained, with salt", - "Broccoli, frozen, spears, cooked, boiled, drained, without salt", - "Broccoli, frozen, spears, unprepared", - "Broccoli, leaves, raw", - "Broccoli, raw", - "Broccoli, stalks, raw", - "Brotwurst, pork, beef, link", - "Brussels sprouts, cooked, boiled, drained, with salt", - "Brussels sprouts, cooked, boiled, drained, without salt", - "Brussels sprouts, frozen, cooked, boiled, drained, with salt", - "Brussels sprouts, frozen, cooked, boiled, drained, without salt", - "Brussels sprouts, frozen, unprepared", - "Brussels sprouts, raw", - "Buckwheat", - "Buckwheat flour, whole-groat", - "Buckwheat groats, roasted, cooked", - "Buckwheat groats, roasted, dry", - "Buffalo, free range, top round steak, cooked (Shoshone Bannock)", - "Buffalo, free range, top round steak, raw (Shoshone Bannock)", - "Bulgur, cooked", - "Bulgur, dry", - "Burdock root, cooked, boiled, drained, with salt", - "Burdock root, cooked, boiled, drained, without salt", - "Burdock root, raw", - "Burrito, bean and cheese, frozen", - "Burrito, bean and cheese, microwaved", - "Burrito, beef and bean, frozen", - "Burrito, beef and bean, microwaved", - "Butter oil, anhydrous", - "Butter replacement, without fat, powder", - "Butter, light, stick, with salt", - "Butter, light, stick, without salt", - "Butter, salted", - "Butter, whipped, with salt", - "Butter, without salt", - "Butterbur, (fuki), raw", - "Butterbur, canned", - "Butterbur, cooked, boiled, drained, with salt", - "Butterbur, cooked, boiled, drained, without salt", - "CAMPBELL Soup Company, CAMPBELL'S Au Jus Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Beef Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Brown Gravy with Onions", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Beef with Country Vegetables Soup, ready-to-serve", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Chicken and Dumplings Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Classic Chicken Noodle, ready-to-serve", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Grilled Chicken and Sausage Gumbo, ready-to-serve", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Grilled Chicken with Vegetables and Pasta Soup, ready-to-serve", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, New England Clam Chowder, ready-to-serve", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Old Fashioned Vegetable Beef Soup, ready-to-serve", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Sirloin Burger with Country Vegetables Soup, ready-to-serve", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, BBQ Seasoned Pork Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Baked Potato with Cheddar & Bacon Bits Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Baked Potato with Steak & Cheese Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Barbeque Seasoned Burger Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef Rib Roast with Potatoes & Herbs Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef Stew - Fully Loaded", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef Stroganof - Fully Loaded", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef with Country Vegetables Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef with White and Wild Rice Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken Broccoli Cheese & Potato Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken Corn Chowder", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken Mushroom Chowder", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken and Dumplings Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Classic Chicken Noodle Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Fajita Chicken with Rice & Beans Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Firehouse - Hot & Spicy Beef & Bean Chili", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Grilled Chicken & Sausage Gumbo Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Grilled Chicken with Vegetables & Pasta Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Grilled Sirloin Steak with Hearty Vegetables Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Beef Barley Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Chicken Noodle Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Microwavable Bowls, Chicken Noodle Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Microwavable Bowls, Grilled Chicken & Sausage Gumbo Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST New England Clam Chowder", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Vegetable Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Bean 'N' Ham Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Beef Barley Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Chicken with Vegetables Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Vegetable with Pasta Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Herb Roasted Chicken with Potatoes & Garlic Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Honey Roasted Ham with Potatoes Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Italian Sausage & Peppers Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Manhattan Clam Chowder", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, New England Clam Chowder", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Old Fashioned Potato Ham Chowder", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Old Fashioned Vegetable Beef Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Pepper Steak Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Pork Roast with Carrots & Potatoes Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Rigatoni & Meatballs - Fully Loaded", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Roadhouse - Beef & Bean Chili", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Salisbury Steak with Mushrooms & Onions Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Savory Chicken with White & Wild Rice Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Savory Pot Roast Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Savory Vegetable Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Sizzlin' Steak- Grilled Steak Chili with Beans", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Slow Roasted Beef with Mushrooms Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Smoked Chicken with Roasted Corn Chowder", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Split Pea 'N' Ham Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Steak 'N' Potato Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Tantalizin' Turkey - Turkey Chili with Beans Soup", - "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Turkey Pot Pie - Fully Loaded", - "CAMPBELL Soup Company, CAMPBELL'S Chicken Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Country Style Cream Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Country Style Sausage Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Fat Free Beef Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Fat Free Chicken Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Fat Free Turkey Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Golden Pork Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Microwavable Beef Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Microwavable Chicken Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Microwavable Turkey Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Mushroom Gravy", - "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Chicken Noodle Soup", - "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Chicken Rice Soup", - "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Creamy Tomato Soup", - "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Tomato Soup", - "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Vegetable Beef Soup", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 25% Less Sodium Chicken Noodle Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 25% Less Sodium Cream of Mushroom Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 25% Less Sodium Tomato Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Broccoli Cheese Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Broccoli Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Celery Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Chicken Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Mushroom Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, BATMAN Fun Shapes Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Bean with Bacon Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef Broth, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef Consomme, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef Noodle Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef with Vegetables and Barley Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beefy Mushroom Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Broccoli Cheese Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cheddar Cheese Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Alphabet Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Barley with Mushrooms Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Broth, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Gumbo Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken NOODLEO's Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Noodle Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Vegetable Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Won Ton Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken and Dumplings Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken and Stars Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken with Rice Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Asparagus Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Broccoli Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Celery Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Chicken Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Chicken with Herbs Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Mushroom Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Mushroom with Roasted Garlic Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Onion Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Potato Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Shrimp Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Creamy Chicken Noodle Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Creamy Chicken Verde Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Curly Noodle Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, DANNY PHANTOM shaped pasta with Chicken in Chicken Broth, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, DORA THE EXPLORER Kidshapes Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, DOUBLE NOODLE in Chicken Broth Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Fiesta Nacho Cheese Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, French Onion Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, GOLDFISH Pasta with Chicken in Chicken Broth, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, GOLDFISH Pasta with Meatballs in Chicken Broth Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Golden Mushroom Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Green Pea Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Hearty Vegetable with Pasta Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Homestyle Chicken Noodle Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Italian Style Wedding Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Lentil Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Manhattan Clam Chowder, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Mega Noodle in Chicken Broth, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Minestrone Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, New England Clam Chowder, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Old Fashioned Tomato Rice Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Oyster Stew, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Pepper Pot Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, SHREK shaped pasta with Chicken in Chicken Broth Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Scotch Broth, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Southwest Style Pepper Jack Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Southwestern-Style Chicken Vegetable Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Split Pea with Ham and Bacon Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Tomato Bisque, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Tomato Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Vegetable Beef Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Vegetable Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S Red and White, Vegetarian Vegetable Soup, condensed", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Blended Red Pepper Black Bean Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Creamy Portobello Mushroom Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Creamy Tomato Parmesan", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Golden Butternut Squash Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Italian Tomato & Basil Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Southwestern Corn Chowder", - "CAMPBELL Soup Company, CAMPBELL'S SELECT HARVEST Microwaveable Bowls, 98% Fat Free New England Clam Chowder", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Chicken with Egg Noodles Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, HEALTHY REQUEST Italian Wedding Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, HEALTHY REQUEST Mexican Style Tortilla", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Italian Sausage Pasta & Pepperoni Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Italian-Style Wedding Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Mexican Style Chicken Tortilla Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Minestrone Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Savory Chicken and Long Grain Rice Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, 98% Fat Free New England Clam Chowder", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Beef with Roasted Barley Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Chicken & Pasta with Roasted Garlic Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Chicken Vegetable Medley Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Creamy Chicken Alfredo Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, HEALTHY REQUEST Itallian-Style Wedding Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, HEALTHY REQUEST Mexican Style Chicken Tortilla", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Harvest Tomato with Basil Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Italian Sausage with Pasta & Pepperoni Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Italian-Style Wedding Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Mediterranean Meatball w/Bowtie Pasta Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Mexican Style Chicken Tortilla Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Minestrone Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, New England Clam Chowder", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Potato Broccoli Cheese Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Roasted Chicken with Long Grain & Wild Rice Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Roasted Chicken with Rotini & Penne Pasta Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Savory White Bean with Roasted Ham Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Slow Roasted Beef and Vegetables Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Split Pea with Roasted Ham Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Tomato Garden Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Vegetable Medley Soup", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Zesty Azteca Meatballs & Rice", - "CAMPBELL Soup Company, CAMPBELL'S SELECT Soups, HEALTHY REQUEST Chicken with Egg Noodles", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, 25% Less Sodium Chicken with Mini Noodles Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, 25% Less Sodium Classic Tomato", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Blended Vegetable Medley Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Chicken & Stars Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Chicken with Mini Noodles Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Cream of Broccoli Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Creamy Chicken Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Creamy Tomato Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Italian Style Wedding Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, New England Clam Chowder", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Vegetable Beef Soup", - "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Velvety Potato Soup", - "CAMPBELL Soup Company, CAMPBELL'S Turkey Gravy", - "CAMPBELL Soup Company, CAMPBELL's Red and White, Souper Shapes Soup - Cars, condensed", - "CAMPBELL Soup Company, Campbell's Brown Sugar And Bacon Flavored Baked Beans", - "CAMPBELL Soup Company, Campbell's Pork and Beans", - "CAMPBELL Soup Company, FRANCO-AMERICAN Fat Free Slow Roast Beef Gravy", - "CAMPBELL Soup Company, FRANCO-AMERICAN Fat Free Slow Roast Chicken Gravy", - "CAMPBELL Soup Company, FRANCO-AMERICAN Slow Roast Beef Gravy", - "CAMPBELL Soup Company, FRANCO-AMERICAN Slow Roast Chicken Gravy", - "CAMPBELL Soup Company, FRANCO-AMERICAN Slow Roast Turkey Gravy", - "CAMPBELL Soup Company, HEALTHY REQUEST Tomato juice", - "CAMPBELL Soup Company, HEALTHY REQUEST, Chicken Noodle Soup, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Chicken with Rice, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Cream of Celery Soup, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Cream of Chicken Soup, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Cream of Mushroom Soup, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Homestyle Chicken Noodle Soup, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Minestrone Soup, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Tomato Soup, condensed", - "CAMPBELL Soup Company, HEALTHY REQUEST, Vegetable Soup, condensed", - "CAMPBELL Soup Company, Organic Tomato juice", - "CAMPBELL Soup Company, PACE, Chipotle Chunky Salsa", - "CAMPBELL Soup Company, PACE, Cilantro Chunky Salsa", - "CAMPBELL Soup Company, PACE, Diced Green Chilies", - "CAMPBELL Soup Company, PACE, Dry Taco Seasoning Mix", - "CAMPBELL Soup Company, PACE, Enchilada Sauce", - "CAMPBELL Soup Company, PACE, Green Taco Sauce", - "CAMPBELL Soup Company, PACE, Jalapenos Nacho Sliced Peppers", - "CAMPBELL Soup Company, PACE, Lime & Garlic Chunky Salsa", - "CAMPBELL Soup Company, PACE, Organic Picante Sauce", - "CAMPBELL Soup Company, PACE, Picante Sauce", - "CAMPBELL Soup Company, PACE, Pico De Gallo", - "CAMPBELL Soup Company, PACE, Red Taco Sauce", - "CAMPBELL Soup Company, PACE, Salsa Refried Beans", - "CAMPBELL Soup Company, PACE, Salsa Verde", - "CAMPBELL Soup Company, PACE, Spicy Jalapeno Refried Beans", - "CAMPBELL Soup Company, PACE, Tequila Lime Salsa", - "CAMPBELL Soup Company, PACE, Thick & Chunky Salsa", - "CAMPBELL Soup Company, PACE, Traditional Refried Beans", - "CAMPBELL Soup Company, PACE, Triple Pepper Salsa", - "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Combination Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Mushroom Supreme Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Mushroom and Green Pepper Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Tomato, Onion and Garlic Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Diced Onion and Garlic Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Flavored with Meat Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Fresh Mushroom Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Garlic Supreme Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Heart Smart- Ricotta Parmesan Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Heart Smart- Roasted Red Pepper and Garlic Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Heart Smart- Traditional Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Italian Sausage and Garlic Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Mini Meatball Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Mushroom and Garlic Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Mushroom and Parmesan Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Organic Mushroom Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Organic Tomato and Basil Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Roasted Garlic Parmesan Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Roasted Garlic and Herb Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Tomato, Basil and Garlic Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Traditional Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, PREGO Pasta, Zesty Mushroom Italian Sauce, ready-to-serve", - "CAMPBELL Soup Company, SPAGHETTIOS, Mini Beef Ravioli in Meat Sauce", - "CAMPBELL Soup Company, SPAGHETTIOS, Spaghetti in Tomato & Cheese Sauce", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiO's with Meatballs", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiO's with Sliced Franks", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs A to Z's", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs A to Z's with Meatballs", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs Original", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs Original, easy open", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs RavioliOs Beef Ravioli in Meat Sauce", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs in Meat Sauce", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs plus Calcium", - "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs with Meatballs - Easy Open", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Cheesy Chicken with pasta (chicken not included)", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Creamy Stroganoff Sauce with pasta", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Garlic Chicken with pasta (chicken not included)", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Herb Chicken with rice (chicken not included)", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Lemon Chicken with herb rice (chicken not included)", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Savory Pork Chops with herb stuffing (pork chop not included)", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Southwestern-Style Chicken w/rice (chicken not included)", - "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Traditional Roast Chicken with stuffing (chicken not included)", - "CAMPBELL Soup Company, SWANSON BROTH, Certified Organic Vegetable Broth", - "CAMPBELL Soup Company, SWANSON BROTH, Vegetable Broth", - "CAMPBELL Soup Company, SWANSON, Chicken A La King", - "CAMPBELL Soup Company, SWANSON, Chicken and Dumplings", - "CAMPBELL Soup Company, Tomato juice", - "CAMPBELL Soup Company, Tomato juice, low sodium", - "CAMPBELL Soup Company, V8 60% Vegetable Juice, V8 V-Lite", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Berry Blend", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Berry Blend", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Fruit Medley", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Strawberry Kiwi", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Tropical Blend", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Fruit Medley", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Guava Passion Fruit", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Mango Peach", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Orange Pineapple", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Orchard Blend", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Strawberry Banana", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Strawberry Kiwi", - "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Tropical Blend", - "CAMPBELL Soup Company, V8 SPLASH Smoothies, Peach Mango", - "CAMPBELL Soup Company, V8 SPLASH Smoothies, Strawberry Banana", - "CAMPBELL Soup Company, V8 SPLASH Smoothies, Tropical Colada", - "CAMPBELL Soup Company, V8 V. FUSION Juices, Acai Berry", - "CAMPBELL Soup Company, V8 V. FUSION Juices, Peach Mango", - "CAMPBELL Soup Company, V8 V. FUSION Juices, Strawberry Banana", - "CAMPBELL Soup Company, V8 V. FUSION Juices, Tropical", - "CAMPBELL Soup Company, V8 Vegetable Juice, Calcium Enriched V8", - "CAMPBELL Soup Company, V8 Vegetable Juice, Essential Antioxidants V8", - "CAMPBELL Soup Company, V8 Vegetable Juice, High Fiber V8", - "CAMPBELL Soup Company, V8 Vegetable Juice, Low Sodium Spicy Hot", - "CAMPBELL Soup Company, V8 Vegetable Juice, Low Sodium V8", - "CAMPBELL Soup Company, V8 Vegetable Juice, Organic V8", - "CAMPBELL Soup Company, V8 Vegetable Juice, Spicy Hot V8", - "CAMPBELL Soup company, CAMPBELL'S Low Sodium Soups, Chicken Broth", - "CAMPBELL Soup company, CAMPBELL'S Low Sodium Soups, Chicken with Noodles Soup", - "CAMPBELL Soup company, CAMPBELL'S Low Sodium Soups, Cream of Mushroom Soup", - "CARL BUDDIG, Cooked Corned Beef, Chopped, Pressed", - "CARL BUDDIG, Smoked Sliced Beef", - "CARL BUDDIG, Smoked Sliced Chicken, light and dark meat", - "CARL BUDDIG, Smoked Sliced Ham", - "CARL BUDDIG, Smoked Sliced Turkey, light and dark meat", - "CARL BUDDIG. Cooked Smoked Beef Pastrami, Chopped, Pressed", - "CONTINENTAL MILLS, KRUSTEAZ Almond Poppyseed Muffin Mix, Artificially Flavored, dry", - "CRACKER BARREL, chicken tenderloin platter, fried, from kid's menu", - "CRACKER BARREL, country fried shrimp platter", - "CRACKER BARREL, farm raised catfish platter", - "CRACKER BARREL, grilled sirloin steak", - "CRACKER BARREL, macaroni n' cheese plate, from kid's menu", - "CRACKER BARREL, steak fries", - "Cabbage, chinese (pak-choi), cooked, boiled, drained, with salt", - "Cabbage, chinese (pak-choi), cooked, boiled, drained, without salt", - "Cabbage, chinese (pak-choi), raw", - "Cabbage, chinese (pe-tsai), cooked, boiled, drained, with salt", - "Cabbage, chinese (pe-tsai), cooked, boiled, drained, without salt", - "Cabbage, chinese (pe-tsai), raw", - "Cabbage, common (danish, domestic, and pointed types), freshly harvest, raw", - "Cabbage, common (danish, domestic, and pointed types), stored, raw", - "Cabbage, common, cooked, boiled, drained, with salt", - "Cabbage, cooked, boiled, drained, without salt", - "Cabbage, japanese style, fresh, pickled", - "Cabbage, mustard, salted", - "Cabbage, napa, cooked", - "Cabbage, raw", - "Cabbage, red, cooked, boiled, drained, with salt", - "Cabbage, red, cooked, boiled, drained, without salt", - "Cabbage, red, raw", - "Cabbage, savoy, cooked, boiled, drained, with salt", - "Cabbage, savoy, cooked, boiled, drained, without salt", - "Cabbage, savoy, raw", - "Cake, angelfood, commercially prepared", - "Cake, angelfood, dry mix", - "Cake, angelfood, dry mix, prepared", - "Cake, boston cream pie, commercially prepared", - "Cake, carrot, dry mix, pudding-type", - "Cake, cherry fudge with chocolate frosting", - "Cake, chocolate, commercially prepared with chocolate frosting", - "Cake, chocolate, dry mix, pudding-type", - "Cake, chocolate, dry mix, regular", - "Cake, chocolate, prepared from recipe without frosting", - "Cake, fruitcake, commercially prepared", - "Cake, german chocolate, dry mix, pudding-type", - "Cake, gingerbread, dry mix", - "Cake, gingerbread, prepared from recipe", - "Cake, marble, dry mix, pudding-type", - "Cake, pineapple upside-down, prepared from recipe", - "Cake, pound, BIMBO Bakeries USA, Panque Casero, home baked style", - "Cake, pound, commercially prepared, butter", - "Cake, pound, commercially prepared, fat-free", - "Cake, pound, commercially prepared, other than all butter, enriched", - "Cake, pound, commercially prepared, other than all butter, unenriched", - "Cake, shortcake, biscuit-type, prepared from recipe", - "Cake, snack cakes, creme-filled, chocolate with frosting", - "Cake, snack cakes, creme-filled, sponge", - "Cake, snack cakes, cupcakes, chocolate, with frosting, low-fat", - "Cake, sponge, commercially prepared", - "Cake, sponge, prepared from recipe", - "Cake, white, dry mix, pudding-type, enriched", - "Cake, white, dry mix, pudding-type, unenriched", - "Cake, white, dry mix, regular", - "Cake, white, dry mix, special dietary (includes lemon-flavored)", - "Cake, white, prepared from recipe with coconut frosting", - "Cake, white, prepared from recipe without frosting", - "Cake, yellow, commercially prepared, with chocolate frosting", - "Cake, yellow, commercially prepared, with vanilla frosting", - "Cake, yellow, dry mix, light", - "Cake, yellow, dry mix, pudding-type", - "Cake, yellow, dry mix, regular, enriched", - "Cake, yellow, dry mix, regular, unenriched", - "Cake, yellow, prepared from recipe without frosting", - "Campbell's V8 100% Vegetable Juice", - "Candied fruit", - "Candies, 5TH AVENUE Candy Bar", - "Candies, ALMOND JOY BITES", - "Candies, ALMOND JOY Candy Bar", - "Candies, CARAMELLO Candy Bar", - "Candies, HEATH BITES", - "Candies, HERSHEY'S GOLDEN ALMOND SOLITAIRES", - "Candies, HERSHEY'S MILK CHOCOLATE WITH ALMOND BITES", - "Candies, HERSHEY'S POT OF GOLD Almond Bar", - "Candies, HERSHEY, KIT KAT BIG KAT Bar", - "Candies, HERSHEY, REESESTICKS crispy wafers, peanut butter, milk chocolate", - "Candies, KIT KAT Wafer Bar", - "Candies, KRACKEL Chocolate Bar", - "Candies, MARS SNACKFOOD US, 3 MUSKETEERS Bar", - "Candies, MARS SNACKFOOD US, COCOAVIA Blueberry and Almond Chocolate Bar", - "Candies, MARS SNACKFOOD US, COCOAVIA Chocolate Bar", - "Candies, MARS SNACKFOOD US, COCOAVIA Chocolate Covered Almonds", - "Candies, MARS SNACKFOOD US, COCOAVIA Crispy Chocolate Bar", - "Candies, MARS SNACKFOOD US, DOVE Dark Chocolate", - "Candies, MARS SNACKFOOD US, DOVE Milk Chocolate", - "Candies, MARS SNACKFOOD US, M&M's Almond Chocolate Candies", - "Candies, MARS SNACKFOOD US, M&M's Crispy Chocolate Candies", - "Candies, MARS SNACKFOOD US, M&M's MINIs Milk Chocolate Candies", - "Candies, MARS SNACKFOOD US, M&M's Milk Chocolate Candies", - "Candies, MARS SNACKFOOD US, M&M's Peanut Butter Chocolate Candies", - "Candies, MARS SNACKFOOD US, M&M's Peanut Chocolate Candies", - "Candies, MARS SNACKFOOD US, MARS Almond Bar", - "Candies, MARS SNACKFOOD US, MILKY WAY Bar", - "Candies, MARS SNACKFOOD US, MILKY WAY Caramels, milk chocolate covered", - "Candies, MARS SNACKFOOD US, MILKY WAY Caramels. dark chocolate covered", - "Candies, MARS SNACKFOOD US, MILKY WAY Midnight Bar", - "Candies, MARS SNACKFOOD US, POP'ABLES 3 MUSKETEERS Brand Bite Size Candies", - "Candies, MARS SNACKFOOD US, POP'ABLES MILKY WAY Brand Bite Size Candies", - "Candies, MARS SNACKFOOD US, POP'ABLES SNICKERS Brand Bite Size Candies", - "Candies, MARS SNACKFOOD US, SKITTLES Original Bite Size Candies", - "Candies, MARS SNACKFOOD US, SKITTLES Sours Original", - "Candies, MARS SNACKFOOD US, SKITTLES Tropical Bite Size Candies", - "Candies, MARS SNACKFOOD US, SKITTLES Wild Berry Bite Size Candies", - "Candies, MARS SNACKFOOD US, SNICKERS Almond bar", - "Candies, MARS SNACKFOOD US, SNICKERS Bar", - "Candies, MARS SNACKFOOD US, SNICKERS CRUNCHER", - "Candies, MARS SNACKFOOD US, SNICKERS MUNCH bar", - "Candies, MARS SNACKFOOD US, STARBURST Fruit Chews, Fruit and Creme", - "Candies, MARS SNACKFOOD US, STARBURST Fruit Chews, Original fruits", - "Candies, MARS SNACKFOOD US, STARBURST Fruit Chews, Tropical fruits", - "Candies, MARS SNACKFOOD US, STARBURST Sour Fruit Chews", - "Candies, MARS SNACKFOOD US, TWIX Caramel Cookie Bars", - "Candies, MARS SNACKFOOD US, TWIX Peanut Butter Cookie Bars", - "Candies, MARS SNACKFOOD US, TWIX chocolate fudge cookie bars", - "Candies, MOUNDS Candy Bar", - "Candies, MR. GOODBAR Chocolate Bar", - "Candies, NESTLE, 100 GRAND Bar", - "Candies, NESTLE, AFTER EIGHT Mints", - "Candies, NESTLE, BABY RUTH Bar", - "Candies, NESTLE, BIT-O'-HONEY Candy Chews", - "Candies, NESTLE, BUTTERFINGER Bar", - "Candies, NESTLE, CHUNKY Bar", - "Candies, NESTLE, CRUNCH Bar and Dessert Topping", - "Candies, NESTLE, GOOBERS Chocolate Covered Peanuts", - "Candies, NESTLE, OH HENRY! Bar", - "Candies, NESTLE, RAISINETS Chocolate Covered Raisins", - "Candies, REESE'S BITES", - "Candies, REESE'S NUTRAGEOUS Candy Bar", - "Candies, REESE'S PIECES Candy", - "Candies, REESE'S Peanut Butter Cups", - "Candies, REESE'S, FAST BREAK, milk chocolate peanut butter and soft nougats", - "Candies, REESE's Fast Break, milk chocolate, peanut butter, soft nougats, candy bar", - "Candies, ROLO Caramels in Milk Chocolate", - "Candies, SKOR Toffee Bar", - "Candies, SPECIAL DARK Chocolate Bar", - "Candies, SYMPHONY Milk Chocolate Bar", - "Candies, TOOTSIE ROLL, chocolate-flavor roll", - "Candies, TWIZZLERS CHERRY BITES", - "Candies, TWIZZLERS NIBS CHERRY BITS", - "Candies, TWIZZLERS Strawberry Twists Candy", - "Candies, WHATCHAMACALLIT Candy Bar", - "Candies, YORK BITES", - "Candies, YORK Peppermint Pattie", - "Candies, butterscotch", - "Candies, caramels", - "Candies, caramels, chocolate-flavor roll", - "Candies, carob, unsweetened", - "Candies, chocolate covered, caramel with nuts", - "Candies, chocolate covered, dietetic or low calorie", - "Candies, chocolate, dark, NFS (45-59% cacao solids 90%; 60-69% cacao solids 5%; 70-85% cacao solids 5%)", - "Candies, confectioner's coating, butterscotch", - "Candies, confectioner's coating, peanut butter", - "Candies, confectioner's coating, yogurt", - "Candies, crispy bar with peanut butter filling", - "Candies, dark chocolate coated coffee beans", - "Candies, divinity, prepared-from-recipe", - "Candies, fondant, prepared-from-recipe", - "Candies, fudge, chocolate marshmallow, prepared-from-recipe", - "Candies, fudge, chocolate marshmallow, with nuts, prepared-by-recipe", - "Candies, fudge, chocolate, prepared-from-recipe", - "Candies, fudge, chocolate, with nuts, prepared-from-recipe", - "Candies, fudge, peanut butter, prepared-from-recipe", - "Candies, fudge, vanilla with nuts", - "Candies, fudge, vanilla, prepared-from-recipe", - "Candies, gum drops, dietetic or low calorie (sorbitol)", - "Candies, gumdrops, starch jelly pieces", - "Candies, halavah, plain", - "Candies, hard", - "Candies, hard, dietetic or low calorie (sorbitol)", - "Candies, jellybeans", - "Candies, marshmallows", - "Candies, milk chocolate", - "Candies, milk chocolate coated coffee beans", - "Candies, milk chocolate coated peanuts", - "Candies, milk chocolate coated raisins", - "Candies, milk chocolate, with almonds", - "Candies, milk chocolate, with rice cereal", - "Candies, nougat, with almonds", - "Candies, peanut bar", - "Candies, peanut brittle, prepared-from-recipe", - "Candies, praline, prepared-from-recipe", - "Candies, semisweet chocolate", - "Candies, semisweet chocolate, made with butter", - "Candies, sesame crunch", - "Candies, soft fruit and nut squares", - "Candies, sugar-coated almonds", - "Candies, sweet chocolate", - "Candies, sweet chocolate coated fondant", - "Candies, taffy, prepared-from-recipe", - "Candies, toffee, prepared-from-recipe", - "Candies, truffles, prepared-from-recipe", - "Candies, white chocolate", - "Capers, canned", - "Carambola, (starfruit), raw", - "Carbonated beverage, SPRITE, lemon-lime, without caffeine", - "Carbonated beverage, chocolate-flavored soda", - "Carbonated beverage, club soda", - "Carbonated beverage, cola, contains caffeine", - "Carbonated beverage, cola, with higher caffeine", - "Carbonated beverage, cola, without caffeine", - "Carbonated beverage, cream soda", - "Carbonated beverage, ginger ale", - "Carbonated beverage, grape soda", - "Carbonated beverage, lemon-lime soda, contains caffeine", - "Carbonated beverage, low calorie, cola or pepper-type, with aspartame, contains caffeine", - "Carbonated beverage, low calorie, cola or pepper-type, with aspartame, without caffeine", - "Carbonated beverage, low calorie, cola or pepper-types, with sodium saccharin, contains caffeine", - "Carbonated beverage, low calorie, other than cola or pepper, with aspartame, contains caffeine", - "Carbonated beverage, low calorie, other than cola or pepper, with sodium saccharin, without caffeine", - "Carbonated beverage, low calorie, other than cola or pepper, without caffeine", - "Carbonated beverage, orange", - "Carbonated beverage, pepper-type, contains caffeine", - "Carbonated beverage, reduced sugar, cola, contains caffeine and sweeteners", - "Carbonated beverage, root beer", - "Carbonated beverage, tonic water", - "Cardoon, cooked, boiled, drained, with salt", - "Cardoon, cooked, boiled, drained, without salt", - "Cardoon, raw", - "Caribou, bone marrow, raw (Alaska Native)", - "Caribou, eye, raw (Alaska Native)", - "Caribou, hind quarter meat, raw (Alaska Native)", - "Caribou, hind quarter, meat, cooked (Alaska Native)", - "Caribou, liver, raw (Alaska Native)", - "Caribou, rump meat, half dried (Alaska Native)", - "Caribou, shoulder meat, dried (Alaska Native)", - "Caribou, tongue, raw (Alaska Native)", - "Carissa, (natal-plum), raw", - "Carob flour", - "Carob-flavor beverage mix, powder", - "Carob-flavor beverage mix, powder, prepared with whole milk", - "Carrot juice, canned", - "Carrot, dehydrated", - "Carrots, baby, raw", - "Carrots, canned, no salt added, drained solids", - "Carrots, canned, no salt added, solids and liquids", - "Carrots, canned, regular pack, drained solids", - "Carrots, canned, regular pack, solids and liquids", - "Carrots, cooked, boiled, drained, with salt", - "Carrots, cooked, boiled, drained, without salt", - "Carrots, frozen, cooked, boiled, drained, with salt", - "Carrots, frozen, cooked, boiled, drained, without salt", - "Carrots, frozen, unprepared", - "Carrots, raw", - "Cassava, raw", - "Catsup", - "Catsup, low sodium", - "Cattail, Narrow Leaf Shoots (Northern Plains Indians)", - "Cauliflower, cooked, boiled, drained, with salt", - "Cauliflower, cooked, boiled, drained, without salt", - "Cauliflower, frozen, cooked, boiled, drained, with salt", - "Cauliflower, frozen, cooked, boiled, drained, without salt", - "Cauliflower, frozen, unprepared", - "Cauliflower, green, cooked, no salt added", - "Cauliflower, green, cooked, with salt", - "Cauliflower, green, raw", - "Cauliflower, raw", - "Celeriac, cooked, boiled, drained, with salt", - "Celeriac, cooked, boiled, drained, without salt", - "Celeriac, raw", - "Celery flakes, dried", - "Celery, cooked, boiled, drained, with salt", - "Celery, cooked, boiled, drained, without salt", - "Celery, raw", - "Celtuce, raw", - "Cereal ready-to-eat, CRISPY BROWN RICE", - "Cereal wafer straws, KELLOGG, APPLE JACKS Cereal straws", - "Cereal wafer straws, KELLOGG, COCOA KRISPIES Cereal straws", - "Cereal wafer straws, KELLOGG, FROOT LOOPS Cereal straws", - "Cereals ready to eat, composite character cereals (movies, TV), brand A", - "Cereals ready to eat, composite character cereals (movies, TV), brand B", - "Cereals ready-to-eat, APPLE CINNAMON SQUARES MINI-WHEATS", - "Cereals ready-to-eat, Cranberry Macadamia Nut Cereal", - "Cereals ready-to-eat, FAMILIA", - "Cereals ready-to-eat, GENERAL MILLS Cinnamon CHEX", - "Cereals ready-to-eat, GENERAL MILLS Peanut Butter Toast Crunch", - "Cereals ready-to-eat, GENERAL MILLS, APPLE CINNAMON CHEERIOS", - "Cereals ready-to-eat, GENERAL MILLS, BASIC 4", - "Cereals ready-to-eat, GENERAL MILLS, BERRY BERRY KIX", - "Cereals ready-to-eat, GENERAL MILLS, BOO BERRY", - "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS", - "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS, Banana Nut", - "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS, Chocolate", - "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS, Yogurt Burst", - "Cereals ready-to-eat, GENERAL MILLS, CHOCOLATE LUCKY CHARMS", - "Cereals ready-to-eat, GENERAL MILLS, CINNAMON TOAST CRUNCH", - "Cereals ready-to-eat, GENERAL MILLS, COCOA PUFFS", - "Cereals ready-to-eat, GENERAL MILLS, COOKIE CRISP", - "Cereals ready-to-eat, GENERAL MILLS, COUNT CHOCULA", - "Cereals ready-to-eat, GENERAL MILLS, Chocolate CHEX", - "Cereals ready-to-eat, GENERAL MILLS, Cinnamon Grahams", - "Cereals ready-to-eat, GENERAL MILLS, Cinnamon Toast Crunch, reduced sugar", - "Cereals ready-to-eat, GENERAL MILLS, Corn CHEX", - "Cereals ready-to-eat, GENERAL MILLS, Curves Fruit & Nut Crunch cereal", - "Cereals ready-to-eat, GENERAL MILLS, DORA THE EXPLORER", - "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE", - "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Caramel Delight", - "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Honey Clusters", - "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Raisin Bran Clusters", - "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Shredded Wheat", - "Cereals ready-to-eat, GENERAL MILLS, FRANKENBERRY", - "Cereals ready-to-eat, GENERAL MILLS, FROSTED CHEERIOS", - "Cereals ready-to-eat, GENERAL MILLS, French Toast Crunch", - "Cereals ready-to-eat, GENERAL MILLS, Frosted CHEX", - "Cereals ready-to-eat, GENERAL MILLS, Fruity CHEERIOS", - "Cereals ready-to-eat, GENERAL MILLS, GENERAL MILLS Berry Burst CHEERIOS, all flavors", - "Cereals ready-to-eat, GENERAL MILLS, GOLDEN GRAHAMS", - "Cereals ready-to-eat, GENERAL MILLS, HARMONY", - "Cereals ready-to-eat, GENERAL MILLS, HONEY NUT CHEERIOS", - "Cereals ready-to-eat, GENERAL MILLS, HONEY NUT CLUSTERS", - "Cereals ready-to-eat, GENERAL MILLS, Honey Nut CHEX", - "Cereals ready-to-eat, GENERAL MILLS, KABOOM", - "Cereals ready-to-eat, GENERAL MILLS, KIX", - "Cereals ready-to-eat, GENERAL MILLS, LUCKY CHARMS", - "Cereals ready-to-eat, GENERAL MILLS, Multi-Bran CHEX", - "Cereals ready-to-eat, GENERAL MILLS, Multi-Grain Cheerios", - "Cereals ready-to-eat, GENERAL MILLS, NATURE VALLEY LOW FAT FRUIT GRANOLA", - "Cereals ready-to-eat, GENERAL MILLS, OATMEAL CRISP with Almonds", - "Cereals ready-to-eat, GENERAL MILLS, OATMEAL CRISP, APPLE CINNAMON", - "Cereals ready-to-eat, GENERAL MILLS, Oatmeal Crisp, Raisin", - "Cereals ready-to-eat, GENERAL MILLS, RAISIN NUT BRAN", - "Cereals ready-to-eat, GENERAL MILLS, REESE'S PUFFS", - "Cereals ready-to-eat, GENERAL MILLS, Rice CHEX", - "Cereals ready-to-eat, GENERAL MILLS, TOTAL Corn Flakes", - "Cereals ready-to-eat, GENERAL MILLS, TOTAL Raisin Bran", - "Cereals ready-to-eat, GENERAL MILLS, TOTAL, Blueberry Pomegranate", - "Cereals ready-to-eat, GENERAL MILLS, TOTAL, Cranberry Crunch", - "Cereals ready-to-eat, GENERAL MILLS, TRIX", - "Cereals ready-to-eat, GENERAL MILLS, TRIX, reduced sugar, bowlpak", - "Cereals ready-to-eat, GENERAL MILLS, WHEATIES", - "Cereals ready-to-eat, GENERAL MILLS, WHEATIES Raisin Bran", - "Cereals ready-to-eat, GENERAL MILLS, WHEATIES, Fuel", - "Cereals ready-to-eat, GENERAL MILLS, Wheat CHEX", - "Cereals ready-to-eat, GENERAL MILLS, Whole Grain TOTAL", - "Cereals ready-to-eat, HEALTH VALLEY, FIBER 7 Flakes", - "Cereals ready-to-eat, JUST RIGHT with Crunchy Nuggets", - "Cereals ready-to-eat, KASHI 7 Whole Grain Flakes", - "Cereals ready-to-eat, KASHI 7 Whole Grain Honey Puffs", - "Cereals ready-to-eat, KASHI 7 Whole Grain Nuggets", - "Cereals ready-to-eat, KASHI GO LEAN CRUNCH!, Honey Almond Flax", - "Cereals ready-to-eat, KASHI GOLEAN", - "Cereals ready-to-eat, KASHI GOLEAN CRUNCH!", - "Cereals ready-to-eat, KASHI GRANOLA, COCOA BEACH Cereal", - "Cereals ready-to-eat, KASHI GRANOLA, Mountain Medley Cereal", - "Cereals ready-to-eat, KASHI GRANOLA, ORCHARD SPICE CEREAL", - "Cereals ready-to-eat, KASHI GRANOLA, Summer Berry Cereal", - "Cereals ready-to-eat, KASHI Good Friends", - "Cereals ready-to-eat, KASHI HEART TO HEART, Honey Toasted Oat", - "Cereals ready-to-eat, KASHI Heart to Heart Warm Cinnamon", - "Cereals ready-to-eat, KASHI MIGHTY BITES, Honey Crunch Cereal", - "Cereals ready-to-eat, KASHI ORGANIC PROMISE CINNAMON HARVEST", - "Cereals ready-to-eat, KASHI ORGANIC PROMISE Island Vanilla Biscuit", - "Cereals ready-to-eat, KASHI ORGANIC PROMISE STRAWBERRY FIELDS", - "Cereals ready-to-eat, KASHI, CINNA-RAISIN CRUNCH", - "Cereals ready-to-eat, KASHI, HEART TO HEART, Wild Blueberry", - "Cereals ready-to-eat, KASHI, Kashi U", - "Cereals ready-to-eat, KASHI, ORGANIC PROMISE Autumn Wheat", - "Cereals ready-to-eat, KELLOGG'S FROSTED MINI-WHEATS, original", - "Cereals ready-to-eat, KELLOGG'S SPECIAL K Chocolatey Delight", - "Cereals ready-to-eat, KELLOGG'S, FROSTED MINI-WHEATS, Maple & Brown Sugar, Bite Size", - "Cereals ready-to-eat, KELLOGG'S, FRUIT HARVEST Strawberry/Blueberry", - "Cereals ready-to-eat, KELLOGG'S, Reduced Sugar FROOT LOOPS", - "Cereals ready-to-eat, KELLOGG'S, Reduced Sugar Frosted Flakes Cereal", - "Cereals ready-to-eat, KELLOGG'S, SPECIAL K Low Carb Lifestyle Protein Plus", - "Cereals ready-to-eat, KELLOGG'S, SPECIAL K Vanilla Almond", - "Cereals ready-to-eat, KELLOGG's MINI-WHEATS Frosted Strawberry Delight Cereal", - "Cereals ready-to-eat, KELLOGG, All-Bran Strawberry Medley", - "Cereals ready-to-eat, KELLOGG, Berry RICE KRISPIES", - "Cereals ready-to-eat, KELLOGG, EGGO Crunch Cereal, maple flavored", - "Cereals ready-to-eat, KELLOGG, Frosted MINI-WHEATS bite size STRAWBERRY DELIGHT", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN BRAN BUDS", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN Original", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN WITH EXTRA FIBER", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN Yogurt Bites", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S APPLE JACKS", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S COCOA KRISPIES", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S COMPLETE Wheat Flakes", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S CORN POPS", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S CRACKLIN' OAT BRAN", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S CRISPIX", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Cinnamon MINI SWIRLZ", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Complete Oat Bran Flakes", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Corn Flakes", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROOT LOOPS", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROSTED FLAKES", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROSTED MINI-WHEATS, bite size", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROSTED RICE KRISPIES", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S HONEY CRUNCH CORN FLAKES", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Honey SMACKS", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S JUST RIGHT Fruit & Nut", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Low Fat Granola with Raisins", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Low Fat Granola without Raisins", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S MARSHMALLOW FROOT LOOPS", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S MUESLIX", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S PRODUCT 19", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Puffed Wheat", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S RAISIN BRAN", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S RICE KRISPIES", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Cereal", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S SMART START Strong Heart Antioxidants Cereal", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S SPECIAL K", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S SPECIAL K RED BERRIES", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Shredded Wheat Miniatures", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Special K Blueberry", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Special K low fat granola", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S Special K, Cinnamon Pecan", - "Cereals ready-to-eat, KELLOGG, KELLOGG'S, RAISIN BRAN CRUNCH", - "Cereals ready-to-eat, KELLOGG, SMART START Strong Heart, Maple Brown Sugar", - "Cereals ready-to-eat, KELLOGG, SMORZ", - "Cereals ready-to-eat, KELLOGG, SPECIAL K, Fruit & Yogurt", - "Cereals ready-to-eat, KELLOGG, Smart Start Strong Heart, Original", - "Cereals ready-to-eat, MALT-O-MEAL, Apple ZINGS", - "Cereals ready-to-eat, MALT-O-MEAL, BERRY COLOSSAL CRUNCH", - "Cereals ready-to-eat, MALT-O-MEAL, Blueberry Muffin Tops Cereal", - "Cereals ready-to-eat, MALT-O-MEAL, CINNAMON TOASTERS", - "Cereals ready-to-eat, MALT-O-MEAL, COCO-ROOS", - "Cereals ready-to-eat, MALT-O-MEAL, COLOSSAL CRUNCH", - "Cereals ready-to-eat, MALT-O-MEAL, CORN BURSTS", - "Cereals ready-to-eat, MALT-O-MEAL, Cocoa DYNO-BITES", - "Cereals ready-to-eat, MALT-O-MEAL, Crispy Rice", - "Cereals ready-to-eat, MALT-O-MEAL, Frosted Flakes", - "Cereals ready-to-eat, MALT-O-MEAL, Frosted Mini SPOONERS", - "Cereals ready-to-eat, MALT-O-MEAL, Fruity DYNO-BITES", - "Cereals ready-to-eat, MALT-O-MEAL, GOLDEN PUFFS", - "Cereals ready-to-eat, MALT-O-MEAL, Honey BUZZERS", - "Cereals ready-to-eat, MALT-O-MEAL, Honey Nut TOASTY O'S Cereal", - "Cereals ready-to-eat, MALT-O-MEAL, MARSHMALLOW MATEYS", - "Cereals ready-to-eat, MALT-O-MEAL, Maple & Brown Sugar Hot Wheat Cereal, dry", - "Cereals ready-to-eat, MALT-O-MEAL, Puffed Rice Cereal", - "Cereals ready-to-eat, MALT-O-MEAL, Puffed Wheat Cereal", - "Cereals ready-to-eat, MALT-O-MEAL, Raisin Bran Cereal", - "Cereals ready-to-eat, MALT-O-MEAL, TOASTY O'S", - "Cereals ready-to-eat, MALT-O-MEAL, TOOTIE FRUITIES", - "Cereals ready-to-eat, MUESLI, dried fruit and nuts", - "Cereals ready-to-eat, Malt-O-Meal Honey Graham Squares", - "Cereals ready-to-eat, Marshmallow ALPHA-BITS", - "Cereals ready-to-eat, NATURE'S PATH, OPTIMUM", - "Cereals ready-to-eat, NATURE'S PATH, OPTIMUM SLIM", - "Cereals ready-to-eat, OAT BRAN FLAKES, HEALTH VALLEY", - "Cereals ready-to-eat, POST Banana Nut Crunch", - "Cereals ready-to-eat, POST Blueberry Morning", - "Cereals ready-to-eat, POST Raisin Bran Cereal", - "Cereals ready-to-eat, POST Selects Cranberry Almond Crunch", - "Cereals ready-to-eat, POST TOASTIES corn flakes", - "Cereals ready-to-eat, POST, 100% Bran Cereal", - "Cereals ready-to-eat, POST, ALPHA-BITS", - "Cereals ready-to-eat, POST, COCOA PEBBLES", - "Cereals ready-to-eat, POST, FRUITY PEBBLES", - "Cereals ready-to-eat, POST, GRAPE-NUTS Cereal", - "Cereals ready-to-eat, POST, GRAPE-NUTS Flakes", - "Cereals ready-to-eat, POST, GREAT GRAINS Crunchy Pecan Cereal", - "Cereals ready-to-eat, POST, Golden Crisp", - "Cereals ready-to-eat, POST, Great Grains, Raisin, Date & Pecan", - "Cereals ready-to-eat, POST, HONEY BUNCHES OF OATS, honey roasted", - "Cereals ready-to-eat, POST, Honey Bunches of Oats, with almonds", - "Cereals ready-to-eat, POST, Honey Nut Shredded Wheat", - "Cereals ready-to-eat, POST, Honeycomb Cereal", - "Cereals ready-to-eat, POST, OREO O's Cereal", - "Cereals ready-to-eat, POST, Shredded Wheat n' Bran, spoon-size", - "Cereals ready-to-eat, POST, Shredded Wheat, bite-size", - "Cereals ready-to-eat, POST, Shredded Wheat, spoon-size", - "Cereals ready-to-eat, Puffed KASHI", - "Cereals ready-to-eat, QUAKER, 100% Natural Granola Oats and Honey", - "Cereals ready-to-eat, QUAKER, CAP'N CRUNCH", - "Cereals ready-to-eat, QUAKER, CAP'N CRUNCH with CRUNCHBERRIES", - "Cereals ready-to-eat, QUAKER, CAP'N CRUNCH'S PEANUT BUTTER CRUNCH", - "Cereals ready-to-eat, QUAKER, HONEY GRAHAM OH!S", - "Cereals ready-to-eat, QUAKER, Honey Graham bagged cereal", - "Cereals ready-to-eat, QUAKER, Honey Nut Oats", - "Cereals ready-to-eat, QUAKER, KING VITAMAN", - "Cereals ready-to-eat, QUAKER, KRETSCHMER Honey Crunch Wheat Germ", - "Cereals ready-to-eat, QUAKER, KRETSCHMER Toasted Wheat Bran", - "Cereals ready-to-eat, QUAKER, KRETSCHMER Wheat Germ, Regular", - "Cereals ready-to-eat, QUAKER, Low Fat 100% Natural Granola with Raisins", - "Cereals ready-to-eat, QUAKER, MOTHER'S CINNAMON OAT CRUNCH", - "Cereals ready-to-eat, QUAKER, MOTHER'S COCOA BUMPERS", - "Cereals ready-to-eat, QUAKER, MOTHER'S GROOVY GRAHAMS", - "Cereals ready-to-eat, QUAKER, MOTHER'S HONEY ROUNDUP", - "Cereals ready-to-eat, QUAKER, MOTHER'S PEANUT BUTTER BUMPERS Cereal", - "Cereals ready-to-eat, QUAKER, MOTHER'S TOASTED OAT BRAN CEREAL, Brown Sugar Flavor", - "Cereals ready-to-eat, QUAKER, Oatmeal Cereal, Brown Sugar Bliss", - "Cereals ready-to-eat, QUAKER, QUAKER 100% Natural Cereal with oats, honey, and raisins", - "Cereals ready-to-eat, QUAKER, QUAKER APPLE ZAPS", - "Cereals ready-to-eat, QUAKER, QUAKER CINNAMON OATMEAL SQUARES", - "Cereals ready-to-eat, QUAKER, QUAKER COCOA BLASTS", - "Cereals ready-to-eat, QUAKER, QUAKER CRUNCHY BRAN", - "Cereals ready-to-eat, QUAKER, QUAKER FRUITANGY OH!S", - "Cereals ready-to-eat, QUAKER, QUAKER Honey Graham LIFE Cereal", - "Cereals ready-to-eat, QUAKER, QUAKER MARSHMALLOW SAFARI", - "Cereals ready-to-eat, QUAKER, QUAKER OAT CINNAMON LIFE", - "Cereals ready-to-eat, QUAKER, QUAKER OAT LIFE, plain", - "Cereals ready-to-eat, QUAKER, QUAKER OATMEAL SQUARES", - "Cereals ready-to-eat, QUAKER, QUAKER Oat Bran Cereal", - "Cereals ready-to-eat, QUAKER, QUAKER Puffed Rice", - "Cereals ready-to-eat, QUAKER, QUAKER Puffed Wheat", - "Cereals ready-to-eat, QUAKER, QUAKER SWEET PUFFS", - "Cereals ready-to-eat, QUAKER, QUAKER Toasted Oatmeal Cereal", - "Cereals ready-to-eat, QUAKER, QUAKER toasted Oatmeal Cereal, Honey Nut", - "Cereals ready-to-eat, QUAKER, SUN COUNTRY Granola with Almonds", - "Cereals ready-to-eat, QUAKER, SWEET CRUNCH/QUISP", - "Cereals ready-to-eat, QUAKER, Shredded Wheat, bagged cereal", - "Cereals ready-to-eat, QUAKER, Toasted Oats/OATMMM'S", - "Cereals ready-to-eat, Ralston Corn Biscuits", - "Cereals ready-to-eat, Ralston Corn Flakes", - "Cereals ready-to-eat, Ralston Crispy Hexagons", - "Cereals ready-to-eat, Ralston Crispy Rice", - "Cereals ready-to-eat, Ralston Enriched Bran flakes", - "Cereals ready-to-eat, Ralston TASTEEOS", - "Cereals ready-to-eat, UNCLE SAM CEREAL", - "Cereals ready-to-eat, USDA Commodity Corn and Rice (includes all commodity brands)", - "Cereals ready-to-eat, USDA Commodity Rice Crisps (includes all commodity brands)", - "Cereals ready-to-eat, WAFFELOS", - "Cereals ready-to-eat, WEETABIX WHOLE WHEAT CEREAL", - "Cereals ready-to-eat, bran flakes, single brand", - "Cereals ready-to-eat, chocolate-flavored frosted puffed corn", - "Cereals ready-to-eat, corn flakes, low sodium", - "Cereals ready-to-eat, frosted oat cereal with marshmallows", - "Cereals ready-to-eat, granola, homemade", - "Cereals ready-to-eat, oat, corn and wheat squares, presweetened, maple flavored", - "Cereals ready-to-eat, rice, puffed, fortified", - "Cereals ready-to-eat, rolled oats, whole wheat, rice, presweetened, maple flavored, with pecans", - "Cereals ready-to-eat, wheat and bran, presweetened with nuts and fruits", - "Cereals ready-to-eat, wheat and malt barley flakes", - "Cereals ready-to-eat, wheat germ, toasted, plain", - "Cereals ready-to-eat, wheat, puffed, fortified", - "Cereals ready-to-eat, wheat, shredded, plain, sugar and salt free", - "Cereals ready-to-eat, whole wheat, rolled oats, presweetened, with pecans", - "Cereals, CREAM OF RICE, cooked with water, with salt", - "Cereals, CREAM OF RICE, cooked with water, without salt", - "Cereals, CREAM OF RICE, dry", - "Cereals, CREAM OF WHEAT, 1 minute cook time, cooked with water, microwaved, without salt", - "Cereals, CREAM OF WHEAT, 1 minute cook time, cooked with water, stove-top, without salt", - "Cereals, CREAM OF WHEAT, 1 minute cook time, dry", - "Cereals, CREAM OF WHEAT, instant, dry", - "Cereals, CREAM OF WHEAT, instant, prepared with water, with salt, (wheat)", - "Cereals, CREAM OF WHEAT, instant, prepared with water, without salt", - "Cereals, CREAM OF WHEAT, mix'n eat, apple, banana and maple flavored, dry", - "Cereals, CREAM OF WHEAT, mix'n eat, apple, banana and maple flavored, prepared", - "Cereals, CREAM OF WHEAT, mix'n eat, plain, dry", - "Cereals, CREAM OF WHEAT, mix'n eat, plain, prepared with water", - "Cereals, CREAM OF WHEAT, regular (10 minute), cooked with water, with salt", - "Cereals, CREAM OF WHEAT, regular (10 minute), cooked with water, without salt", - "Cereals, CREAM OF WHEAT, regular, 10 minute cooking, dry", - "Cereals, Cream of Wheat, 2 1/2 minute cook time, cooked with water, microwaved, without salt", - "Cereals, Cream of Wheat, 2 1/2 minute cook time, cooked with water, stove-top, without salt", - "Cereals, Cream of Wheat, 2 1/2 minute cook time, dry", - "Cereals, KASHI GO LEAN Hot Cereal, Hearty Honey & Cinnamon, dry", - "Cereals, KASHI HEART TO HEART, Instant Oatmeal, Apple Cinnamon, dry", - "Cereals, KASHI HEART TO HEART, Instant Oatmeal, maple, dry", - "Cereals, KASHI, KASHI GO LEAN Hot Cereal, Truly Vanilla, dry", - "Cereals, MALT-O-MEAL, Farina Hot Wheat Cereal, dry", - "Cereals, MALT-O-MEAL, chocolate, dry", - "Cereals, MALT-O-MEAL, plain, dry", - "Cereals, MALTEX, cooked with water, with salt", - "Cereals, MALTEX, cooked with water, without salt", - "Cereals, MALTEX, dry", - "Cereals, MAYPO, cooked with water, with salt", - "Cereals, MAYPO, cooked with water, without salt", - "Cereals, MAYPO, dry", - "Cereals, Malt-O-Meal, chocolate, prepared with water, without salt", - "Cereals, Malt-o-Meal, plain, prepared with water, without salt", - "Cereals, NESTUM, prepared with water", - "Cereals, Oat Bran, QUAKER, QUAKER/MOTHER'S Oat Bran, prepared with water, salt", - "Cereals, QUAKER Instant Oatmeal, NUTRITION FOR WOMEN, Vanilla Cinnamon, prepared with boiling water", - "Cereals, QUAKER, Creamy Wheat, farina, enriched, prepared with water, no salt", - "Cereals, QUAKER, Creamy Wheat, farina, enriched, prepared with water, salt", - "Cereals, QUAKER, Instant Grits Product with American Cheese Flavor, Dry", - "Cereals, QUAKER, Instant Grits Product with Imitation Bacon Bits and Cheddar Flavor, Dry", - "Cereals, QUAKER, Instant Grits Product with Redeye Gravy and Imitation Ham Bits, Dry", - "Cereals, QUAKER, Instant Grits Product--Ham 'n' Cheese", - "Cereals, QUAKER, Instant Oatmeal EXPRESS Cinnamon Roll, Dry", - "Cereals, QUAKER, Instant Oatmeal EXPRESS, Baked Apple, dry", - "Cereals, QUAKER, Instant Oatmeal EXPRESS, Golden Brown Sugar, dry", - "Cereals, QUAKER, Instant Oatmeal, Baked Apple, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, Banana Bread, dry", - "Cereals, QUAKER, Instant Oatmeal, Cinnamon Spice, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, Cinnamon-Spice, dry", - "Cereals, QUAKER, Instant Oatmeal, DINOSAUR EGGS with \"DINOSAUR BONES\", Brown Sugar Cinnamon, dry", - "Cereals, QUAKER, Instant Oatmeal, DINOSAUR EGGS with DINOSAUR BONES, Brown Sugar Cinnamon, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, EXPRESS Baked Apple, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, EXPRESS Cinnamon Roll, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, EXPRESS, Golden Brown Sugar, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, French Vanilla, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, Honey Nut, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, NUTRITION FOR WOMEN, Apple Spice, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, NUTRITION FOR WOMEN, Golden Brown Sugar, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, Raisin and Spice, dry", - "Cereals, QUAKER, Instant Oatmeal, Raisin and Spice, prepared", - "Cereals, QUAKER, Instant Oatmeal, TREASURE HUNT, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, apples and cinnamon, dry", - "Cereals, QUAKER, Instant Oatmeal, apples and cinnamon, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, fruit and cream variety, dry", - "Cereals, QUAKER, Instant Oatmeal, fruit and cream variety, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, low sodium, dry", - "Cereals, QUAKER, Instant Oatmeal, maple and brown sugar, dry", - "Cereals, QUAKER, Instant Oatmeal, maple and brown sugar, prepared with boiling water", - "Cereals, QUAKER, Instant Oatmeal, raisins, dates and walnuts, dry", - "Cereals, QUAKER, Mother's Instant Oatmeal (Non-Fortified), Dry", - "Cereals, QUAKER, Oat Bran, QUAKER/MOTHER'S Oat Bran, dry", - "Cereals, QUAKER, Oat Bran, QUAKER/MOTHER'S Oat Bran, prepared with water, no salt", - "Cereals, QUAKER, QUAKER MultiGrain Oatmeal, dry", - "Cereals, QUAKER, QUAKER MultiGrain Oatmeal, prepared with water, no salt", - "Cereals, QUAKER, QUAKER MultiGrain Oatmeal, prepared with water, salt", - "Cereals, QUAKER, Quick Oats, Dry", - "Cereals, QUAKER, Scotch Barley, regular and quick, dry", - "Cereals, QUAKER, corn grits, instant, butter flavor, dry", - "Cereals, QUAKER, corn grits, instant, butter flavor, prepared with water", - "Cereals, QUAKER, corn grits, instant, cheddar cheese flavor, dry", - "Cereals, QUAKER, corn grits, instant, cheddar cheese flavor, prepared with water", - "Cereals, QUAKER, corn grits, instant, country bacon (imitation bacon bits), prepared with water", - "Cereals, QUAKER, corn grits, instant, plain, dry", - "Cereals, QUAKER, corn grits, instant, plain, prepared (microwaved or boiling water added), without salt", - "Cereals, QUAKER, corn grits, instant, with imitation bacon bits, dry", - "Cereals, QUAKER, farina, Creamy Wheat, enriched, dry", - "Cereals, QUAKER, farina, enriched cinnamon flavor, dry", - "Cereals, QUAKER, hominy grits, white, quick, dry", - "Cereals, QUAKER, hominy grits, white, regular, dry", - "Cereals, QUAKER, hominy grits, yellow, quick, dry", - "Cereals, QUAKER, oatmeal, instant, low sodium, prepared with water", - "Cereals, QUAKER, oatmeal, instant, raisins, dates and walnuts, prepared with water", - "Cereals, RALSTON, cooked with water, with salt", - "Cereals, RALSTON, cooked with water, without salt", - "Cereals, RALSTON, dry", - "Cereals, ROMAN MEAL WITH OATS, cooked with water, with salt", - "Cereals, ROMAN MEAL WITH OATS, cooked with water, without salt", - "Cereals, ROMAN MEAL, plain, cooked with water, with salt", - "Cereals, ROMAN MEAL, plain, cooked with water, without salt", - "Cereals, ROMAN MEAL, plain, dry", - "Cereals, WHEATENA, cooked with water", - "Cereals, WHEATENA, cooked with water, with salt", - "Cereals, WHEATENA, dry", - "Cereals, corn grits, white, regular and quick, enriched, cooked with water, with salt", - "Cereals, corn grits, white, regular and quick, enriched, cooked with water, without salt", - "Cereals, corn grits, white, regular and quick, enriched, dry", - "Cereals, corn grits, white, regular and quick, unenriched, cooked with water, without salt", - "Cereals, corn grits, white, regular and quick, unenriched, dry", - "Cereals, corn grits, white, regular, quick, unenriched, cooked with water, with salt", - "Cereals, corn grits, yellow, regular and quick, enriched, cooked with water, without salt", - "Cereals, corn grits, yellow, regular and quick, enriched, dry", - "Cereals, corn grits, yellow, regular and quick, unenriched, cooked with water, without salt", - "Cereals, corn grits, yellow, regular and quick, unenriched, dry", - "Cereals, corn grits, yellow, regular, quick, enriched, cooked with water, with salt", - "Cereals, corn grits, yellow, regular, quick, unenriched, cooked with water, with salt", - "Cereals, farina, enriched, assorted brands including CREAM OF WHEAT, quick (1-3 minutes), cooked with water, without salt", - "Cereals, farina, enriched, assorted brands including CREAM OF WHEAT, quick (1-3 minutes), dry", - "Cereals, farina, enriched, cooked with water, with salt", - "Cereals, farina, enriched, cooked with water, without salt", - "Cereals, farina, unenriched, dry", - "Cereals, oats, instant, fortified, plain, dry", - "Cereals, oats, instant, fortified, plain, prepared with water (boiling water added or microwaved)", - "Cereals, oats, instant, fortified, with cinnamon and spice, dry", - "Cereals, oats, instant, fortified, with cinnamon and spice, prepared with water", - "Cereals, oats, instant, fortified, with raisins and spice, dry", - "Cereals, oats, instant, fortified, with raisins and spice, prepared with water", - "Cereals, oats, regular and quick and instant, not fortified, dry", - "Cereals, oats, regular and quick and instant, unenriched, cooked with water (includes boiling and microwaving), with salt", - "Cereals, oats, regular and quick and instant, unenriched, cooked with water (includes boiling and microwaving), without salt", - "Cereals, ready-to-eat, ALPEN", - "Cereals, ready-to-eat, KELLOGG, KELLOGG'S CINNABON cereal", - "Cereals, whole wheat hot natural cereal, cooked with water, with salt", - "Cereals, whole wheat hot natural cereal, cooked with water, without salt", - "Cereals, whole wheat hot natural cereal, dry", - "Chard, swiss, cooked, boiled, drained, with salt", - "Chard, swiss, cooked, boiled, drained, without salt", - "Chard, swiss, raw", - "Chayote, fruit, cooked, boiled, drained, with salt", - "Chayote, fruit, cooked, boiled, drained, without salt", - "Chayote, fruit, raw", - "Cheese fondue", - "Cheese food, cold pack, american", - "Cheese food, imitation", - "Cheese food, pasteurized process, american, with di sodium phosphate", - "Cheese food, pasteurized process, american, without di sodium phosphate", - "Cheese food, pasteurized process, swiss", - "Cheese product, pasteurized process, american, reduced fat, fortified with vitamin D", - "Cheese product, pasteurized process, cheddar or american, reduced fat", - "Cheese puffs and twists, corn based, baked, low fat", - "Cheese sauce, prepared from recipe", - "Cheese spread, cream cheese base", - "Cheese spread, pasteurized process, american, with di sodium phosphate", - "Cheese spread, pasteurized process, american, without di sodium phosphate", - "Cheese substitute, mozzarella", - "Cheese, Mexican, blend, reduced fat", - "Cheese, american cheddar, imitation", - "Cheese, blue", - "Cheese, brick", - "Cheese, brie", - "Cheese, camembert", - "Cheese, caraway", - "Cheese, cheddar", - "Cheese, cheshire", - "Cheese, colby", - "Cheese, cottage, creamed, large or small curd", - "Cheese, cottage, creamed, with fruit", - "Cheese, cottage, lowfat, 1% milkfat", - "Cheese, cottage, lowfat, 1% milkfat, lactose reduced", - "Cheese, cottage, lowfat, 1% milkfat, no sodium added", - "Cheese, cottage, lowfat, 1% milkfat, with vegetables", - "Cheese, cottage, lowfat, 2% milkfat", - "Cheese, cottage, nonfat, uncreamed, dry, large or small curd", - "Cheese, cottage, with vegetables", - "Cheese, cream", - "Cheese, cream, fat free", - "Cheese, cream, low fat", - "Cheese, dry white, queso seco", - "Cheese, edam", - "Cheese, feta", - "Cheese, fontina", - "Cheese, fresh, queso fresco", - "Cheese, gjetost", - "Cheese, goat, hard type", - "Cheese, goat, semisoft type", - "Cheese, goat, soft type", - "Cheese, gouda", - "Cheese, gruyere", - "Cheese, limburger", - "Cheese, low fat, cheddar or colby", - "Cheese, low-sodium, cheddar or colby", - "Cheese, mexican, queso anejo", - "Cheese, mexican, queso asadero", - "Cheese, mexican, queso chihuahua", - "Cheese, monterey", - "Cheese, monterey, low fat", - "Cheese, mozzarella, low sodium", - "Cheese, mozzarella, nonfat", - "Cheese, mozzarella, part skim milk", - "Cheese, mozzarella, part skim milk, low moisture", - "Cheese, mozzarella, whole milk", - "Cheese, mozzarella, whole milk, low moisture", - "Cheese, muenster", - "Cheese, muenster, low fat", - "Cheese, neufchatel", - "Cheese, parmesan, dry grated, reduced fat", - "Cheese, parmesan, grated", - "Cheese, parmesan, hard", - "Cheese, parmesan, low sodium", - "Cheese, parmesan, shredded", - "Cheese, pasteurized process, american, low fat", - "Cheese, pasteurized process, american, with di sodium phosphate", - "Cheese, pasteurized process, american, without di sodium phosphate", - "Cheese, pasteurized process, cheddar or american, fat-free", - "Cheese, pasteurized process, cheddar or american, low sodium", - "Cheese, pasteurized process, pimento", - "Cheese, pasteurized process, swiss, low fat", - "Cheese, pasteurized process, swiss, with di sodium phosphate", - "Cheese, pasteurized process, swiss, without di sodium phosphate", - "Cheese, port de salut", - "Cheese, provolone", - "Cheese, provolone, reduced fat", - "Cheese, ricotta, part skim milk", - "Cheese, ricotta, whole milk", - "Cheese, romano", - "Cheese, roquefort", - "Cheese, swiss", - "Cheese, swiss, low fat", - "Cheese, swiss, low sodium", - "Cheese, tilsit", - "Cheese, white, queso blanco", - "Cheesecake commercially prepared", - "Cheesecake prepared from mix, no-bake type", - "Cheesefurter, cheese smokie, pork, beef", - "Cherimoya, raw", - "Cherries, sour, red, canned, extra heavy syrup pack, solids and liquids", - "Cherries, sour, red, canned, heavy syrup pack, solids and liquids", - "Cherries, sour, red, canned, light syrup pack, solids and liquids", - "Cherries, sour, red, canned, water pack, solids and liquids (includes USDA commodity red tart cherries, canned)", - "Cherries, sour, red, frozen, unsweetened", - "Cherries, sour, red, raw", - "Cherries, sweet, canned, extra heavy syrup pack, solids and liquids", - "Cherries, sweet, canned, juice pack, solids and liquids", - "Cherries, sweet, canned, light syrup pack, solids and liquids", - "Cherries, sweet, canned, pitted, heavy syrup pack, solids and liquids", - "Cherries, sweet, canned, pitted, heavy syrup, drained", - "Cherries, sweet, canned, water pack, solids and liquids", - "Cherries, sweet, frozen, sweetened", - "Cherries, sweet, raw", - "Chewing gum", - "Chewing gum, sugarless", - "Chicken breast tenders, cooked, conventional oven", - "Chicken breast tenders, cooked, microwaved", - "Chicken breast tenders, uncooked", - "Chicken breast, fat-free, mesquite flavor, sliced", - "Chicken breast, oven-roasted, fat-free, sliced", - "Chicken nuggets, frozen, cooked", - "Chicken nuggets, frozen, uncooked", - "Chicken patty, frozen, cooked", - "Chicken patty, frozen, uncooked", - "Chicken pot pie, frozen entree, prepared", - "Chicken roll, light meat", - "Chicken spread", - "Chicken, broilers or fryers, back, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, back, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, back, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, back, meat and skin, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, back, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, back, meat and skin, raw", - "Chicken, broilers or fryers, back, meat only, cooked, fried", - "Chicken, broilers or fryers, back, meat only, cooked, roasted", - "Chicken, broilers or fryers, back, meat only, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, back, meat only, cooked, stewed", - "Chicken, broilers or fryers, back, meat only, raw", - "Chicken, broilers or fryers, breast, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, breast, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, breast, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, breast, meat and skin, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, breast, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, breast, meat and skin, raw", - "Chicken, broilers or fryers, breast, meat only, cooked, fried", - "Chicken, broilers or fryers, breast, meat only, cooked, roasted", - "Chicken, broilers or fryers, breast, meat only, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, breast, meat only, cooked, stewed", - "Chicken, broilers or fryers, breast, meat only, raw", - "Chicken, broilers or fryers, breast, meat only, raw, enhanced", - "Chicken, broilers or fryers, dark meat, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, dark meat, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, dark meat, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, dark meat, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, dark meat, meat and skin, raw", - "Chicken, broilers or fryers, dark meat, meat only, cooked, fried", - "Chicken, broilers or fryers, dark meat, meat only, cooked, roasted", - "Chicken, broilers or fryers, dark meat, meat only, cooked, stewed", - "Chicken, broilers or fryers, dark meat, meat only, raw", - "Chicken, broilers or fryers, drumstick, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, drumstick, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, drumstick, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, drumstick, meat and skin, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, drumstick, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, drumstick, meat and skin, raw", - "Chicken, broilers or fryers, drumstick, meat only, cooked, fried", - "Chicken, broilers or fryers, drumstick, meat only, cooked, roasted", - "Chicken, broilers or fryers, drumstick, meat only, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, drumstick, meat only, cooked, stewed", - "Chicken, broilers or fryers, drumstick, meat only, raw", - "Chicken, broilers or fryers, giblets, cooked, fried", - "Chicken, broilers or fryers, giblets, cooked, simmered", - "Chicken, broilers or fryers, giblets, raw", - "Chicken, broilers or fryers, leg, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, leg, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, leg, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, leg, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, leg, meat and skin, raw", - "Chicken, broilers or fryers, leg, meat only, cooked, fried", - "Chicken, broilers or fryers, leg, meat only, cooked, roasted", - "Chicken, broilers or fryers, leg, meat only, cooked, stewed", - "Chicken, broilers or fryers, leg, meat only, raw", - "Chicken, broilers or fryers, light meat, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, light meat, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, light meat, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, light meat, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, light meat, meat and skin, raw", - "Chicken, broilers or fryers, light meat, meat only, cooked, fried", - "Chicken, broilers or fryers, light meat, meat only, cooked, roasted", - "Chicken, broilers or fryers, light meat, meat only, cooked, stewed", - "Chicken, broilers or fryers, light meat, meat only, raw", - "Chicken, broilers or fryers, meat and skin and giblets and neck, cooked, fried, batter", - "Chicken, broilers or fryers, meat and skin and giblets and neck, cooked, fried, flour", - "Chicken, broilers or fryers, meat and skin and giblets and neck, raw", - "Chicken, broilers or fryers, meat and skin and giblets and neck, roasted", - "Chicken, broilers or fryers, meat and skin and giblets and neck, stewed", - "Chicken, broilers or fryers, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, meat and skin, raw", - "Chicken, broilers or fryers, meat only, cooked, fried", - "Chicken, broilers or fryers, meat only, raw", - "Chicken, broilers or fryers, meat only, roasted", - "Chicken, broilers or fryers, meat only, stewed", - "Chicken, broilers or fryers, neck, meat and skin, cooked simmered", - "Chicken, broilers or fryers, neck, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, neck, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, neck, meat and skin, raw", - "Chicken, broilers or fryers, neck, meat only, cooked, fried", - "Chicken, broilers or fryers, neck, meat only, cooked, simmered", - "Chicken, broilers or fryers, neck, meat only, raw", - "Chicken, broilers or fryers, separable fat, raw", - "Chicken, broilers or fryers, skin only, cooked, fried, batter", - "Chicken, broilers or fryers, skin only, cooked, fried, flour", - "Chicken, broilers or fryers, skin only, cooked, roasted", - "Chicken, broilers or fryers, skin only, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, skin only, cooked, stewed", - "Chicken, broilers or fryers, skin only, raw", - "Chicken, broilers or fryers, thigh, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, thigh, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, thigh, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, thigh, meat and skin, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, thigh, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, thigh, meat and skin, raw", - "Chicken, broilers or fryers, thigh, meat only, cooked, fried", - "Chicken, broilers or fryers, thigh, meat only, cooked, roasted", - "Chicken, broilers or fryers, thigh, meat only, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, thigh, meat only, cooked, stewed", - "Chicken, broilers or fryers, thigh, meat only, raw", - "Chicken, broilers or fryers, wing, meat and skin, cooked, fried, batter", - "Chicken, broilers or fryers, wing, meat and skin, cooked, fried, flour", - "Chicken, broilers or fryers, wing, meat and skin, cooked, roasted", - "Chicken, broilers or fryers, wing, meat and skin, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, wing, meat and skin, cooked, stewed", - "Chicken, broilers or fryers, wing, meat and skin, raw", - "Chicken, broilers or fryers, wing, meat only, cooked, fried", - "Chicken, broilers or fryers, wing, meat only, cooked, roasted", - "Chicken, broilers or fryers, wing, meat only, cooked, rotisserie, original seasoning", - "Chicken, broilers or fryers, wing, meat only, cooked, stewed", - "Chicken, broilers or fryers, wing, meat only, raw", - "Chicken, canned, meat only, with broth", - "Chicken, canned, no broth", - "Chicken, capons, giblets, cooked, simmered", - "Chicken, capons, giblets, raw", - "Chicken, capons, meat and skin and giblets and neck, cooked, roasted", - "Chicken, capons, meat and skin and giblets and neck, raw", - "Chicken, capons, meat and skin, cooked, roasted", - "Chicken, capons, meat and skin, raw", - "Chicken, cornish game hens, meat and skin, cooked, roasted", - "Chicken, cornish game hens, meat and skin, raw", - "Chicken, cornish game hens, meat only, cooked, roasted", - "Chicken, cornish game hens, meat only, raw", - "Chicken, feet, boiled", - "Chicken, gizzard, all classes, cooked, simmered", - "Chicken, gizzard, all classes, raw", - "Chicken, ground, crumbles, cooked, pan-browned", - "Chicken, ground, raw", - "Chicken, heart, all classes, cooked, simmered", - "Chicken, heart, all classes, raw", - "Chicken, liver, all classes, cooked, pan-fried", - "Chicken, liver, all classes, cooked, simmered", - "Chicken, liver, all classes, raw", - "Chicken, meatless", - "Chicken, meatless, breaded, fried", - "Chicken, roasting, dark meat, meat only, cooked, roasted", - "Chicken, roasting, dark meat, meat only, raw", - "Chicken, roasting, giblets, cooked, simmered", - "Chicken, roasting, giblets, raw", - "Chicken, roasting, light meat, meat only, cooked, roasted", - "Chicken, roasting, light meat, meat only, raw", - "Chicken, roasting, meat and skin and giblets and neck, cooked, roasted", - "Chicken, roasting, meat and skin and giblets and neck, raw", - "Chicken, roasting, meat and skin, cooked, roasted", - "Chicken, roasting, meat and skin, raw", - "Chicken, roasting, meat only, cooked, roasted", - "Chicken, roasting, meat only, raw", - "Chicken, stewing, dark meat, meat only, cooked, stewed", - "Chicken, stewing, dark meat, meat only, raw", - "Chicken, stewing, giblets, cooked, simmered", - "Chicken, stewing, giblets, raw", - "Chicken, stewing, light meat, meat only, cooked, stewed", - "Chicken, stewing, light meat, meat only, raw", - "Chicken, stewing, meat and skin, and giblets and neck, cooked, stewed", - "Chicken, stewing, meat and skin, and giblets and neck, raw", - "Chicken, stewing, meat and skin, cooked, stewed", - "Chicken, stewing, meat and skin, raw", - "Chicken, stewing, meat only, cooked, stewed", - "Chicken, stewing, meat only, raw", - "Chicken, wing, frozen, glazed, barbecue flavored", - "Chicken, wing, frozen, glazed, barbecue flavored, heated (conventional oven)", - "Chicken, wing, frozen, glazed, barbecue flavored, heated (microwave)", - "Chickpea flour (besan)", - "Chickpeas (garbanzo beans, bengal gram), mature seeds, canned", - "Chickpeas (garbanzo beans, bengal gram), mature seeds, cooked, boiled, with salt", - "Chickpeas (garbanzo beans, bengal gram), mature seeds, cooked, boiled, without salt", - "Chickpeas (garbanzo beans, bengal gram), mature seeds, raw", - "Chicory greens, raw", - "Chicory roots, raw", - "Chicory, witloof, raw", - "Chilchen (Red Berry Beverage) (Navajo)", - "Child formula, ABBOTT NUTRITION, PEDIASURE, ready-to-feed (formerly ROSS)", - "Child formula, ABBOTT NUTRITION, PEDIASURE, ready-to-feed, with iron and fiber (formerly ROSS)", - "Child formula, MEAD JOHNSON, PORTAGEN, with iron, powder, not reconstituted", - "Child formula, MEAD JOHNSON, PORTAGEN, with iron, prepared from powder", - "Chili con carne with beans, canned entree", - "Chili with beans, canned", - "Chili, no beans, canned entree", - "Chiton, leathery, gumboots (Alaska Native)", - "Chives, freeze-dried", - "Chives, raw", - "Chocolate syrup", - "Chocolate syrup, prepared with whole milk", - "Chocolate, dark, 45- 59% cacao solids", - "Chocolate, dark, 60-69% cacao solids", - "Chocolate, dark, 70-85% cacao solids", - "Chocolate-flavor beverage mix for milk, powder, with added nutrients", - "Chocolate-flavor beverage mix for milk, powder, with added nutrients, prepared with whole milk", - "Chocolate-flavor beverage mix for milk, powder, without added nutrients", - "Chocolate-flavor beverage mix, powder, prepared with whole milk", - "Chocolate-flavored drink, whey and milk based", - "Chocolate-flavored hazelnut spread", - "Chokecherries, raw, pitted (Northern Plains Indians)", - "Chokecherries, raw, pitted (Shoshone Bannock)", - "Chorizo, pork and beef", - "Chrysanthemum leaves, raw", - "Chrysanthemum, garland, cooked, boiled, drained, with salt", - "Chrysanthemum, garland, cooked, boiled, drained, without salt", - "Chrysanthemum, garland, raw", - "Citrus fruit juice drink, frozen concentrate", - "Citrus fruit juice drink, frozen concentrate, prepared with water", - "Clam and tomato juice, canned", - "Clementines, raw", - "Cloudberries, raw (Alaska Native)", - "Cockles, raw (Alaska Native)", - "Cocktail mix, non-alcoholic, concentrated, frozen", - "Cocoa mix, NESTLE, Hot Cocoa Mix Rich Chocolate With Marshmallows", - "Cocoa mix, NESTLE, Rich Chocolate Hot Cocoa Mix", - "Cocoa mix, no sugar added, powder", - "Cocoa mix, powder", - "Cocoa mix, powder, prepared with water", - "Cocoa mix, with aspartame, low calorie, powder, with added calcium phosphorus, without added sodium or vitamin A", - "Cocoa mix, with aspartame, powder, prepared with water", - "Cocoa, dry powder, hi-fat or breakfast, plain", - "Cocoa, dry powder, hi-fat or breakfast, processed with alkali", - "Cocoa, dry powder, unsweetened", - "Cocoa, dry powder, unsweetened, HERSHEY'S European Style Cocoa", - "Cocoa, dry powder, unsweetened, processed with alkali", - "Coffee and cocoa (mocha) powder, with whitener and low calorie sweetener", - "Coffee and cocoa (mocha) powder, with whitener and low calorie sweetener, decaffeinated", - "Coffee substitute, cereal grain beverage, powder", - "Coffee substitute, cereal grain beverage, powder, prepared with whole milk", - "Coffee substitute, cereal grain beverage, prepared with water", - "Coffee substitute, roasted grain beverage, NATURAL TOUCH KAFFREE ROMA, powder", - "Coffee, brewed from grounds, prepared with tap water", - "Coffee, brewed from grounds, prepared with tap water, decaffeinated", - "Coffee, brewed, espresso, restaurant-prepared", - "Coffee, brewed, espresso, restaurant-prepared, decaffeinated", - "Coffee, dry, powder, with whitener, reduced calorie", - "Coffee, instant, decaffeinated, powder", - "Coffee, instant, decaffeinated, powder, prepared with water", - "Coffee, instant, regular, powder", - "Coffee, instant, regular, powder, half the caffeine", - "Coffee, instant, regular, prepared with water", - "Coffee, instant, with chicory, powder", - "Coffee, instant, with chicory, prepared with water", - "Coffee, instant, with sugar, cappuccino-flavor powder", - "Coffee, instant, with sugar, french-flavor, powder", - "Coffee, instant, with sugar, mocha-flavor, powder", - "Coffeecake, cheese", - "Coffeecake, cinnamon with crumb topping, commercially prepared, enriched", - "Coffeecake, cinnamon with crumb topping, commercially prepared, unenriched", - "Coffeecake, cinnamon with crumb topping, dry mix", - "Coffeecake, cinnamon with crumb topping, dry mix, prepared", - "Coffeecake, creme-filled with chocolate frosting", - "Coffeecake, fruit", - "Coleslaw, home-prepared", - "Collards, cooked, boiled, drained, with salt", - "Collards, cooked, boiled, drained, without salt", - "Collards, frozen, chopped, cooked, boiled, drained, with salt", - "Collards, frozen, chopped, cooked, boiled, drained, without salt", - "Collards, frozen, chopped, unprepared", - "Collards, raw", - "Cookies, animal crackers (includes arrowroot, tea biscuits)", - "Cookies, brownies, commercially prepared", - "Cookies, brownies, dry mix, regular", - "Cookies, brownies, dry mix, special dietary", - "Cookies, brownies, dry mix, special dietary, prepared", - "Cookies, brownies, prepared from recipe", - "Cookies, butter, commercially prepared, enriched", - "Cookies, butter, commercially prepared, unenriched", - "Cookies, chocolate chip, commercially prepared, regular, higher fat, enriched", - "Cookies, chocolate chip, commercially prepared, regular, higher fat, unenriched", - "Cookies, chocolate chip, commercially prepared, regular, lower fat", - "Cookies, chocolate chip, commercially prepared, soft-type", - "Cookies, chocolate chip, commercially prepared, special dietary", - "Cookies, chocolate chip, dry mix", - "Cookies, chocolate chip, prepared from recipe, made with butter", - "Cookies, chocolate chip, prepared from recipe, made with margarine", - "Cookies, chocolate chip, refrigerated dough", - "Cookies, chocolate chip, refrigerated dough, baked", - "Cookies, chocolate sandwich, with creme filling, regular", - "Cookies, chocolate sandwich, with creme filling, regular, chocolate-coated", - "Cookies, chocolate sandwich, with creme filling, special dietary", - "Cookies, chocolate sandwich, with extra creme filling", - "Cookies, chocolate wafers", - "Cookies, coconut macaroons, prepared from recipe", - "Cookies, fig bars", - "Cookies, fortune", - "Cookies, fudge, cake-type (includes trolley cakes)", - "Cookies, gingersnaps", - "Cookies, graham crackers, chocolate-coated", - "Cookies, graham crackers, plain or honey (includes cinnamon)", - "Cookies, ladyfingers, with lemon juice and rind", - "Cookies, ladyfingers, without lemon juice and rind", - "Cookies, marshmallow, chocolate-coated (includes marshmallow pies)", - "Cookies, molasses", - "Cookies, oatmeal, commercially prepared, fat-free", - "Cookies, oatmeal, commercially prepared, regular", - "Cookies, oatmeal, commercially prepared, soft-type", - "Cookies, oatmeal, commercially prepared, special dietary", - "Cookies, oatmeal, dry mix", - "Cookies, oatmeal, prepared from recipe, with raisins", - "Cookies, oatmeal, prepared from recipe, without raisins", - "Cookies, oatmeal, refrigerated dough", - "Cookies, oatmeal, refrigerated dough, baked", - "Cookies, peanut butter sandwich, regular", - "Cookies, peanut butter sandwich, special dietary", - "Cookies, peanut butter, commercially prepared, regular", - "Cookies, peanut butter, commercially prepared, soft-type", - "Cookies, peanut butter, prepared from recipe", - "Cookies, peanut butter, refrigerated dough", - "Cookies, peanut butter, refrigerated dough, baked", - "Cookies, raisin, soft-type", - "Cookies, shortbread, commercially prepared, pecan", - "Cookies, shortbread, commercially prepared, plain", - "Cookies, sugar wafers with creme filling, regular", - "Cookies, sugar wafers with creme filling, special dietary", - "Cookies, sugar, commercially prepared, regular (includes vanilla)", - "Cookies, sugar, commercially prepared, special dietary", - "Cookies, sugar, prepared from recipe, made with margarine", - "Cookies, sugar, refrigerated dough", - "Cookies, sugar, refrigerated dough, baked", - "Cookies, vanilla sandwich with creme filling", - "Cookies, vanilla wafers, higher fat", - "Cookies, vanilla wafers, lower fat", - "Coriander (cilantro) leaves, raw", - "Corn beverage", - "Corn bran, crude", - "Corn flour, degermed, unenriched, yellow", - "Corn flour, masa, enriched, white", - "Corn flour, masa, enriched, yellow", - "Corn flour, masa, unenriched, white", - "Corn flour, whole-grain, blue (harina de maiz morado)", - "Corn flour, whole-grain, white", - "Corn flour, whole-grain, yellow", - "Corn pudding, home prepared", - "Corn with red and green peppers, canned, solids and liquids", - "Corn, dried (Navajo)", - "Corn, dried, yellow (Northern Plains Indians)", - "Corn, sweet, white, canned, cream style, no salt added", - "Corn, sweet, white, canned, cream style, regular pack", - "Corn, sweet, white, canned, vacuum pack, no salt added", - "Corn, sweet, white, canned, vacuum pack, regular pack", - "Corn, sweet, white, canned, whole kernel, drained solids", - "Corn, sweet, white, canned, whole kernel, no salt added, solids and liquids", - "Corn, sweet, white, canned, whole kernel, regular pack, solids and liquids", - "Corn, sweet, white, cooked, boiled, drained, with salt", - "Corn, sweet, white, cooked, boiled, drained, without salt", - "Corn, sweet, white, frozen, kernels cut off cob, boiled, drained, with salt", - "Corn, sweet, white, frozen, kernels cut off cob, boiled, drained, without salt", - "Corn, sweet, white, frozen, kernels cut off cob, unprepared", - "Corn, sweet, white, frozen, kernels on cob, cooked, boiled, drained, with salt", - "Corn, sweet, white, frozen, kernels on cob, cooked, boiled, drained, without salt", - "Corn, sweet, white, frozen, kernels on cob, unprepared", - "Corn, sweet, white, raw", - "Corn, sweet, yellow, canned, brine pack, regular pack, solids and liquids", - "Corn, sweet, yellow, canned, cream style, no salt added", - "Corn, sweet, yellow, canned, cream style, regular pack", - "Corn, sweet, yellow, canned, no salt added, solids and liquids", - "Corn, sweet, yellow, canned, vacuum pack, no salt added", - "Corn, sweet, yellow, canned, vacuum pack, regular pack", - "Corn, sweet, yellow, canned, whole kernel, drained solids", - "Corn, sweet, yellow, cooked, boiled, drained, with salt", - "Corn, sweet, yellow, cooked, boiled, drained, without salt", - "Corn, sweet, yellow, frozen, kernels cut off cob, boiled, drained, without salt", - "Corn, sweet, yellow, frozen, kernels cut off cob, unprepared", - "Corn, sweet, yellow, frozen, kernels on cob, cooked, boiled, drained, with salt", - "Corn, sweet, yellow, frozen, kernels on cob, cooked, boiled, drained, without salt", - "Corn, sweet, yellow, frozen, kernels on cob, unprepared", - "Corn, sweet, yellow, frozen, kernels, cut off cob, boiled, drained, with salt", - "Corn, sweet, yellow, raw", - "Corn, white", - "Corn, white, steamed (Navajo)", - "Corn, yellow", - "Corn, yellow, whole kernel, frozen, microwaved", - "Corned beef and potatoes in tortilla (Apache)", - "Corned beef loaf, jellied", - "Cornmeal, blue (Navajo)", - "Cornmeal, degermed, enriched, white", - "Cornmeal, degermed, enriched, yellow", - "Cornmeal, degermed, unenriched, white", - "Cornmeal, degermed, unenriched, yellow", - "Cornmeal, self-rising, bolted, plain, enriched, white", - "Cornmeal, self-rising, bolted, plain, enriched, yellow", - "Cornmeal, self-rising, bolted, with wheat flour added, enriched, white", - "Cornmeal, self-rising, bolted, with wheat flour added, enriched, yellow", - "Cornmeal, self-rising, degermed, enriched, white", - "Cornmeal, self-rising, degermed, enriched, yellow", - "Cornmeal, white (Navajo)", - "Cornmeal, whole-grain, white", - "Cornmeal, whole-grain, yellow", - "Cornmeal, yellow (Navajo)", - "Cornsalad, raw", - "Cornstarch", - "Couscous, cooked", - "Couscous, dry", - "Cowpeas (Blackeyes), immature seeds, cooked, boiled, drained, with salt", - "Cowpeas (Blackeyes), immature seeds, cooked, boiled, drained, without salt", - "Cowpeas (Blackeyes), immature seeds, frozen, cooked, boiled, drained, with salt", - "Cowpeas (Blackeyes), immature seeds, frozen, unprepared", - "Cowpeas (blackeyes), immature seeds, frozen, cooked, boiled, drained, without salt", - "Cowpeas (blackeyes), immature seeds, raw", - "Cowpeas, catjang, mature seeds, cooked, boiled, with salt", - "Cowpeas, catjang, mature seeds, cooked, boiled, without salt", - "Cowpeas, catjang, mature seeds, raw", - "Cowpeas, common (blackeyes, crowder, southern), mature seeds, canned with pork", - "Cowpeas, common (blackeyes, crowder, southern), mature seeds, canned, plain", - "Cowpeas, common (blackeyes, crowder, southern), mature seeds, cooked, boiled, with salt", - "Cowpeas, common (blackeyes, crowder, southern), mature seeds, cooked, boiled, without salt", - "Cowpeas, common (blackeyes, crowder, southern), mature seeds, raw", - "Cowpeas, leafy tips, cooked, boiled, drained, with salt", - "Cowpeas, leafy tips, cooked, boiled, drained, without salt", - "Cowpeas, leafy tips, raw", - "Cowpeas, young pods with seeds, cooked, boiled, drained, with salt", - "Cowpeas, young pods with seeds, cooked, boiled, drained, without salt", - "Cowpeas, young pods with seeds, raw", - "Crabapples, raw", - "Cracker meal", - "Crackers, cheese, low sodium", - "Crackers, cheese, regular", - "Crackers, cheese, sandwich-type with cheese filling", - "Crackers, cheese, sandwich-type with peanut butter filling", - "Crackers, cream, GAMESA SABROSAS", - "Crackers, cream, LA MODERNA RIKIS CREAM CRACKERS", - "Crackers, crispbread, rye", - "Crackers, matzo, egg", - "Crackers, matzo, egg and onion", - "Crackers, matzo, plain", - "Crackers, matzo, whole-wheat", - "Crackers, melba toast, plain", - "Crackers, melba toast, plain, without salt", - "Crackers, melba toast, rye (includes pumpernickel)", - "Crackers, melba toast, wheat", - "Crackers, milk", - "Crackers, rusk toast", - "Crackers, rye, sandwich-type with cheese filling", - "Crackers, rye, wafers, plain", - "Crackers, rye, wafers, seasoned", - "Crackers, saltines (includes oyster, soda, soup)", - "Crackers, saltines, fat-free, low-sodium", - "Crackers, saltines, low salt (includes oyster, soda, soup)", - "Crackers, saltines, unsalted tops (includes oyster, soda, soup)", - "Crackers, snack, GOYA CRACKERS", - "Crackers, standard snack-type, regular", - "Crackers, standard snack-type, regular, low salt", - "Crackers, standard snack-type, sandwich, with cheese filling", - "Crackers, standard snack-type, sandwich, with peanut butter filling", - "Crackers, wheat, low salt", - "Crackers, wheat, reduced fat", - "Crackers, wheat, regular", - "Crackers, wheat, sandwich, with cheese filling", - "Crackers, wheat, sandwich, with peanut butter filling", - "Crackers, whole-wheat", - "Crackers, whole-wheat, low salt", - "Crackers, whole-wheat, reduced fat", - "Cranberries, dried, sweetened", - "Cranberries, raw", - "Cranberries, wild, bush, raw (Alaska Native)", - "Cranberry juice cocktail, bottled", - "Cranberry juice cocktail, bottled, low calorie, with calcium, saccharin and corn sweetener", - "Cranberry juice cocktail, frozen concentrate", - "Cranberry juice cocktail, frozen concentrate, prepared with water", - "Cranberry juice, unsweetened", - "Cranberry sauce, canned, sweetened", - "Cranberry, low bush or lingenberry, raw (Alaska Native)", - "Cranberry-apple juice drink, bottled", - "Cranberry-apple juice drink, low calorie, with vitamin C added", - "Cranberry-apricot juice drink, bottled", - "Cranberry-grape juice drink, bottled", - "Cranberry-orange relish, canned", - "Cream puffs, prepared from recipe, shell (includes eclair)", - "Cream puffs, prepared from recipe, shell, with custard filling", - "Cream substitute, flavored, liquid", - "Cream substitute, flavored, powdered", - "Cream substitute, liquid, light", - "Cream substitute, liquid, with hydrogenated vegetable oil and soy protein", - "Cream substitute, liquid, with lauric acid oil and sodium caseinate", - "Cream substitute, powdered", - "Cream substitute, powdered, light", - "Cream, fluid, half and half", - "Cream, fluid, heavy whipping", - "Cream, fluid, light (coffee cream or table cream)", - "Cream, fluid, light whipping", - "Cream, half and half, fat free", - "Cream, sour, cultured", - "Cream, sour, reduced fat, cultured", - "Cream, whipped, cream topping, pressurized", - "Creamy dressing, made with sour cream and/or buttermilk and oil, reduced calorie", - "Creamy dressing, made with sour cream and/or buttermilk and oil, reduced calorie, cholesterol-free", - "Creamy dressing, made with sour cream and/or buttermilk and oil, reduced calorie, fat-free", - "Cress, garden, cooked, boiled, drained, with salt", - "Cress, garden, cooked, boiled, drained, without salt", - "Cress, garden, raw", - "Croissants, apple", - "Croissants, butter", - "Croissants, cheese", - "Croutons, plain", - "Croutons, seasoned", - "Crustaceans, crab, alaska king, cooked, moist heat", - "Crustaceans, crab, alaska king, imitation, made from surimi", - "Crustaceans, crab, alaska king, raw", - "Crustaceans, crab, blue, canned", - "Crustaceans, crab, blue, cooked, moist heat", - "Crustaceans, crab, blue, crab cakes", - "Crustaceans, crab, blue, raw", - "Crustaceans, crab, dungeness, cooked, moist heat", - "Crustaceans, crab, dungeness, raw", - "Crustaceans, crab, queen, cooked, moist heat", - "Crustaceans, crab, queen, raw", - "Crustaceans, crayfish, mixed species, farmed, cooked, moist heat", - "Crustaceans, crayfish, mixed species, farmed, raw", - "Crustaceans, crayfish, mixed species, wild, cooked, moist heat", - "Crustaceans, crayfish, mixed species, wild, raw", - "Crustaceans, lobster, northern, cooked, moist heat", - "Crustaceans, lobster, northern, raw", - "Crustaceans, shrimp, mixed species, canned", - "Crustaceans, shrimp, mixed species, cooked, breaded and fried", - "Crustaceans, shrimp, mixed species, cooked, moist heat", - "Crustaceans, shrimp, mixed species, imitation, made from surimi", - "Crustaceans, shrimp, mixed species, raw", - "Crustaceans, spiny lobster, mixed species, cooked, moist heat", - "Crustaceans, spiny lobster, mixed species, raw", - "Cucumber, peeled, raw", - "Cucumber, with peel, raw", - "Currants, european black, raw", - "Currants, red and white, raw", - "Currants, zante, dried", - "Custard-apple, (bullock's-heart), raw", - "DENNY'S, French fries", - "DENNY'S, MOONS & STARS chicken nuggets, from kid's menu", - "DENNY'S, golden fried shrimp", - "DENNY'S, macaroni & cheese, from kid's menu", - "DENNY'S, mozzarella cheese sticks", - "DENNY'S, top sirloin steak", - "DIGIORNO Pizza, cheese topping, cheese stuffed crust, frozen, baked", - "DIGIORNO Pizza, cheese topping, rising crust, frozen, baked", - "DIGIORNO Pizza, cheese topping, thin crispy crust, frozen, baked", - "DIGIORNO Pizza, pepperoni topping, cheese stuffed crust, frozen, baked", - "DIGIORNO Pizza, pepperoni topping, rising crust, frozen, baked", - "DIGIORNO Pizza, pepperoni topping, thin crispy crust, frozen, baked", - "DIGIORNO Pizza, supreme topping, rising crust, frozen, baked", - "DIGIORNO Pizza, supreme topping, thin crispy crust, frozen, baked", - "DOMINO'S 14\" Cheese Pizza, Classic Hand-Tossed Crust", - "DOMINO'S 14\" Cheese Pizza, Crunchy Thin Crust", - "DOMINO'S 14\" Cheese Pizza, Ultimate Deep Dish Crust", - "DOMINO'S 14\" EXTRAVAGANZZA FEAST Pizza, Classic Hand-Tossed Crust", - "DOMINO'S 14\" Pepperoni Pizza, Classic Hand-Tossed Crust", - "DOMINO'S 14\" Pepperoni Pizza, Ultimate Deep Dish Crust", - "Dairy drink mix, chocolate, reduced calorie, with aspartame, powder, prepared with water and ice", - "Dairy drink mix, chocolate, reduced calorie, with low-calorie sweeteners, powder", - "Dandelion greens, cooked, boiled, drained, with salt", - "Dandelion greens, cooked, boiled, drained, without salt", - "Dandelion greens, raw", - "Danish pastry, cheese", - "Danish pastry, cinnamon, enriched", - "Danish pastry, cinnamon, unenriched", - "Danish pastry, fruit, enriched (includes apple, cinnamon, raisin, lemon, raspberry, strawberry)", - "Danish pastry, fruit, unenriched (includes apple, cinnamon, raisin, strawberry)", - "Danish pastry, lemon, unenriched", - "Danish pastry, nut (includes almond, raisin nut, cinnamon nut)", - "Danish pastry, raspberry, unenriched", - "Dates, deglet noor", - "Dates, medjool", - "Deer (venison), sitka, raw (Alaska Native)", - "Dessert topping, powdered", - "Dessert topping, powdered, 1.5 ounce prepared with 1/2 cup milk", - "Dessert topping, pressurized", - "Dessert topping, semi solid, frozen", - "Desserts, apple crisp, prepared-from-recipe", - "Desserts, egg custard, baked, prepared-from-recipe", - "Desserts, flan, caramel custard, prepared-from-recipe", - "Desserts, mousse, chocolate, prepared-from-recipe", - "Desserts, rennin, chocolate, dry mix", - "Desserts, rennin, tablets, unsweetened", - "Desserts, rennin, vanilla, dry mix", - "Dill weed, fresh", - "Dock, cooked, boiled, drained, with salt", - "Dock, cooked, boiled, drained, without salt", - "Dock, raw", - "Doughnuts, cake-type, chocolate, sugared or glazed", - "Doughnuts, cake-type, plain (includes unsugared, old-fashioned)", - "Doughnuts, cake-type, plain, chocolate-coated or frosted", - "Doughnuts, cake-type, plain, sugared or glazed", - "Doughnuts, cake-type, wheat, sugared or glazed", - "Doughnuts, french crullers, glazed", - "Doughnuts, yeast-leavened, glazed, enriched (includes honey buns)", - "Doughnuts, yeast-leavened, glazed, unenriched (includes honey buns)", - "Doughnuts, yeast-leavened, with creme filling", - "Doughnuts, yeast-leavened, with jelly filling", - "Dove, cooked (includes squab)", - "Drink mix, QUAKER OATS, GATORADE, orange flavor, powder", - "Duck, domesticated, liver, raw", - "Duck, domesticated, meat and skin, cooked, roasted", - "Duck, domesticated, meat and skin, raw", - "Duck, domesticated, meat only, cooked, roasted", - "Duck, domesticated, meat only, raw", - "Duck, scoter, white-winged, meat (Alaska Native)", - "Duck, wild, breast, meat only, raw", - "Duck, wild, meat and skin, raw", - "Duck, young duckling, domesticated, White Pekin, breast, meat and skin, boneless, cooked, roasted", - "Duck, young duckling, domesticated, White Pekin, breast, meat only, boneless, cooked without skin, broiled", - "Duck, young duckling, domesticated, White Pekin, leg, meat and skin, bone in, cooked, roasted", - "Duck, young duckling, domesticated, White Pekin, leg, meat only, bone in, cooked without skin, braised", - "Dulce de Leche", - "Durian, raw or frozen", - "Dutch brand loaf, chicken, pork and beef", - "ENSURE FIBER WITH FOS, liquid", - "Eclairs, custard-filled with chocolate glaze, prepared from recipe", - "Edamame, frozen, prepared", - "Edamame, frozen, unprepared", - "Egg Mix, USDA Commodity", - "Egg custards, dry mix", - "Egg custards, dry mix, prepared with 2% milk", - "Egg custards, dry mix, prepared with whole milk", - "Egg rolls, chicken, refrigerated, heated", - "Egg rolls, pork, refrigerated, heated", - "Egg rolls, vegetable, refrigerated, heated", - "Egg substitute, liquid or frozen, fat free", - "Egg substitute, powder", - "Egg, duck, whole, fresh, raw", - "Egg, goose, whole, fresh, raw", - "Egg, quail, whole, fresh, raw", - "Egg, turkey, whole, fresh, raw", - "Egg, white, dried", - "Egg, white, dried, flakes, glucose reduced", - "Egg, white, dried, powder, glucose reduced", - "Egg, white, raw, fresh", - "Egg, white, raw, frozen", - "Egg, whole, cooked, fried", - "Egg, whole, cooked, hard-boiled", - "Egg, whole, cooked, omelet", - "Egg, whole, cooked, poached", - "Egg, whole, cooked, scrambled", - "Egg, whole, dried", - "Egg, whole, dried, stabilized, glucose reduced", - "Egg, whole, raw, fresh", - "Egg, whole, raw, frozen", - "Egg, yolk, dried", - "Egg, yolk, raw, fresh", - "Egg, yolk, raw, frozen", - "Egg, yolk, raw, frozen, salted", - "Egg, yolk, raw, frozen, sugared", - "Eggnog", - "Eggnog-flavor mix, powder, prepared with whole milk", - "Eggplant, cooked, boiled, drained, with salt", - "Eggplant, cooked, boiled, drained, without salt", - "Eggplant, pickled", - "Eggplant, raw", - "Eggs, scrambled, frozen mixture", - "Elderberries, raw", - "Elk, free range, ground, cooked patties (Shoshone Bannock)", - "Elk, free range, ground, raw (Shoshone Bannock)", - "Elk, free range, roast, eye of round, cooked (Shoshone Bannock)", - "Elk, free range, roast, eye of round, raw (Shoshone Bannock)", - "Emu, fan fillet, cooked, broiled", - "Emu, fan fillet, raw", - "Emu, flat fillet, raw", - "Emu, full rump, cooked, broiled", - "Emu, full rump, raw", - "Emu, ground, cooked, pan-broiled", - "Emu, ground, raw", - "Emu, inside drum, raw", - "Emu, inside drums, cooked, broiled", - "Emu, outside drum, raw", - "Emu, oyster, raw", - "Emu, top loin, cooked, broiled", - "Endive, raw", - "Energy Drink, Monster", - "Energy drink, AMP", - "Energy drink, AMP, sugar free", - "Energy drink, FULL THROTTLE", - "Energy drink, RED BULL, sugar free, with added caffeine, niacin, pantothenic acid, vitamins B6 and B12", - "Energy drink, RED BULL, with added caffeine, niacin, pantothenic acid, vitamins B6 and B12", - "Energy drink, ROCKSTAR", - "Energy drink, ROCKSTAR, sugar free", - "Energy drink, VAULT Zero, sugar-free, citrus flavor", - "Energy drink, VAULT, citrus flavor", - "English muffins, mixed-grain (includes granola)", - "English muffins, mixed-grain, toasted (includes granola)", - "English muffins, plain, enriched, with ca prop (includes sourdough)", - "English muffins, plain, enriched, without calcium propionate(includes sourdough)", - "English muffins, plain, toasted, enriched, with calcium propionate (includes sourdough)", - "English muffins, plain, unenriched, with calcium propionate (includes sourdough)", - "English muffins, plain, unenriched, without calcium propionate (includes sourdough)", - "English muffins, raisin-cinnamon (includes apple-cinnamon)", - "English muffins, raisin-cinnamon, toasted (includes apple-cinnamon)", - "English muffins, wheat", - "English muffins, wheat, toasted", - "English muffins, whole-wheat", - "English muffins, whole-wheat, toasted", - "Ensure plus, liquid nutrition", - "Entrees, crab cake", - "Entrees, fish fillet, battered or breaded, and fried", - "Epazote, raw", - "Eppaw, raw", - "Falafel, home-prepared", - "Fast Food, Pizza Chain, 14\" Pizza, cheese topping, regular crust", - "Fast Food, Pizza Chain, 14\" Pizza, cheese topping, thick crust", - "Fast Food, Pizza Chain, 14\" Pizza, cheese topping, thin crust", - "Fast Food, Pizza Chain, 14\" Pizza, pepperoni topping, thick crust", - "Fast Food, Pizza Chain, 14\" pizza, meat and vegetable topping, regular crust", - "Fast Food, Pizza Chain, 14\" pizza, pepperoni topping, regular crust", - "Fast Foods, Fried Chicken, Breast, meat and skin with breading", - "Fast Foods, Fried Chicken, Breast, meat only, skin and breading removed", - "Fast Foods, Fried Chicken, Drumstick, meat and skin with breading", - "Fast Foods, Fried Chicken, Drumstick, meat only, skin and breading removed", - "Fast Foods, Fried Chicken, Skin and breading from all pieces", - "Fast Foods, Fried Chicken, Thigh, meat and skin and breading", - "Fast Foods, Fried Chicken, Thigh, meat only, skin and breading removed", - "Fast Foods, Fried Chicken, Wing, meat and skin and breading", - "Fast Foods, Fried Chicken, Wing, meat only, skin and breading removed", - "Fast Foods, biscuit, with egg and sausage", - "Fast Foods, cheeseburger; double, large patty; with condiments, vegetables and mayonnaise", - "Fast Foods, crispy chicken filet sandwich, with lettuce, tomato and mayonnaise", - "Fast foods, bagel, with breakfast steak, egg, cheese, and condiments", - "Fast foods, bagel, with egg, sausage patty, cheese, and condiments", - "Fast foods, bagel, with ham, egg, and cheese", - "Fast foods, biscuit with egg and steak", - "Fast foods, biscuit, with egg", - "Fast foods, biscuit, with egg and bacon", - "Fast foods, biscuit, with egg and ham", - "Fast foods, biscuit, with egg, cheese, and bacon", - "Fast foods, biscuit, with ham", - "Fast foods, biscuit, with sausage", - "Fast foods, brownie", - "Fast foods, burrito, with beans", - "Fast foods, burrito, with beans and cheese", - "Fast foods, burrito, with beans and chili peppers", - "Fast foods, burrito, with beans and meat", - "Fast foods, burrito, with beans, cheese, and beef", - "Fast foods, burrito, with beans, cheese, and chili peppers", - "Fast foods, burrito, with beef", - "Fast foods, burrito, with beef and chili peppers", - "Fast foods, burrito, with beef, cheese, and chili peppers", - "Fast foods, burrito, with fruit (apple or cherry)", - "Fast foods, cheeseburger, regular, double patty and bun, plain", - "Fast foods, cheeseburger; double, large patty, with condiments and vegetables", - "Fast foods, cheeseburger; double, large patty; with condiments", - "Fast foods, cheeseburger; double, regular patty, with condiments and vegetables", - "Fast foods, cheeseburger; double, regular patty; double decker bun with condiments and special sauce", - "Fast foods, cheeseburger; double, regular patty; plain", - "Fast foods, cheeseburger; double, regular patty; with condiments", - "Fast foods, cheeseburger; double, regular, patty and bun; with condiments and vegetables", - "Fast foods, cheeseburger; single, large patty; plain", - "Fast foods, cheeseburger; single, large patty; with condiments", - "Fast foods, cheeseburger; single, large patty; with condiments and bacon", - "Fast foods, cheeseburger; single, large patty; with condiments and vegetables", - "Fast foods, cheeseburger; single, large patty; with condiments, vegetables and ham", - "Fast foods, cheeseburger; single, regular patty, with condiments", - "Fast foods, cheeseburger; single, regular patty, with condiments and vegetables", - "Fast foods, cheeseburger; single, regular patty; plain", - "Fast foods, cheeseburger; triple, regular patty; plain", - "Fast foods, cheeseburger;single, large patty; with condiments, vegetables and mayonnaise", - "Fast foods, chicken fillet sandwich, plain", - "Fast foods, chicken fillet sandwich, with cheese", - "Fast foods, chicken tenders", - "Fast foods, chicken, breaded and fried, boneless pieces, plain", - "Fast foods, chicken, breaded and fried, dark meat (drumstick or thigh)", - "Fast foods, chicken, breaded and fried, light meat (breast or wing)", - "Fast foods, chili con carne", - "Fast foods, chimichanga, with beef", - "Fast foods, chimichanga, with beef and cheese", - "Fast foods, chimichanga, with beef and red chili peppers", - "Fast foods, chimichanga, with beef, cheese, and red chili peppers", - "Fast foods, clams, breaded and fried", - "Fast foods, coleslaw", - "Fast foods, cookies, animal crackers", - "Fast foods, cookies, chocolate chip", - "Fast foods, corn on the cob with butter", - "Fast foods, crispy chicken, bacon, and tomato club sandwich, with cheese, lettuce, and mayonnaise", - "Fast foods, croissant, with egg and cheese", - "Fast foods, croissant, with egg, cheese, and bacon", - "Fast foods, croissant, with egg, cheese, and ham", - "Fast foods, croissant, with egg, cheese, and sausage", - "Fast foods, danish pastry, cheese", - "Fast foods, danish pastry, cinnamon", - "Fast foods, danish pastry, fruit", - "Fast foods, egg and cheese sandwich", - "Fast foods, egg, scrambled", - "Fast foods, enchilada, with cheese", - "Fast foods, enchilada, with cheese and beef", - "Fast foods, enchirito, with cheese, beef, and beans", - "Fast foods, english muffin, with butter", - "Fast foods, english muffin, with cheese and sausage", - "Fast foods, english muffin, with egg, cheese, and canadian bacon", - "Fast foods, english muffin, with egg, cheese, and sausage", - "Fast foods, fish sandwich, with tartar sauce", - "Fast foods, fish sandwich, with tartar sauce and cheese", - "Fast foods, french toast sticks", - "Fast foods, french toast with butter", - "Fast foods, frijoles with cheese", - "Fast foods, griddle cake sandwich, egg, cheese, and bacon", - "Fast foods, griddle cake sandwich, egg, cheese, and sausage", - "Fast foods, griddle cake sandwich, sausage", - "Fast foods, grilled chicken, bacon and tomato club sandwich, with cheese, lettuce, and mayonnaise", - "Fast foods, ham and cheese sandwich", - "Fast foods, ham, egg, and cheese sandwich", - "Fast foods, hamburger, large, single patty, with condiments", - "Fast foods, hamburger, large, triple patty, with condiments", - "Fast foods, hamburger; double, large patty; with condiments and vegetables", - "Fast foods, hamburger; double, large patty; with condiments, vegetables and mayonnaise", - "Fast foods, hamburger; double, regular patty; with condiments", - "Fast foods, hamburger; double, regular, patty; plain", - "Fast foods, hamburger; single, large patty; plain", - "Fast foods, hamburger; single, large patty; with condiments", - "Fast foods, hamburger; single, large patty; with condiments and vegetables", - "Fast foods, hamburger; single, large patty; with condiments, vegetables and mayonnaise", - "Fast foods, hamburger; single, regular patty; double decker bun with condiments and special sauce", - "Fast foods, hamburger; single, regular patty; plain", - "Fast foods, hamburger; single, regular patty; with condiments", - "Fast foods, hamburger; single, regular patty; with condiments and vegetables", - "Fast foods, hotdog, plain", - "Fast foods, hotdog, with chili", - "Fast foods, hotdog, with corn flour coating (corndog)", - "Fast foods, hush puppies", - "Fast foods, miniature cinnamon rolls", - "Fast foods, nachos, with cheese", - "Fast foods, nachos, with cheese and jalapeno peppers", - "Fast foods, nachos, with cheese, beans, ground beef, and peppers", - "Fast foods, nachos, with cinnamon and sugar", - "Fast foods, onion rings, breaded and fried", - "Fast foods, oysters, battered or breaded, and fried", - "Fast foods, pancakes with butter and syrup", - "Fast foods, potato, baked and topped with cheese sauce", - "Fast foods, potato, baked and topped with cheese sauce and bacon", - "Fast foods, potato, baked and topped with cheese sauce and broccoli", - "Fast foods, potato, baked and topped with cheese sauce and chili", - "Fast foods, potato, baked and topped with sour cream and chives", - "Fast foods, potato, french fried in vegetable oil", - "Fast foods, potato, mashed", - "Fast foods, potatoes, hashed brown", - "Fast foods, roast beef sandwich, plain", - "Fast foods, salad, vegetable, tossed, without dressing", - "Fast foods, salad, vegetable, tossed, without dressing, with cheese and egg", - "Fast foods, salad, vegetable, tossed, without dressing, with chicken", - "Fast foods, salad, vegetable, tossed, without dressing, with pasta and seafood", - "Fast foods, salad, vegetable, tossed, without dressing, with shrimp", - "Fast foods, salad, vegetables tossed, without dressing, with turkey, ham and cheese", - "Fast foods, scallops, breaded and fried", - "Fast foods, shrimp, breaded and fried", - "Fast foods, submarine sandwich, with cold cuts", - "Fast foods, submarine sandwich, with roast beef", - "Fast foods, submarine sandwich, with tuna salad", - "Fast foods, sundae, caramel", - "Fast foods, sundae, hot fudge", - "Fast foods, sundae, strawberry", - "Fast foods, taco", - "Fast foods, taco salad", - "Fast foods, taco salad with chili con carne", - "Fast foods, tostada, with beans and cheese", - "Fast foods, tostada, with beans, beef, and cheese", - "Fast foods, tostada, with beef and cheese", - "Fast foods, vanilla, light, soft-serve ice cream, with cone", - "Fat, beef tallow", - "Fat, chicken", - "Fat, duck", - "Fat, goose", - "Fat, mutton tallow", - "Fat, turkey", - "Feijoa, raw", - "Fennel, bulb, raw", - "Fiddlehead ferns, frozen, unprepared", - "Fiddlehead ferns, raw", - "Figs, canned, extra heavy syrup pack, solids and liquids", - "Figs, canned, heavy syrup pack, solids and liquids", - "Figs, canned, light syrup pack, solids and liquids", - "Figs, canned, water pack, solids and liquids", - "Figs, dried, stewed", - "Figs, dried, uncooked", - "Figs, raw", - "Fireweed, leaves, raw", - "Fireweed, young leaves, raw (Alaska Native)", - "Fish broth", - "Fish oil, cod liver", - "Fish oil, herring", - "Fish oil, menhaden", - "Fish oil, menhaden, fully hydrogenated", - "Fish oil, salmon", - "Fish oil, sardine", - "Fish sticks, meatless", - "Fish, Salmon, Chum, raw (Alaska Native)", - "Fish, anchovy, european, canned in oil, drained solids", - "Fish, anchovy, european, raw", - "Fish, bass, fresh water, mixed species, raw", - "Fish, bass, freshwater, mixed species, cooked, dry heat", - "Fish, bass, striped, cooked, dry heat", - "Fish, bass, striped, raw", - "Fish, blackfish, whole (Alaska Native)", - "Fish, bluefish, cooked, dry heat", - "Fish, bluefish, raw", - "Fish, burbot, cooked, dry heat", - "Fish, burbot, raw", - "Fish, butterfish, cooked, dry heat", - "Fish, butterfish, raw", - "Fish, carp, cooked, dry heat", - "Fish, carp, raw", - "Fish, catfish, channel, cooked, breaded and fried", - "Fish, catfish, channel, farmed, cooked, dry heat", - "Fish, catfish, channel, farmed, raw", - "Fish, catfish, channel, wild, cooked, dry heat", - "Fish, catfish, channel, wild, raw", - "Fish, caviar, black and red, granular", - "Fish, cisco, raw", - "Fish, cisco, smoked", - "Fish, cod, Atlantic, canned, solids and liquid", - "Fish, cod, Atlantic, cooked, dry heat", - "Fish, cod, Atlantic, dried and salted", - "Fish, cod, Atlantic, raw", - "Fish, cod, Pacific, cooked, dry heat", - "Fish, cod, Pacific, raw", - "Fish, croaker, Atlantic, cooked, breaded and fried", - "Fish, croaker, Atlantic, raw", - "Fish, cusk, cooked, dry heat", - "Fish, cusk, raw", - "Fish, devilfish, meat (Alaska Native)", - "Fish, dolphinfish, cooked, dry heat", - "Fish, dolphinfish, raw", - "Fish, drum, freshwater, cooked, dry heat", - "Fish, drum, freshwater, raw", - "Fish, eel, mixed species, cooked, dry heat", - "Fish, eel, mixed species, raw", - "Fish, fish portions and sticks, frozen, preheated", - "Fish, flatfish (flounder and sole species), cooked, dry heat", - "Fish, flatfish (flounder and sole species), raw", - "Fish, gefiltefish, commercial, sweet recipe", - "Fish, grouper, mixed species, cooked, dry heat", - "Fish, grouper, mixed species, raw", - "Fish, haddock, cooked, dry heat", - "Fish, haddock, raw", - "Fish, haddock, smoked", - "Fish, halibut, Atlantic and Pacific, cooked, dry heat", - "Fish, halibut, Atlantic and Pacific, raw", - "Fish, halibut, Greenland, raw", - "Fish, halibut, cooked, with skin (Alaska Native)", - "Fish, halibut, greenland, cooked, dry heat", - "Fish, halibut, raw, with skin (Alaska Native)", - "Fish, herring eggs on giant kelp, Pacific (Alaska Native)", - "Fish, herring eggs, Pacific, dry (Alaska Native)", - "Fish, herring eggs, Pacific, plain (Alaska Native)", - "Fish, herring, Atlantic, cooked, dry heat", - "Fish, herring, Atlantic, kippered", - "Fish, herring, Atlantic, pickled", - "Fish, herring, Atlantic, raw", - "Fish, herring, Pacific, cooked, dry heat", - "Fish, herring, Pacific, flesh, air-dried, packed in oil (Alaska Native)", - "Fish, herring, Pacific, raw", - "Fish, ling, cooked, dry heat", - "Fish, ling, raw", - "Fish, lingcod, cooked, dry heat", - "Fish, lingcod, liver (Alaska Native)", - "Fish, lingcod, meat, raw (Alaska Native)", - "Fish, lingcod, raw", - "Fish, mackerel, Atlantic, cooked, dry heat", - "Fish, mackerel, Atlantic, raw", - "Fish, mackerel, Pacific and jack, mixed species, cooked, dry heat", - "Fish, mackerel, Pacific and jack, mixed species, raw", - "Fish, mackerel, jack, canned, drained solids", - "Fish, mackerel, king, cooked, dry heat", - "Fish, mackerel, king, raw", - "Fish, mackerel, salted", - "Fish, mackerel, spanish, cooked, dry heat", - "Fish, mackerel, spanish, raw", - "Fish, milkfish, cooked, dry heat", - "Fish, milkfish, raw", - "Fish, monkfish, cooked, dry heat", - "Fish, monkfish, raw", - "Fish, mullet, striped, cooked, dry heat", - "Fish, mullet, striped, raw", - "Fish, ocean perch, Atlantic, cooked, dry heat", - "Fish, ocean perch, Atlantic, raw", - "Fish, perch, mixed species, cooked, dry heat", - "Fish, perch, mixed species, raw", - "Fish, pike, northern, cooked, dry heat", - "Fish, pike, northern, liver (Alaska Native)", - "Fish, pike, northern, raw", - "Fish, pike, walleye, cooked, dry heat", - "Fish, pike, walleye, raw", - "Fish, pollock, Atlantic, cooked, dry heat", - "Fish, pollock, Atlantic, raw", - "Fish, pollock, walleye, cooked, dry heat", - "Fish, pollock, walleye, raw", - "Fish, pompano, florida, cooked, dry heat", - "Fish, pompano, florida, raw", - "Fish, pout, ocean, cooked, dry heat", - "Fish, pout, ocean, raw", - "Fish, rockfish, Pacific, mixed species, cooked, dry heat", - "Fish, rockfish, Pacific, mixed species, raw", - "Fish, roe, mixed species, cooked, dry heat", - "Fish, roe, mixed species, raw", - "Fish, roughy, orange, cooked, dry heat", - "Fish, roughy, orange, raw", - "Fish, sablefish, cooked, dry heat", - "Fish, sablefish, raw", - "Fish, sablefish, smoked", - "Fish, salmon, Atlantic, farmed, cooked, dry heat", - "Fish, salmon, Atlantic, farmed, raw", - "Fish, salmon, Atlantic, wild, cooked, dry heat", - "Fish, salmon, Atlantic, wild, raw", - "Fish, salmon, chinook, cooked, dry heat", - "Fish, salmon, chinook, raw", - "Fish, salmon, chinook, smoked", - "Fish, salmon, chinook, smoked, (lox), regular", - "Fish, salmon, chum, canned, without salt, drained solids with bone", - "Fish, salmon, chum, cooked, dry heat", - "Fish, salmon, chum, drained solids with bone", - "Fish, salmon, chum, dried (Alaska Native)", - "Fish, salmon, chum, raw", - "Fish, salmon, coho (silver), raw (Alaska Native)", - "Fish, salmon, coho, farmed, cooked, dry heat", - "Fish, salmon, coho, farmed, raw", - "Fish, salmon, coho, wild, cooked, dry heat", - "Fish, salmon, coho, wild, cooked, moist heat", - "Fish, salmon, coho, wild, raw", - "Fish, salmon, king (chinook), raw (Alaska Native)", - "Fish, salmon, king, chinook, kippered, canned (Alaska Native)", - "Fish, salmon, king, chinook, liver (Alaska Native)", - "Fish, salmon, king, chinook, smoked and canned (Alaska Native)", - "Fish, salmon, king, chinook, smoked, brined (Alaska Native)", - "Fish, salmon, king, with skin, kippered, (Alaska Native)", - "Fish, salmon, pink, canned, drained solids with bone", - "Fish, salmon, pink, canned, solids with bone and liquid", - "Fish, salmon, pink, canned, without salt, solids with bone and liquid", - "Fish, salmon, pink, cooked, dry heat", - "Fish, salmon, pink, raw", - "Fish, salmon, red, (sockeye), canned, smoked (Alaska Native)", - "Fish, salmon, red, (sockeye), kippered (Alaska Native)", - "Fish, salmon, red, canned, bones removed (Alaska Native)", - "Fish, salmon, sockeye (red), raw (Alaska Native)", - "Fish, salmon, sockeye, canned, drained solids with bone", - "Fish, salmon, sockeye, canned, without salt, drained solids with bone", - "Fish, salmon, sockeye, cooked, dry heat", - "Fish, salmon, sockeye, raw", - "Fish, salmon, tipnuk, fermented (Alaska Native)", - "Fish, sardine, Atlantic, canned in oil, drained solids with bone", - "Fish, sardine, Pacific, canned in tomato sauce, drained solids with bone", - "Fish, scup, cooked, dry heat", - "Fish, scup, raw", - "Fish, sea bass, mixed species, cooked, dry heat", - "Fish, sea bass, mixed species, raw", - "Fish, seatrout, mixed species, cooked, dry heat", - "Fish, seatrout, mixed species, raw", - "Fish, shad, american, cooked, dry heat", - "Fish, shad, american, raw", - "Fish, shark, mixed species, cooked, batter-dipped and fried", - "Fish, shark, mixed species, raw", - "Fish, sheefish, raw (Alaska Native)", - "Fish, sheepshead, cooked, dry heat", - "Fish, sheepshead, raw", - "Fish, smelt, rainbow, cooked, dry heat", - "Fish, smelt, rainbow, raw", - "Fish, snapper, mixed species, cooked, dry heat", - "Fish, snapper, mixed species, raw", - "Fish, spot, cooked, dry heat", - "Fish, spot, raw", - "Fish, sturgeon, mixed species, cooked, dry heat", - "Fish, sturgeon, mixed species, raw", - "Fish, sturgeon, mixed species, smoked", - "Fish, sucker, white, cooked, dry heat", - "Fish, sucker, white, raw", - "Fish, sunfish, pumpkin seed, cooked, dry heat", - "Fish, sunfish, pumpkin seed, raw", - "Fish, surimi", - "Fish, swordfish, cooked, dry heat", - "Fish, swordfish, raw", - "Fish, tilapia, cooked, dry heat", - "Fish, tilapia, raw", - "Fish, tilefish, cooked, dry heat", - "Fish, tilefish, raw", - "Fish, trout, mixed species, cooked, dry heat", - "Fish, trout, mixed species, raw", - "Fish, trout, rainbow, farmed, cooked, dry heat", - "Fish, trout, rainbow, farmed, raw", - "Fish, trout, rainbow, wild, cooked, dry heat", - "Fish, trout, rainbow, wild, raw", - "Fish, tuna salad", - "Fish, tuna, fresh, bluefin, cooked, dry heat", - "Fish, tuna, fresh, bluefin, raw", - "Fish, tuna, fresh, skipjack, raw", - "Fish, tuna, fresh, yellowfin, raw", - "Fish, tuna, light, canned in oil, drained solids", - "Fish, tuna, light, canned in oil, without salt, drained solids", - "Fish, tuna, light, canned in water, drained solids", - "Fish, tuna, light, canned in water, without salt, drained solids", - "Fish, tuna, skipjack, fresh, cooked, dry heat", - "Fish, tuna, white, canned in oil, drained solids", - "Fish, tuna, white, canned in oil, without salt, drained solids", - "Fish, tuna, white, canned in water, drained solids", - "Fish, tuna, white, canned in water, without salt, drained solids", - "Fish, tuna, yellowfin, fresh, cooked, dry heat", - "Fish, turbot, european, cooked, dry heat", - "Fish, turbot, european, raw", - "Fish, whitefish, broad, head, eyes, cheeks and soft bones (Alaska Native)", - "Fish, whitefish, broad, liver (Alaska Native)", - "Fish, whitefish, dried (Alaska Native)", - "Fish, whitefish, eggs (Alaska Native)", - "Fish, whitefish, mixed species, cooked, dry heat", - "Fish, whitefish, mixed species, raw", - "Fish, whitefish, mixed species, raw (Alaska Native)", - "Fish, whitefish, mixed species, smoked", - "Fish, whiting, mixed species, cooked, dry heat", - "Fish, whiting, mixed species, raw", - "Fish, wolffish, Atlantic, cooked, dry heat", - "Fish, wolffish, Atlantic, raw", - "Fish, yellowtail, mixed species, cooked, dry heat", - "Fish, yellowtail, mixed species, raw", - "Flan, caramel custard, dry mix", - "Flan, caramel custard, dry mix, prepared with 2% milk", - "Flan, caramel custard, dry mix, prepared with whole milk", - "Fluid replacement, electrolyte solution (include PEDIALYTE)", - "Formulated bar, LUNA BAR, NUTZ OVER CHOCOLATE", - "Formulated bar, MARS SNACKFOOD US, COCOAVIA, Chocolate Almond Snack Bar", - "Formulated bar, MARS SNACKFOOD US, COCOAVIA, Chocolate Blueberry Snack Bar", - "Formulated bar, MARS SNACKFOOD US, SNICKERS MARATHON MULTIGRAIN CRUNCH BAR", - "Formulated bar, MARS SNACKFOOD US, SNICKERS MARATHON Protein Performance Bar, Caramel Nut Rush", - "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Chewy Chocolate Peanut Bar", - "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Double Chocolate Nut Bar", - "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Energy Bar, all flavors", - "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Honey Nut Oat Bar", - "Formulated bar, POWER BAR, chocolate", - "Formulated bar, SLIM-FAST OPTIMA meal bar, milk chocolate peanut", - "Formulated bar, ZONE PERFECT CLASSIC CRUNCH BAR, mixed flavors", - "Formulated bar, high fiber, chewy, oats and chocolate", - "Frankfurter, beef", - "Frankfurter, beef and pork", - "Frankfurter, beef and pork, low fat", - "Frankfurter, beef, heated", - "Frankfurter, beef, low fat", - "Frankfurter, beef, pork, and turkey, fat free", - "Frankfurter, chicken", - "Frankfurter, low sodium", - "Frankfurter, meat", - "Frankfurter, meat and poultry, low fat", - "Frankfurter, meat, heated", - "Frankfurter, meatless", - "Frankfurter, pork", - "Frankfurter, turkey", - "French toast, frozen, ready-to-heat", - "French toast, prepared from recipe, made with low fat (2%) milk", - "Frijoles rojos volteados (Refried beans, red, canned)", - "Frog legs, raw", - "Frostings, chocolate, creamy, dry mix", - "Frostings, chocolate, creamy, dry mix, prepared with butter", - "Frostings, chocolate, creamy, dry mix, prepared with margarine", - "Frostings, chocolate, creamy, ready-to-eat", - "Frostings, coconut-nut, ready-to-eat", - "Frostings, cream cheese-flavor, ready-to-eat", - "Frostings, glaze, chocolate, prepared-from-recipe, with butter, NFSMI Recipe No. C-32", - "Frostings, glaze, prepared-from-recipe", - "Frostings, vanilla, creamy, dry mix", - "Frostings, vanilla, creamy, dry mix, prepared with margarine", - "Frostings, vanilla, creamy, ready-to-eat", - "Frostings, white, fluffy, dry mix", - "Frostings, white, fluffy, dry mix, prepared with water", - "Frozen novelites, juice type, juice with cream", - "Frozen novelties, Fat Free FUDGESICLE bars", - "Frozen novelties, KLONDIKE, SLIM-A-BEAR Chocolate Cone", - "Frozen novelties, KLONDIKE, SLIM-A-BEAR Chocolate Sandwich", - "Frozen novelties, KLONDIKE, SLIM-A-BEAR Fudge Bar, 98% fat free, no sugar added", - "Frozen novelties, KLONDIKE, SLIM-A-BEAR Mint Sandwich", - "Frozen novelties, KLONDIKE, SLIM-A-BEAR Vanilla Cone", - "Frozen novelties, KLONDIKE, SLIM-A-BEAR Vanilla Sandwich", - "Frozen novelties, KLONDIKE, SLIM-A-BEAR, No Sugar Added, Stickless Bar", - "Frozen novelties, No Sugar Added CREAMSICLE Pops", - "Frozen novelties, No Sugar Added, FUDGESICLE pops", - "Frozen novelties, Sugar Free, CREAMSICLE Pops", - "Frozen novelties, fruit and juice bars", - "Frozen novelties, ice cream type, chocolate or caramel covered, with nuts", - "Frozen novelties, ice cream type, sundae, prepackaged", - "Frozen novelties, ice cream type, vanilla ice cream, light, no sugar added, chocolate coated", - "Frozen novelties, ice type, fruit, no sugar added", - "Frozen novelties, ice type, italian, restaurant-prepared", - "Frozen novelties, ice type, lime", - "Frozen novelties, ice type, pineapple-coconut", - "Frozen novelties, ice type, pop", - "Frozen novelties, ice type, pop, with low calorie sweetener", - "Frozen novelties, ice type, sugar free, orange, cherry, and grape POPSICLE pops", - "Frozen novelties, juice type, POPSICLE SCRIBBLERS", - "Frozen novelties, juice type, orange", - "Frozen yogurts, chocolate", - "Frozen yogurts, chocolate, nonfat milk, sweetened without sugar", - "Frozen yogurts, chocolate, soft-serve", - "Frozen yogurts, flavors other than chocolate", - "Frozen yogurts, vanilla, soft-serve", - "Fruit butters, apple", - "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, extra heavy syrup, solids and liquids", - "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, extra light syrup, solids and liquids", - "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, heavy syrup, solids and liquids", - "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, juice pack, solids and liquids", - "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, light syrup, solids and liquids", - "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, water pack, solids and liquids", - "Fruit cocktail, canned, heavy syrup, drained", - "Fruit punch drink, frozen concentrate", - "Fruit punch drink, frozen concentrate, prepared with water", - "Fruit punch drink, with added nutrients, canned", - "Fruit punch drink, without added nutrients, canned", - "Fruit punch juice drink, frozen concentrate", - "Fruit punch juice drink, frozen concentrate, prepared with water", - "Fruit punch-flavor drink, powder, without added sodium", - "Fruit punch-flavor drink, powder, without added sodium, prepared with water", - "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, extra heavy syrup, solids and liquids", - "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, heavy syrup, solids and liquids", - "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, juice pack, solids and liquids", - "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, light syrup, solids and liquids", - "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, water pack, solids and liquids", - "Fruit salad, (pineapple and papaya and banana and guava), tropical, canned, heavy syrup, solids and liquids", - "Fruit, mixed, (peach and cherry-sweet and -sour and raspberry and grape and boysenberry), frozen, sweetened", - "Fruit, mixed, (peach and pear and pineapple), canned, heavy syrup, solids and liquids", - "Fruit, mixed, (prune and apricot and pear), dried", - "Fruit-flavored drink mix, powder, unsweetened", - "Fruit-flavored drink, dry powdered mix, low calorie, with aspartame", - "Fruit-flavored drink, powder, with high vitamin C with other added vitamins, low calorie", - "Frybread, made with lard (Apache)", - "Frybread, made with lard (Navajo)", - "Fungi, Cloud ears, dried", - "GARDENBURGER Breaded Chik'n Veggie Patties", - "GARDENBURGER, Black Bean Chipotle Burger", - "GARDENBURGER, California Burger", - "GARDENBURGER, Flame Grilled Burger", - "GARDENBURGER, Garden Vegan", - "GARDENBURGER, Gourmet Baja Steak", - "GARDENBURGER, Gourmet Fire Dragon Steak", - "GARDENBURGER, Gourmet Hula Steak", - "GARDENBURGER, Gourmet Tuscany Steak", - "GARDENBURGER, Herb Crusted Cutlet", - "GARDENBURGER, Homestyle Classic Veggie Burger", - "GARDENBURGER, Malibu Burger made with organic whole grains, corn and carrots", - "GARDENBURGER, Original", - "GARDENBURGER, Savory Portabella Veggie Burger", - "GARDENBURGER, Sun-Dried Tomato Basil Burger", - "GARDENBURGER, Veggie Medley Burger", - "GENERAL MILLS, BETTY CROCKER SUPERMOIST Yellow Cake Mix, dry", - "GEORGE WESTON BAKERIES, Brownberry Sage and Onion Stuffing Mix, dry", - "GEORGE WESTON BAKERIES, Thomas English Muffins", - "GREEN GIANT, HARVEST BURGER, Original Flavor, All Vegetable Protein Patties, frozen", - "Game meat , bison, ground, raw", - "Game meat , bison, top sirloin, separable lean only, 1\" steak, cooked, broiled", - "Game meat, antelope, cooked, roasted", - "Game meat, antelope, raw", - "Game meat, bear, cooked, simmered", - "Game meat, bear, raw", - "Game meat, beaver, cooked, roasted", - "Game meat, beaver, raw", - "Game meat, beefalo, composite of cuts, cooked, roasted", - "Game meat, beefalo, composite of cuts, raw", - "Game meat, bison, chuck, shoulder clod, separable lean only, 3-5 lb roast, cooked, braised", - "Game meat, bison, chuck, shoulder clod, separable lean only, 3-5 lb roast, raw", - "Game meat, bison, ground, cooked, pan-broiled", - "Game meat, bison, ribeye, separable lean only, 1\" steak, cooked, broiled", - "Game meat, bison, ribeye, separable lean only, trimmed to 0\" fat, raw", - "Game meat, bison, separable lean only, cooked, roasted", - "Game meat, bison, separable lean only, raw", - "Game meat, bison, shoulder clod, separable lean only, trimmed to 0\" fat, raw", - "Game meat, bison, top round, separable lean only, 1\" steak, cooked, broiled", - "Game meat, bison, top round, separable lean only, 1\" steak, raw", - "Game meat, bison, top sirloin, separable lean only, trimmed to 0\" fat, raw", - "Game meat, boar, wild, cooked, roasted", - "Game meat, boar, wild, raw", - "Game meat, buffalo, water, cooked, roasted", - "Game meat, buffalo, water, raw", - "Game meat, caribou, cooked, roasted", - "Game meat, caribou, raw", - "Game meat, deer, cooked, roasted", - "Game meat, deer, ground, cooked, pan-broiled", - "Game meat, deer, ground, raw", - "Game meat, deer, loin, separable lean only, 1\" steak, cooked, broiled", - "Game meat, deer, raw", - "Game meat, deer, shoulder clod, separable lean only, 3-5 lb roast, cooked, braised", - "Game meat, deer, tenderloin, separable lean only, 0.5-1 lb roast, cooked, broiled", - "Game meat, deer, top round, separable lean only, 1\" steak, cooked, broiled", - "Game meat, elk, cooked, roasted", - "Game meat, elk, ground, cooked, pan-broiled", - "Game meat, elk, ground, raw", - "Game meat, elk, loin, separable lean only, cooked, broiled", - "Game meat, elk, raw", - "Game meat, elk, round, separable lean only, cooked, broiled", - "Game meat, elk, tenderloin, separable lean only, cooked, broiled", - "Game meat, goat, cooked, roasted", - "Game meat, horse, cooked, roasted", - "Game meat, horse, raw", - "Game meat, moose, cooked, roasted", - "Game meat, moose, raw", - "Game meat, muskrat, cooked, roasted", - "Game meat, muskrat, raw", - "Game meat, opossum, cooked, roasted", - "Game meat, rabbit, domesticated, composite of cuts, cooked, roasted", - "Game meat, rabbit, domesticated, composite of cuts, cooked, stewed", - "Game meat, rabbit, domesticated, composite of cuts, raw", - "Game meat, rabbit, wild, cooked, stewed", - "Game meat, rabbit, wild, raw", - "Game meat, raccoon, cooked, roasted", - "Game meat, squirrel, cooked, roasted", - "Game meat, squirrel, raw", - "Garlic, raw", - "Gelatin desserts, dry mix", - "Gelatin desserts, dry mix, prepared with water", - "Gelatin desserts, dry mix, reduced calorie, with aspartame", - "Gelatin desserts, dry mix, reduced calorie, with aspartame, added phosphorus, potassium, sodium, vitamin C", - "Gelatin desserts, dry mix, reduced calorie, with aspartame, no added sodium", - "Gelatin desserts, dry mix, reduced calorie, with aspartame, prepared with water", - "Gelatin desserts, dry mix, with added ascorbic acid, sodium-citrate and salt", - "Gelatins, dry powder, unsweetened", - "Gerber graduates Fruit Strips Real Fruit Bars", - "Ginger root, raw", - "Goat, raw", - "Goose, domesticated, meat and skin, cooked, roasted", - "Goose, domesticated, meat and skin, raw", - "Goose, domesticated, meat only, cooked, roasted", - "Goose, domesticated, meat only, raw", - "Goose, liver, raw", - "Gooseberries, canned, light syrup pack, solids and liquids", - "Gooseberries, raw", - "Gourd, dishcloth (towelgourd), cooked, boiled, drained, with salt", - "Gourd, dishcloth (towelgourd), cooked, boiled, drained, without salt", - "Gourd, dishcloth (towelgourd), raw", - "Gourd, white-flowered (calabash), cooked, boiled, drained, with salt", - "Gourd, white-flowered (calabash), cooked, boiled, drained, without salt", - "Gourd, white-flowered (calabash), raw", - "Granola bar, soft, milk chocolate coated, peanut butter", - "Grape drink, canned", - "Grape juice cocktail, frozen concentrate, diluted with 3 volume water, with added ascorbic acid", - "Grape juice cocktail, frozen concentrate, undiluted, with added ascorbic acid", - "Grape juice drink, canned", - "Grape juice, canned or bottled, unsweetened, with added ascorbic acid", - "Grape juice, canned or bottled, unsweetened, without added ascorbic acid", - "Grape leaves, canned", - "Grape leaves, raw", - "Grapefruit juice, pink, raw", - "Grapefruit juice, white, canned, sweetened", - "Grapefruit juice, white, canned, unsweetened", - "Grapefruit juice, white, frozen concentrate, unsweetened, diluted with 3 volume water", - "Grapefruit juice, white, frozen concentrate, unsweetened, undiluted", - "Grapefruit juice, white, raw", - "Grapefruit, raw, pink and red and white, all areas", - "Grapefruit, raw, pink and red, California and Arizona", - "Grapefruit, raw, pink and red, Florida", - "Grapefruit, raw, pink and red, all areas", - "Grapefruit, raw, white, California", - "Grapefruit, raw, white, Florida", - "Grapefruit, raw, white, all areas", - "Grapefruit, sections, canned, juice pack, solids and liquids", - "Grapefruit, sections, canned, light syrup pack, solids and liquids", - "Grapefruit, sections, canned, water pack, solids and liquids", - "Grapes, american type (slip skin), raw", - "Grapes, canned, thompson seedless, heavy syrup pack, solids and liquids", - "Grapes, canned, thompson seedless, water pack, solids and liquids", - "Grapes, muscadine, raw", - "Grapes, red or green (European type, such as Thompson seedless), raw", - "Gravy, HEINZ Home Style Savory Beef Gravy", - "Gravy, au jus, canned", - "Gravy, au jus, dry", - "Gravy, beef, canned, ready-to-serve", - "Gravy, brown instant, dry", - "Gravy, brown, dry", - "Gravy, chicken, canned, ready-to-serve", - "Gravy, chicken, dry", - "Gravy, instant beef, dry", - "Gravy, instant turkey, dry", - "Gravy, meat or poultry, low sodium, prepared", - "Gravy, mushroom, canned", - "Gravy, mushroom, dry, powder", - "Gravy, onion, dry, mix", - "Gravy, pork, dry, powder", - "Gravy, turkey, canned, ready-to-serve", - "Gravy, turkey, dry", - "Gravy, unspecified type, dry", - "Ground Turkey, fat free, raw", - "Ground turkey, 85% lean, 15% fat, pan-broiled crumbles", - "Ground turkey, 85% lean, 15% fat, patties, broiled", - "Ground turkey, 85% lean, 15% fat, raw", - "Ground turkey, 93% lean, 7% fat, pan-broiled crumbles", - "Ground turkey, 93% lean, 7% fat, patties, broiled", - "Ground turkey, 93% lean, 7% fat, raw", - "Ground turkey, fat free, pan-broiled crumbles", - "Ground turkey, fat free, patties, broiled", - "Groundcherries, (cape-gooseberries or poha), raw", - "Guanabana nectar, canned", - "Guava nectar, canned", - "Guava sauce, cooked", - "Guavas, common, raw", - "Guavas, strawberry, raw", - "Guinea hen, meat and skin, raw", - "Guinea hen, meat only, raw", - "HEINZ, WEIGHT WATCHER, Chocolate Eclair, frozen", - "HORMEL ALWAYS TENDER, Boneless Pork Loin, Fresh Pork", - "HORMEL ALWAYS TENDER, Center Cut Chops, Fresh Pork", - "HORMEL ALWAYS TENDER, Pork Loin Filets, Lemon Garlic-Flavored", - "HORMEL ALWAYS TENDER, Pork Tenderloin, Peppercorn-Flavored", - "HORMEL ALWAYS TENDER, Pork Tenderloin, Teriyaki-Flavored", - "HORMEL Canadian Style Bacon", - "HORMEL Pillow Pak Sliced Turkey Pepperoni", - "HORMEL SPAM, Lite Luncheon Meat, Pork and chicken, minced, canned, ascorbic acid added", - "HORMEL SPAM, Luncheon Meat, pork with ham, minced, canned", - "HORMEL WRANGLER Beef Franks", - "HORMEL, Cure 81 Ham", - "HOT POCKETS Ham 'N Cheese Stuffed Sandwich, frozen", - "HOT POCKETS, CROISSANT POCKETS Chicken, Broccoli, and Cheddar Stuffed Sandwich, frozen", - "HOT POCKETS, meatballs & mozzarella stuffed sandwich, frozen", - "Ham and cheese loaf or roll", - "Ham and cheese spread", - "Ham salad spread", - "Ham, chopped, canned", - "Ham, chopped, not canned", - "Ham, honey, smoked, cooked", - "Ham, minced", - "Ham, sliced, extra lean", - "Ham, sliced, regular (approximately 11% fat)", - "Hazelnuts, beaked (Northern Plains Indians)", - "Headcheese, pork", - "Hearts of palm, canned", - "Hominy, canned, white", - "Hominy, canned, yellow", - "Honey", - "Honey loaf, pork, beef", - "Honey roll sausage, beef", - "Horned melon (Kiwano)", - "Horseradish, prepared", - "Horseradish-tree leafy tips, raw", - "Horseradish-tree, leafy tips, cooked, boiled, drained, with salt", - "Horseradish-tree, leafy tips, cooked, boiled, drained, without salt", - "Horseradish-tree, pods, cooked, boiled, drained, with salt", - "Horseradish-tree, pods, cooked, boiled, drained, without salt", - "Horseradish-tree, pods, raw", - "Huckleberries, raw (Alaska Native)", - "Hummus, commercial", - "Hummus, home prepared", - "Hush puppies, prepared from recipe", - "Hyacinth beans, mature seeds, cooked, boiled, with salt", - "Hyacinth beans, mature seeds, cooked, boiled, without salt", - "Hyacinth beans, mature seeds, raw", - "Hyacinth-beans, immature seeds, cooked, boiled, drained, with salt", - "Hyacinth-beans, immature seeds, cooked, boiled, drained, without salt", - "Hyacinth-beans, immature seeds, raw", - "INTERSTATE BRANDS CORP, WONDER Hamburger Rolls", - "Ice cream cones, cake or wafer-type", - "Ice cream cones, sugar, rolled-type", - "Ice creams, BREYERS, 98% Fat Free Chocolate", - "Ice creams, BREYERS, 98% Fat Free Vanilla", - "Ice creams, BREYERS, All Natural Light French Chocolate", - "Ice creams, BREYERS, All Natural Light French Vanilla", - "Ice creams, BREYERS, All Natural Light Mint Chocolate Chip", - "Ice creams, BREYERS, All Natural Light Vanilla", - "Ice creams, BREYERS, All Natural Light Vanilla Chocolate Strawberry", - "Ice creams, BREYERS, No Sugar Added, Butter Pecan", - "Ice creams, BREYERS, No Sugar Added, Chocolate Caramel", - "Ice creams, BREYERS, No Sugar Added, French Vanilla", - "Ice creams, BREYERS, No Sugar Added, Vanilla", - "Ice creams, BREYERS, No Sugar Added, Vanilla Chocolate Strawberry", - "Ice creams, BREYERS, No Sugar Added, Vanilla Fudge Twirl", - "Ice creams, chocolate", - "Ice creams, chocolate, light", - "Ice creams, chocolate, light, no sugar added", - "Ice creams, chocolate, rich", - "Ice creams, french vanilla, soft-serve", - "Ice creams, regular, low carbohydrate, chocolate", - "Ice creams, regular, low carbohydrate, vanilla", - "Ice creams, strawberry", - "Ice creams, vanilla", - "Ice creams, vanilla, fat free", - "Ice creams, vanilla, light", - "Ice creams, vanilla, light, no sugar added", - "Ice creams, vanilla, light, soft-serve", - "Ice creams, vanilla, rich", - "Imitation cheese, american or cheddar, low cholesterol", - "Incaparina, dry mix (corn and soy flours), unprepared", - "Infant Formula, MEAD JOHNSON, ENFAMIL GENTLEASE LIPIL, with iron, prepared from powder", - "Infant Formula, MEAD JOHNSON, ENFAMIL, ENFACARE LIPIL, ready-to-feed, with ARA and DHA", - "Infant formula, ABBOTT NUTRITION, ALIMENTUM ADVANCE, with iron, powder, not reconstituted, with DHA and ARA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC NATURAL CARE, ADVANCE, ready-to-feed, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC NEOSURE, ready-to-feed, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ADVANCE, with iron, liquid concentrate, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ADVANCE, with iron, powder, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ADVANCE, with iron, ready-to-feed (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ALIMENTUM, ADVANCE, ready-to-feed, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ALIMENTUM, with iron, ready-to-feed (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, ADVANCE with iron, liquid concentrate (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, ADVANCE with iron, powder, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, ADVANCE with iron, ready-to-feed (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, with iron, liquid concentrate (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, with iron, powder, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, with iron, ready-to-feed (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, NEOSURE, powder, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, PM 60/40, powder not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, SENSITIVE (LACTOSE FREE) ready-to-feed, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, SENSITIVE, (LACTOSE FREE), liquid concentrate, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, SENSITIVE, (LACTOSE FREE), powder, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, SPECIAL CARE, ADVANCE 24, with iron, ready-to-feed, with ARA and DHA (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, low iron, liquid concentrate, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, low iron, powder, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, low iron, ready-to-feed (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, with iron, liquid concentrate, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, with iron, powder, not reconstituted (formerly ROSS)", - "Infant formula, ABBOTT NUTRITION, SIMILAC, with iron, ready-to-feed (formerly ROSS)", - "Infant formula, MEAD JOHNSON, ENFAMIL LIPIL, with iron, ready-to-feed, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, AR LIPIL, powder, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, AR LIPIL, ready-to-feed, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, ENFACARE LIPIL, powder, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE LIPIL, with iron, powder, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, LIPIL, with iron, liquid concentrate, not reconstituted, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, ready-to-feed", - "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, with iron, liquid concentrate, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, with iron, powder, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, low iron, liquid concentrate, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, low iron, powder, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, low iron, ready to feed, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, ready-to-feed, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, with iron, liquid concentrate, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, with iron, powder, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN LIPIL, with iron, powder, not reconstituted, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN LIPIL, with iron, ready to feed, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, LIPIL, with iron, liquid concentrate not reconstituted, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, with iron, liquid concentrate, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, with iron, powder, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, with iron, ready-to-feed", - "Infant formula, MEAD JOHNSON, ENFAMIL, PROSOBEE LIPIL, with iron, powder, not reconstituted, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, PROSOBEE, LIPIL, liquid concentrate, not reconstituted, with ARA and DHA", - "Infant formula, MEAD JOHNSON, ENFAMIL, PROSOBEE, with iron, powder, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, low iron, liquid concentrate, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, low iron, powder, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, low iron, ready-to-feed", - "Infant formula, MEAD JOHNSON, ENFAMIL, with iron, liquid concentrate, not reconstituted", - "Infant formula, MEAD JOHNSON, ENFAMIL, with iron, powder", - "Infant formula, MEAD JOHNSON, ENFAMIL, with iron, ready-to-feed", - "Infant formula, MEAD JOHNSON, NEXT STEP PROSOBEE, powder, not reconstituted", - "Infant formula, MEAD JOHNSON, NEXT STEP, PROSOBEE LIPIL, powder, with ARA and DHA", - "Infant formula, MEAD JOHNSON, NEXT STEP, PROSOBEE, LIPIL, ready to feed, with ARA and DHA", - "Infant formula, MEAD JOHNSON, PREGESTIMIL, with iron, powder, not reconstituted", - "Infant formula, MEAD JOHNSON, PREGESTIMIL, with iron, prepared from powder", - "Infant formula, MEAD JOHNSON, PROSOBEE LIPIL, with iron, ready to feed, with ARA and DHA", - "Infant formula, MEAD JOHNSON, PROSOBEE, with iron, liquid concentrate, not reconstituted", - "Infant formula, MEAD JOHNSON, PROSOBEE, with iron, ready-to-feed", - "Infant formula, MEAD JOHNSON,NEXT STEP PROSOBEE, prepared from powder", - "Infant formula, NESTLE, GOOD START 2 ESSENTIALS, with iron, liquid concentrate, not reconstituted", - "Infant formula, NESTLE, GOOD START 2 ESSENTIALS, with iron, powder", - "Infant formula, NESTLE, GOOD START 2 ESSENTIALS, with iron, ready-to-feed", - "Infant formula, NESTLE, GOOD START ESSENTIALS SOY, with iron, liquid concentrate, not reconstituted", - "Infant formula, NESTLE, GOOD START ESSENTIALS SOY, with iron, powder", - "Infant formula, NESTLE, GOOD START ESSENTIALS SOY, with iron, ready-to-feed", - "Infant formula, NESTLE, GOOD START SOY, with ARA and DHA, powder", - "Infant formula, NESTLE, GOOD START SOY, with DHA and ARA, liquid concentrate", - "Infant formula, NESTLE, GOOD START SOY, with DHA and ARA, ready-to-feed", - "Infant formula, NESTLE, GOOD START SUPREME, with iron, DHA and ARA, prepared from liquid concentrate", - "Infant formula, NESTLE, GOOD START SUPREME, with iron, DHA and ARA, ready-to-feed", - "Infant formula, NESTLE, GOOD START SUPREME, with iron, liquid concentrate, not reconstituted", - "Infant formula, NESTLE, GOOD START SUPREME, with iron, powder", - "Infant formula, NESTLE, GOOD START SUPREME, with iron, ready-to-feed", - "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, liquid concentrate, not reconstituted (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, powder (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, ready-to-feed (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, soy, liquid concentrate (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, soy, powder (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, soy, ready-to-feed (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, store brand, liquid concentrate, not reconstituted (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, store brand, powder (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, store brand, ready-to-feed (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, store brand, soy, liquid concentrate, not reconstituted (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, store brand, soy, powder (formerly WYETH-AYERST)", - "Infant formula, PBM PRODUCTS, store brand, soy, ready-to-feed (formerly WYETH-AYERST)", - "Jackfruit, canned, syrup pack", - "Jackfruit, raw", - "Jams and preserves", - "Jams and preserves, apricot", - "Jams and preserves, dietetic (with sodium saccharin), any flavor", - "Java-plum, (jambolan), raw", - "Jellies", - "Jellies, reduced sugar, home preserved", - "Jellyfish, dried, salted", - "Jerusalem-artichokes, raw", - "Jew's ear, (pepeao), raw", - "Juice, apple and grape blend, with added ascorbic acid", - "Juice, apple, grape and pear blend, with added ascorbic acid and calcium", - "Jujube, dried", - "Jujube, raw", - "Jute, potherb, cooked, boiled, drained, with salt", - "Jute, potherb, cooked, boiled, drained, without salt", - "Jute, potherb, raw", - "KASHI GOLEAN Crisp Toasted Berry Crumble", - "KEEBLER, KEEBLER Chocolate Graham SELECTS", - "KEEBLER, KEEBLER GOLDEN Vanilla Wafers, Artificially Flavored", - "KELLOGG'S Eggo Golden Oat Waffles", - "KELLOGG'S Eggo Lowfat Blueberry Nutri-Grain Waffles", - "KELLOGG'S Eggo Lowfat Homestyle Waffles", - "KELLOGG'S Eggo Lowfat Nutri-Grain Waffles", - "KELLOGG'S Pop-Tarts Pastry Swirls, Apple Cinnamon Danish", - "KELLOGG'S Pop-Tarts Pastry Swirls, Cheese Danish", - "KELLOGG'S Pop-Tarts Pastry Swirls, Strawberry Danish", - "KELLOGG, KELLOG'S NUTRI-GRAIN CEREAL BARS, Mixed Berry", - "KELLOGG, KELLOGG'S EGGO, Banana Bread Waffles", - "KELLOGG, KELLOGG'S EGGO, Buttermilk Pancake", - "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Frosted brown sugar cinnamon", - "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Frosted chocolate fudge", - "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Frosted strawberry", - "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Strawberry", - "KENTUCKY FRIED CHICKEN, Biscuit, analyzed prior to January 2007", - "KENTUCKY FRIED CHICKEN, Coleslaw", - "KENTUCKY FRIED CHICKEN, Crispy Chicken Strips", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Breast, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Breast, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Drumstick, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Drumstick, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Skin and Breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Thigh, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Thigh, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Wing, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Wing, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Breast, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Breast, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Drumstick, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Drumstick, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Skin and Breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Thigh, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Thigh, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Wing, meat and skin with breading", - "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Wing, meat only, skin and breading removed", - "KENTUCKY FRIED CHICKEN, Popcorn Chicken", - "KENTUCKY FRIED CHICKEN, Potato Wedges, analyzed prior to January 2007", - "KRAFT BREAKSTONE'S FREE Fat Free Sour Cream", - "KRAFT BREAKSTONE'S Reduced Fat Sour Cream", - "KRAFT BREYERS LIGHT N' LIVELY Lowfat Strawberry Yogurt (1% Milkfat)", - "KRAFT BREYERS LIGHT Nonfat Strawberry Yogurt (with Aspartame and Fructose Sweeteners)", - "KRAFT BREYERS Lowfat Strawberry Yogurt (1% Milkfat)", - "KRAFT BREYERS Smooth & Creamy Lowfat Strawberry Yogurt (1% Milkfat)", - "KRAFT CHEEZ WHIZ LIGHT Pasteurized Process Cheese Product", - "KRAFT CHEEZ WHIZ Pasteurized Process Cheese Sauce", - "KRAFT FOODS, SHAKE 'N' BAKE ORIGINAL RECIPE, Coating for Pork, dry", - "KRAFT FREE Singles American Nonfat Pasteurized Process Cheese Product", - "KRAFT VELVEETA LIGHT Reduced Fat Pasteurized Process Cheese Product", - "KRAFT VELVEETA Pasteurized Process Cheese Spread", - "KRAFT, STOVE TOP Stuffing Mix Chicken Flavor", - "Kale, cooked, boiled, drained, with salt", - "Kale, cooked, boiled, drained, without salt", - "Kale, frozen, cooked, boiled, drained, with salt", - "Kale, frozen, cooked, boiled, drained, without salt", - "Kale, frozen, unprepared", - "Kale, raw", - "Kale, scotch, cooked, boiled, drained, with salt", - "Kale, scotch, cooked, boiled, drained, without salt", - "Kale, scotch, raw", - "Kamut, cooked", - "Kamut, uncooked", - "Kanpyo, (dried gourd strips)", - "Keikitos (muffins), Latino bakery item", - "Kielbasa, Polish, turkey and beef, smoked", - "Kielbasa, kolbassy, pork, beef, nonfat dry milk added", - "Kiwifruit, gold, raw", - "Kiwifruit, green, raw", - "Knackwurst, knockwurst, pork, beef", - "Kohlrabi, cooked, boiled, drained, with salt", - "Kohlrabi, cooked, boiled, drained, without salt", - "Kohlrabi, raw", - "Kumquats, raw", - "LEAN POCKETS, Ham N Cheddar", - "LITTLE CAESARS 14\" Cheese Pizza, Large Deep Dish Crust", - "LITTLE CAESARS 14\" Cheese Pizza, Thin Crust", - "LITTLE CAESARS 14\" Original Round Cheese Pizza, Regular Crust", - "LITTLE CAESARS 14\" Original Round Meat and Vegetable Pizza, Regular Crust", - "LITTLE CAESARS 14\" Original Round Pepperoni Pizza, Regular Crust", - "LITTLE CAESARS 14\" Pepperoni Pizza, Large Deep Dish Crust", - "LOMA LINDA Big Franks, canned, unprepared", - "LOMA LINDA Linketts, canned, unprepared", - "LOMA LINDA Little Links, canned, unprepared", - "LOMA LINDA Low Fat Big Franks, canned, unprepared", - "LOMA LINDA Redi-Burger, canned, unprepared", - "LOMA LINDA Swiss Stake with Gravy, canned, unprepared", - "LOMA LINDA Tender Bits, canned, unprepared", - "LOMA LINDA Tender Rounds with Gravy, canned, unprepared", - "LOMA LINDA Vege-Burger, canned, unprepared", - "LOUIS RICH, Chicken (white, oven roasted)", - "LOUIS RICH, Chicken Breast (oven roasted deluxe)", - "LOUIS RICH, Chicken Breast Classic Baked /Grill (carving board)", - "LOUIS RICH, Franks (turkey and chicken cheese)", - "LOUIS RICH, Franks (turkey and chicken)", - "LOUIS RICH, Turkey (honey roasted, fat free)", - "LOUIS RICH, Turkey Bacon", - "LOUIS RICH, Turkey Bologna", - "LOUIS RICH, Turkey Breast (Smoked, Carving Board)", - "LOUIS RICH, Turkey Breast (oven roasted, fat free)", - "LOUIS RICH, Turkey Breast (oven roasted, portion fat free)", - "LOUIS RICH, Turkey Breast (smoked, portion fat free)", - "LOUIS RICH, Turkey Breast and White Turkey (oven roasted)", - "LOUIS RICH, Turkey Breast and White Turkey (smoked sliced)", - "LOUIS RICH, Turkey Ham (10% water added)", - "LOUIS RICH, Turkey Nuggets/Sticks (breaded)", - "LOUIS RICH, Turkey Salami", - "LOUIS RICH, Turkey Salami Cotto", - "LOUIS RICH, Turkey Smoked Sausage", - "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, cooked", - "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean only, trimmed to 1/8\" fat, cooked", - "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, foreshank, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", - "Lamb, Australian, imported, fresh, foreshank, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, foreshank, separable lean only, trimmed to 1/8\" fat, cooked, braised", - "Lamb, Australian, imported, fresh, foreshank, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean only, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, shank half, separable lean only, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, leg, shank half, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean only, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean only, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean only, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, loin, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, loin, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, loin, separable lean only, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, loin, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, rib, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, rib, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, rib, separable lean only, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, Australian, imported, fresh, rib, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, separable fat, cooked", - "Lamb, Australian, imported, fresh, separable fat, raw", - "Lamb, Australian, imported, fresh, shoulder ,blade, separable lean only, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", - "Lamb, Australian, imported, fresh, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, shoulder, arm, separable lean only, trimmed to 1/8\" fat, cooked, braised", - "Lamb, Australian, imported, fresh, shoulder, arm, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, Australian, imported, fresh, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, shoulder, blade, separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, cooked", - "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean only, trimmed to 1/8\" fat, cooked", - "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean only, trimmed to 1/8\" fat, raw", - "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable fat, cooked", - "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable fat, raw", - "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, cooked", - "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, raw", - "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean only, cooked", - "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean only, raw", - "Lamb, New Zealand, imported, frozen, foreshank, separable lean and fat, cooked, braised", - "Lamb, New Zealand, imported, frozen, foreshank, separable lean and fat, raw", - "Lamb, New Zealand, imported, frozen, foreshank, separable lean only, cooked, braised", - "Lamb, New Zealand, imported, frozen, foreshank, separable lean only, raw", - "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, cooked, roasted", - "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, raw", - "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean only, cooked, roasted", - "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean only, raw", - "Lamb, New Zealand, imported, frozen, loin, separable lean and fat, cooked, broiled", - "Lamb, New Zealand, imported, frozen, loin, separable lean and fat, raw", - "Lamb, New Zealand, imported, frozen, loin, separable lean only, cooked, broiled", - "Lamb, New Zealand, imported, frozen, loin, separable lean only, raw", - "Lamb, New Zealand, imported, frozen, rib, separable lean and fat, cooked, roasted", - "Lamb, New Zealand, imported, frozen, rib, separable lean and fat, raw", - "Lamb, New Zealand, imported, frozen, rib, separable lean only, cooked, roasted", - "Lamb, New Zealand, imported, frozen, rib, separable lean only, raw", - "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, cooked, braised", - "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, raw", - "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean only, cooked, braised", - "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean only, raw", - "Lamb, domestic, composite of trimmed retail cuts, separable fat, trimmed to 1/4\" fat, choice, cooked", - "Lamb, domestic, composite of trimmed retail cuts, separable fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/4\" fat, choice, cooked", - "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, cooked", - "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, composite of trimmed retail cuts, separable lean only, trimmed to 1/4\" fat, choice, cooked", - "Lamb, domestic, composite of trimmed retail cuts, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, cubed for stew or kabob (leg and shoulder), separable lean only, trimmed to 1/4\" fat, cooked, braised", - "Lamb, domestic, cubed for stew or kabob (leg and shoulder), separable lean only, trimmed to 1/4\" fat, cooked, broiled", - "Lamb, domestic, cubed for stew or kabob (leg and shoulder), separable lean only, trimmed to 1/4\" fat, raw", - "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", - "Lamb, domestic, foreshank, separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, foreshank, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, leg, shank half, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, shank half, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, leg, sirloin half, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, sirloin half, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, leg, whole (shank and sirloin), separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, leg, whole (shank and sirloin), separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, loin, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, loin, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, loin, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, loin, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Lamb, domestic, loin, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Lamb, domestic, loin, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, loin, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, loin, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, loin, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, rib, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, rib, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, rib, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, rib, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Lamb, domestic, rib, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Lamb, domestic, rib, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, rib, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, rib, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, rib, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, choice, roasted", - "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, raw", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, raw", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", - "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, raw", - "Lamb, ground, cooked, broiled", - "Lamb, ground, raw", - "Lamb, new zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, cooked", - "Lamb, new zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, new zealand, imported, frozen, foreshank, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", - "Lamb, new zealand, imported, frozen, foreshank, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, new zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, new zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, new zealand, imported, frozen, loin, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", - "Lamb, new zealand, imported, frozen, loin, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, new zealand, imported, frozen, rib, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", - "Lamb, new zealand, imported, frozen, rib, separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, new zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, cooked, braised", - "Lamb, new zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, raw", - "Lamb, variety meats and by-products, brain, cooked, braised", - "Lamb, variety meats and by-products, brain, cooked, pan-fried", - "Lamb, variety meats and by-products, brain, raw", - "Lamb, variety meats and by-products, heart, cooked, braised", - "Lamb, variety meats and by-products, heart, raw", - "Lamb, variety meats and by-products, kidneys, cooked, braised", - "Lamb, variety meats and by-products, kidneys, raw", - "Lamb, variety meats and by-products, liver, cooked, braised", - "Lamb, variety meats and by-products, liver, cooked, pan-fried", - "Lamb, variety meats and by-products, liver, raw", - "Lamb, variety meats and by-products, lungs, cooked, braised", - "Lamb, variety meats and by-products, lungs, raw", - "Lamb, variety meats and by-products, mechanically separated, raw", - "Lamb, variety meats and by-products, pancreas, cooked, braised", - "Lamb, variety meats and by-products, pancreas, raw", - "Lamb, variety meats and by-products, spleen, cooked, braised", - "Lamb, variety meats and by-products, spleen, raw", - "Lamb, variety meats and by-products, tongue, cooked, braised", - "Lamb, variety meats and by-products, tongue, raw", - "Lambs quarters, cooked, boiled, drained, with salt", - "Lambsquarters, cooked, boiled, drained, without salt", - "Lambsquarters, raw", - "Lambsquarters, raw (Northern Plains Indians)", - "Lambsquarters, steamed (Northern Plains Indians)", - "Lard", - "Lasagna with meat & sauce, frozen entree", - "Lasagna with meat & sauce, low-fat, frozen entree", - "Lasagna, Cheese, frozen, prepared", - "Lasagna, Vegetable, frozen, baked", - "Lean Pockets, Meatballs & Mozzarella", - "Leavening agents, baking powder, double-acting, sodium aluminum sulfate", - "Leavening agents, baking powder, double-acting, straight phosphate", - "Leavening agents, baking powder, low-sodium", - "Leavening agents, baking soda", - "Leavening agents, cream of tartar", - "Leavening agents, yeast, baker's, active dry", - "Leavening agents, yeast, baker's, compressed", - "Lebanon bologna, beef", - "Leeks, (bulb and lower leaf-portion), cooked, boiled, drained, with salt", - "Leeks, (bulb and lower leaf-portion), cooked, boiled, drained, without salt", - "Leeks, (bulb and lower leaf-portion), raw", - "Leeks, (bulb and lower-leaf portion), freeze-dried", - "Lemon grass (citronella), raw", - "Lemon juice, canned or bottled", - "Lemon juice, frozen, unsweetened, single strength", - "Lemon juice, raw", - "Lemon peel, raw", - "Lemonade, frozen concentrate, pink", - "Lemonade, frozen concentrate, pink, prepared with water", - "Lemonade, frozen concentrate, white", - "Lemonade, frozen concentrate, white, prepared with water", - "Lemonade, low calorie, with aspartame, powder", - "Lemonade, low calorie, with aspartame, powder, prepared with water", - "Lemonade, powder", - "Lemonade, powder, prepared with water", - "Lemonade-flavor drink, powder", - "Lemonade-flavor drink, powder, prepared with water", - "Lemons, raw, without peel", - "Lentils, mature seeds, cooked, boiled, with salt", - "Lentils, mature seeds, cooked, boiled, without salt", - "Lentils, pink, raw", - "Lentils, raw", - "Lentils, sprouted, cooked, stir-fried, with salt", - "Lentils, sprouted, cooked, stir-fried, without salt", - "Lentils, sprouted, raw", - "Lettuce, butterhead (includes boston and bibb types), raw", - "Lettuce, cos or romaine, raw", - "Lettuce, green leaf, raw", - "Lettuce, iceberg (includes crisphead types), raw", - "Lettuce, red leaf, raw", - "Light Ice Cream, soft serve, blended with cookie pieces", - "Light Ice Cream, soft serve, blended with milk chocolate candies", - "Lima beans, immature seeds, canned, no salt added, solids and liquids", - "Lima beans, immature seeds, cooked, boiled, drained, with salt", - "Lima beans, immature seeds, cooked, boiled, drained, without salt", - "Lima beans, immature seeds, frozen, baby, cooked, boiled, drained, with salt", - "Lima beans, immature seeds, frozen, baby, cooked, boiled, drained, without salt", - "Lima beans, immature seeds, frozen, baby, unprepared", - "Lima beans, immature seeds, frozen, fordhook, cooked, boiled, drained, with salt", - "Lima beans, immature seeds, frozen, fordhook, cooked, boiled, drained, without salt", - "Lima beans, immature seeds, frozen, fordhook, unprepared", - "Lima beans, immature seeds, raw", - "Lima beans, large, mature seeds, canned", - "Lima beans, large, mature seeds, cooked, boiled, with salt", - "Lima beans, large, mature seeds, cooked, boiled, without salt", - "Lima beans, large, mature seeds, raw", - "Lima beans, thin seeded (baby), mature seeds, cooked, boiled, with salt", - "Lima beans, thin seeded (baby), mature seeds, cooked, boiled, without salt", - "Lima beans, thin seeded (baby), mature seeds, raw", - "Lime juice, canned or bottled, unsweetened", - "Lime juice, raw", - "Limeade, frozen concentrate", - "Limeade, frozen concentrate, prepared with water", - "Limes, raw", - "Litchis, dried", - "Litchis, raw", - "Liver cheese, pork", - "Liver sausage, liverwurst, pork", - "Liverwurst spread", - "Loganberries, frozen", - "Longans, dried", - "Longans, raw", - "Loquats, raw", - "Lotus root, cooked, boiled, drained, with salt", - "Lotus root, cooked, boiled, drained, without salt", - "Lotus root, raw", - "Luncheon meat, beef, loaved", - "Luncheon meat, beef, thin sliced", - "Luncheon meat, pork and chicken, minced, canned, includes SPAM Lite", - "Luncheon meat, pork with ham, minced, canned, includes SPAM (Hormel)", - "Luncheon meat, pork, beef", - "Luncheon meat, pork, canned", - "Luncheon meat, pork, ham, and chicken, minced, canned, reduced sodium, added ascorbic acid, includes SPAM, 25% less sodium", - "Luncheon sausage, pork and beef", - "Luncheon slices, meatless", - "Lupins, mature seeds, cooked, boiled, with salt", - "Lupins, mature seeds, cooked, boiled, without salt", - "Lupins, mature seeds, raw", - "Luxury loaf, pork", - "MARTHA WHITE FOODS, Martha White's Buttermilk Biscuit Mix,dry", - "MARTHA WHITE FOODS, Martha White's Chewy Fudge Brownie Mix,dry", - "MCKEE BAKING, LITTLE DEBBIE NUTTY BARS, Wafers with Peanut Butter, Chocolate Covered", - "MISSION FOODS, MISSION Flour Tortillas, Soft Taco, 8 inch", - "MORI-NU, Tofu, silken, extra firm", - "MORI-NU, Tofu, silken, firm", - "MORI-NU, Tofu, silken, lite extra firm", - "MORI-NU, Tofu, silken, lite firm", - "MORI-NU, Tofu, silken, soft", - "MORNINGSTAR FARMS Asian Veggie Patties, frozen, unprepared", - "MORNINGSTAR FARMS BBQ Riblets, frozen, unprepared", - "MORNINGSTAR FARMS Breakfast Pattie made with Organic Soy, frozen, unprepared", - "MORNINGSTAR FARMS California Turk'y Burger, frozen, unprepared", - "MORNINGSTAR FARMS Chik Patties, frozen, unprepared", - "MORNINGSTAR FARMS Chik'n Grill Veggie Patties, frozen, unprepared", - "MORNINGSTAR FARMS Chik'n Nuggets, frozen, unprepared", - "MORNINGSTAR FARMS Garden Veggie Patties, frozen, unprepared", - "MORNINGSTAR FARMS Grillers Burger Style Recipe Crumbles, frozen, unprepared", - "MORNINGSTAR FARMS Grillers Original, frozen, unprepared", - "MORNINGSTAR FARMS Grillers Prime, frozen, unprepared", - "MORNINGSTAR FARMS Grillers Quarter Pound Veggie Burger, frozen, unprepared", - "MORNINGSTAR FARMS Grillers Vegan, frozen, unprepared", - "MORNINGSTAR FARMS Hot and Spicy Veggie Sausage Patties, frozen, unprepared", - "MORNINGSTAR FARMS Italian Herb Chik Patties, frozen, unprepared", - "MORNINGSTAR FARMS Lasagna with Veggie Sausage, frozen, unpreapred", - "MORNINGSTAR FARMS Maple Flavored Veggie Sausage Patties, frozen, unprepared", - "MORNINGSTAR FARMS Meal Starters Chik'n Strips, frozen, unprepared", - "MORNINGSTAR FARMS MeatFree Buffalo Wings, frozen, unprepared", - "MORNINGSTAR FARMS Mushroom Lover's Burger, frozen, unprepared", - "MORNINGSTAR FARMS Original Chik'n Tenders, frozen, unprepared", - "MORNINGSTAR FARMS Sausage Style Recipe Crumbles, frozen, unprepared", - "MORNINGSTAR FARMS Spicy Black Bean Burger, frozen, unprepared", - "MORNINGSTAR FARMS Tomato & Basil Pizza Burger, frozen, unprepared", - "MORNINGSTAR FARMS Veggie Breakfast Bacon Strips, frozen, unprepared", - "MORNINGSTAR FARMS Veggie Breakfast Sausage Links, frozen, unprepared", - "MORNINGSTAR FARMS Veggie Breakfast Sausage Patties, frozen, unprepared", - "MORNINGSTAR FARMS Veggie Italian Style Sausage, frozen, unprepared", - "MORNINGSTAR FARMS Veggie Sweet and Sour Chik'n, frozen, unprepared", - "Macaroni and Cheese, canned entree", - "Macaroni and Cheese, canned, microwaveable", - "Macaroni and cheese dinner with dry sauce mix, boxed, prepared with 2% milk and 60% vegetable oil spread", - "Macaroni and cheese dinner with dry sauce mix, boxed, uncooked", - "Macaroni and cheese loaf, chicken, pork and beef", - "Macaroni, cooked, enriched", - "Macaroni, cooked, unenriched", - "Macaroni, dry, enriched", - "Macaroni, dry, unenriched", - "Macaroni, protein-fortified, cooked, enriched, (n x 5.70)", - "Macaroni, protein-fortified, cooked, enriched, (n x 6.25)", - "Macaroni, protein-fortified, dry, enriched, (n x 5.70)", - "Macaroni, protein-fortified, dry, enriched, (n x 6.25)", - "Macaroni, vegetable, cooked, enriched", - "Macaroni, vegetable, dry, enriched", - "Macaroni, whole-wheat, cooked", - "Macaroni, whole-wheat, dry", - "Malabar spinach, cooked", - "Malt beverage", - "Malted drink mix, chocolate, powder", - "Malted drink mix, chocolate, powder, prepared with whole milk", - "Malted drink mix, chocolate, with added nutrients, powder", - "Malted drink mix, chocolate, with added nutrients, powder, prepared with whole milk", - "Malted drink mix, natural, powder", - "Malted drink mix, natural, powder, prepared with whole milk", - "Malted drink mix, natural, with added nutrients, powder", - "Malted drink mix, natural, with added nutrients, powder, prepared with whole milk", - "Mammy-apple, (mamey), raw", - "Mango nectar, canned", - "Mangos, raw", - "Mangosteen, canned, syrup pack", - "Maraschino cherries, canned, drained", - "Margarine Spread, approximately 48% fat, tub", - "Margarine, 80% fat, stick, includes regular and hydrogenated corn and soybean oils", - "Margarine, 80% fat, tub, CANOLA HARVEST Soft Spread (canola, palm and palm kernel oils)", - "Margarine, industrial, non-dairy, cottonseed, soy oil (partially hydrogenated ), for flaky pastries", - "Margarine, industrial, soy and partially hydrogenated soy oil, use for baking, sauces and candy", - "Margarine, margarine-like vegetable oil spread, 67-70% fat, tub", - "Margarine, margarine-type vegetable oil spread, 70% fat, soybean and partially hydrogenated soybean, stick", - "Margarine, regular, 80% fat, composite, stick, with salt", - "Margarine, regular, 80% fat, composite, stick, with salt, with added vitamin D", - "Margarine, regular, 80% fat, composite, stick, without salt", - "Margarine, regular, 80% fat, composite, stick, without salt, with added vitamin D", - "Margarine, regular, 80% fat, composite, tub, with salt", - "Margarine, regular, 80% fat, composite, tub, with salt, with added vitamin D", - "Margarine, regular, 80% fat, composite, tub, without salt", - "Margarine, regular, hard, soybean (hydrogenated)", - "Margarine-like shortening, industrial, soy (partially hydrogenated), cottonseed, and soy, principal use flaky pastries", - "Margarine-like spread with yogurt, 70% fat, stick, with salt", - "Margarine-like spread with yogurt, approximately 40% fat, tub, with salt", - "Margarine-like spread, BENECOL Light Spread", - "Margarine-like spread, SMART BALANCE Light Buttery Spread", - "Margarine-like spread, SMART BALANCE Omega Plus Spread (with plant sterols & fish oil)", - "Margarine-like spread, SMART BALANCE Regular Buttery Spread with flax oil", - "Margarine-like spread, SMART BEAT Smart Squeeze", - "Margarine-like spread, SMART BEAT Super Light without saturated fat", - "Margarine-like vegetable-oil spread, stick/tub/bottle, 60% fat, with added vitamin D", - "Margarine-like, butter-margarine blend, 80% fat, stick, without salt", - "Margarine-like, margarine-butter blend, soybean oil and butter", - "Margarine-like, vegetable oil spread, 20% fat, with salt", - "Margarine-like, vegetable oil spread, 20% fat, without salt", - "Margarine-like, vegetable oil spread, 60% fat, stick, with salt", - "Margarine-like, vegetable oil spread, 60% fat, stick, with salt, with added vitamin D", - "Margarine-like, vegetable oil spread, 60% fat, stick/tub/bottle, with salt", - "Margarine-like, vegetable oil spread, 60% fat, stick/tub/bottle, without salt", - "Margarine-like, vegetable oil spread, 60% fat, stick/tub/bottle, without salt, with added vitamin D", - "Margarine-like, vegetable oil spread, 60% fat, tub, with salt", - "Margarine-like, vegetable oil spread, 60% fat, tub, with salt, with added vitamin D", - "Margarine-like, vegetable oil spread, approximately 37% fat, unspecified oils, with salt, with added vitamin D", - "Margarine-like, vegetable oil spread, fat free, liquid, with salt", - "Margarine-like, vegetable oil spread, fat-free, tub", - "Margarine-like, vegetable oil spread, stick or tub, sweetened", - "Margarine-like, vegetable oil spread, unspecified oils, approximately 37% fat, with salt", - "Margarine-like, vegetable oil-butter spread, reduced calorie, tub, with salt", - "Margarine-like, vegetable oil-butter spread, tub, with salt", - "Marmalade, orange", - "Mashu roots, raw (Alaska Native)", - "Mayonnaise dressing, no cholesterol", - "Mayonnaise, low sodium, low calorie or diet", - "Mayonnaise, made with tofu", - "Mayonnaise, reduced-calorie or diet, cholesterol-free", - "McDONALD'S Bacon Ranch Salad with Crispy Chicken", - "McDONALD'S, Apple Dippers", - "McDONALD'S, Apple Dippers with Low Fat Caramel Sauce", - "McDONALD'S, BIG 'N TASTY", - "McDONALD'S, BIG 'N TASTY (without mayonnaise)", - "McDONALD'S, BIG 'N TASTY with Cheese", - "McDONALD'S, BIG 'N TASTY with Cheese (without mayonnaise)", - "McDONALD'S, BIG BREAKFAST", - "McDONALD'S, BIG MAC", - "McDONALD'S, BIG MAC (without Big Mac Sauce)", - "McDONALD'S, Bacon Egg & Cheese Biscuit", - "McDONALD'S, Bacon Ranch Salad with Grilled Chicken", - "McDONALD'S, Bacon Ranch Salad without chicken", - "McDONALD'S, Bacon, Egg & Cheese McGRIDDLES", - "McDONALD'S, Baked Apple Pie", - "McDONALD'S, Barbeque Sauce", - "McDONALD'S, Biscuit, large size", - "McDONALD'S, Biscuit, regular size", - "McDONALD'S, Caesar Salad with Crispy Chicken", - "McDONALD'S, Caesar Salad with Grilled Chicken", - "McDONALD'S, Caesar Salad without chicken", - "McDONALD'S, Cheeseburger", - "McDONALD'S, Chicken McNUGGETS", - "McDONALD'S, Chicken SELECTS Premium Breast Strips", - "McDONALD'S, Chocolate TRIPLE THICK Shake", - "McDONALD'S, Creamy Ranch Sauce", - "McDONALD'S, DOUBLE QUARTER POUNDER with Cheese", - "McDONALD'S, Deluxe Breakfast, with syrup and margarine", - "McDONALD'S, Deluxe Warm Cinnamon Roll", - "McDONALD'S, Double Cheeseburger", - "McDONALD'S, Egg McMUFFIN", - "McDONALD'S, English Muffin", - "McDONALD'S, FILET-O-FISH", - "McDONALD'S, FILET-O-FISH (without tartar sauce)", - "McDONALD'S, French Fries", - "McDONALD'S, Fruit & Walnut Salad", - "McDONALD'S, Fruit 'n Yogurt Parfait", - "McDONALD'S, Fruit 'n Yogurt Parfait (without granola)", - "McDONALD'S, Hamburger", - "McDONALD'S, Hash Browns", - "McDONALD'S, Honey", - "McDONALD'S, Hot Caramel Sundae", - "McDONALD'S, Hot Fudge Sundae", - "McDONALD'S, Hot Mustard Sauce", - "McDONALD'S, Hotcakes (plain)", - "McDONALD'S, Hotcakes (with 2 pats margarine & syrup)", - "McDONALD'S, Hotcakes and Sausage", - "McDONALD'S, Low Fat Caramel Sauce", - "McDONALD'S, McCHICKEN Sandwich (without mayonnaise)", - "McDONALD'S, McDONALDLAND Chocolate Chip Cookies", - "McDONALD'S, McDONALDLAND Cookies", - "McDONALD'S, McFLURRY with M&M'S CANDIES", - "McDONALD'S, McFLURRY with OREO cookies", - "McDONALD'S, NEWMAN'S OWN Cobb Dressing", - "McDONALD'S, NEWMAN'S OWN Creamy Caesar Dressing", - "McDONALD'S, NEWMAN'S OWN Low Fat Balsamic Vinaigrette", - "McDONALD'S, NEWMAN'S OWN Ranch Dressing", - "McDONALD'S, Peanuts (for Sundaes)", - "McDONALD'S, Premium Crispy Chicken Classic Sandwich", - "McDONALD'S, Premium Crispy Chicken Club Sandwich", - "McDONALD'S, Premium Crispy Chicken Ranch BLT Sandwich", - "McDONALD'S, Premium Grilled Chicken Classic Sandwich", - "McDONALD'S, Premium Grilled Chicken Club Sandwich", - "McDONALD'S, Premium Grilled Chicken Ranch BLT Sandwich", - "McDONALD'S, QUARTER POUNDER", - "McDONALD'S, QUARTER POUNDER with Cheese", - "McDONALD'S, Sausage Biscuit", - "McDONALD'S, Sausage Biscuit with Egg", - "McDONALD'S, Sausage Burrito", - "McDONALD'S, Sausage McGRIDDLES", - "McDONALD'S, Sausage McMUFFIN", - "McDONALD'S, Sausage McMuffin with Egg", - "McDONALD'S, Sausage Patty", - "McDONALD'S, Sausage, Egg & Cheese McGRIDDLES", - "McDONALD'S, Scrambled Eggs", - "McDONALD'S, Side Salad", - "McDONALD'S, Spicy Buffalo Sauce", - "McDONALD'S, Strawberry Sundae", - "McDONALD'S, Strawberry TRIPLE THICK Shake", - "McDONALD'S, Sweet 'N Sour Sauce", - "McDONALD'S, Tangy Honey Mustard Sauce", - "McDONALD'S, Vanilla Reduced Fat Ice Cream Cone", - "McDONALD'S, Vanilla TRIPLE THICK Shake", - "McDONALD'S, Warm Cinnamon Roll", - "Meal supplement drink, NESTLE, SUPLIGEN, canned, peanut flavor", - "Meat drippings (lard, beef tallow, mutton tallow)", - "Meat extender", - "Meatballs, meatless", - "Melon balls, frozen", - "Melon, banana (Navajo)", - "Melons, cantaloupe, raw", - "Melons, casaba, raw", - "Melons, honeydew, raw", - "Milk and cereal bar", - "Milk dessert, frozen, milk-fat free, chocolate", - "Milk shakes, thick chocolate", - "Milk shakes, thick vanilla", - "Milk substitutes, fluid, with lauric acid oil", - "Milk, buttermilk, dried", - "Milk, buttermilk, fluid, cultured, lowfat", - "Milk, buttermilk, fluid, cultured, reduced fat", - "Milk, canned, condensed, sweetened", - "Milk, canned, evaporated, nonfat, with added vitamin A and vitamin D", - "Milk, canned, evaporated, with added vitamin A", - "Milk, canned, evaporated, with added vitamin D and without added vitamin A", - "Milk, canned, evaporated, without added vitamin A and vitamin D", - "Milk, chocolate beverage, hot cocoa, homemade", - "Milk, chocolate, fluid, commercial, lowfat, with added vitamin A and vitamin D", - "Milk, chocolate, fluid, commercial, reduced fat, with added calcium", - "Milk, chocolate, fluid, commercial, reduced fat, with added vitamin A and vitamin D", - "Milk, chocolate, fluid, commercial, whole, with added vitamin A and vitamin D", - "Milk, dry, nonfat, calcium reduced", - "Milk, dry, nonfat, instant, with added vitamin A and vitamin D", - "Milk, dry, nonfat, instant, without added vitamin A and vitamin D", - "Milk, dry, nonfat, regular, with added vitamin A and vitamin D", - "Milk, dry, nonfat, regular, without added vitamin A and vitamin D", - "Milk, dry, whole, with added vitamin D", - "Milk, dry, whole, without added vitamin D", - "Milk, filled, fluid, with blend of hydrogenated vegetable oils", - "Milk, filled, fluid, with lauric acid oil", - "Milk, fluid, 1% fat, without added vitamin A and vitamin D", - "Milk, fluid, nonfat, calcium fortified (fat free or skim)", - "Milk, goat, fluid, with added vitamin D", - "Milk, human, mature, fluid", - "Milk, imitation, non-soy", - "Milk, indian buffalo, fluid", - "Milk, low sodium, fluid", - "Milk, lowfat, fluid, 1% milkfat, protein fortified, with added vitamin A and vitamin D", - "Milk, lowfat, fluid, 1% milkfat, with added nonfat milk solids, vitamin A and vitamin D", - "Milk, lowfat, fluid, 1% milkfat, with added vitamin A and vitamin D", - "Milk, nonfat, fluid, protein fortified, with added vitamin A and vitamin D (fat free and skim)", - "Milk, nonfat, fluid, with added nonfat milk solids, vitamin A and vitamin D (fat free or skim)", - "Milk, nonfat, fluid, with added vitamin A and vitamin D (fat free or skim)", - "Milk, nonfat, fluid, without added vitamin A and vitamin D (fat free or skim)", - "Milk, producer, fluid, 3.7% milkfat", - "Milk, reduced fat, fluid, 2% milkfat, protein fortified, with added vitamin A and vitamin D", - "Milk, reduced fat, fluid, 2% milkfat, with added nonfat milk solids and vitamin A and vitamin D", - "Milk, reduced fat, fluid, 2% milkfat, with added nonfat milk solids, without added vitamin A", - "Milk, reduced fat, fluid, 2% milkfat, with added vitamin A and vitamin D", - "Milk, reduced fat, fluid, 2% milkfat, without added vitamin A and vitamin D", - "Milk, sheep, fluid", - "Milk, whole, 3.25% milkfat, with added vitamin D", - "Milk, whole, 3.25% milkfat, without added vitamin A and vitamin D", - "Millet flour", - "Millet, cooked", - "Millet, puffed", - "Millet, raw", - "Miso", - "Mixed vegetable and fruit juice drink, with added nutrients", - "Molasses", - "Mollusks, abalone, mixed species, cooked, fried", - "Mollusks, abalone, mixed species, raw", - "Mollusks, clam, mixed species, canned, drained solids", - "Mollusks, clam, mixed species, canned, liquid", - "Mollusks, clam, mixed species, cooked, breaded and fried", - "Mollusks, clam, mixed species, cooked, moist heat", - "Mollusks, clam, mixed species, raw", - "Mollusks, conch, baked or broiled", - "Mollusks, cuttlefish, mixed species, cooked, moist heat", - "Mollusks, cuttlefish, mixed species, raw", - "Mollusks, mussel, blue, cooked, moist heat", - "Mollusks, mussel, blue, raw", - "Mollusks, octopus, common, cooked, moist heat", - "Mollusks, octopus, common, raw", - "Mollusks, oyster, Pacific, cooked, moist heat", - "Mollusks, oyster, Pacific, raw", - "Mollusks, oyster, eastern, canned", - "Mollusks, oyster, eastern, cooked, breaded and fried", - "Mollusks, oyster, eastern, farmed, cooked, dry heat", - "Mollusks, oyster, eastern, farmed, raw", - "Mollusks, oyster, eastern, wild, cooked, dry heat", - "Mollusks, oyster, eastern, wild, cooked, moist heat", - "Mollusks, oyster, eastern, wild, raw", - "Mollusks, scallop, (bay and sea), cooked, steamed", - "Mollusks, scallop, mixed species, cooked, breaded and fried", - "Mollusks, scallop, mixed species, imitation, made from surimi", - "Mollusks, scallop, mixed species, raw", - "Mollusks, snail, raw", - "Mollusks, squid, mixed species, cooked, fried", - "Mollusks, squid, mixed species, raw", - "Mollusks, whelk, unspecified, cooked, moist heat", - "Mollusks, whelk, unspecified, raw", - "Moose, liver, braised (Alaska Native)", - "Moose, meat, raw (Alaska Native)", - "Mortadella, beef, pork", - "Mothbeans, mature seeds, cooked, boiled, with salt", - "Mothbeans, mature seeds, cooked, boiled, without salt", - "Mothbeans, mature seeds, raw", - "Mother's loaf, pork", - "Mountain yam, hawaii, cooked, steamed, with salt", - "Mountain yam, hawaii, cooked, steamed, without salt", - "Mountain yam, hawaii, raw", - "Mouse nuts, roots (Alaska Native)", - "Mouse nuts, seedlings (Alaska Native)", - "Muffin, blueberry, commercially prepared, low-fat", - "Muffins, blueberry, commercially prepared (Includes mini-muffins)", - "Muffins, blueberry, dry mix", - "Muffins, blueberry, prepared from recipe, made with low fat (2%) milk", - "Muffins, blueberry, toaster-type", - "Muffins, blueberry, toaster-type, toasted", - "Muffins, corn, commercially prepared", - "Muffins, corn, dry mix, prepared", - "Muffins, corn, prepared from recipe, made with low fat (2%) milk", - "Muffins, corn, toaster-type", - "Muffins, oat bran", - "Muffins, plain, prepared from recipe, made with low fat (2%) milk", - "Muffins, wheat bran, dry mix", - "Muffins, wheat bran, toaster-type with raisins", - "Muffins, wheat bran, toaster-type with raisins, toasted", - "Mulberries, raw", - "Mung beans, mature seeds, cooked, boiled, with salt", - "Mung beans, mature seeds, cooked, boiled, without salt", - "Mung beans, mature seeds, raw", - "Mung beans, mature seeds, sprouted, cooked, boiled, drained, with salt", - "Mung beans, mature seeds, sprouted, cooked, boiled, drained, without salt", - "Mung beans, mature seeds, sprouted, cooked, stir-fried", - "Mung beans, mature seeds, sprouted, raw", - "Mungo beans, mature seeds, cooked, boiled, with salt", - "Mungo beans, mature seeds, cooked, boiled, without salt", - "Mungo beans, mature seeds, raw", - "Mush, blue corn with ash (Navajo)", - "Mushrooms, Chanterelle, raw", - "Mushrooms, brown, Italian, or Crimini, raw", - "Mushrooms, canned, drained solids", - "Mushrooms, enoki, raw", - "Mushrooms, maitake, raw", - "Mushrooms, morel, raw", - "Mushrooms, oyster, raw", - "Mushrooms, portabella, exposed to ultraviolet light, grilled", - "Mushrooms, portabella, exposed to ultraviolet light, raw", - "Mushrooms, portabella, grilled", - "Mushrooms, portabella, raw", - "Mushrooms, shiitake, cooked, with salt", - "Mushrooms, shiitake, cooked, without salt", - "Mushrooms, shiitake, dried", - "Mushrooms, shiitake, raw", - "Mushrooms, shiitake, stir-fried", - "Mushrooms, straw, canned, drained solids", - "Mushrooms, white, cooked, boiled, drained, with salt", - "Mushrooms, white, cooked, boiled, drained, without salt", - "Mushrooms, white, microwaved", - "Mushrooms, white, raw", - "Mushrooms, white, stir-fried", - "Mustard greens, cooked, boiled, drained, with salt", - "Mustard greens, cooked, boiled, drained, without salt", - "Mustard greens, frozen, cooked, boiled, drained, with salt", - "Mustard greens, frozen, cooked, boiled, drained, without salt", - "Mustard greens, frozen, unprepared", - "Mustard greens, raw", - "Mustard spinach, (tendergreen), cooked, boiled, drained, with salt", - "Mustard spinach, (tendergreen), cooked, boiled, drained, without salt", - "Mustard spinach, (tendergreen), raw", - "Mustard, prepared, yellow", - "Mutton, cooked, roasted (Navajo)", - "NABISCO, NABISCO GRAHAMS Crackers", - "NABISCO, NABISCO OREO CRUNCHIES, Cookie Crumb Topping", - "NABISCO, NABISCO RITZ Crackers", - "NABISCO, NABISCO SNACKWELL'S Fat Free Devil's Food Cookie Cakes", - "Nance, canned, syrup, drained", - "Nance, frozen, unsweetened", - "Naranjilla (lulo) pulp, frozen, unsweetened", - "Natto", - "Nectarines, raw", - "New Zealand spinach, cooked, boiled, drained, without salt", - "New Zealand spinach, raw", - "New england brand sausage, pork, beef", - "New zealand spinach, cooked, boiled, drained, with salt", - "Noodles, chinese, cellophane or long rice (mung beans), dehydrated", - "Noodles, chinese, chow mein", - "Noodles, egg, cooked, enriched", - "Noodles, egg, cooked, enriched, with added salt", - "Noodles, egg, cooked, unenriched, with added salt", - "Noodles, egg, cooked, unenriched, without added salt", - "Noodles, egg, dry, enriched", - "Noodles, egg, dry, unenriched", - "Noodles, egg, spinach, cooked, enriched", - "Noodles, egg, spinach, dry, enriched", - "Noodles, flat, crunchy, Chinese restaurant", - "Noodles, japanese, soba, cooked", - "Noodles, japanese, soba, dry", - "Noodles, japanese, somen, cooked", - "Noodles, japanese, somen, dry", - "Nopales, cooked, without salt", - "Nopales, raw", - "Nuts, acorn flour, full fat", - "Nuts, acorns, dried", - "Nuts, acorns, raw", - "Nuts, almond butter, plain, with salt added", - "Nuts, almond butter, plain, without salt added", - "Nuts, almond paste", - "Nuts, almonds", - "Nuts, almonds, blanched", - "Nuts, almonds, dry roasted, with salt added", - "Nuts, almonds, dry roasted, without salt added", - "Nuts, almonds, honey roasted, unblanched", - "Nuts, almonds, oil roasted, with salt added", - "Nuts, almonds, oil roasted, without salt added", - "Nuts, beechnuts, dried", - "Nuts, brazilnuts, dried, unblanched", - "Nuts, butternuts, dried", - "Nuts, cashew butter, plain, with salt added", - "Nuts, cashew butter, plain, without salt added", - "Nuts, cashew nuts, dry roasted, with salt added", - "Nuts, cashew nuts, dry roasted, without salt added", - "Nuts, cashew nuts, oil roasted, with salt added", - "Nuts, cashew nuts, oil roasted, without salt added", - "Nuts, cashew nuts, raw", - "Nuts, chestnuts, chinese, boiled and steamed", - "Nuts, chestnuts, chinese, dried", - "Nuts, chestnuts, chinese, raw", - "Nuts, chestnuts, chinese, roasted", - "Nuts, chestnuts, european, boiled and steamed", - "Nuts, chestnuts, european, dried, peeled", - "Nuts, chestnuts, european, dried, unpeeled", - "Nuts, chestnuts, european, raw, peeled", - "Nuts, chestnuts, european, raw, unpeeled", - "Nuts, chestnuts, european, roasted", - "Nuts, chestnuts, japanese, boiled and steamed", - "Nuts, chestnuts, japanese, dried", - "Nuts, chestnuts, japanese, raw", - "Nuts, chestnuts, japanese, roasted", - "Nuts, coconut cream, canned, sweetened", - "Nuts, coconut cream, raw (liquid expressed from grated meat)", - "Nuts, coconut meat, dried (desiccated), creamed", - "Nuts, coconut meat, dried (desiccated), not sweetened", - "Nuts, coconut meat, dried (desiccated), sweetened, flaked, canned", - "Nuts, coconut meat, dried (desiccated), sweetened, flaked, packaged", - "Nuts, coconut meat, dried (desiccated), sweetened, shredded", - "Nuts, coconut meat, dried (desiccated), toasted", - "Nuts, coconut meat, raw", - "Nuts, coconut milk, canned (liquid expressed from grated meat and water)", - "Nuts, coconut milk, frozen (liquid expressed from grated meat and water)", - "Nuts, coconut milk, raw (liquid expressed from grated meat and water)", - "Nuts, coconut water (liquid from coconuts)", - "Nuts, formulated, wheat-based, all flavors except macadamia, without salt", - "Nuts, formulated, wheat-based, flavored, macadamia flavored, without salt", - "Nuts, formulated, wheat-based, unflavored, with salt added", - "Nuts, ginkgo nuts, canned", - "Nuts, ginkgo nuts, dried", - "Nuts, ginkgo nuts, raw", - "Nuts, hazelnuts or filberts", - "Nuts, hazelnuts or filberts, blanched", - "Nuts, hazelnuts or filberts, dry roasted, without salt added", - "Nuts, hickorynuts, dried", - "Nuts, macadamia nuts, dry roasted, with salt added", - "Nuts, macadamia nuts, dry roasted, without salt added", - "Nuts, macadamia nuts, raw", - "Nuts, mixed nuts, dry roasted, with peanuts, with salt added", - "Nuts, mixed nuts, dry roasted, with peanuts, without salt added", - "Nuts, mixed nuts, oil roasted, with peanuts, without salt added", - "Nuts, mixed nuts, oil roasted, without peanuts, without salt added", - "Nuts, mixed nuts, with peanuts, oil roasted, with salt added", - "Nuts, mixed nuts, without peanuts, oil roasted, with salt added", - "Nuts, pecans", - "Nuts, pecans, dry roasted, with salt added", - "Nuts, pecans, dry roasted, without salt added", - "Nuts, pecans, oil roasted, with salt added", - "Nuts, pecans, oil roasted, without salt added", - "Nuts, pilinuts, dried", - "Nuts, pine nuts, dried", - "Nuts, pine nuts, pinyon, dried", - "Nuts, pistachio nuts, dry roasted, with salt added", - "Nuts, pistachio nuts, dry roasted, without salt added", - "Nuts, pistachio nuts, raw", - "Nuts, walnuts, black, dried", - "Nuts, walnuts, english", - "OSCAR MAYER, Bologna (beef light)", - "OSCAR MAYER, Bologna (beef)", - "OSCAR MAYER, Bologna (chicken, pork, beef)", - "OSCAR MAYER, Bologna (fat free)", - "OSCAR MAYER, Bologna Light (pork, chicken, beef)", - "OSCAR MAYER, Braunschweiger Liver Sausage (saren tube)", - "OSCAR MAYER, Braunschweiger Liver Sausage (sliced)", - "OSCAR MAYER, Chicken Breast (honey glazed)", - "OSCAR MAYER, Chicken Breast (oven roasted, fat free)", - "OSCAR MAYER, Ham (40% ham/water product, smoked, fat free)", - "OSCAR MAYER, Ham (chopped with natural juice)", - "OSCAR MAYER, Ham (water added, baked cooked 96% fat free)", - "OSCAR MAYER, Ham (water added, boiled)", - "OSCAR MAYER, Ham (water added, honey)", - "OSCAR MAYER, Ham (water added, smoked, cooked)", - "OSCAR MAYER, Ham and Cheese Loaf", - "OSCAR MAYER, Head Cheese", - "OSCAR MAYER, Liver Cheese, pork fat wrapped", - "OSCAR MAYER, Luncheon Loaf (spiced)", - "OSCAR MAYER, Old Fashioned Loaf", - "OSCAR MAYER, Olive Loaf (chicken, pork, turkey)", - "OSCAR MAYER, Pickle Pimiento Loaf (with chicken)", - "OSCAR MAYER, Pork Sausage Links (cooked)", - "OSCAR MAYER, Salami (Genoa)", - "OSCAR MAYER, Salami (for beer)", - "OSCAR MAYER, Salami (hard)", - "OSCAR MAYER, Salami Beef Cotto", - "OSCAR MAYER, Salami Cotto (beef, pork, chicken)", - "OSCAR MAYER, Sandwich Spread (pork, chicken, beef)", - "OSCAR MAYER, Smokie Links Sausage", - "OSCAR MAYER, Smokies (beef)", - "OSCAR MAYER, Smokies (cheese)", - "OSCAR MAYER, Smokies Sausage Little (pork, turkey)", - "OSCAR MAYER, Smokies Sausage Little Cheese (pork, turkey)", - "OSCAR MAYER, Summer Sausage Beef Thuringer Cervelat", - "OSCAR MAYER, Summer Sausage Thuringer Cervalat", - "OSCAR MAYER, Turkey Breast (smoked, fat free)", - "OSCAR MAYER, Wieners (beef franks)", - "OSCAR MAYER, Wieners (beef franks, bun length)", - "OSCAR MAYER, Wieners (beef franks, fat free)", - "OSCAR MAYER, Wieners (beef franks, light)", - "OSCAR MAYER, Wieners (cheese hot dogs with turkey)", - "OSCAR MAYER, Wieners (fat free hot dogs)", - "OSCAR MAYER, Wieners (light pork, turkey, beef)", - "OSCAR MAYER, Wieners (pork, turkey)", - "OSCAR MAYER, Wieners Little (pork, turkey)", - "OSCAR MAYER. Bologna (Wisconsin made ring)", - "Oat bran, cooked", - "Oat bran, raw", - "Oat flour, partially debranned", - "Oats", - "Octopus (Alaska Native)", - "Oheloberries, raw", - "Oil, PAM cooking spray, original", - "Oil, almond", - "Oil, apricot kernel", - "Oil, avocado", - "Oil, babassu", - "Oil, bearded seal (Oogruk) (Alaska Native)", - "Oil, beluga, whale (Alaska Native)", - "Oil, canola", - "Oil, cocoa butter", - "Oil, coconut", - "Oil, cooking and salad, ENOVA, 80% diglycerides", - "Oil, corn and canola", - "Oil, corn, industrial and retail, all purpose salad or cooking", - "Oil, corn, peanut, and olive", - "Oil, cottonseed, salad or cooking", - "Oil, cupu assu", - "Oil, flaxseed", - "Oil, grapeseed", - "Oil, hazelnut", - "Oil, industrial, canola (partially hydrogenated) oil for deep fat frying", - "Oil, industrial, canola for salads, woks and light frying", - "Oil, industrial, canola with antifoaming agent, principal uses salads, woks and light frying", - "Oil, industrial, canola, high oleic", - "Oil, industrial, coconut (hydrogenated), used for whipped toppings and coffee whiteners", - "Oil, industrial, coconut, confection fat, typical basis for ice cream coatings", - "Oil, industrial, coconut, principal uses candy coatings, oil sprays, roasting nuts", - "Oil, industrial, mid-oleic, sunflower", - "Oil, industrial, palm and palm kernel, filling fat (non-hydrogenated)", - "Oil, industrial, palm kernel (hydrogenated) , used for whipped toppings, non-dairy", - "Oil, industrial, palm kernel (hydrogenated), confection fat, intermediate grade product", - "Oil, industrial, palm kernel (hydrogenated), confection fat, uses similar to 95 degree hard butter", - "Oil, industrial, palm kernel (hydrogenated), filling fat", - "Oil, industrial, palm kernel, confection fat, uses similar to high quality cocoa butter", - "Oil, industrial, soy ( partially hydrogenated), all purpose", - "Oil, industrial, soy (partially hydrogenated ) and soy (winterized), pourable clear fry", - "Oil, industrial, soy (partially hydrogenated ), palm, principal uses icings and fillings", - "Oil, industrial, soy (partially hydrogenated) and cottonseed, principal use as a tortilla shortening", - "Oil, industrial, soy (partially hydrogenated), multiuse for non-dairy butter flavor", - "Oil, industrial, soy (partially hydrogenated), principal uses popcorn and flavoring vegetables", - "Oil, industrial, soy, fully hydrogenated", - "Oil, industrial, soy, low linolenic", - "Oil, industrial, soy, refined, for woks and light frying", - "Oil, industrial, soy, ultra low linolenic", - "Oil, mustard", - "Oil, nutmeg butter", - "Oil, oat", - "Oil, olive, salad or cooking", - "Oil, palm", - "Oil, peanut, salad or cooking", - "Oil, poppyseed", - "Oil, rice bran", - "Oil, safflower, salad or cooking, high oleic (primary safflower oil of commerce)", - "Oil, safflower, salad or cooking, linoleic, (over 70%)", - "Oil, sesame, salad or cooking", - "Oil, sheanut", - "Oil, soybean lecithin", - "Oil, soybean, salad or cooking", - "Oil, soybean, salad or cooking, (partially hydrogenated)", - "Oil, soybean, salad or cooking, (partially hydrogenated) and cottonseed", - "Oil, spotted seal (Alaska Native)", - "Oil, sunflower, high oleic (70% and over)", - "Oil, sunflower, linoleic (less than 60%)", - "Oil, sunflower, linoleic, (approx. 65%)", - "Oil, sunflower, linoleic, (partially hydrogenated)", - "Oil, teaseed", - "Oil, tomatoseed", - "Oil, ucuhuba butter", - "Oil, vegetable, Natreon canola, high stability, non trans, high oleic (70%)", - "Oil, walnut", - "Oil, walrus (Alaska Native)", - "Oil, whale, bowhead (Alaska Native)", - "Oil, wheat germ", - "Okra, cooked, boiled, drained, with salt", - "Okra, cooked, boiled, drained, without salt", - "Okra, frozen, cooked, boiled, drained, with salt", - "Okra, frozen, cooked, boiled, drained, without salt", - "Okra, frozen, unprepared", - "Okra, raw", - "Olive loaf, pork", - "Olives, pickled, canned or bottled, green", - "Olives, ripe, canned (jumbo-super colossal)", - "Olives, ripe, canned (small-extra large)", - "Onion rings, breaded, par fried, frozen, prepared, heated in oven", - "Onion rings, breaded, par fried, frozen, unprepared", - "Onions, canned, solids and liquids", - "Onions, cooked, boiled, drained, with salt", - "Onions, cooked, boiled, drained, without salt", - "Onions, dehydrated flakes", - "Onions, frozen, chopped, cooked, boiled, drained, with salt", - "Onions, frozen, chopped, cooked, boiled, drained, without salt", - "Onions, frozen, chopped, unprepared", - "Onions, frozen, whole, cooked, boiled, drained, with salt", - "Onions, frozen, whole, cooked, boiled, drained, without salt", - "Onions, frozen, whole, unprepared", - "Onions, raw", - "Onions, spring or scallions (includes tops and bulb), raw", - "Onions, sweet, raw", - "Onions, welsh, raw", - "Onions, yellow, sauteed", - "Onions, young green, tops only", - "Oopah (tunicate), whole animal (Alaska Native)", - "Orange and apricot juice drink, canned", - "Orange breakfast drink, ready-to-drink", - "Orange breakfast drink, ready-to-drink, with added nutrients", - "Orange drink, breakfast type, with juice and pulp, frozen concentrate", - "Orange drink, breakfast type, with juice and pulp, frozen concentrate, prepared with water", - "Orange drink, canned, with added vitamin C", - "Orange juice drink", - "Orange juice, canned, unsweetened", - "Orange juice, chilled, includes from concentrate", - "Orange juice, chilled, includes from concentrate, fortified with calcium", - "Orange juice, chilled, includes from concentrate, fortified with calcium and vitamin D", - "Orange juice, frozen concentrate, unsweetened, diluted with 3 volume water", - "Orange juice, frozen concentrate, unsweetened, undiluted", - "Orange juice, raw", - "Orange peel, raw", - "Orange-flavor drink, breakfast type, low calorie, powder", - "Orange-flavor drink, breakfast type, powder", - "Orange-flavor drink, breakfast type, powder, prepared with water", - "Orange-flavor drink, breakfast type, with pulp, frozen concentrate", - "Orange-flavor drink, breakfast type, with pulp, frozen concentrate, prepared with water", - "Orange-grapefruit juice, canned, unsweetened", - "Orange-strawberry-banana juice", - "Oranges, raw, California, valencias", - "Oranges, raw, Florida", - "Oranges, raw, all commercial varieties", - "Oranges, raw, navels", - "Oranges, raw, with peel", - "Ostrich, fan, raw", - "Ostrich, ground, cooked, pan-broiled", - "Ostrich, ground, raw", - "Ostrich, inside leg, cooked", - "Ostrich, inside leg, raw", - "Ostrich, inside strip, cooked", - "Ostrich, inside strip, raw", - "Ostrich, outside leg, raw", - "Ostrich, outside strip, cooked", - "Ostrich, outside strip, raw", - "Ostrich, oyster, cooked", - "Ostrich, oyster, raw", - "Ostrich, round, raw", - "Ostrich, tenderloin, raw", - "Ostrich, tip trimmed, cooked", - "Ostrich, tip trimmed, raw", - "Ostrich, top loin, cooked", - "Ostrich, top loin, raw", - "Oven-roasted chicken breast roll", - "Owl, horned, flesh, raw (Alaska Native)", - "PAPA JOHN'S 14\" Cheese Pizza, Original Crust", - "PAPA JOHN'S 14\" Cheese Pizza, Thin Crust", - "PAPA JOHN'S 14\" Pepperoni Pizza, Original Crust", - "PAPA JOHN'S 14\" The Works Pizza, Original Crust", - "PILLSBURY GRANDS, Buttermilk Biscuits, refrigerated dough", - "PILLSBURY Golden Layer Buttermilk Biscuits, Artificial Flavor, refrigerated dough", - "PILLSBURY, Buttermilk Biscuits, Artificial Flavor, refrigerated dough", - "PILLSBURY, Chocolate Chip Cookies, refrigerated dough", - "PILLSBURY, Cinnamon Rolls with Icing, refrigerated dough", - "PILLSBURY, Crusty French Loaf, refrigerated dough", - "PILLSBURY, Traditional Fudge Brownie Mix, dry", - "PIZZA HUT 12\" Cheese Pizza, Regular Crust", - "PIZZA HUT 12\" Cheese Pizza, THIN 'N CRISPY Crust", - "PIZZA HUT 12\" Cheese Pizza, Thick Crust", - "PIZZA HUT 12\" Pepperoni Pizza, Regular Crust", - "PIZZA HUT 12\" Pepperoni Pizza, Thick Crust", - "PIZZA HUT 12\" Super Supreme Pizza, Regular Crust", - "PIZZA HUT 14\" Cheese Pizza, Regular Crust", - "PIZZA HUT 14\" Cheese Pizza, THIN 'N CRISPY Crust", - "PIZZA HUT 14\" Cheese Pizza, Thick Crust", - "PIZZA HUT 14\" Pepperoni Pizza, Regular Crust", - "PIZZA HUT 14\" Pepperoni Pizza, Thick Crust", - "PIZZA HUT 14\" Super Supreme Pizza, Regular Crust", - "POPEYES, Batter Fries, analyzed prior to December 2006", - "POPEYES, Biscuit", - "POPEYES, Coleslaw", - "POPEYES, Fried Chicken, Mild, Breast, meat and skin with breading", - "POPEYES, Fried Chicken, Mild, Breast, meat only, skin and breading removed", - "POPEYES, Fried Chicken, Mild, Drumstick, meat and skin with breading", - "POPEYES, Fried Chicken, Mild, Drumstick, meat only, skin and breading removed", - "POPEYES, Fried Chicken, Mild, Skin and Breading", - "POPEYES, Fried Chicken, Mild, Thigh, meat and skin with breading", - "POPEYES, Fried Chicken, Mild, Thigh, meat only, skin and breading removed", - "POPEYES, Fried Chicken, Mild, Wing, meat and skin with breading", - "POPEYES, Fried Chicken, Mild, Wing, meat only, skin and breading removed", - "POPEYES, Mild Chicken Strips, analyzed 2006", - "POPEYES, Spicy Chicken Strips, analyzed 2006", - "Palm hearts, raw", - "Pan Dulce, LA RICURA, Salpora de Arroz con Azucar, cookie-like, contains wheat flour and rice flour", - "Pancakes plain, frozen, ready-to-heat (includes buttermilk)", - "Pancakes, blueberry, prepared from recipe", - "Pancakes, buckwheat, dry mix, incomplete", - "Pancakes, buttermilk, prepared from recipe", - "Pancakes, plain, dry mix, complete (includes buttermilk)", - "Pancakes, plain, dry mix, complete, prepared", - "Pancakes, plain, dry mix, incomplete (includes buttermilk)", - "Pancakes, plain, dry mix, incomplete, prepared", - "Pancakes, plain, frozen, ready-to-heat, microwave (includes buttermilk)", - "Pancakes, plain, prepared from recipe", - "Pancakes, special dietary, dry mix", - "Pancakes, whole-wheat, dry mix, incomplete", - "Pancakes, whole-wheat, dry mix, incomplete, prepared", - "Papad", - "Papaya nectar, canned", - "Papaya, canned, heavy syrup, drained", - "Papayas, raw", - "Parmesan cheese topping, fat free", - "Parsley, freeze-dried", - "Parsley, raw", - "Parsnips, cooked, boiled, drained, with salt", - "Parsnips, cooked, boiled, drained, without salt", - "Parsnips, raw", - "Passion-fruit juice, purple, raw", - "Passion-fruit juice, yellow, raw", - "Passion-fruit, (granadilla), purple, raw", - "Pasta with Sliced Franks in Tomato Sauce, canned entree", - "Pasta with meatballs in tomato sauce, canned entree", - "Pasta with tomato sauce, no meat, canned", - "Pasta, corn, cooked", - "Pasta, corn, dry", - "Pasta, fresh-refrigerated, plain, as purchased", - "Pasta, fresh-refrigerated, plain, cooked", - "Pasta, fresh-refrigerated, spinach, as purchased", - "Pasta, fresh-refrigerated, spinach, cooked", - "Pasta, homemade, made with egg, cooked", - "Pasta, homemade, made without egg, cooked", - "Pastrami, beef, 98% fat-free", - "Pastrami, turkey", - "Pastry, Pastelitos de Guava (guava pastries)", - "Pate de foie gras, canned (goose liver pate), smoked", - "Pate, chicken liver, canned", - "Pate, goose liver, smoked, canned", - "Pate, liver, not specified, canned", - "Pate, truffle flavor", - "Peach nectar, canned, with added ascorbic acid", - "Peach nectar, canned, without added ascorbic acid", - "Peaches, canned, extra heavy syrup pack, solids and liquids", - "Peaches, canned, extra light syrup, solids and liquids", - "Peaches, canned, heavy syrup pack, solids and liquids", - "Peaches, canned, heavy syrup, drained", - "Peaches, canned, juice pack, solids and liquids", - "Peaches, canned, light syrup pack, solids and liquids", - "Peaches, canned, water pack, solids and liquids", - "Peaches, dehydrated (low-moisture), sulfured, stewed", - "Peaches, dehydrated (low-moisture), sulfured, uncooked", - "Peaches, dried, sulfured, stewed, with added sugar", - "Peaches, dried, sulfured, stewed, without added sugar", - "Peaches, dried, sulfured, uncooked", - "Peaches, frozen, sliced, sweetened", - "Peaches, raw", - "Peaches, spiced, canned, heavy syrup pack, solids and liquids", - "Peanut butter with omega-3, creamy", - "Peanut butter, chunk style, with salt", - "Peanut butter, chunk style, without salt", - "Peanut butter, chunky, vitamin and mineral fortified", - "Peanut butter, reduced sodium", - "Peanut butter, smooth style, with salt", - "Peanut butter, smooth style, without salt", - "Peanut butter, smooth, reduced fat", - "Peanut butter, smooth, vitamin and mineral fortified", - "Peanut flour, defatted", - "Peanut flour, low fat", - "Peanut spread, reduced sugar", - "Peanuts, all types, cooked, boiled, with salt", - "Peanuts, all types, dry-roasted, with salt", - "Peanuts, all types, dry-roasted, without salt", - "Peanuts, all types, oil-roasted, with salt", - "Peanuts, all types, oil-roasted, without salt", - "Peanuts, all types, raw", - "Peanuts, spanish, oil-roasted, with salt", - "Peanuts, spanish, oil-roasted, without salt", - "Peanuts, spanish, raw", - "Peanuts, valencia, oil-roasted, with salt", - "Peanuts, valencia, oil-roasted, without salt", - "Peanuts, valencia, raw", - "Peanuts, virginia, oil-roasted, with salt", - "Peanuts, virginia, oil-roasted, without salt", - "Peanuts, virginia, raw", - "Pear nectar, canned, with added ascorbic acid", - "Pear nectar, canned, without added ascorbic acid", - "Pears, asian, raw", - "Pears, canned, extra heavy syrup pack, solids and liquids", - "Pears, canned, extra light syrup pack, solids and liquids", - "Pears, canned, heavy syrup pack, solids and liquids", - "Pears, canned, heavy syrup, drained", - "Pears, canned, juice pack, solids and liquids", - "Pears, canned, light syrup pack, solids and liquids", - "Pears, canned, water pack, solids and liquids", - "Pears, dried, sulfured, stewed, with added sugar", - "Pears, dried, sulfured, stewed, without added sugar", - "Pears, dried, sulfured, uncooked", - "Pears, raw", - "Peas and carrots, canned, no salt added, solids and liquids", - "Peas and carrots, canned, regular pack, solids and liquids", - "Peas and carrots, frozen, cooked, boiled, drained, with salt", - "Peas and carrots, frozen, cooked, boiled, drained, without salt", - "Peas and carrots, frozen, unprepared", - "Peas and onions, canned, solids and liquids", - "Peas and onions, frozen, cooked, boiled, drained, with salt", - "Peas and onions, frozen, cooked, boiled, drained, without salt", - "Peas and onions, frozen, unprepared", - "Peas, edible-podded, boiled, drained, without salt", - "Peas, edible-podded, cooked, boiled, drained, with salt", - "Peas, edible-podded, frozen, cooked, boiled, drained, with salt", - "Peas, edible-podded, frozen, cooked, boiled, drained, without salt", - "Peas, edible-podded, frozen, unprepared", - "Peas, edible-podded, raw", - "Peas, green (includes baby and lesuer types), canned, drained solids, unprepared", - "Peas, green, canned, no salt added, drained solids", - "Peas, green, canned, no salt added, solids and liquids", - "Peas, green, canned, regular pack, solids and liquids", - "Peas, green, canned, seasoned, solids and liquids", - "Peas, green, cooked, boiled, drained, with salt", - "Peas, green, cooked, boiled, drained, without salt", - "Peas, green, frozen, cooked, boiled, drained, with salt", - "Peas, green, frozen, cooked, boiled, drained, without salt", - "Peas, green, frozen, unprepared", - "Peas, green, raw", - "Peas, mature seeds, sprouted, cooked, boiled, drained, with salt", - "Peas, mature seeds, sprouted, cooked, boiled, drained, without salt", - "Peas, mature seeds, sprouted, raw", - "Peas, split, mature seeds, cooked, boiled, with salt", - "Peas, split, mature seeds, cooked, boiled, without salt", - "Peas, split, mature seeds, raw", - "Pectin, liquid", - "Pectin, unsweetened, dry mix", - "Pepeao, dried", - "Pepper, ancho, dried", - "Pepper, banana, raw", - "Pepper, serrano, raw", - "Peppered loaf, pork, beef", - "Peppermint, fresh", - "Pepperoni, pork, beef", - "Peppers, chili, green, canned", - "Peppers, hot chile, sun-dried", - "Peppers, hot chili, green, canned, pods, excluding seeds, solids and liquids", - "Peppers, hot chili, green, raw", - "Peppers, hot chili, red, canned, excluding seeds, solids and liquids", - "Peppers, hot chili, red, raw", - "Peppers, hungarian, raw", - "Peppers, jalapeno, canned, solids and liquids", - "Peppers, jalapeno, raw", - "Peppers, pasilla, dried", - "Peppers, sweet, green, canned, solids and liquids", - "Peppers, sweet, green, cooked, boiled, drained, with salt", - "Peppers, sweet, green, cooked, boiled, drained, without salt", - "Peppers, sweet, green, freeze-dried", - "Peppers, sweet, green, frozen, chopped, boiled, drained, without salt", - "Peppers, sweet, green, frozen, chopped, cooked, boiled, drained, with salt", - "Peppers, sweet, green, frozen, chopped, unprepared", - "Peppers, sweet, green, raw", - "Peppers, sweet, green, sauteed", - "Peppers, sweet, red, canned, solids and liquids", - "Peppers, sweet, red, cooked, boiled, drained, with salt", - "Peppers, sweet, red, cooked, boiled, drained, without salt", - "Peppers, sweet, red, freeze-dried", - "Peppers, sweet, red, frozen, chopped, cooked, boiled, drained, with salt", - "Peppers, sweet, red, frozen, chopped, cooked, boiled, drained, without salt", - "Peppers, sweet, red, frozen, chopped, unprepared", - "Peppers, sweet, red, raw", - "Peppers, sweet, red, sauteed", - "Peppers, sweet, yellow, raw", - "Persimmons, japanese, dried", - "Persimmons, japanese, raw", - "Persimmons, native, raw", - "Pheasant, breast, meat only, raw", - "Pheasant, cooked, total edible", - "Pheasant, leg, meat only, raw", - "Pheasant, raw, meat and skin", - "Pheasant, raw, meat only", - "Phyllo dough", - "Pickle and pimiento loaf, pork", - "Pickle relish, hamburger", - "Pickle relish, hot dog", - "Pickle relish, sweet", - "Pickles, chowchow, with cauliflower onion mustard, sweet", - "Pickles, cucumber, dill or kosher dill", - "Pickles, cucumber, dill, low sodium", - "Pickles, cucumber, sour", - "Pickles, cucumber, sour, low sodium", - "Pickles, cucumber, sweet (includes bread and butter pickles)", - "Pickles, cucumber, sweet, low sodium (includes bread and butter pickles)", - "Picnic loaf, pork, beef", - "Pie Crust, Cookie-type, Chocolate, Ready Crust", - "Pie Crust, Cookie-type, Graham Cracker, Ready Crust", - "Pie crust, cookie-type, prepared from recipe, chocolate wafer, chilled", - "Pie crust, cookie-type, prepared from recipe, graham cracker, baked", - "Pie crust, cookie-type, prepared from recipe, graham cracker, chilled", - "Pie crust, cookie-type, prepared from recipe, vanilla wafer, chilled", - "Pie crust, deep dish, frozen, baked, made with enriched flour", - "Pie crust, deep dish, frozen, unbaked, made with enriched flour", - "Pie crust, refrigerated, regular, baked", - "Pie crust, refrigerated, regular, unbaked", - "Pie crust, standard-type, dry mix", - "Pie crust, standard-type, dry mix, prepared, baked", - "Pie crust, standard-type, frozen, ready-to-bake, enriched", - "Pie crust, standard-type, frozen, ready-to-bake, enriched, baked", - "Pie crust, standard-type, frozen, ready-to-bake, unenriched", - "Pie crust, standard-type, prepared from recipe, baked", - "Pie crust, standard-type, prepared from recipe, unbaked", - "Pie fillings, apple, canned", - "Pie fillings, blueberry, canned", - "Pie fillings, canned, cherry", - "Pie fillings, cherry, low calorie", - "Pie, Dutch Apple, Commercially Prepared", - "Pie, apple, commercially prepared, enriched flour", - "Pie, apple, commercially prepared, unenriched flour", - "Pie, apple, prepared from recipe", - "Pie, banana cream, prepared from mix, no-bake type", - "Pie, banana cream, prepared from recipe", - "Pie, blueberry, commercially prepared", - "Pie, blueberry, prepared from recipe", - "Pie, cherry, commercially prepared", - "Pie, cherry, prepared from recipe", - "Pie, chocolate creme, commercially prepared", - "Pie, chocolate mousse, prepared from mix, no-bake type", - "Pie, coconut cream, prepared from mix, no-bake type", - "Pie, coconut creme, commercially prepared", - "Pie, coconut custard, commercially prepared", - "Pie, egg custard, commercially prepared", - "Pie, fried pies, cherry", - "Pie, fried pies, fruit", - "Pie, fried pies, lemon", - "Pie, lemon meringue, commercially prepared", - "Pie, lemon meringue, prepared from recipe", - "Pie, mince, prepared from recipe", - "Pie, peach", - "Pie, pecan, commercially prepared", - "Pie, pecan, prepared from recipe", - "Pie, pumpkin, commercially prepared", - "Pie, pumpkin, prepared from recipe", - "Pie, vanilla cream, prepared from recipe", - "Pigeon peas (red gram), mature seeds, cooked, boiled, with salt", - "Pigeon peas (red gram), mature seeds, cooked, boiled, without salt", - "Pigeon peas (red gram), mature seeds, raw", - "Pigeonpeas, immature seeds, cooked, boiled, drained, with salt", - "Pigeonpeas, immature seeds, cooked, boiled, drained, without salt", - "Pigeonpeas, immature seeds, raw", - "Piki bread, made from blue cornmeal (Hopi)", - "Pimento, canned", - "Pineapple and grapefruit juice drink, canned", - "Pineapple and orange juice drink, canned", - "Pineapple juice, canned, unsweetened, with added ascorbic acid", - "Pineapple juice, canned, unsweetened, without added ascorbic acid", - "Pineapple juice, frozen concentrate, unsweetened, diluted with 3 volume water", - "Pineapple juice, frozen concentrate, unsweetened, undiluted", - "Pineapple, canned, extra heavy syrup pack, solids and liquids", - "Pineapple, canned, heavy syrup pack, solids and liquids", - "Pineapple, canned, juice pack, drained", - "Pineapple, canned, juice pack, solids and liquids", - "Pineapple, canned, light syrup pack, solids and liquids", - "Pineapple, canned, water pack, solids and liquids", - "Pineapple, frozen, chunks, sweetened", - "Pineapple, raw, all varieties", - "Pineapple, raw, extra sweet variety", - "Pineapple, raw, traditional varieties", - "Pinon Nuts, roasted (Navajo)", - "Pitanga, (surinam-cherry), raw", - "Pizza, cheese topping, regular crust, frozen, cooked", - "Pizza, cheese topping, rising crust, frozen, cooked", - "Pizza, meat and vegetable topping, regular crust, frozen, cooked", - "Pizza, meat and vegetable topping, rising crust, frozen, cooked", - "Pizza, pepperoni topping, regular crust, frozen, cooked", - "Plains Pricklypear, broiled (Northern Plains Indians)", - "Plains Pricklypear, raw (Northern Plains Indians)", - "Plantains, cooked", - "Plantains, green, fried", - "Plantains, raw", - "Plantains, yellow, fried, Latino restaurant", - "Plums, canned, heavy syrup, drained", - "Plums, canned, purple, extra heavy syrup pack, solids and liquids", - "Plums, canned, purple, heavy syrup pack, solids and liquids", - "Plums, canned, purple, juice pack, solids and liquids", - "Plums, canned, purple, light syrup pack, solids and liquids", - "Plums, canned, purple, water pack, solids and liquids", - "Plums, dried (prunes), stewed, with added sugar", - "Plums, dried (prunes), stewed, without added sugar", - "Plums, dried (prunes), uncooked", - "Plums, raw", - "Plums, wild (Northern Plains Indians)", - "Poi", - "Pokeberry shoots, (poke), cooked, boiled, drained, with salt", - "Pokeberry shoots, (poke), cooked, boiled, drained, without salt", - "Pokeberry shoots, (poke), raw", - "Polish sausage, pork", - "Pomegranate juice, bottled", - "Pomegranates, raw", - "Popcorn, microwave, low fat and sodium", - "Popcorn, microwave, regular (butter) flavor, made with palm oil", - "Popcorn, sugar syrup/caramel, fat-free", - "Popovers, dry mix, enriched", - "Popovers, dry mix, unenriched", - "Pork and beef sausage, fresh, cooked", - "Pork and turkey sausage, pre-cooked", - "Pork sausage rice links, brown and serve, cooked", - "Pork sausage, fresh, cooked", - "Pork sausage, fresh, raw", - "Pork sausage, pre-cooked", - "Pork, Leg Cap Steak, boneless, separable lean and fat, raw", - "Pork, Leg sirloin tip roast, boneless, separable lean and fat, cooked, braised", - "Pork, Leg sirloin tip roast, boneless, separable lean and fat, raw", - "Pork, Shoulder breast, boneless, separable lean and fat, cooked, broiled", - "Pork, Shoulder breast, boneless, separable lean and fat, raw", - "Pork, Shoulder petite tender, boneless, separable lean and fat, raw", - "Pork, bacon, rendered fat, cooked", - "Pork, cured, bacon, cooked, baked", - "Pork, cured, bacon, cooked, broiled, pan-fried or roasted", - "Pork, cured, bacon, cooked, broiled, pan-fried or roasted, reduced sodium", - "Pork, cured, bacon, cooked, microwaved", - "Pork, cured, bacon, cooked, pan-fried", - "Pork, cured, bacon, raw", - "Pork, cured, breakfast strips, cooked", - "Pork, cured, breakfast strips, raw or unheated", - "Pork, cured, canadian-style bacon, grilled", - "Pork, cured, canadian-style bacon, unheated", - "Pork, cured, feet, pickled", - "Pork, cured, ham -- water added, rump, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham -- water added, rump, bone-in, separable lean and fat, unheated", - "Pork, cured, ham -- water added, rump, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham -- water added, rump, bone-in, separable lean only, unheated", - "Pork, cured, ham -- water added, shank, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham -- water added, shank, bone-in, separable lean and fat, unheated", - "Pork, cured, ham -- water added, shank, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham -- water added, shank, bone-in, separable lean only, unheated", - "Pork, cured, ham -- water added, slice, bone-in, separable lean and fat, heated, pan-broil", - "Pork, cured, ham -- water added, slice, bone-in, separable lean and fat, unheated", - "Pork, cured, ham -- water added, slice, bone-in, separable lean only, heated, pan-broil", - "Pork, cured, ham -- water added, slice, bone-in, separable lean only, unheated", - "Pork, cured, ham -- water added, slice, boneless, separable lean and fat, heated, pan-broil", - "Pork, cured, ham -- water added, slice, boneless, separable lean only, heated, pan-broil", - "Pork, cured, ham -- water added, whole, boneless, separable lean and fat, heated, roasted", - "Pork, cured, ham -- water added, whole, boneless, separable lean and fat, unheated", - "Pork, cured, ham -- water added, whole, boneless, separable lean only, heated, roasted", - "Pork, cured, ham -- water added, whole, boneless, separable lean only, unheated", - "Pork, cured, ham and water product, rump, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham and water product, rump, bone-in, separable lean and fat, unheated", - "Pork, cured, ham and water product, rump, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham and water product, rump, bone-in, separable lean only, unheated", - "Pork, cured, ham and water product, shank, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham and water product, shank, bone-in, separable lean and fat, unheated", - "Pork, cured, ham and water product, shank, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham and water product, shank, bone-in, unheated, separable lean only", - "Pork, cured, ham and water product, slice, bone-in, separable lean and fat, heated, pan-broil", - "Pork, cured, ham and water product, slice, bone-in, separable lean and fat, unheated", - "Pork, cured, ham and water product, slice, bone-in, separable lean only, heated, pan-broil", - "Pork, cured, ham and water product, slice, bone-in, separable lean only, unheated", - "Pork, cured, ham and water product, slice, boneless, separable lean and fat, heated, pan-broil", - "Pork, cured, ham and water product, slice, boneless, separable lean only, heated, pan-broil", - "Pork, cured, ham and water product, whole, boneless, separable lean and fat, heated, roasted", - "Pork, cured, ham and water product, whole, boneless, separable lean and fat, unheated", - "Pork, cured, ham and water product, whole, boneless, separable lean only, heated, roasted", - "Pork, cured, ham and water product, whole, boneless, separable lean only, unheated", - "Pork, cured, ham with natural juices, rump, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham with natural juices, rump, bone-in, separable lean and fat, unheated", - "Pork, cured, ham with natural juices, rump, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham with natural juices, rump, bone-in, separable lean only, unheated", - "Pork, cured, ham with natural juices, shank, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham with natural juices, shank, bone-in, separable lean and fat, unheated", - "Pork, cured, ham with natural juices, shank, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham with natural juices, shank, bone-in, separable lean only, unheated", - "Pork, cured, ham with natural juices, slice, bone-in, separable lean and fat, heated, pan-broil", - "Pork, cured, ham with natural juices, slice, bone-in, separable lean and fat, unheated", - "Pork, cured, ham with natural juices, slice, bone-in, separable lean only, heated, pan-broil", - "Pork, cured, ham with natural juices, slice, bone-in, separable lean only, unheated", - "Pork, cured, ham with natural juices, slice, boneless, separable lean and fat, heated, pan-broil", - "Pork, cured, ham with natural juices, slice, boneless, separable lean only, heated, pan-broil", - "Pork, cured, ham with natural juices, spiral slice, boneless, separable lean and fat, heated, roasted", - "Pork, cured, ham with natural juices, spiral slice, boneless, separable lean and fat, unheated", - "Pork, cured, ham with natural juices, spiral slice, boneless, separable lean only, unheated", - "Pork, cured, ham with natural juices, spiral slice, meat only, boneless, separable lean only, heated, roasted", - "Pork, cured, ham with natural juices, whole, boneless, separable lean and fat, heated, roasted", - "Pork, cured, ham with natural juices, whole, boneless, separable lean and fat, unheated", - "Pork, cured, ham with natural juices, whole, boneless, separable lean only, heated, roasted", - "Pork, cured, ham with natural juices, whole, boneless, separable lean only, unheated", - "Pork, cured, ham, boneless, extra lean (approximately 5% fat), roasted", - "Pork, cured, ham, boneless, extra lean and regular, roasted", - "Pork, cured, ham, boneless, extra lean and regular, unheated", - "Pork, cured, ham, boneless, low sodium, extra lean (approximately 5% fat), roasted", - "Pork, cured, ham, boneless, low sodium, extra lean and regular, roasted", - "Pork, cured, ham, boneless, regular (approximately 11% fat), roasted", - "Pork, cured, ham, center slice, country-style, separable lean only, raw", - "Pork, cured, ham, center slice, separable lean and fat, unheated", - "Pork, cured, ham, extra lean (approximately 4% fat), canned, roasted", - "Pork, cured, ham, extra lean (approximately 4% fat), canned, unheated", - "Pork, cured, ham, extra lean and regular, canned, roasted", - "Pork, cured, ham, extra lean and regular, canned, unheated", - "Pork, cured, ham, low sodium, lean and fat, cooked", - "Pork, cured, ham, patties, grilled", - "Pork, cured, ham, patties, unheated", - "Pork, cured, ham, regular (approximately 13% fat), canned, roasted", - "Pork, cured, ham, regular (approximately 13% fat), canned, unheated", - "Pork, cured, ham, rump, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham, rump, bone-in, separable lean and fat, unheated", - "Pork, cured, ham, rump, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham, rump, bone-in, separable lean only, unheated", - "Pork, cured, ham, separable fat, boneless, heated", - "Pork, cured, ham, separable fat, boneless, unheated", - "Pork, cured, ham, shank, bone-in, separable lean and fat, heated, roasted", - "Pork, cured, ham, shank, bone-in, separable lean and fat, unheated", - "Pork, cured, ham, shank, bone-in, separable lean only, heated, roasted", - "Pork, cured, ham, shank, bone-in, separable lean only, unheated", - "Pork, cured, ham, slice, bone-in, separable lean and fat, heated, pan-broil", - "Pork, cured, ham, slice, bone-in, separable lean and fat, unheated", - "Pork, cured, ham, slice, bone-in, separable lean only, heated, pan-broil", - "Pork, cured, ham, slice, bone-in, separable lean only, unheated", - "Pork, cured, ham, steak, boneless, extra lean, unheated", - "Pork, cured, ham, whole, separable lean and fat, roasted", - "Pork, cured, ham, whole, separable lean and fat, unheated", - "Pork, cured, ham, whole, separable lean only, roasted", - "Pork, cured, ham, whole, separable lean only, unheated", - "Pork, cured, salt pork, raw", - "Pork, cured, separable fat (from ham and arm picnic), roasted", - "Pork, cured, separable fat (from ham and arm picnic), unheated", - "Pork, cured, shoulder, arm picnic, separable lean and fat, roasted", - "Pork, cured, shoulder, arm picnic, separable lean only, roasted", - "Pork, cured, shoulder, blade roll, separable lean and fat, roasted", - "Pork, cured, shoulder, blade roll, separable lean and fat, unheated", - "Pork, fresh, backfat, raw", - "Pork, fresh, backribs, separable lean and fat, cooked, roasted", - "Pork, fresh, backribs, separable lean and fat, raw", - "Pork, fresh, belly, raw", - "Pork, fresh, carcass, separable lean and fat, raw", - "Pork, fresh, composite of trimmed leg, loin, shoulder, and spareribs, (includes cuts to be cured), separable lean and fat, raw", - "Pork, fresh, composite of trimmed retail cuts (leg, loin, and shoulder), separable lean only, cooked", - "Pork, fresh, composite of trimmed retail cuts (leg, loin, shoulder), separable lean only, raw", - "Pork, fresh, composite of trimmed retail cuts (leg, loin, shoulder, and spareribs), separable lean and fat, cooked", - "Pork, fresh, composite of trimmed retail cuts (leg, loin, shoulder, and spareribs), separable lean and fat, raw", - "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean and fat, cooked", - "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean and fat, raw", - "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean only, cooked", - "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean only, raw", - "Pork, fresh, enhanced, composite of separable fat, cooked", - "Pork, fresh, enhanced, composite of separable fat, raw", - "Pork, fresh, enhanced, loin, tenderloin, separable lean and fat, cooked, roasted", - "Pork, fresh, enhanced, loin, tenderloin, separable lean and fat, raw", - "Pork, fresh, enhanced, loin, tenderloin, separable lean only, cooked, roasted", - "Pork, fresh, enhanced, loin, tenderloin, separable lean only, raw", - "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean and fat, cooked, broiled", - "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean and fat, raw", - "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean only, cooked, broiled", - "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean only, raw", - "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean and fat, cooked, braised", - "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean and fat, raw", - "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean only, cooked, braised", - "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean only, raw", - "Pork, fresh, ground, cooked", - "Pork, fresh, ground, raw", - "Pork, fresh, leg (ham), rump half, separable lean and fat, cooked, roasted", - "Pork, fresh, leg (ham), rump half, separable lean and fat, raw", - "Pork, fresh, leg (ham), rump half, separable lean only, cooked, roasted", - "Pork, fresh, leg (ham), rump half, separable lean only, raw", - "Pork, fresh, leg (ham), shank half, separable lean and fat, cooked, roasted", - "Pork, fresh, leg (ham), shank half, separable lean and fat, raw", - "Pork, fresh, leg (ham), shank half, separable lean only, cooked, roasted", - "Pork, fresh, leg (ham), shank half, separable lean only, raw", - "Pork, fresh, leg (ham), whole, separable lean and fat, cooked, roasted", - "Pork, fresh, leg (ham), whole, separable lean and fat, raw", - "Pork, fresh, leg (ham), whole, separable lean only, cooked, roasted", - "Pork, fresh, leg (ham), whole, separable lean only, raw", - "Pork, fresh, loin, blade (chops or roasts), bone-in, separable lean and fat, raw", - "Pork, fresh, loin, blade (chops or roasts), bone-in, separable lean only, raw", - "Pork, fresh, loin, blade (chops), bone-in, separable lean and fat, cooked, braised", - "Pork, fresh, loin, blade (chops), bone-in, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, blade (chops), bone-in, separable lean and fat, cooked, pan-fried", - "Pork, fresh, loin, blade (chops), bone-in, separable lean only, cooked, braised", - "Pork, fresh, loin, blade (chops), bone-in, separable lean only, cooked, broiled", - "Pork, fresh, loin, blade (chops), bone-in, separable lean only, cooked, pan-fried", - "Pork, fresh, loin, blade (roasts), bone-in, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, blade (roasts), bone-in, separable lean only, cooked, roasted", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, cooked, braised", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, cooked, pan-fried", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, raw", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, cooked, braised", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, cooked, broiled", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, cooked, pan-fried", - "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, raw", - "Pork, fresh, loin, center loin (roasts), bone-in, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, center loin (roasts), bone-in, separable lean only, cooked, roasted", - "Pork, fresh, loin, center rib (chops or roasts), bone-in, separable lean and fat, raw", - "Pork, fresh, loin, center rib (chops or roasts), bone-in, separable lean only, raw", - "Pork, fresh, loin, center rib (chops or roasts), boneless, separable lean and fat, raw", - "Pork, fresh, loin, center rib (chops or roasts), boneless, separable lean only, raw", - "Pork, fresh, loin, center rib (chops), bone-in, separable lean and fat, cooked, braised", - "Pork, fresh, loin, center rib (chops), bone-in, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, center rib (chops), bone-in, separable lean and fat, cooked, pan-fried", - "Pork, fresh, loin, center rib (chops), bone-in, separable lean only, cooked, braised", - "Pork, fresh, loin, center rib (chops), bone-in, separable lean only, cooked, broiled", - "Pork, fresh, loin, center rib (chops), bone-in, separable lean only, cooked, pan-fried", - "Pork, fresh, loin, center rib (chops), boneless, separable lean and fat, cooked, braised", - "Pork, fresh, loin, center rib (chops), boneless, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, center rib (chops), boneless, separable lean and fat, cooked, pan-fried", - "Pork, fresh, loin, center rib (chops), boneless, separable lean only, cooked, braised", - "Pork, fresh, loin, center rib (chops), boneless, separable lean only, cooked, broiled", - "Pork, fresh, loin, center rib (chops), boneless, separable lean only, cooked, pan-fried", - "Pork, fresh, loin, center rib (roasts), bone-in, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, center rib (roasts), bone-in, separable lean only, cooked, roasted", - "Pork, fresh, loin, center rib (roasts), boneless, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, center rib (roasts), boneless, separable lean only, cooked, roasted", - "Pork, fresh, loin, country-style ribs, separable lean and fat, cooked, braised", - "Pork, fresh, loin, country-style ribs, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, country-style ribs, separable lean and fat, raw", - "Pork, fresh, loin, country-style ribs, separable lean only, cooked, braised", - "Pork, fresh, loin, country-style ribs, separable lean only, cooked, roasted", - "Pork, fresh, loin, country-style ribs, separable lean only, raw", - "Pork, fresh, loin, sirloin (chops or roasts), bone-in, separable lean and fat, raw", - "Pork, fresh, loin, sirloin (chops or roasts), bone-in, separable lean only, raw", - "Pork, fresh, loin, sirloin (chops or roasts), boneless, separable lean and fat, raw", - "Pork, fresh, loin, sirloin (chops or roasts), boneless, separable lean only, raw", - "Pork, fresh, loin, sirloin (chops), bone-in, separable lean and fat, cooked, braised", - "Pork, fresh, loin, sirloin (chops), bone-in, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, sirloin (chops), bone-in, separable lean only, cooked, braised", - "Pork, fresh, loin, sirloin (chops), bone-in, separable lean only, cooked, broiled", - "Pork, fresh, loin, sirloin (chops), boneless, separable lean and fat, cooked, braised", - "Pork, fresh, loin, sirloin (chops), boneless, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, sirloin (chops), boneless, separable lean only, cooked, braised", - "Pork, fresh, loin, sirloin (chops), boneless, separable lean only, cooked, broiled", - "Pork, fresh, loin, sirloin (roasts), bone-in, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, sirloin (roasts), bone-in, separable lean only, cooked, roasted", - "Pork, fresh, loin, sirloin (roasts), boneless, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, sirloin (roasts), boneless, separable lean only, cooked, roasted", - "Pork, fresh, loin, tenderloin, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, tenderloin, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, tenderloin, separable lean and fat, raw", - "Pork, fresh, loin, tenderloin, separable lean only, cooked, broiled", - "Pork, fresh, loin, tenderloin, separable lean only, cooked, roasted", - "Pork, fresh, loin, tenderloin, separable lean only, raw", - "Pork, fresh, loin, top loin (chops), boneless, enhanced, separable lean and fat, cooked, pan-broiled", - "Pork, fresh, loin, top loin (chops), boneless, enhanced, separable lean only, cooked, pan-broiled", - "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, cooked, braised", - "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, cooked, pan-fried", - "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, raw", - "Pork, fresh, loin, top loin (chops), boneless, separable lean only, cooked, braised", - "Pork, fresh, loin, top loin (chops), boneless, separable lean only, cooked, broiled", - "Pork, fresh, loin, top loin (chops), boneless, separable lean only, cooked, pan-fried", - "Pork, fresh, loin, top loin (chops), boneless, separable lean only, raw", - "Pork, fresh, loin, top loin (roasts), boneless, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, top loin (roasts), boneless, separable lean and fat, raw", - "Pork, fresh, loin, top loin (roasts), boneless, separable lean only, cooked, roasted", - "Pork, fresh, loin, top loin (roasts), boneless, separable lean only, raw", - "Pork, fresh, loin, whole, separable lean and fat, cooked, braised", - "Pork, fresh, loin, whole, separable lean and fat, cooked, broiled", - "Pork, fresh, loin, whole, separable lean and fat, cooked, roasted", - "Pork, fresh, loin, whole, separable lean and fat, raw", - "Pork, fresh, loin, whole, separable lean only, cooked, braised", - "Pork, fresh, loin, whole, separable lean only, cooked, broiled", - "Pork, fresh, loin, whole, separable lean only, cooked, roasted", - "Pork, fresh, loin, whole, separable lean only, raw", - "Pork, fresh, separable fat, cooked", - "Pork, fresh, separable fat, raw", - "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean and fat, cooked, braised", - "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean and fat, raw", - "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean only, cooked, braised", - "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean only, raw", - "Pork, fresh, shoulder, arm picnic, separable lean and fat, cooked, braised", - "Pork, fresh, shoulder, arm picnic, separable lean and fat, cooked, roasted", - "Pork, fresh, shoulder, arm picnic, separable lean and fat, raw", - "Pork, fresh, shoulder, arm picnic, separable lean only, cooked, braised", - "Pork, fresh, shoulder, arm picnic, separable lean only, cooked, roasted", - "Pork, fresh, shoulder, arm picnic, separable lean only, raw", - "Pork, fresh, shoulder, blade, boston (roasts), separable lean and fat, cooked, roasted", - "Pork, fresh, shoulder, blade, boston (roasts), separable lean only, cooked, roasted", - "Pork, fresh, shoulder, blade, boston (steaks), separable lean and fat, cooked, broiled", - "Pork, fresh, shoulder, blade, boston (steaks), separable lean only, cooked, broiled", - "Pork, fresh, shoulder, whole, separable lean and fat, cooked, roasted", - "Pork, fresh, shoulder, whole, separable lean and fat, raw", - "Pork, fresh, shoulder, whole, separable lean only, cooked, roasted", - "Pork, fresh, shoulder, whole, separable lean only, raw", - "Pork, fresh, spareribs, separable lean and fat, cooked, braised", - "Pork, fresh, spareribs, separable lean and fat, cooked, roasted", - "Pork, fresh, spareribs, separable lean and fat, raw", - "Pork, fresh, variety meats and by-products, brain, cooked, braised", - "Pork, fresh, variety meats and by-products, brain, raw", - "Pork, fresh, variety meats and by-products, chitterlings, cooked, simmered", - "Pork, fresh, variety meats and by-products, chitterlings, raw", - "Pork, fresh, variety meats and by-products, ears, frozen, cooked, simmered", - "Pork, fresh, variety meats and by-products, ears, frozen, raw", - "Pork, fresh, variety meats and by-products, feet, cooked, simmered", - "Pork, fresh, variety meats and by-products, feet, raw", - "Pork, fresh, variety meats and by-products, heart, cooked, braised", - "Pork, fresh, variety meats and by-products, heart, raw", - "Pork, fresh, variety meats and by-products, jowl, raw", - "Pork, fresh, variety meats and by-products, kidneys, cooked, braised", - "Pork, fresh, variety meats and by-products, kidneys, raw", - "Pork, fresh, variety meats and by-products, leaf fat, raw", - "Pork, fresh, variety meats and by-products, liver, cooked, braised", - "Pork, fresh, variety meats and by-products, liver, raw", - "Pork, fresh, variety meats and by-products, lungs, cooked, braised", - "Pork, fresh, variety meats and by-products, lungs, raw", - "Pork, fresh, variety meats and by-products, mechanically separated, raw", - "Pork, fresh, variety meats and by-products, pancreas, cooked, braised", - "Pork, fresh, variety meats and by-products, pancreas, raw", - "Pork, fresh, variety meats and by-products, spleen, cooked, braised", - "Pork, fresh, variety meats and by-products, spleen, raw", - "Pork, fresh, variety meats and by-products, stomach, cooked, simmered", - "Pork, fresh, variety meats and by-products, stomach, raw", - "Pork, fresh, variety meats and by-products, tail, cooked, simmered", - "Pork, fresh, variety meats and by-products, tail, raw", - "Pork, fresh, variety meats and by-products, tongue, cooked, braised", - "Pork, fresh, variety meats and by-products, tongue, raw", - "Pork, ground, 72% lean / 28% fat, cooked, crumbles", - "Pork, ground, 72% lean / 28% fat, cooked, pan-broiled", - "Pork, ground, 72% lean / 28% fat, raw", - "Pork, ground, 84% lean / 16% fat, cooked, crumbles", - "Pork, ground, 84% lean / 16% fat, cooked, pan-broiled", - "Pork, ground, 84% lean / 16% fat, raw", - "Pork, ground, 96% lean / 4% fat, cooked, crumbles", - "Pork, ground, 96% lean / 4% fat, cooked, pan-broiled", - "Pork, ground, 96% lean / 4% fat, raw", - "Pork, loin, leg cap steak, boneless, separable lean and fat, cooked, broiled", - "Pork, oriental style, dehydrated", - "Pork, pickled pork hocks", - "Pork, shoulder, petite tender, boneless, separable lean and fat, cooked, broiled", - "Potato chips, without salt, reduced fat", - "Potato flour", - "Potato pancakes", - "Potato puffs, frozen, oven-heated", - "Potato puffs, frozen, unprepared", - "Potato salad, home-prepared", - "Potato soup, instant, dry mix", - "Potato, baked, flesh and skin, without salt", - "Potato, flesh and skin, raw", - "Potatoes, Russet, flesh and skin, baked", - "Potatoes, au gratin, dry mix, prepared with water, whole milk and butter", - "Potatoes, au gratin, dry mix, unprepared", - "Potatoes, au gratin, home-prepared from recipe using butter", - "Potatoes, au gratin, home-prepared from recipe using margarine", - "Potatoes, baked, flesh and skin, with salt", - "Potatoes, baked, flesh, with salt", - "Potatoes, baked, flesh, without salt", - "Potatoes, baked, skin, with salt", - "Potatoes, baked, skin, without salt", - "Potatoes, boiled, cooked in skin, flesh, with salt", - "Potatoes, boiled, cooked in skin, flesh, without salt", - "Potatoes, boiled, cooked in skin, skin, with salt", - "Potatoes, boiled, cooked in skin, skin, without salt", - "Potatoes, boiled, cooked without skin, flesh, with salt", - "Potatoes, boiled, cooked without skin, flesh, without salt", - "Potatoes, canned, drained solids", - "Potatoes, canned, drained solids, no salt added", - "Potatoes, canned, solids and liquids", - "Potatoes, french fried, all types, salt added in processing, frozen, home-prepared, oven heated", - "Potatoes, french fried, all types, salt added in processing, frozen, unprepared", - "Potatoes, french fried, all types, salt not added in processing, frozen, as purchased", - "Potatoes, french fried, all types, salt not added in processing, frozen, oven-heated", - "Potatoes, french fried, crinkle or regular cut, salt added in processing, frozen, as purchased", - "Potatoes, french fried, crinkle or regular cut, salt added in processing, frozen, oven-heated", - "Potatoes, french fried, shoestring, salt added in processing, frozen, as purchased", - "Potatoes, french fried, shoestring, salt added in processing, frozen, oven-heated", - "Potatoes, french fried, steak fries, salt added in processing, frozen, as purchased", - "Potatoes, french fried, steak fries, salt added in processing, frozen, oven-heated", - "Potatoes, frozen, french fried, par fried, cottage-cut, prepared, heated in oven, with salt", - "Potatoes, frozen, french fried, par fried, cottage-cut, prepared, heated in oven, without salt", - "Potatoes, frozen, french fried, par fried, cottage-cut, unprepared", - "Potatoes, frozen, french fried, par fried, extruded, prepared, heated in oven, without salt", - "Potatoes, frozen, french fried, par fried, extruded, unprepared", - "Potatoes, frozen, whole, cooked, boiled, drained, with salt", - "Potatoes, frozen, whole, cooked, boiled, drained, without salt", - "Potatoes, frozen, whole, unprepared", - "Potatoes, hashed brown, frozen, plain, prepared", - "Potatoes, hashed brown, frozen, plain, unprepared", - "Potatoes, hashed brown, frozen, with butter sauce, prepared", - "Potatoes, hashed brown, frozen, with butter sauce, unprepared", - "Potatoes, hashed brown, home-prepared", - "Potatoes, mashed, dehydrated, flakes without milk, dry form", - "Potatoes, mashed, dehydrated, granules with milk, dry form", - "Potatoes, mashed, dehydrated, granules without milk, dry form", - "Potatoes, mashed, dehydrated, prepared from flakes without milk, whole milk and butter added", - "Potatoes, mashed, dehydrated, prepared from granules with milk, water and margarine added", - "Potatoes, mashed, dehydrated, prepared from granules without milk, whole milk and butter added", - "Potatoes, mashed, home-prepared, whole milk added", - "Potatoes, mashed, home-prepared, whole milk and butter added", - "Potatoes, mashed, home-prepared, whole milk and margarine added", - "Potatoes, mashed, prepared from flakes, without milk, whole milk and margarine", - "Potatoes, mashed, prepared from granules, without milk, whole milk and margarine", - "Potatoes, microwaved, cooked in skin, flesh and skin, without salt", - "Potatoes, microwaved, cooked in skin, flesh, with salt", - "Potatoes, microwaved, cooked in skin, flesh, without salt", - "Potatoes, microwaved, cooked in skin, skin, without salt", - "Potatoes, microwaved, cooked, in skin, flesh and skin, with salt", - "Potatoes, microwaved, cooked, in skin, skin with salt", - "Potatoes, o'brien, frozen, prepared", - "Potatoes, o'brien, frozen, unprepared", - "Potatoes, o'brien, home-prepared", - "Potatoes, raw, skin", - "Potatoes, red, flesh and skin, baked", - "Potatoes, red, flesh and skin, raw", - "Potatoes, russet, flesh and skin, raw", - "Potatoes, scalloped, dry mix, prepared with water, whole milk and butter", - "Potatoes, scalloped, dry mix, unprepared", - "Potatoes, scalloped, home-prepared with butter", - "Potatoes, scalloped, home-prepared with margarine", - "Potatoes, white, flesh and skin, baked", - "Potatoes, white, flesh and skin, raw", - "Poultry food products, ground turkey, cooked", - "Poultry food products, ground turkey, raw", - "Poultry salad sandwich spread", - "Poultry, mechanically deboned, from backs and necks with skin, raw", - "Poultry, mechanically deboned, from backs and necks without skin, raw", - "Poultry, mechanically deboned, from mature hens, raw", - "Prairie Turnips, boiled (Northern Plains Indians)", - "Prairie Turnips, raw (Northern Plains Indians)", - "Pretzels, soft", - "Pretzels, soft, unsalted", - "Prickly pears, raw", - "Protein supplement, milk based, Muscle Milk Light, powder", - "Protein supplement, milk based, Muscle Milk, powder", - "Prune juice, canned", - "Prune puree", - "Prunes, canned, heavy syrup pack, solids and liquids", - "Prunes, dehydrated (low-moisture), stewed", - "Prunes, dehydrated (low-moisture), uncooked", - "Pudding, lemon, dry mix, regular, prepared with sugar, egg yolk and water", - "Puddings, all flavors except chocolate, low calorie, instant, dry mix", - "Puddings, all flavors except chocolate, low calorie, regular, dry mix", - "Puddings, banana, dry mix, instant", - "Puddings, banana, dry mix, instant, prepared with 2% milk", - "Puddings, banana, dry mix, instant, prepared with whole milk", - "Puddings, banana, dry mix, instant, with added oil", - "Puddings, banana, dry mix, regular", - "Puddings, banana, dry mix, regular, prepared with 2% milk", - "Puddings, banana, dry mix, regular, prepared with whole milk", - "Puddings, banana, dry mix, regular, with added oil", - "Puddings, chocolate flavor, low calorie, instant, dry mix", - "Puddings, chocolate flavor, low calorie, regular, dry mix", - "Puddings, chocolate, dry mix, instant", - "Puddings, chocolate, dry mix, instant, prepared with 2% milk", - "Puddings, chocolate, dry mix, instant, prepared with whole milk", - "Puddings, chocolate, dry mix, regular", - "Puddings, chocolate, dry mix, regular, prepared with 2% milk", - "Puddings, chocolate, dry mix, regular, prepared with whole milk", - "Puddings, chocolate, ready-to-eat", - "Puddings, chocolate, ready-to-eat, fat free", - "Puddings, coconut cream, dry mix, instant", - "Puddings, coconut cream, dry mix, instant, prepared with 2% milk", - "Puddings, coconut cream, dry mix, instant, prepared with whole milk", - "Puddings, coconut cream, dry mix, regular", - "Puddings, coconut cream, dry mix, regular, prepared with 2% milk", - "Puddings, coconut cream, dry mix, regular, prepared with whole milk", - "Puddings, lemon, dry mix, instant", - "Puddings, lemon, dry mix, instant, prepared with 2% milk", - "Puddings, lemon, dry mix, instant, prepared with whole milk", - "Puddings, lemon, dry mix, regular", - "Puddings, lemon, dry mix, regular, with added oil, potassium, sodium", - "Puddings, rice, dry mix", - "Puddings, rice, dry mix, prepared with 2% milk", - "Puddings, rice, dry mix, prepared with whole milk", - "Puddings, rice, ready-to-eat", - "Puddings, tapioca, dry mix", - "Puddings, tapioca, dry mix, prepared with 2% milk", - "Puddings, tapioca, dry mix, prepared with whole milk", - "Puddings, tapioca, dry mix, with no added salt", - "Puddings, tapioca, ready-to-eat", - "Puddings, tapioca, ready-to-eat, fat free", - "Puddings, vanilla, dry mix, instant", - "Puddings, vanilla, dry mix, instant, prepared with whole milk", - "Puddings, vanilla, dry mix, regular", - "Puddings, vanilla, dry mix, regular, prepared with 2% milk", - "Puddings, vanilla, dry mix, regular, prepared with whole milk", - "Puddings, vanilla, dry mix, regular, with added oil", - "Puddings, vanilla, ready-to-eat", - "Puddings, vanilla, ready-to-eat, fat free", - "Puff pastry, frozen, ready-to-bake", - "Puff pastry, frozen, ready-to-bake, baked", - "Pummelo, raw", - "Pumpkin flowers, cooked, boiled, drained, without salt", - "Pumpkin flowers, raw", - "Pumpkin leaves, cooked, boiled, drained, with salt", - "Pumpkin leaves, cooked, boiled, drained, without salt", - "Pumpkin leaves, raw", - "Pumpkin pie mix, canned", - "Pumpkin, canned, with salt", - "Pumpkin, canned, without salt", - "Pumpkin, cooked, boiled, drained, with salt", - "Pumpkin, cooked, boiled, drained, without salt", - "Pumpkin, flowers, cooked, boiled, drained, with salt", - "Pumpkin, raw", - "Purslane, cooked, boiled, drained, with salt", - "Purslane, cooked, boiled, drained, without salt", - "Purslane, raw", - "QUAKER OATS, PROPEL Fitness Water, fruit-flavored, non-carbonated", - "Quail, breast, meat only, raw", - "Quail, cooked, total edible", - "Quail, meat and skin, raw", - "Quail, meat only, raw", - "Quinces, raw", - "Quinoa, cooked", - "Quinoa, uncooked", - "Radicchio, raw", - "Radish seeds, sprouted, raw", - "Radishes, hawaiian style, pickled", - "Radishes, oriental, cooked, boiled, drained, with salt", - "Radishes, oriental, cooked, boiled, drained, without salt", - "Radishes, oriental, dried", - "Radishes, oriental, raw", - "Radishes, raw", - "Radishes, white icicle, raw", - "Raisins, golden seedless", - "Raisins, seeded", - "Raisins, seedless", - "Rambutan, canned, syrup pack", - "Raspberries, canned, red, heavy syrup pack, solids and liquids", - "Raspberries, frozen, red, sweetened", - "Raspberries, raw", - "Raspberries, wild (Northern Plains Indians)", - "Ready-to-drink reduced fat milk beverage, flavored and sweetened, with added calcium, vitamin A and vitamin D", - "Reddi Wip Fat Free Whipped Topping", - "Refried beans, canned, fat-free", - "Refried beans, canned, traditional style (includes USDA commodity)", - "Refried beans, canned, vegetarian", - "Rennin, chocolate, dry mix, prepared with 2% milk", - "Rennin, chocolate, dry mix, prepared with whole milk", - "Rennin, vanilla, dry mix, prepared with 2% milk", - "Rennin, vanilla, dry mix, prepared with whole milk", - "Restaurant, Chinese, beef and vegetables", - "Restaurant, Chinese, egg rolls, assorted", - "Restaurant, Chinese, fried rice", - "Restaurant, Chinese, general tso's chicken", - "Restaurant, Chinese, kung pao chicken", - "Restaurant, Chinese, lemon chicken", - "Restaurant, Latino, Arroz con frijoles negros (rice and black beans)", - "Restaurant, Latino, Arroz con grandules (rice and pigeonpeas)", - "Restaurant, Latino, Arroz con habichuelas colorados (Rice And Red Beans)", - "Restaurant, Latino, arepa (unleavened cornmeal bread)", - "Restaurant, Latino, arroz con leche (rice pudding)", - "Restaurant, Latino, black bean soup", - "Restaurant, Latino, bunuelos (fried yeast bread)", - "Restaurant, Latino, chicken and rice, entree, prepared", - "Restaurant, Latino, empanadas, beef, prepared", - "Restaurant, Latino, pupusas con frijoles (pupusas, bean)", - "Restaurant, Latino, pupusas con queso (pupusas, cheese)", - "Restaurant, Latino, pupusas del cerdo (pupusas, pork)", - "Restaurant, Latino, tamale, corn", - "Restaurant, Latino, tamale, pork", - "Restaurant, Latino, tripe soup", - "Restaurant, family style, French fries", - "Restaurant, family style, chicken fingers, from kid's menu", - "Restaurant, family style, fried mozzarella sticks", - "Restaurant, family style, macaroni & cheese, from kids' menu", - "Restaurant, family style, shrimp, breaded and fried", - "Restaurant, family style, sirloin steak", - "Rhubarb, frozen, cooked, with sugar", - "Rhubarb, frozen, uncooked", - "Rhubarb, raw", - "Rhubarb, wild, leaves (Alaska Native)", - "Rice and Wheat cereal bar", - "Rice bowl with chicken, frozen entree, prepared (includes fried, teriyaki, and sweet and sour varieties)", - "Rice bran, crude", - "Rice cake, cracker (include hain mini rice cakes)", - "Rice drink, unsweetened, with added calcium, vitamins A and D", - "Rice flour, brown", - "Rice flour, white", - "Rice noodles, cooked", - "Rice noodles, dry", - "Rice, brown, long-grain, cooked", - "Rice, brown, long-grain, raw", - "Rice, brown, medium-grain, cooked", - "Rice, brown, medium-grain, raw", - "Rice, white, glutinous, cooked", - "Rice, white, glutinous, raw", - "Rice, white, long-grain, parboiled, enriched, cooked", - "Rice, white, long-grain, parboiled, enriched, dry", - "Rice, white, long-grain, parboiled, unenriched, cooked", - "Rice, white, long-grain, parboiled, unenriched, dry", - "Rice, white, long-grain, precooked or instant, enriched, dry", - "Rice, white, long-grain, precooked or instant, enriched, prepared", - "Rice, white, long-grain, regular, cooked", - "Rice, white, long-grain, regular, cooked, enriched, with salt", - "Rice, white, long-grain, regular, cooked, unenriched, with salt", - "Rice, white, long-grain, regular, cooked, unenriched, without salt", - "Rice, white, long-grain, regular, raw, enriched", - "Rice, white, long-grain, regular, raw, unenriched", - "Rice, white, medium-grain, cooked", - "Rice, white, medium-grain, cooked, unenriched", - "Rice, white, medium-grain, raw, enriched", - "Rice, white, medium-grain, raw, unenriched", - "Rice, white, short-grain, cooked", - "Rice, white, short-grain, cooked, unenriched", - "Rice, white, short-grain, raw", - "Rice, white, short-grain, raw, unenriched", - "Rice, white, steamed, Chinese restaurant", - "Rice, white, with pasta, cooked", - "Rice, white, with pasta, dry", - "Roast beef spread", - "Rolls, dinner, egg", - "Rolls, dinner, oat bran", - "Rolls, dinner, plain, commercially prepared (includes brown-and-serve)", - "Rolls, dinner, plain, prepared from recipe, made with low fat (2%) milk", - "Rolls, dinner, rye", - "Rolls, dinner, wheat", - "Rolls, dinner, whole-wheat", - "Rolls, french", - "Rolls, hamburger or hotdog, mixed-grain", - "Rolls, hamburger or hotdog, plain", - "Rolls, hamburger or hotdog, reduced-calorie", - "Rolls, hard (includes kaiser)", - "Rolls, pumpernickel", - "Rose Hips, wild (Northern Plains Indians)", - "Rose-apples, raw", - "Roselle, raw", - "Rosemary, fresh", - "Rowal, raw", - "Rutabagas, cooked, boiled, drained, with salt", - "Rutabagas, cooked, boiled, drained, without salt", - "Rutabagas, raw", - "Rye", - "Rye flour, dark", - "Rye flour, light", - "Rye flour, medium", - "SILK Banana-Strawberry soy Yogurt", - "SILK Black Cherry soy Yogurt", - "SILK Blueberry soy Yogurt", - "SILK Chai, soymilk", - "SILK Chocolate, soymilk", - "SILK Coffee, soymilk", - "SILK French Vanilla Creamer", - "SILK Hazelnut Creamer", - "SILK Key Lime soy Yogurt", - "SILK Light Chocolate, soymilk", - "SILK Light Plain, soymilk", - "SILK Light Vanilla, soymilk", - "SILK Mocha, soymilk", - "SILK Nog, soymilk", - "SILK Original Creamer", - "SILK Peach soy Yogurt", - "SILK Plain soy yogurt", - "SILK Plain, soymilk", - "SILK Plus Fiber, soymilk", - "SILK Plus Omega-3 DHA, soymilk", - "SILK Plus for Bone Health, soymilk", - "SILK Raspberry soy yogurt", - "SILK Strawberry soy yogurt", - "SILK Unsweetened, soymilk", - "SILK Vanilla soy Yogurt (Family size)", - "SILK Vanilla soy yogurt (single serving size)", - "SILK Vanilla, soymilk", - "SILK Very Vanilla, soymilk", - "Salad Dressing, coleslaw dressing, reduced fat", - "Salad Dressing, mayonnaise, light, SMART BALANCE, Omega Plus light", - "Salad Dressing, mayonnaise-like, fat-free", - "Salad dressing, KRAFT MIRACLE WHIP FREE Nonfat Dressing", - "Salad dressing, KRAFT MIRACLE WHIP LIGHT Dressing", - "Salad dressing, KRAFT Mayo Fat Free Mayonnaise Dressing", - "Salad dressing, KRAFT Mayo Light Mayonnaise", - "Salad dressing, Mayonnaise dressing, diet, no cholesterol", - "Salad dressing, bacon and tomato", - "Salad dressing, blue or roquefort cheese dressing, commercial, regular", - "Salad dressing, blue or roquefort cheese dressing, fat-free", - "Salad dressing, blue or roquefort cheese dressing, reduced calorie", - "Salad dressing, blue or roquefort cheese, low calorie", - "Salad dressing, buttermilk, lite", - "Salad dressing, caesar dressing, regular", - "Salad dressing, caesar, low calorie", - "Salad dressing, coleslaw", - "Salad dressing, french dressing, commercial, regular", - "Salad dressing, french dressing, commercial, regular, without salt", - "Salad dressing, french dressing, fat-free", - "Salad dressing, french dressing, reduced calorie", - "Salad dressing, french dressing, reduced fat", - "Salad dressing, french dressing, reduced fat, without salt", - "Salad dressing, french, cottonseed, oil, home recipe", - "Salad dressing, french, home recipe", - "Salad dressing, green goddess, regular", - "Salad dressing, home recipe, cooked", - "Salad dressing, home recipe, vinegar and oil", - "Salad dressing, honey mustard dressing, reduced calorie", - "Salad dressing, italian dressing, commercial, regular", - "Salad dressing, italian dressing, commercial, regular, without salt", - "Salad dressing, italian dressing, fat-free", - "Salad dressing, italian dressing, reduced calorie", - "Salad dressing, italian dressing, reduced fat", - "Salad dressing, italian dressing, reduced fat, without salt", - "Salad dressing, mayonnaise and mayonnaise-type, low calorie", - "Salad dressing, mayonnaise type, regular, with salt", - "Salad dressing, mayonnaise, imitation, milk cream", - "Salad dressing, mayonnaise, imitation, soybean", - "Salad dressing, mayonnaise, imitation, soybean without cholesterol", - "Salad dressing, mayonnaise, light", - "Salad dressing, mayonnaise, soybean and safflower oil, with salt", - "Salad dressing, mayonnaise, soybean oil, with salt", - "Salad dressing, mayonnaise, soybean oil, without salt", - "Salad dressing, peppercorn dressing, commercial, regular", - "Salad dressing, ranch dressing, commercial, regular", - "Salad dressing, ranch dressing, fat-free", - "Salad dressing, ranch dressing, reduced fat", - "Salad dressing, russian dressing", - "Salad dressing, russian dressing, low calorie", - "Salad dressing, sesame seed dressing, regular", - "Salad dressing, spray-style dressing, assorted flavors", - "Salad dressing, sweet and sour", - "Salad dressing, thousand island dressing, fat-free", - "Salad dressing, thousand island dressing, reduced fat", - "Salad dressing, thousand island, commercial, regular", - "Salami, Italian, pork", - "Salami, Italian, pork and beef, dry, sliced, 50% less sodium", - "Salami, cooked, beef", - "Salami, cooked, beef and pork", - "Salami, cooked, turkey", - "Salami, dry or hard, pork", - "Salami, dry or hard, pork, beef", - "Salami, pork, beef, less sodium", - "Salmon, red (sockeye), filets with skin, smoked (Alaska Native)", - "Salmonberries, raw (Alaska Native)", - "Salsify, (vegetable oyster), raw", - "Salsify, cooked, boiled, drained, with salt", - "Salsify, cooked, boiled, drained, without salt", - "Salt, table", - "Sandwich spread, meatless", - "Sandwich spread, pork, beef", - "Sandwich spread, with chopped pickle, regular, unspecified oils", - "Sandwiches and burgers, roast beef sandwich with cheese", - "Sandwiches and burgers, steak sandwich", - "Sapodilla, raw", - "Sapote, mamey, raw", - "Sauce, alfredo mix, dry", - "Sauce, barbecue", - "Sauce, barbecue, low sodium", - "Sauce, cheese sauce mix, dry", - "Sauce, cheese, dry, powder", - "Sauce, cheese, ready-to-serve", - "Sauce, chili, peppers, hot, immature green, canned", - "Sauce, fish, ready-to-serve", - "Sauce, hoisin, ready-to-serve", - "Sauce, homemade, white, medium", - "Sauce, homemade, white, thick", - "Sauce, homemade, white, thin", - "Sauce, mole poblano, dry mix, single brand", - "Sauce, oyster, ready-to-serve", - "Sauce, pasta, spaghetti/marinara, ready-to-serve", - "Sauce, pasta, spaghetti/marinara, ready-to-serve, low sodium", - "Sauce, peppers, hot, chili, mature red, canned", - "Sauce, pizza, canned, ready-to-serve", - "Sauce, plum, ready-to-serve", - "Sauce, ready-to-serve, pepper or hot", - "Sauce, ready-to-serve, pepper, TABASCO", - "Sauce, salsa, ready-to-serve", - "Sauce, sofrito, prepared from recipe", - "Sauce, sweet and sour, prepared-from-recipe", - "Sauce, teriyaki, ready-to-serve", - "Sauce, teriyaki, ready-to-serve, reduced sodium", - "Sauce, tomato chili sauce, bottled, no salt, low sodium", - "Sauce, tomato chili sauce, bottled, with salt", - "Sauce, white, thin, prepared-from-recipe, with butter", - "Sauce, worcestershire", - "Sauerkraut, canned, low sodium", - "Sauerkraut, canned, solids and liquids", - "Sausage, Berliner, pork, beef", - "Sausage, Italian, pork, cooked", - "Sausage, Italian, pork, raw", - "Sausage, Italian, sweet, links", - "Sausage, Italian, turkey, smoked", - "Sausage, Polish, beef with chicken, hot", - "Sausage, Polish, pork and beef, smoked", - "Sausage, Vienna, canned, chicken, beef, pork", - "Sausage, chicken and beef, smoked", - "Sausage, chicken, beef, pork, skinless, smoked", - "Sausage, meatless", - "Sausage, pork and beef, with cheddar cheese, smoked", - "Sausage, smoked link sausage, pork and beef", - "Sausage, summer, pork and beef, sticks, with cheddar cheese", - "Sausage, turkey, breakfast links, mild", - "Sausage, turkey, hot, smoked", - "Scrapple, pork", - "Sea cucumber, yane (Alaska Native)", - "Sea lion, Steller, fat (Alaska Native)", - "Sea lion, Steller, heart (Alaska Native)", - "Sea lion, Steller, kidney (Alaska Native)", - "Sea lion, Steller, liver (Alaska Native)", - "Sea lion, Steller, meat (Alaska Native)", - "Sea lion, Steller, meat with fat (Alaska Native)", - "Seal, bearded (Oogruk), meat, dried (Alaska Native)", - "Seal, bearded (Oogruk), meat, dried, in oil (Alaska Native)", - "Seal, bearded (Oogruk), meat, low quadrant, raw (Alaska Native)", - "Seal, bearded (Oogruk), meat, partially dried (Alaska Native)", - "Seal, bearded (Oogruk), meat, raw (Alaska Native)", - "Seal, ringed, liver (Alaska Native)", - "Seal, ringed, meat (Alaska Native)", - "Seaweed, agar, dried", - "Seaweed, agar, raw", - "Seaweed, irishmoss, raw", - "Seaweed, kelp, raw", - "Seaweed, laver, raw", - "Seaweed, spirulina, dried", - "Seaweed, spirulina, raw", - "Seaweed, wakame, raw", - "Seeds, breadfruit seeds, boiled", - "Seeds, breadfruit seeds, raw", - "Seeds, breadfruit seeds, roasted", - "Seeds, breadnut tree seeds, dried", - "Seeds, breadnut tree seeds, raw", - "Seeds, chia seeds, dried", - "Seeds, cottonseed flour, low fat (glandless)", - "Seeds, cottonseed flour, partially defatted (glandless)", - "Seeds, cottonseed kernels, roasted (glandless)", - "Seeds, cottonseed meal, partially defatted (glandless)", - "Seeds, flaxseed", - "Seeds, lotus seeds, dried", - "Seeds, lotus seeds, raw", - "Seeds, pumpkin and squash seed kernels, dried", - "Seeds, pumpkin and squash seed kernels, roasted, with salt added", - "Seeds, pumpkin and squash seed kernels, roasted, without salt", - "Seeds, pumpkin and squash seeds, whole, roasted, with salt added", - "Seeds, pumpkin and squash seeds, whole, roasted, without salt", - "Seeds, safflower seed kernels, dried", - "Seeds, safflower seed meal, partially defatted", - "Seeds, sesame butter, paste", - "Seeds, sesame butter, tahini, from raw and stone ground kernels", - "Seeds, sesame butter, tahini, from roasted and toasted kernels (most common type)", - "Seeds, sesame butter, tahini, from unroasted kernels (non-chemically removed seed coat)", - "Seeds, sesame butter, tahini, type of kernels unspecified", - "Seeds, sesame flour, high-fat", - "Seeds, sesame flour, low-fat", - "Seeds, sesame flour, partially defatted", - "Seeds, sesame meal, partially defatted", - "Seeds, sesame seed kernels, dried (decorticated)", - "Seeds, sesame seed kernels, toasted, with salt added (decorticated)", - "Seeds, sesame seed kernels, toasted, without salt added (decorticated)", - "Seeds, sesame seeds, whole, dried", - "Seeds, sesame seeds, whole, roasted and toasted", - "Seeds, sisymbrium sp. seeds, whole, dried", - "Seeds, sunflower seed butter, with salt added", - "Seeds, sunflower seed butter, without salt", - "Seeds, sunflower seed flour, partially defatted", - "Seeds, sunflower seed kernels, dried", - "Seeds, sunflower seed kernels, dry roasted, with salt added", - "Seeds, sunflower seed kernels, dry roasted, without salt", - "Seeds, sunflower seed kernels, oil roasted, with salt added", - "Seeds, sunflower seed kernels, oil roasted, without salt", - "Seeds, sunflower seed kernels, toasted, with salt added", - "Seeds, sunflower seed kernels, toasted, without salt", - "Seeds, watermelon seed kernels, dried", - "Semolina, enriched", - "Semolina, unenriched", - "Sesbania flower, cooked, steamed, with salt", - "Sesbania flower, cooked, steamed, without salt", - "Sesbania flower, raw", - "Shake, fast food, chocolate", - "Shake, fast food, strawberry", - "Shake, fast food, vanilla", - "Shallots, freeze-dried", - "Shallots, raw", - "Sherbet, orange", - "Shortening bread, soybean (hydrogenated) and cottonseed", - "Shortening cake mix, soybean (hydrogenated) and cottonseed (hydrogenated)", - "Shortening confectionery, coconut (hydrogenated) and or palm kernel (hydrogenated)", - "Shortening frying (heavy duty), beef tallow and cottonseed", - "Shortening frying (heavy duty), palm (hydrogenated)", - "Shortening frying (heavy duty), soybean (hydrogenated), linoleic (less than 1%)", - "Shortening household soybean (hydrogenated) and palm", - "Shortening industrial, lard and vegetable oil", - "Shortening industrial, soybean (hydrogenated) and cottonseed", - "Shortening, confectionery, fractionated palm", - "Shortening, household, lard and vegetable oil", - "Shortening, household, soybean (partially hydrogenated)-cottonseed (partially hydrogenated)", - "Shortening, industrial, soy (partially hydrogenated ) and corn for frying", - "Shortening, industrial, soy (partially hydrogenated ) for baking and confections", - "Shortening, industrial, soy (partially hydrogenated), pourable liquid fry shortening", - "Shortening, multipurpose, soybean (hydrogenated) and palm (hydrogenated)", - "Shortening, special purpose for baking, soybean (hydrogenated) palm and cottonseed", - "Shortening, special purpose for cakes and frostings, soybean (hydrogenated)", - "Shortening, vegetable, household, composite", - "Side dishes, potato salad", - "Smelt, dried (Alaska Native)", - "Smoked link sausage, pork", - "Smoked link sausage, pork and beef, flour and nonfat dry milk added", - "Smoked link sausage, pork and beef, nonfat dry milk added", - "Snack, potato chips, made from dried potatoes, plain", - "Snacks, DOO DADS snack mix, original flavor", - "Snacks, FARLEY CANDY, FARLEY Fruit Snacks, with vitamins A, C, and E", - "Snacks, FRITOLAY, SUNCHIPS, Multigrain Snack, Harvest Cheddar flavor", - "Snacks, FRITOLAY, SUNCHIPS, Multigrain Snack, original flavor", - "Snacks, FRITOLAY, SUNCHIPS, multigrain, French onion flavor", - "Snacks, GENERAL MILLS, BETTY CROCKER Fruit Roll Ups, berry flavored, with vitamin C", - "Snacks, KELLOGG'S, NUTRI-GRAIN Cereal Bars, fruit", - "Snacks, KELLOGG, KELLOGG'S Low Fat Granola Bar, Crunchy Almond/Brown Sugar", - "Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares", - "Snacks, KRAFT, CORNNUTS, plain", - "Snacks, M&M MARS, COMBOS Snacks Cheddar Cheese Pretzel", - "Snacks, M&M MARS, KUDOS Whole Grain Bar, M&M's milk chocolate", - "Snacks, M&M MARS, KUDOS Whole Grain Bar, chocolate chip", - "Snacks, M&M MARS, KUDOS Whole Grain Bars, peanut butter", - "Snacks, NUTRI-GRAIN FRUIT AND NUT BAR", - "Snacks, RALSTON PURINA, CHEX MIX", - "Snacks, SUNKIST, SUNKIST Fruit Roll, strawberry, with vitamins A, C, and E", - "Snacks, bagel chips", - "Snacks, banana chips", - "Snacks, beef jerky, chopped and formed", - "Snacks, beef sticks, smoked", - "Snacks, candy bits, yogurt covered with vitamin C", - "Snacks, candy rolls, yogurt-covered, fruit flavored with high vitamin C", - "Snacks, corn cakes", - "Snacks, corn cakes, very low sodium", - "Snacks, corn-based, extruded, chips, barbecue-flavor", - "Snacks, corn-based, extruded, chips, barbecue-flavor, made with enriched masa flour", - "Snacks, corn-based, extruded, chips, plain", - "Snacks, corn-based, extruded, chips, unsalted", - "Snacks, corn-based, extruded, cones, nacho-flavor", - "Snacks, corn-based, extruded, cones, plain", - "Snacks, corn-based, extruded, onion-flavor", - "Snacks, corn-based, extruded, puffs or twists, cheese-flavor", - "Snacks, corn-based, extruded, puffs or twists, cheese-flavor, unenriched", - "Snacks, cornnuts, barbecue-flavor", - "Snacks, cornnuts, nacho-flavor", - "Snacks, crisped rice bar, chocolate chip", - "Snacks, fruit leather, pieces", - "Snacks, fruit leather, rolls", - "Snacks, granola bar, KASHI GOLEAN, chewy, mixed flavors", - "Snacks, granola bar, KASHI GOLEAN, crunchy, mixed flavors", - "Snacks, granola bar, KASHI TLC Bar, chewy, mixed flavors", - "Snacks, granola bar, KASHI TLC Bar, crunchy, mixed flavors", - "Snacks, granola bar, chewy, reduced sugar, all flavors", - "Snacks, granola bar, fruit-filled, nonfat", - "Snacks, granola bar, with coconut, chocolate coated", - "Snacks, granola bars, QUAKER OATMEAL TO GO, all flavors", - "Snacks, granola bars, hard, almond", - "Snacks, granola bars, hard, chocolate chip", - "Snacks, granola bars, hard, peanut", - "Snacks, granola bars, hard, peanut butter", - "Snacks, granola bars, hard, plain", - "Snacks, granola bars, oats, fruits and nut", - "Snacks, granola bars, soft, almond, confectioners coating", - "Snacks, granola bars, soft, coated, milk chocolate coating, chocolate chip", - "Snacks, granola bars, soft, coated, milk chocolate coating, peanut butter", - "Snacks, granola bars, soft, uncoated, chocolate chip", - "Snacks, granola bars, soft, uncoated, chocolate chip, graham and marshmallow", - "Snacks, granola bars, soft, uncoated, nut and raisin", - "Snacks, granola bars, soft, uncoated, peanut butter", - "Snacks, granola bars, soft, uncoated, peanut butter and chocolate chip", - "Snacks, granola bars, soft, uncoated, plain", - "Snacks, granola bars, soft, uncoated, raisin", - "Snacks, granola bites, mixed flavors", - "Snacks, oriental mix, rice-based", - "Snacks, pita chips, salted", - "Snacks, plantain chips, salted", - "Snacks, popcorn, air-popped", - "Snacks, popcorn, air-popped, white popcorn", - "Snacks, popcorn, cakes", - "Snacks, popcorn, caramel-coated, with peanuts", - "Snacks, popcorn, caramel-coated, without peanuts", - "Snacks, popcorn, cheese-flavor", - "Snacks, popcorn, home-prepared, oil-popped, unsalted", - "Snacks, popcorn, microwave, 94% fat free", - "Snacks, popcorn, microwave, low fat", - "Snacks, popcorn, microwave, regular (butter) flavor, made with partially hydrogenated oil", - "Snacks, popcorn, oil-popped, microwave, regular flavor", - "Snacks, popcorn, oil-popped, white popcorn", - "Snacks, popcorn, unpopped kernels", - "Snacks, pork skins, barbecue-flavor", - "Snacks, pork skins, plain", - "Snacks, potato chips, barbecue-flavor", - "Snacks, potato chips, cheese-flavor", - "Snacks, potato chips, fat free, salted", - "Snacks, potato chips, fat-free, made with olestra", - "Snacks, potato chips, made from dried potatoes, cheese-flavor", - "Snacks, potato chips, made from dried potatoes, fat-free, made with olestra", - "Snacks, potato chips, made from dried potatoes, reduced fat", - "Snacks, potato chips, made from dried potatoes, sour-cream and onion-flavor", - "Snacks, potato chips, plain, made with partially hydrogenated soybean oil, salted", - "Snacks, potato chips, plain, made with partially hydrogenated soybean oil, unsalted", - "Snacks, potato chips, plain, salted", - "Snacks, potato chips, plain, unsalted", - "Snacks, potato chips, reduced fat", - "Snacks, potato chips, sour-cream-and-onion-flavor", - "Snacks, potato chips, white, restructured, baked", - "Snacks, potato sticks", - "Snacks, pretzels, hard, confectioner's coating, chocolate-flavor", - "Snacks, pretzels, hard, plain, made with enriched flour, unsalted", - "Snacks, pretzels, hard, plain, made with unenriched flour, salted", - "Snacks, pretzels, hard, plain, made with unenriched flour, unsalted", - "Snacks, pretzels, hard, plain, salted", - "Snacks, pretzels, hard, whole-wheat", - "Snacks, rice cakes, brown rice, buckwheat", - "Snacks, rice cakes, brown rice, buckwheat, unsalted", - "Snacks, rice cakes, brown rice, corn", - "Snacks, rice cakes, brown rice, multigrain", - "Snacks, rice cakes, brown rice, multigrain, unsalted", - "Snacks, rice cakes, brown rice, plain", - "Snacks, rice cakes, brown rice, plain, unsalted", - "Snacks, rice cakes, brown rice, rye", - "Snacks, rice cakes, brown rice, sesame seed", - "Snacks, rice cakes, brown rice, sesame seed, unsalted", - "Snacks, sesame sticks, wheat-based, salted", - "Snacks, sesame sticks, wheat-based, unsalted", - "Snacks, soy chips or crisps, salted", - "Snacks, sweet potato chips", - "Snacks, taro chips", - "Snacks, tortilla chips, light (baked with less oil)", - "Snacks, tortilla chips, low fat, made with olestra, nacho cheese", - "Snacks, tortilla chips, low fat, unsalted", - "Snacks, tortilla chips, nacho cheese", - "Snacks, tortilla chips, nacho-flavor, made with enriched masa flour", - "Snacks, tortilla chips, nacho-flavor, reduced fat", - "Snacks, tortilla chips, plain, white corn", - "Snacks, tortilla chips, plain, yellow corn", - "Snacks, tortilla chips, ranch-flavor", - "Snacks, tortilla chips, taco-flavor", - "Snacks, tortilla chips, unsalted, white corn", - "Snacks, trail mix, regular", - "Snacks, trail mix, regular, unsalted", - "Snacks, trail mix, regular, with chocolate chips, salted nuts and seeds", - "Snacks, trail mix, regular, with chocolate chips, unsalted nuts and seeds", - "Snacks, trail mix, tropical", - "Snacks, vegetable chips, HAIN CELESTIAL GROUP, TERRA CHIPS", - "Snacks, vegetable chips, made from garden vegetables", - "Snacks, yucca (cassava) chips, salted", - "Sorghum", - "Sorghum flour", - "Soup, Chicken Broth, canned, ready-to-serve", - "Soup, HEALTHY CHOICE Chicken Noodle Soup, canned", - "Soup, HEALTHY CHOICE Chicken and Rice Soup, canned", - "Soup, HEALTHY CHOICE Garden Vegetable Soup, canned", - "Soup, SWANSON Chicken Broth 99% Fat Free", - "Soup, bean & ham, canned, reduced sodium, prepared with water or ready-to-serve", - "Soup, bean with bacon, condensed, single brand", - "Soup, bean with bacon, dry, mix, prepared with water", - "Soup, bean with frankfurters, canned, condensed", - "Soup, bean with frankfurters, canned, prepared with equal volume water", - "Soup, bean with ham, canned, chunky, ready-to-serve", - "Soup, bean with pork, canned, condensed", - "Soup, bean with pork, canned, prepared with equal volume water", - "Soup, beef and mushroom, low sodium, chunk style", - "Soup, beef broth bouillon and consomme, canned, condensed", - "Soup, beef broth or bouillon canned, ready-to-serve", - "Soup, beef broth or bouillon, powder, dry", - "Soup, beef broth or bouillon, powder, prepared with water", - "Soup, beef broth, bouillon, consomme, prepared with equal volume water", - "Soup, beef broth, cubed, dry", - "Soup, beef broth, cubed, prepared with water", - "Soup, beef mushroom, canned, condensed", - "Soup, beef mushroom, canned, prepared with equal volume water", - "Soup, beef noodle, canned, condensed", - "Soup, beef noodle, canned, prepared with equal volume water", - "Soup, beef noodle, dry, mix", - "Soup, beef stroganoff, canned, chunky style, ready-to-serve", - "Soup, beef with vegetables and barley, canned, condensed, single brand", - "Soup, black bean, canned, condensed", - "Soup, black bean, canned, prepared with equal volume water", - "Soup, bouillon cubes and granules, low sodium, dry", - "Soup, broccoli cheese, canned, condensed, commercial", - "Soup, cheese, canned, condensed", - "Soup, cheese, canned, prepared with equal volume milk", - "Soup, cheese, canned, prepared with equal volume water", - "Soup, chicken broth cubes, dry", - "Soup, chicken broth cubes, dry, prepared with water", - "Soup, chicken broth or bouillon, dry", - "Soup, chicken broth or bouillon, dry, prepared with water", - "Soup, chicken broth, canned, condensed", - "Soup, chicken broth, canned, less/reduced sodium", - "Soup, chicken broth, canned, prepared with equal volume water", - "Soup, chicken broth, low sodium, canned", - "Soup, chicken corn chowder, chunky, ready-to-serve, single brand", - "Soup, chicken gumbo, canned, condensed", - "Soup, chicken gumbo, canned, prepared with equal volume water", - "Soup, chicken mushroom chowder, chunky, ready-to-serve, single brand", - "Soup, chicken mushroom, canned, condensed", - "Soup, chicken mushroom, canned, prepared with equal volume water", - "Soup, chicken noodle, canned, condensed", - "Soup, chicken noodle, canned, prepared with equal volume water", - "Soup, chicken noodle, dry, mix", - "Soup, chicken noodle, dry, mix, prepared with water", - "Soup, chicken noodle, low sodium, canned, prepared with equal volume water", - "Soup, chicken rice, canned, chunky, ready-to-serve", - "Soup, chicken rice, dry, mix, prepared with water", - "Soup, chicken vegetable with potato and cheese, chunky, ready-to-serve", - "Soup, chicken vegetable, canned, condensed", - "Soup, chicken vegetable, canned, prepared with equal volume water", - "Soup, chicken vegetable, chunky, canned, ready-to-serve", - "Soup, chicken vegetable, chunky, reduced fat, reduced sodium, ready-to-serve, single brand", - "Soup, chicken with dumplings, canned, condensed", - "Soup, chicken with dumplings, canned, prepared with equal volume water", - "Soup, chicken with rice, canned, condensed", - "Soup, chicken with rice, canned, prepared with equal volume water", - "Soup, chicken with star-shaped pasta, canned, condensed, single brand", - "Soup, chicken, canned, chunky, ready-to-serve", - "Soup, chili beef, canned, condensed", - "Soup, chili beef, canned, prepared with equal volume water", - "Soup, chunky beef with country vegetables, ready-to-serve", - "Soup, chunky beef, canned, ready-to-serve", - "Soup, chunky chicken noodle, canned, ready-to-serve", - "Soup, chunky vegetable, canned, ready-to-serve", - "Soup, clam chowder, manhattan style, canned, chunky, ready-to-serve", - "Soup, clam chowder, manhattan, canned, condensed", - "Soup, clam chowder, manhattan, canned, prepared with equal volume water", - "Soup, clam chowder, new england, canned, condensed", - "Soup, clam chowder, new england, canned, prepared with equal volume low fat (2%) milk", - "Soup, clam chowder, new england, canned, prepared with equal volume water", - "Soup, consomme with gelatin, dry, mix, prepared with water", - "Soup, crab, canned, ready-to-serve", - "Soup, cream of asparagus, canned, condensed", - "Soup, cream of asparagus, canned, prepared with equal volume milk", - "Soup, cream of asparagus, canned, prepared with equal volume water", - "Soup, cream of celery, canned, condensed", - "Soup, cream of celery, canned, prepared with equal volume milk", - "Soup, cream of celery, canned, prepared with equal volume water", - "Soup, cream of chicken, canned, condensed", - "Soup, cream of chicken, canned, condensed, reduced sodium", - "Soup, cream of chicken, canned, condensed, single brand", - "Soup, cream of chicken, canned, prepared with equal volume milk", - "Soup, cream of chicken, canned, prepared with equal volume water", - "Soup, cream of chicken, dry, mix, prepared with water", - "Soup, cream of mushroom, canned, condensed", - "Soup, cream of mushroom, canned, condensed, reduced sodium", - "Soup, cream of mushroom, canned, prepared with equal volume low fat (2%) milk", - "Soup, cream of mushroom, canned, prepared with equal volume water", - "Soup, cream of mushroom, low sodium, ready-to-serve, canned", - "Soup, cream of onion, canned, condensed", - "Soup, cream of onion, canned, prepared with equal volume milk", - "Soup, cream of onion, canned, prepared with equal volume water", - "Soup, cream of potato, canned, condensed", - "Soup, cream of potato, canned, prepared with equal volume milk", - "Soup, cream of potato, canned, prepared with equal volume water", - "Soup, cream of shrimp, canned, condensed", - "Soup, cream of shrimp, canned, prepared with equal volume low fat (2%) milk", - "Soup, cream of shrimp, canned, prepared with equal volume water", - "Soup, cream of vegetable, dry, powder", - "Soup, egg drop, Chinese restaurant", - "Soup, escarole, canned, ready-to-serve", - "Soup, fish, homemade (Alaska Native)", - "Soup, gazpacho, canned, ready-to-serve", - "Soup, hot and sour, Chinese restaurant", - "Soup, lentil with ham, canned, ready-to-serve", - "Soup, minestrone, canned, chunky, ready-to-serve", - "Soup, minestrone, canned, condensed", - "Soup, minestrone, canned, prepared with equal volume water", - "Soup, minestrone, canned, reduced sodium, ready-to-serve", - "Soup, mushroom barley, canned, condensed", - "Soup, mushroom barley, canned, prepared with equal volume water", - "Soup, mushroom with beef stock, canned, condensed", - "Soup, mushroom with beef stock, canned, prepared with equal volume water", - "Soup, mushroom, dry, mix, prepared with water", - "Soup, onion, canned, condensed", - "Soup, onion, canned, prepared with equal volume water", - "Soup, onion, dry, mix", - "Soup, onion, dry, mix, prepared with water", - "Soup, oxtail, dry, mix, prepared with water", - "Soup, oyster stew, canned, condensed", - "Soup, oyster stew, canned, prepared with equal volume milk", - "Soup, oyster stew, canned, prepared with equal volume water", - "Soup, pea, green, canned, condensed", - "Soup, pea, green, canned, prepared with equal volume milk", - "Soup, pea, green, canned, prepared with equal volume water", - "Soup, pea, low sodium, prepared with equal volume water", - "Soup, pea, split with ham, canned, chunky, ready-to-serve", - "Soup, pea, split with ham, canned, condensed", - "Soup, pea, split with ham, canned, prepared with equal volume water", - "Soup, pepperpot, canned, condensed", - "Soup, pepperpot, canned, prepared with equal volume water", - "Soup, potato ham chowder, chunky, ready-to-serve, single brand", - "Soup, ramen noodle, any flavor, dry", - "Soup, ramen noodle, beef flavor, dry", - "Soup, ramen noodle, chicken flavor, dry", - "Soup, ramen noodle, dry, any flavor, reduced fat, reduced sodium", - "Soup, scotch broth, canned, condensed", - "Soup, scotch broth, canned, prepared with equal volume water", - "Soup, shark fin, restaurant-prepared", - "Soup, sirloin burger with vegetables, ready-to-serve, single brand", - "Soup, split pea with ham and bacon, canned, condensed, single brand", - "Soup, split pea with ham, chunky, reduced fat, reduced sodium, ready-to-serve, single brand", - "Soup, stock, beef, home-prepared", - "Soup, stock, chicken, home-prepared", - "Soup, stock, fish, home-prepared", - "Soup, stockpot, canned, condensed", - "Soup, stockpot, canned, prepared with equal volume water", - "Soup, tomato beef with noodle, canned, condensed", - "Soup, tomato beef with noodle, canned, prepared with equal volume water", - "Soup, tomato bisque, canned, condensed", - "Soup, tomato bisque, canned, prepared with equal volume milk", - "Soup, tomato bisque, canned, prepared with equal volume water", - "Soup, tomato rice, canned, condensed", - "Soup, tomato rice, canned, prepared with equal volume water", - "Soup, tomato vegetable, dry, mix", - "Soup, tomato vegetable, dry, mix, prepared with water", - "Soup, tomato, canned, condensed", - "Soup, tomato, canned, condensed, reduced sodium", - "Soup, tomato, canned, prepared with equal volume low fat (2%) milk", - "Soup, tomato, canned, prepared with equal volume water, commercial", - "Soup, tomato, dry, mix, prepared with water", - "Soup, tomato, low sodium, with water", - "Soup, turkey noodle, canned, condensed", - "Soup, turkey noodle, canned, prepared with equal volume water", - "Soup, turkey vegetable, canned, condensed", - "Soup, turkey vegetable, canned, prepared with equal volume water", - "Soup, turkey, chunky, canned, ready-to-serve", - "Soup, vegetable beef, canned, condensed", - "Soup, vegetable beef, canned, condensed, single brand", - "Soup, vegetable beef, canned, prepared with equal volume water", - "Soup, vegetable beef, dry, mix, prepared with water", - "Soup, vegetable beef, microwavable, ready-to-serve, single brand", - "Soup, vegetable chicken, canned, prepared with water, low sodium", - "Soup, vegetable soup, condensed, low sodium, prepared with equal volume water", - "Soup, vegetable with beef broth, canned, condensed", - "Soup, vegetable with beef broth, canned, prepared with equal volume water", - "Soup, vegetable, canned, low sodium, condensed", - "Soup, vegetarian vegetable, canned, condensed", - "Soup, vegetarian vegetable, canned, prepared with equal volume water", - "Soup, wonton, Chinese restaurant", - "Sour cream, fat free", - "Sour cream, imitation, cultured", - "Sour cream, light", - "Sour cream, reduced fat", - "Sour dressing, non-butterfat, cultured, filled cream-type", - "Sourdock, young leaves (Alaska Native)", - "Soursop, raw", - "Soy flour, defatted", - "Soy flour, defatted, crude protein basis (N x 6.25)", - "Soy flour, full-fat, raw", - "Soy flour, full-fat, raw, crude protein basis (N x 6.25)", - "Soy flour, full-fat, roasted", - "Soy flour, full-fat, roasted, crude protein basis (N x 6.25)", - "Soy flour, low-fat", - "Soy flour, low-fat, crude protein basis (N x 6.25)", - "Soy meal, defatted, raw", - "Soy meal, defatted, raw, crude protein basis (N x 6.25)", - "Soy protein concentrate, crude protein basis (N x 6.25), produced by acid wash", - "Soy protein concentrate, produced by acid wash", - "Soy protein concentrate, produced by alcohol extraction", - "Soy protein isolate", - "Soy protein isolate, PROTEIN TECHNOLOGIES INTERNATIONAL, ProPlus", - "Soy protein isolate, PROTEIN TECHNOLOGIES INTERNATIONAL, SUPRO", - "Soy protein isolate, potassium type", - "Soy protein isolate, potassium type, crude protein basis", - "Soy sauce made from hydrolyzed vegetable protein", - "Soy sauce made from soy (tamari)", - "Soy sauce made from soy and wheat (shoyu)", - "Soy sauce made from soy and wheat (shoyu), low sodium", - "Soybean, curd cheese", - "Soybeans, green, cooked, boiled, drained, with salt", - "Soybeans, green, cooked, boiled, drained, without salt", - "Soybeans, green, raw", - "Soybeans, mature cooked, boiled, without salt", - "Soybeans, mature seeds, cooked, boiled, with salt", - "Soybeans, mature seeds, dry roasted", - "Soybeans, mature seeds, raw", - "Soybeans, mature seeds, roasted, no salt added", - "Soybeans, mature seeds, roasted, salted", - "Soybeans, mature seeds, sprouted, cooked, steamed", - "Soybeans, mature seeds, sprouted, cooked, steamed, with salt", - "Soybeans, mature seeds, sprouted, cooked, stir-fried", - "Soybeans, mature seeds, sprouted, cooked, stir-fried, with salt", - "Soybeans, mature seeds, sprouted, raw", - "Soymilk (All flavors), enhanced", - "Soymilk (All flavors), lowfat, with added calcium, vitamins A and D", - "Soymilk (all flavors), nonfat, with added calcium, vitamins A and D", - "Soymilk (all flavors), unsweetened, with added calcium, vitamins A and D", - "Soymilk, chocolate and other flavors, light, with added calcium, vitamins A and D", - "Soymilk, chocolate, nonfat, with added calcium, vitamins A and D", - "Soymilk, chocolate, unfortified", - "Soymilk, chocolate, with added calcium, vitamins A and D", - "Soymilk, original and vanilla, light, unsweetened, with added calcium, vitamins A and D", - "Soymilk, original and vanilla, light, with added calcium, vitamins A and D", - "Soymilk, original and vanilla, unfortified", - "Soymilk, original and vanilla, with added calcium, vitamins A and D", - "Spaghetti with meat sauce, frozen entree", - "Spaghetti, cooked, enriched, with added salt", - "Spaghetti, cooked, enriched, without added salt", - "Spaghetti, cooked, unenriched, with added salt", - "Spaghetti, cooked, unenriched, without added salt", - "Spaghetti, dry, enriched", - "Spaghetti, dry, unenriched", - "Spaghetti, protein-fortified, cooked, enriched (N x 5.70)", - "Spaghetti, protein-fortified, cooked, enriched (n x 6.25)", - "Spaghetti, protein-fortified, dry, enriched (n x 5.70)", - "Spaghetti, protein-fortified, dry, enriched (n x 6.25)", - "Spaghetti, spinach, cooked", - "Spaghetti, spinach, dry", - "Spaghetti, whole-wheat, cooked", - "Spaghetti, whole-wheat, dry", - "Spaghetti, with meatballs, canned", - "Spearmint, dried", - "Spearmint, fresh", - "Spelt, cooked", - "Spelt, uncooked", - "Spices, allspice, ground", - "Spices, anise seed", - "Spices, basil, dried", - "Spices, bay leaf", - "Spices, caraway seed", - "Spices, cardamom", - "Spices, celery seed", - "Spices, chervil, dried", - "Spices, chili powder", - "Spices, cinnamon, ground", - "Spices, cloves, ground", - "Spices, coriander leaf, dried", - "Spices, coriander seed", - "Spices, cumin seed", - "Spices, curry powder", - "Spices, dill seed", - "Spices, dill weed, dried", - "Spices, fennel seed", - "Spices, fenugreek seed", - "Spices, garlic powder", - "Spices, ginger, ground", - "Spices, mace, ground", - "Spices, marjoram, dried", - "Spices, mustard seed, ground", - "Spices, nutmeg, ground", - "Spices, onion powder", - "Spices, oregano, dried", - "Spices, paprika", - "Spices, parsley, dried", - "Spices, pepper, black", - "Spices, pepper, red or cayenne", - "Spices, pepper, white", - "Spices, poppy seed", - "Spices, poultry seasoning", - "Spices, pumpkin pie spice", - "Spices, rosemary, dried", - "Spices, saffron", - "Spices, sage, ground", - "Spices, savory, ground", - "Spices, tarragon, dried", - "Spices, thyme, dried", - "Spices, turmeric, ground", - "Spinach souffle", - "Spinach, canned, no salt added, solids and liquids", - "Spinach, canned, regular pack, drained solids", - "Spinach, canned, regular pack, solids and liquids", - "Spinach, cooked, boiled, drained, with salt", - "Spinach, cooked, boiled, drained, without salt", - "Spinach, frozen, chopped or leaf, cooked, boiled, drained, with salt", - "Spinach, frozen, chopped or leaf, cooked, boiled, drained, without salt", - "Spinach, frozen, chopped or leaf, unprepared", - "Spinach, raw", - "Split pea soup, canned, reduced sodium, prepared with water or ready-to serve", - "Split pea with ham soup, canned, reduced sodium, prepared with water or ready-to-serve", - "Sports drink, COCA-COLA, POWERADE, lemon-lime flavored, ready-to-drink", - "Sports drink, PEPSICO QUAKER GATORADE, GATORADE, original, fruit-flavored, ready-to-drink", - "Sports drink, fruit-flavored, low calorie, ready-to-drink", - "Squab, (pigeon), light meat without skin, raw", - "Squab, (pigeon), meat and skin, raw", - "Squab, (pigeon), meat only, raw", - "Squash, Indian, cooked, boiled (Navajo)", - "Squash, Indian, raw (Navajo)", - "Squash, summer, all varieties, cooked, boiled, drained, with salt", - "Squash, summer, all varieties, cooked, boiled, drained, without salt", - "Squash, summer, all varieties, raw", - "Squash, summer, crookneck and straightneck, canned, drained, solid, without salt", - "Squash, summer, crookneck and straightneck, cooked, boiled, drained, with salt", - "Squash, summer, crookneck and straightneck, cooked, boiled, drained, without salt", - "Squash, summer, crookneck and straightneck, frozen, cooked, boiled, drained, with salt", - "Squash, summer, crookneck and straightneck, frozen, cooked, boiled, drained, without salt", - "Squash, summer, crookneck and straightneck, frozen, unprepared", - "Squash, summer, crookneck and straightneck, raw", - "Squash, summer, scallop, cooked, boiled, drained, with salt", - "Squash, summer, scallop, cooked, boiled, drained, without salt", - "Squash, summer, scallop, raw", - "Squash, summer, zucchini, includes skin, cooked, boiled, drained, with salt", - "Squash, summer, zucchini, includes skin, cooked, boiled, drained, without salt", - "Squash, summer, zucchini, includes skin, frozen, cooked, boiled, drained, with salt", - "Squash, summer, zucchini, includes skin, frozen, cooked, boiled, drained, without salt", - "Squash, summer, zucchini, includes skin, frozen, unprepared", - "Squash, summer, zucchini, includes skin, raw", - "Squash, summer, zucchini, italian style, canned", - "Squash, winter, acorn, cooked, baked, with salt", - "Squash, winter, acorn, cooked, baked, without salt", - "Squash, winter, acorn, cooked, boiled, mashed, with salt", - "Squash, winter, acorn, cooked, boiled, mashed, without salt", - "Squash, winter, acorn, raw", - "Squash, winter, all varieties, cooked, baked, with salt", - "Squash, winter, all varieties, cooked, baked, without salt", - "Squash, winter, all varieties, raw", - "Squash, winter, butternut, cooked, baked, with salt", - "Squash, winter, butternut, cooked, baked, without salt", - "Squash, winter, butternut, frozen, cooked, boiled, with salt", - "Squash, winter, butternut, frozen, cooked, boiled, without salt", - "Squash, winter, butternut, frozen, unprepared", - "Squash, winter, butternut, raw", - "Squash, winter, hubbard, cooked, baked, with salt", - "Squash, winter, hubbard, cooked, baked, without salt", - "Squash, winter, hubbard, cooked, boiled, mashed, with salt", - "Squash, winter, hubbard, cooked, boiled, mashed, without salt", - "Squash, winter, hubbard, raw", - "Squash, winter, spaghetti, cooked, boiled, drained, or baked, with salt", - "Squash, winter, spaghetti, cooked, boiled, drained, or baked, without salt", - "Squash, winter, spaghetti, raw", - "Squash, zucchini, baby, raw", - "Squirrel, ground, meat (Alaska Native)", - "Steelhead trout, boiled, canned (Alaska Native)", - "Steelhead trout, dried, flesh (Shoshone Bannock)", - "Stew, dumpling with mutton (Navajo)", - "Stew, hominy with mutton (Navajo)", - "Stew, moose (Alaska Native)", - "Stew, mutton, corn, squash (Navajo)", - "Stew, pinto bean and hominy, badufsuki (Hopi)", - "Stew, steamed corn (Navajo)", - "Stew/soup, caribou (Alaska Native)", - "Stinging Nettles, blanched (Northern Plains Indians)", - "Strawberries, canned, heavy syrup pack, solids and liquids", - "Strawberries, frozen, sweetened, sliced", - "Strawberries, frozen, sweetened, whole", - "Strawberries, frozen, unsweetened", - "Strawberries, raw", - "Strawberry-flavor beverage mix, powder", - "Strawberry-flavor beverage mix, powder, prepared with whole milk", - "Strudel, apple", - "Succotash, (corn and limas), canned, with cream style corn", - "Succotash, (corn and limas), canned, with whole kernel corn, solids and liquids", - "Succotash, (corn and limas), cooked, boiled, drained, with salt", - "Succotash, (corn and limas), cooked, boiled, drained, without salt", - "Succotash, (corn and limas), frozen, cooked, boiled, drained, with salt", - "Succotash, (corn and limas), frozen, cooked, boiled, drained, without salt", - "Succotash, (corn and limas), frozen, unprepared", - "Succotash, (corn and limas), raw", - "Sugar, turbinado", - "Sugar-apples, (sweetsop), raw", - "Sugars, brown", - "Sugars, granulated", - "Sugars, maple", - "Sugars, powdered", - "Swamp cabbage, (skunk cabbage), raw", - "Swamp cabbage, cooked, boiled, drained, with salt", - "Swamp cabbage, cooked, boiled, drained, without salt", - "Sweet potato leaves, cooked, steamed, with salt", - "Sweet potato leaves, cooked, steamed, without salt", - "Sweet potato leaves, raw", - "Sweet potato, canned, mashed", - "Sweet potato, canned, syrup pack, drained solids", - "Sweet potato, canned, syrup pack, solids and liquids", - "Sweet potato, canned, vacuum pack", - "Sweet potato, cooked, baked in skin, with salt", - "Sweet potato, cooked, baked in skin, without salt", - "Sweet potato, cooked, boiled, without skin", - "Sweet potato, cooked, boiled, without skin, with salt", - "Sweet potato, cooked, candied, home-prepared", - "Sweet potato, frozen, cooked, baked, with salt", - "Sweet potato, frozen, cooked, baked, without salt", - "Sweet potato, frozen, unprepared", - "Sweet potato, raw, unprepared", - "Sweet rolls, cheese", - "Sweet rolls, cinnamon, commercially prepared with raisins", - "Sweet rolls, cinnamon, refrigerated dough with frosting", - "Sweet rolls, cinnamon, refrigerated dough with frosting, baked", - "Sweeteners, for baking, brown, contains sugar and sucralose", - "Sweeteners, for baking, contains sugar and sucralose", - "Sweeteners, sugar substitute, granulated, brown", - "Sweeteners, tabletop, aspartame, EQUAL, packets", - "Sweeteners, tabletop, fructose, dry, powder", - "Sweeteners, tabletop, fructose, liquid", - "Sweeteners, tabletop, saccharin", - "Sweeteners, tabletop, sucralose, SPLENDA packets", - "Swisswurst, pork and beef, with swiss cheese, smoked", - "Syrups, chocolate, HERSHEY'S Genuine Chocolate Flavored Lite Syrup", - "Syrups, chocolate, fudge-type", - "Syrups, corn, dark", - "Syrups, corn, high-fructose", - "Syrups, corn, light", - "Syrups, dietetic", - "Syrups, grenadine", - "Syrups, malt", - "Syrups, maple", - "Syrups, sorghum", - "Syrups, table blends, cane and 15% maple", - "Syrups, table blends, corn, refiner, and sugar", - "Syrups, table blends, pancake", - "Syrups, table blends, pancake, reduced-calorie", - "Syrups, table blends, pancake, with 2% maple", - "Syrups, table blends, pancake, with 2% maple, with added potassium", - "Syrups, table blends, pancake, with butter", - "T.G.I. FRIDAY'S, FRIDAY'S Shrimp, breaded", - "T.G.I. FRIDAY'S, French fries", - "T.G.I. FRIDAY'S, Mac & Cheese, from kid's menu", - "T.G.I. FRIDAY'S, chicken fingers, from kids' menu", - "T.G.I. FRIDAY'S, classic sirloin steak", - "T.G.I. FRIDAY'S, fried mozzarella", - "TACO BELL, BURRITO SUPREME with beef", - "TACO BELL, BURRITO SUPREME with chicken", - "TACO BELL, BURRITO SUPREME with steak", - "TACO BELL, Bean Burrito", - "TACO BELL, Nachos", - "TACO BELL, Nachos Supreme", - "TACO BELL, Original Taco with beef", - "TACO BELL, Soft Taco with beef", - "TACO BELL, Soft Taco with chicken", - "TACO BELL, Soft Taco with steak", - "TACO BELL, Taco Salad", - "Taco shells, baked", - "Taco shells, baked, without added salt", - "Tamales (Navajo)", - "Tamales, masa and pork filling (Hopi)", - "Tamarind nectar, canned", - "Tamarinds, raw", - "Tangerine juice, canned, sweetened", - "Tangerine juice, frozen concentrate, sweetened, diluted with 3 volume water", - "Tangerine juice, frozen concentrate, sweetened, undiluted", - "Tangerine juice, raw", - "Tangerines, (mandarin oranges), canned, juice pack", - "Tangerines, (mandarin oranges), canned, juice pack, drained", - "Tangerines, (mandarin oranges), canned, light syrup pack", - "Tangerines, (mandarin oranges), raw", - "Tapioca, pearl, dry", - "Taro leaves, cooked, steamed, without salt", - "Taro leaves, raw", - "Taro shoots, cooked, without salt", - "Taro shoots, raw", - "Taro, cooked, with salt", - "Taro, cooked, without salt", - "Taro, leaves, cooked, steamed, with salt", - "Taro, raw", - "Taro, shoots, cooked, with salt", - "Taro, tahitian, cooked, with salt", - "Taro, tahitian, cooked, without salt", - "Taro, tahitian, raw", - "Tea, brewed, prepared with distilled water", - "Tea, brewed, prepared with tap water", - "Tea, brewed, prepared with tap water, decaffeinated", - "Tea, herb, chamomile, brewed", - "Tea, herb, other than chamomile, brewed", - "Tea, herbal, brewed, Hohoysi (Hopi)", - "Tea, instant, sweetened with sodium saccharin, lemon-flavored, powder", - "Tea, instant, sweetened with sodium saccharin, lemon-flavored, powder, decaffeinated", - "Tea, instant, sweetened with sodium saccharin, lemon-flavored, prepared", - "Tea, instant, sweetened with sugar, lemon-flavored, with added ascorbic acid, powder", - "Tea, instant, sweetened with sugar, lemon-flavored, without added ascorbic acid, powder", - "Tea, instant, sweetened with sugar, lemon-flavored, without added ascorbic acid, powder, decaffeinated", - "Tea, instant, sweetened with sugar, lemon-flavored, without added ascorbic acid, powder, prepared", - "Tea, instant, unsweetened, lemon-flavored, powder", - "Tea, instant, unsweetened, powder", - "Tea, instant, unsweetened, powder, decaffeinated", - "Tea, instant, unsweetened, powder, prepared", - "Tea, ready-to-drink, ARIZONA iced tea, with lemon flavor", - "Tea, ready-to-drink, LIPTON BRISK iced tea, with lemon flavor", - "Tea, ready-to-drink, NESTLE, COOL NESTEA ice tea lemon flavor", - "Tea, ready-to-drink, unsweetened, WENDY'S, fast food, without ice", - "Tea, tundra, herb and laborador combination (Alaska Native)", - "Teff, cooked", - "Teff, uncooked", - "Tempeh", - "Tempeh, cooked", - "Tennis Bread, plain (Apache)", - "Thuringer, cervelat, summer sausage, beef, pork", - "Thyme, fresh", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Apple cinnamon", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Blueberry", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Brown sugar cinnamon", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Cherry", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted blueberry", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted brown sugar cinnamon", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted cherry", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted chocolate fudge", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted chocolate vanilla creme", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted grape", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted raspberry", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted strawberry", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted wild berry", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, S'mores", - "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Strawberry", - "Toaster Pastries, fruit, frosted (include apples, blueberry, cherry, strawberry)", - "Toaster pastries, brown-sugar-cinnamon", - "Toaster pastries, fruit (includes apple, blueberry, cherry, strawberry)", - "Toaster pastries, fruit, toasted ( include apple, blueberry, cherry, strawberry)", - "Tofu yogurt", - "Tofu, dried-frozen (koyadofu)", - "Tofu, dried-frozen (koyadofu), prepared with calcium sulfate", - "Tofu, extra firm, prepared with nigari", - "Tofu, firm, prepared with calcium sulfate and magnesium chloride (nigari)", - "Tofu, fried", - "Tofu, fried, prepared with calcium sulfate", - "Tofu, hard, prepared with nigari", - "Tofu, okara", - "Tofu, raw, firm, prepared with calcium sulfate", - "Tofu, raw, regular, prepared with calcium sulfate", - "Tofu, salted and fermented (fuyu)", - "Tofu, salted and fermented (fuyu), prepared with calcium sulfate", - "Tofu, soft, prepared with calcium sulfate and magnesium chloride (nigari)", - "Tomatillos, raw", - "Tomato and vegetable juice, low sodium", - "Tomato juice, canned, with salt added", - "Tomato juice, canned, without salt added", - "Tomato powder", - "Tomato products, canned, paste, with salt added", - "Tomato products, canned, paste, without salt added", - "Tomato products, canned, puree, with salt added", - "Tomato products, canned, puree, without salt added", - "Tomato products, canned, sauce", - "Tomato products, canned, sauce, spanish style", - "Tomato products, canned, sauce, with herbs and cheese", - "Tomato products, canned, sauce, with mushrooms", - "Tomato products, canned, sauce, with onions", - "Tomato products, canned, sauce, with onions, green peppers, and celery", - "Tomato products, canned, sauce, with tomato tidbits", - "Tomato sauce, no salt added", - "Tomatoes, crushed, canned", - "Tomatoes, green, raw", - "Tomatoes, orange, raw", - "Tomatoes, red, ripe, canned, packed in tomato juice", - "Tomatoes, red, ripe, canned, packed in tomato juice, no salt added", - "Tomatoes, red, ripe, canned, stewed", - "Tomatoes, red, ripe, canned, with green chilies", - "Tomatoes, red, ripe, cooked", - "Tomatoes, red, ripe, cooked, stewed", - "Tomatoes, red, ripe, cooked, with salt", - "Tomatoes, red, ripe, raw, year round average", - "Tomatoes, sun-dried", - "Tomatoes, sun-dried, packed in oil, drained", - "Tomatoes, yellow, raw", - "Toppings, butterscotch or caramel", - "Toppings, marshmallow cream", - "Toppings, nuts in syrup", - "Toppings, pineapple", - "Toppings, strawberry", - "Tortellini, pasta with cheese filling, fresh-refrigerated, as purchased", - "Tortilla chips, low fat, baked without fat", - "Tortilla, blue corn, Sakwavikaviki (Hopi)", - "Tortilla, includes plain and from mutton sandwich (Navajo)", - "Tortillas, ready-to-bake or -fry, corn", - "Tortillas, ready-to-bake or -fry, corn, without added salt", - "Tortillas, ready-to-bake or -fry, flour", - "Tortillas, ready-to-bake or -fry, flour, without added calcium", - "Tostada shells, corn", - "Tostada with guacamole", - "Tree fern, cooked, with salt", - "Tree fern, cooked, without salt", - "Triticale", - "Triticale flour, whole-grain", - "Turkey Pot Pie, frozen entree", - "Turkey and gravy, frozen", - "Turkey and pork sausage, fresh, bulk, patty or link, cooked", - "Turkey bacon, cooked", - "Turkey breast meat", - "Turkey breast, low salt, prepackaged or deli, luncheon meat", - "Turkey breast, pre-basted, meat and skin, cooked, roasted", - "Turkey ham, cured turkey thigh meat", - "Turkey ham, sliced, extra lean, prepackaged or deli-sliced", - "Turkey patties, breaded, battered, fried", - "Turkey roast, boneless, frozen, seasoned, light and dark meat, raw", - "Turkey roast, boneless, frozen, seasoned, light and dark meat, roasted", - "Turkey roll, light and dark meat", - "Turkey roll, light meat", - "Turkey sausage, fresh, cooked", - "Turkey sausage, fresh, raw", - "Turkey sausage, reduced fat, brown and serve, cooked (include BUTTERBALL breakfast links turkey sausage)", - "Turkey sticks, breaded, battered, fried", - "Turkey thigh, pre-basted, meat and skin, cooked, roasted", - "Turkey, all classes, back, meat and skin, cooked, roasted", - "Turkey, all classes, back, meat and skin, raw", - "Turkey, all classes, breast, meat and skin, cooked, roasted", - "Turkey, all classes, breast, meat and skin, raw", - "Turkey, all classes, dark meat, cooked, roasted", - "Turkey, all classes, dark meat, meat and skin, cooked, roasted", - "Turkey, all classes, dark meat, meat and skin, raw", - "Turkey, all classes, dark meat, raw", - "Turkey, all classes, giblets, cooked, simmered, some giblet fat", - "Turkey, all classes, giblets, raw", - "Turkey, all classes, leg, meat and skin, cooked, roasted", - "Turkey, all classes, leg, meat and skin, raw", - "Turkey, all classes, light meat, cooked, roasted", - "Turkey, all classes, light meat, meat and skin, cooked, roasted", - "Turkey, all classes, light meat, meat and skin, raw", - "Turkey, all classes, light meat, raw", - "Turkey, all classes, meat and skin and giblets and neck, cooked, roasted", - "Turkey, all classes, meat and skin and giblets and neck, raw", - "Turkey, all classes, meat and skin, cooked, roasted", - "Turkey, all classes, meat and skin, raw", - "Turkey, all classes, meat only, cooked, roasted", - "Turkey, all classes, meat only, raw", - "Turkey, all classes, neck, meat only, cooked, simmered", - "Turkey, all classes, neck, meat only, raw", - "Turkey, all classes, skin only, cooked, roasted", - "Turkey, all classes, skin only, raw", - "Turkey, all classes, wing, meat and skin, cooked, roasted", - "Turkey, all classes, wing, meat and skin, raw", - "Turkey, breast, smoked, lemon pepper flavor, 97% fat-free", - "Turkey, canned, meat only, with broth", - "Turkey, diced, light and dark meat, seasoned", - "Turkey, drumstick, smoked, cooked, with skin, bone removed", - "Turkey, fryer-roasters, back, meat and skin, cooked, roasted", - "Turkey, fryer-roasters, back, meat and skin, raw", - "Turkey, fryer-roasters, back, meat only, cooked, roasted", - "Turkey, fryer-roasters, back, meat only, raw", - "Turkey, fryer-roasters, breast, meat and skin, cooked, roasted", - "Turkey, fryer-roasters, breast, meat and skin, raw", - "Turkey, fryer-roasters, breast, meat only, cooked, roasted", - "Turkey, fryer-roasters, breast, meat only, raw", - "Turkey, fryer-roasters, dark meat, meat and skin, cooked, roasted", - "Turkey, fryer-roasters, dark meat, meat and skin, raw", - "Turkey, fryer-roasters, dark meat, meat only, cooked, roasted", - "Turkey, fryer-roasters, dark meat, meat only, raw", - "Turkey, fryer-roasters, leg, meat and skin, cooked, roasted", - "Turkey, fryer-roasters, leg, meat and skin, raw", - "Turkey, fryer-roasters, leg, meat only, cooked, roasted", - "Turkey, fryer-roasters, leg, meat only, raw", - "Turkey, fryer-roasters, light meat, meat and skin, cooked, roasted", - "Turkey, fryer-roasters, light meat, meat and skin, raw", - "Turkey, fryer-roasters, light meat, meat only, cooked, roasted", - "Turkey, fryer-roasters, light meat, meat only, raw", - "Turkey, fryer-roasters, meat and skin and giblets and neck, cooked, roasted", - "Turkey, fryer-roasters, meat and skin and giblets and neck, raw", - "Turkey, fryer-roasters, meat and skin, cooked, roasted", - "Turkey, fryer-roasters, meat and skin, raw", - "Turkey, fryer-roasters, meat only, cooked, roasted", - "Turkey, fryer-roasters, meat only, raw", - "Turkey, fryer-roasters, skin only, cooked, roasted", - "Turkey, fryer-roasters, skin only, raw", - "Turkey, fryer-roasters, wing, meat and skin, cooked, roasted", - "Turkey, fryer-roasters, wing, meat and skin, raw", - "Turkey, fryer-roasters, wing, meat only, cooked, roasted", - "Turkey, fryer-roasters, wing, meat only, raw", - "Turkey, gizzard, all classes, cooked, simmered", - "Turkey, gizzard, all classes, raw", - "Turkey, heart, all classes, cooked, simmered", - "Turkey, heart, all classes, raw", - "Turkey, light or dark meat, smoked, cooked, skin and bone removed", - "Turkey, light or dark meat, smoked, cooked, with skin, bone removed", - "Turkey, liver, all classes, cooked, simmered", - "Turkey, liver, all classes, raw", - "Turkey, mechanically deboned, from turkey frames, raw", - "Turkey, pork, and beef sausage, low fat, smoked", - "Turkey, pork, and beef sausage, reduced fat, smoked", - "Turkey, stuffing, mashed potatoes w/gravy, assorted vegetables, frozen, microwaved", - "Turkey, white, rotisserie, deli cut", - "Turkey, wing, smoked, cooked, with skin, bone removed", - "Turkey, young hen, back, meat and skin, cooked, roasted", - "Turkey, young hen, back, meat and skin, raw", - "Turkey, young hen, breast, meat and skin, cooked, roasted", - "Turkey, young hen, breast, meat and skin, raw", - "Turkey, young hen, dark meat, meat and skin, cooked, roasted", - "Turkey, young hen, dark meat, meat and skin, raw", - "Turkey, young hen, dark meat, meat only, cooked, roasted", - "Turkey, young hen, dark meat, meat only, raw", - "Turkey, young hen, leg, meat and skin, cooked, roasted", - "Turkey, young hen, leg, meat and skin, raw", - "Turkey, young hen, light meat, meat and skin, cooked, roasted", - "Turkey, young hen, light meat, meat and skin, raw", - "Turkey, young hen, light meat, meat only, cooked, roasted", - "Turkey, young hen, light meat, meat only, raw", - "Turkey, young hen, meat and skin and giblets and neck, cooked, roasted", - "Turkey, young hen, meat and skin and giblets and neck, raw", - "Turkey, young hen, meat and skin, cooked, roasted", - "Turkey, young hen, meat and skin, raw", - "Turkey, young hen, meat only, cooked, roasted", - "Turkey, young hen, meat only, raw", - "Turkey, young hen, skin only, cooked, roasted", - "Turkey, young hen, skin only, raw", - "Turkey, young hen, wing, meat and skin, cooked, roasted", - "Turkey, young hen, wing, meat and skin, raw", - "Turkey, young tom, back, meat and skin, cooked, roasted", - "Turkey, young tom, back, meat and skin, raw", - "Turkey, young tom, breast, meat and skin, cooked, roasted", - "Turkey, young tom, breast, meat and skin, raw", - "Turkey, young tom, dark meat, meat and skin, cooked, roasted", - "Turkey, young tom, dark meat, meat and skin, raw", - "Turkey, young tom, dark meat, meat only, cooked, roasted", - "Turkey, young tom, dark meat, meat only, raw", - "Turkey, young tom, leg, meat and skin, cooked, roasted", - "Turkey, young tom, leg, meat and skin, raw", - "Turkey, young tom, light meat, meat and skin, cooked, roasted", - "Turkey, young tom, light meat, meat and skin, raw", - "Turkey, young tom, light meat, meat only, cooked, roasted", - "Turkey, young tom, light meat, meat only, raw", - "Turkey, young tom, meat and skin and giblets and neck, cooked, roasted", - "Turkey, young tom, meat and skin and giblets and neck, raw", - "Turkey, young tom, meat and skin, cooked, roasted", - "Turkey, young tom, meat and skin, raw", - "Turkey, young tom, meat only, cooked, roasted", - "Turkey, young tom, meat only, raw", - "Turkey, young tom, skin only, cooked, roasted", - "Turkey, young tom, skin only, raw", - "Turkey, young tom, wing, meat and skin, cooked, roasted", - "Turkey, young tom, wing, meat and skin, raw", - "Turnip greens and turnips, frozen, cooked, boiled, drained, with salt", - "Turnip greens and turnips, frozen, cooked, boiled, drained, without salt", - "Turnip greens and turnips, frozen, unprepared", - "Turnip greens, canned, no salt added", - "Turnip greens, canned, solids and liquids", - "Turnip greens, cooked, boiled, drained, with salt", - "Turnip greens, cooked, boiled, drained, without salt", - "Turnip greens, frozen, cooked, boiled, drained, with salt", - "Turnip greens, frozen, cooked, boiled, drained, without salt", - "Turnip greens, frozen, unprepared", - "Turnip greens, raw", - "Turnips, cooked, boiled, drained, with salt", - "Turnips, cooked, boiled, drained, without salt", - "Turnips, frozen, cooked, boiled, drained, with salt", - "Turnips, frozen, cooked, boiled, drained, without salt", - "Turnips, frozen, unprepared", - "Turnips, raw", - "Turtle, green, raw", - "USDA Commodity Chicken, canned, meat only, drained", - "USDA Commodity Food, oil, vegetable, low saturated fat", - "USDA Commodity Food, oil, vegetable, soybean, refined", - "USDA Commodity peaches, canned, light syrup, drained", - "USDA Commodity pears, canned, juice pack, drained", - "USDA Commodity pears, canned, light syrup, drained", - "USDA Commodity, Bakery , Flour Mix Low-fat", - "USDA Commodity, Bakery, Flour Mix", - "USDA Commodity, Chicken, canned, meat only, with broth", - "USDA Commodity, Chicken, canned, meat only, with water", - "USDA Commodity, Peanut Butter, smooth", - "USDA Commodity, Potato wedges, frozen", - "USDA Commodity, beef patties with VPP, frozen, cooked", - "USDA Commodity, beef patties with VPP, frozen, raw", - "USDA Commodity, beef, canned", - "USDA Commodity, beef, ground bulk/coarse ground, frozen, cooked", - "USDA Commodity, beef, ground, bulk/coarse ground, frozen, raw", - "USDA Commodity, beef, patties (100%), frozen, cooked", - "USDA Commodity, beef, patties (100%), frozen, raw", - "USDA Commodity, cheese, cheddar, reduced fat", - "USDA Commodity, chicken fajita strips, frozen", - "USDA Commodity, luncheon meat, canned", - "USDA Commodity, mixed fruit (peaches, pears, grapes), canned, light syrup, drained", - "USDA Commodity, mixed fruit (peaches, pears, grapes), canned, light syrup, solids and liquids", - "USDA Commodity, pork sausage, bulk/links/patties, frozen, raw", - "USDA Commodity, pork, canned", - "USDA Commodity, pork, cured, ham, boneless, cooked, heated", - "USDA Commodity, pork, cured, ham, boneless, cooked, unheated", - "USDA Commodity, pork, ground, fine/coarse, frozen, cooked", - "USDA Commodity, pork, ground, fine/coarse, frozen, raw", - "USDA Commodity, pork, sausage, bulk/links/patties, frozen, cooked", - "USDA Commodity, salmon nuggets, breaded, frozen, heated", - "USDA Commodity, salmon nuggets, cooked as purchased, unheated", - "USDA Commodity, salsa", - "USDA Commodity, spaghetti sauce, meatless, canned", - "USDA Commodity, turkey ham, dark meat, smoked, frozen", - "USDA Commodity, turkey taco meat, frozen, cooked", - "Vanilla extract", - "Vanilla extract, imitation, alcohol", - "Vanilla extract, imitation, no alcohol", - "Veal, breast, plate half, boneless, separable lean and fat, cooked, braised", - "Veal, breast, point half, boneless, separable lean and fat, cooked, braised", - "Veal, breast, separable fat, cooked", - "Veal, breast, whole, boneless, separable lean and fat, cooked, braised", - "Veal, breast, whole, boneless, separable lean and fat, raw", - "Veal, breast, whole, boneless, separable lean only, cooked, braised", - "Veal, composite of trimmed retail cuts, separable fat, cooked", - "Veal, composite of trimmed retail cuts, separable fat, raw", - "Veal, composite of trimmed retail cuts, separable lean and fat, cooked", - "Veal, composite of trimmed retail cuts, separable lean and fat, raw", - "Veal, composite of trimmed retail cuts, separable lean only, cooked", - "Veal, composite of trimmed retail cuts, separable lean only, raw", - "Veal, cubed for stew (leg and shoulder), separable lean only, cooked, braised", - "Veal, cubed for stew (leg and shoulder), separable lean only, raw", - "Veal, ground, cooked, broiled", - "Veal, ground, raw", - "Veal, leg (top round), separable lean and fat, cooked, braised", - "Veal, leg (top round), separable lean and fat, cooked, pan-fried, breaded", - "Veal, leg (top round), separable lean and fat, cooked, pan-fried, not breaded", - "Veal, leg (top round), separable lean and fat, cooked, roasted", - "Veal, leg (top round), separable lean and fat, raw", - "Veal, leg (top round), separable lean only, cooked, braised", - "Veal, leg (top round), separable lean only, cooked, pan-fried, breaded", - "Veal, leg (top round), separable lean only, cooked, pan-fried, not breaded", - "Veal, leg (top round), separable lean only, cooked, roasted", - "Veal, leg (top round), separable lean only, raw", - "Veal, loin, separable lean and fat, cooked, braised", - "Veal, loin, separable lean and fat, cooked, roasted", - "Veal, loin, separable lean and fat, raw", - "Veal, loin, separable lean only, cooked, braised", - "Veal, loin, separable lean only, cooked, roasted", - "Veal, loin, separable lean only, raw", - "Veal, rib, separable lean and fat, cooked, braised", - "Veal, rib, separable lean and fat, cooked, roasted", - "Veal, rib, separable lean and fat, raw", - "Veal, rib, separable lean only, cooked, braised", - "Veal, rib, separable lean only, cooked, roasted", - "Veal, rib, separable lean only, raw", - "Veal, shank (fore and hind), separable lean and fat, cooked, braised", - "Veal, shank (fore and hind), separable lean and fat, raw", - "Veal, shank (fore and hind), separable lean only, cooked, braised", - "Veal, shank (fore and hind), separable lean only, raw", - "Veal, shoulder, arm, separable lean and fat, cooked, braised", - "Veal, shoulder, arm, separable lean and fat, cooked, roasted", - "Veal, shoulder, arm, separable lean and fat, raw", - "Veal, shoulder, arm, separable lean only, cooked, braised", - "Veal, shoulder, arm, separable lean only, cooked, roasted", - "Veal, shoulder, arm, separable lean only, raw", - "Veal, shoulder, blade, separable lean and fat, cooked, braised", - "Veal, shoulder, blade, separable lean and fat, cooked, roasted", - "Veal, shoulder, blade, separable lean and fat, raw", - "Veal, shoulder, blade, separable lean only, cooked, braised", - "Veal, shoulder, blade, separable lean only, cooked, roasted", - "Veal, shoulder, blade, separable lean only, raw", - "Veal, shoulder, whole (arm and blade), separable lean and fat, cooked, braised", - "Veal, shoulder, whole (arm and blade), separable lean and fat, cooked, roasted", - "Veal, shoulder, whole (arm and blade), separable lean and fat, raw", - "Veal, shoulder, whole (arm and blade), separable lean only, cooked, braised", - "Veal, shoulder, whole (arm and blade), separable lean only, cooked, roasted", - "Veal, shoulder, whole (arm and blade), separable lean only, raw", - "Veal, sirloin, separable lean and fat, cooked, braised", - "Veal, sirloin, separable lean and fat, cooked, roasted", - "Veal, sirloin, separable lean and fat, raw", - "Veal, sirloin, separable lean only, cooked, braised", - "Veal, sirloin, separable lean only, cooked, roasted", - "Veal, sirloin, separable lean only, raw", - "Veal, variety meats and by-products, brain, cooked, braised", - "Veal, variety meats and by-products, brain, cooked, pan-fried", - "Veal, variety meats and by-products, brain, raw", - "Veal, variety meats and by-products, heart, cooked, braised", - "Veal, variety meats and by-products, heart, raw", - "Veal, variety meats and by-products, kidneys, cooked, braised", - "Veal, variety meats and by-products, kidneys, raw", - "Veal, variety meats and by-products, liver, cooked, braised", - "Veal, variety meats and by-products, liver, cooked, pan-fried", - "Veal, variety meats and by-products, liver, raw", - "Veal, variety meats and by-products, lungs, cooked, braised", - "Veal, variety meats and by-products, lungs, raw", - "Veal, variety meats and by-products, pancreas, cooked, braised", - "Veal, variety meats and by-products, pancreas, raw", - "Veal, variety meats and by-products, spleen, cooked, braised", - "Veal, variety meats and by-products, spleen, raw", - "Veal, variety meats and by-products, thymus, cooked, braised", - "Veal, variety meats and by-products, thymus, raw", - "Veal, variety meats and by-products, tongue, cooked, braised", - "Veal, variety meats and by-products, tongue, raw", - "Vegetable and fruit juice drink, reduced calorie, with low-calorie sweetener, added vitamin C", - "Vegetable juice cocktail, canned", - "Vegetable oil, palm kernel", - "Vegetable oil-butter spread, reduced calorie", - "Vegetables, mixed (corn, lima beans, peas, green beans, carrots) canned, no salt added", - "Vegetables, mixed, canned, drained solids", - "Vegetables, mixed, canned, solids and liquids", - "Vegetables, mixed, frozen, cooked, boiled, drained, with salt", - "Vegetables, mixed, frozen, cooked, boiled, drained, without salt", - "Vegetables, mixed, frozen, unprepared", - "Vegetarian fillets", - "Vegetarian meatloaf or patties", - "Vegetarian stew", - "Veggie burgers or soyburgers, unprepared", - "Vermicelli, made from soy", - "Vinegar, balsamic", - "Vinegar, cider", - "Vinegar, distilled", - "Vinegar, red wine", - "Vinespinach, (basella), raw", - "Vital wheat gluten", - "Vitasoy USA, Nasoya Lite Firm Tofu", - "Vitasoy USA, Organic Nasoya Extra Firm Tofu", - "Vitasoy USA, Organic Nasoya Firm Tofu", - "Vitasoy USA, Organic Nasoya Super Firm Cubed Tofu", - "Vitasoy USA, Vitasoy Light Vanilla Soymilk", - "Vitasoy USA, Vitasoy Organic Creamy Original Soymilk", - 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frozen, unprepared", - "WORTHINGTON Meatless Corned Beef Roll, frozen, unprepared", - "WORTHINGTON Multigrain Cutlets, canned, unprepared", - "WORTHINGTON Prime Stakes, canned, unprepared", - "WORTHINGTON Prosage Links, frozen, unprepared", - "WORTHINGTON Prosage Roll, frozen, unprepared", - "WORTHINGTON Saucettes, canned, unprepared", - "WORTHINGTON Smoked Turkey Roll, frozen, unprepared", - "WORTHINGTON Stakelets, frozen, unprepared", - "WORTHINGTON Stripples, frozen, unprepared", - "WORTHINGTON Super Links, canned, unprepared", - "WORTHINGTON Vegetable Skallops, canned, unprepared", - "WORTHINGTON Vegetable Steaks, canned, unprepared", - "WORTHINGTON Vegetarian Burger, canned, unprepared", - "WORTHINGTON Veja-Links, canned, unprepared", - "WORTHINGTON Wham (roll), frozen, unprepared", - "Waffle, buttermilk, frozen, ready-to-heat, microwaved", - "Waffle, buttermilk, frozen, ready-to-heat, toasted", - "Waffle, plain, frozen, ready-to-heat, microwave", - "Waffles, buttermilk, frozen, ready-to-heat", - "Waffles, chocolate chip, frozen, ready-to-heat", - "Waffles, plain, frozen, ready -to-heat, toasted", - "Waffles, plain, frozen, ready-to-heat", - "Waffles, plain, prepared from recipe", - "Walrus, liver, raw (Alaska Native)", - "Walrus, meat and subcutaneous fat raw (Alaska Native)", - "Walrus, meat, dried (Alaska Native)", - "Walrus, meat, raw (Alaska Native)", - "Wasabi, root, raw", - "Water with added vitamins and minerals, bottles, sweetened, assorted fruit flavors", - "Water, bottled, PERRIER", - "Water, bottled, POLAND SPRING", - "Water, bottled, generic", - "Water, bottled, non-carbonated, CALISTOGA", - "Water, bottled, non-carbonated, CRYSTAL GEYSER", - "Water, bottled, non-carbonated, DANNON", - "Water, bottled, non-carbonated, DANNON Fluoride To Go", - "Water, bottled, non-carbonated, DASANI", - "Water, bottled, non-carbonated, EVIAN", - "Water, bottled, non-carbonated, NAYA", - "Water, bottled, non-carbonated, PEPSI, AQUAFINA", - "Water, non-carbonated, bottles, natural fruit flavors, sweetened with low calorie sweetener", - "Water, tap, drinking", - "Water, tap, municipal", - "Water, tap, well", - "Water, with corn syrup and/or sugar and low calorie sweetener, fruit flavored", - "Waterchestnuts, chinese, (matai), raw", - "Waterchestnuts, chinese, canned, solids and liquids", - "Watercress, raw", - "Watermelon, raw", - "Waxgourd, (chinese preserving melon), cooked, boiled, drained, with salt", - "Waxgourd, (chinese preserving melon), cooked, boiled, drained, without salt", - "Waxgourd, (chinese preserving melon), raw", - "Whale, beluga, eyes (Alaska Native)", - "Whale, beluga, flipper, raw (Alaska Native)", - "Whale, beluga, liver, raw (Alaska Native)", - "Whale, beluga, meat, dried (Alaska Native)", - "Whale, beluga, meat, raw (Alaska Native)", - "Whale, bowhead, skin and subcutaneous fat (muktuk) (Alaska Native)", - "Whale, bowhead, subcutaneous fat (blubber) (Alaska Native)", - "Wheat bran, crude", - "Wheat flour, white (industrial), 10% protein, bleached, enriched", - "Wheat flour, white (industrial), 10% protein, bleached, unenriched", - "Wheat flour, white (industrial), 10% protein, unbleached, enriched", - "Wheat flour, white (industrial), 11.5% protein, bleached, enriched", - "Wheat flour, white (industrial), 11.5% protein, bleached, unenriched", - "Wheat flour, white (industrial), 11.5% protein, unbleached, enriched", - "Wheat flour, white (industrial), 13% protein, bleached, enriched", - "Wheat flour, white (industrial), 13% protein, bleached, unenriched", - "Wheat flour, white (industrial), 15% protein, bleached, enriched", - "Wheat flour, white (industrial), 15% protein, bleached, unenriched", - "Wheat flour, white (industrial), 9% protein, bleached, enriched", - "Wheat flour, white (industrial), 9% protein, bleached, unenriched", - "Wheat flour, white, all-purpose, enriched, bleached", - "Wheat flour, white, all-purpose, enriched, calcium-fortified", - "Wheat flour, white, all-purpose, enriched, unbleached", - "Wheat flour, white, all-purpose, self-rising, enriched", - "Wheat flour, white, all-purpose, unenriched", - "Wheat flour, white, bread, enriched", - "Wheat flour, white, cake, enriched", - "Wheat flour, white, tortilla mix, enriched", - "Wheat flour, whole-grain", - "Wheat flours, bread, unenriched", - "Wheat germ, crude", - "Wheat, durum", - "Wheat, hard red spring", - "Wheat, hard red winter", - "Wheat, hard white", - "Wheat, soft red winter", - "Wheat, soft white", - "Wheat, sprouted", - "Whey, acid, dried", - "Whey, acid, fluid", - "Whey, sweet, dried", - "Whey, sweet, fluid", - "Whipped cream substitute, dietetic, made from powdered mix", - "Whipped topping, frozen, low fat", - "Whiskey sour mix, bottled", - "Whiskey sour mix, bottled, with added potassium and sodium", - "Whiskey sour mix, powder", - "Wild rice, cooked", - "Wild rice, raw", - "Willow, leaves in oil (Alaska Native)", - "Willow, young leaves, chopped (Alaska Native)", - "Wine, non-alcoholic", - "Winged bean leaves, raw", - "Winged bean tuber, raw", - "Winged bean, immature seeds, cooked, boiled, drained, with salt", - "Winged beans, immature seeds, cooked, boiled, drained, without salt", - "Winged beans, immature seeds, raw", - "Winged beans, mature seeds, cooked, boiled, with salt", - "Winged beans, mature seeds, cooked, boiled, without salt", - "Winged beans, mature seeds, raw", - "Wonton wrappers (includes egg roll wrappers)", - "Yachtwurst, with pistachio nuts, cooked", - "Yam, cooked, boiled, drained, or baked, with salt", - "Yam, cooked, boiled, drained, or baked, without salt", - "Yam, raw", - "Yambean (jicama), cooked, boiled, drained, with salt", - "Yambean (jicama), cooked, boiled, drained, without salt", - "Yambean (jicama), raw", - "Yardlong bean, cooked, boiled, drained, with salt", - "Yardlong bean, cooked, boiled, drained, without salt", - "Yardlong bean, raw", - "Yardlong beans, mature seeds, cooked, boiled, with salt", - "Yardlong beans, mature seeds, cooked, boiled, without salt", - "Yardlong beans, mature seeds, raw", - "Yautia (tannier), raw", - "Yeast extract spread", - "Yellow pond lily, Wocas, dried seeds (Pacific Northwest Indians)", - "Yellow pond lily, Wocas, tuber, cooked (Pacific Northwest Indians)", - "Yogurt parfait, lowfat, with fruit and granola", - "Yogurt, chocolate, nonfat milk", - "Yogurt, chocolate, nonfat milk, fortified with vitamin D", - "Yogurt, fruit variety, nonfat", - "Yogurt, fruit variety, nonfat, fortified with vitamin D", - "Yogurt, fruit, low fat, 10 grams protein per 8 ounce", - "Yogurt, fruit, low fat, 10 grams protein per 8 ounce, fortified with vitamin D", - "Yogurt, fruit, low fat, 11 grams protein per 8 ounce", - "Yogurt, fruit, low fat, 9 grams protein per 8 ounce", - "Yogurt, fruit, low fat, 9 grams protein per 8 ounce, fortified with vitamin D", - "Yogurt, fruit, lowfat, with low calorie sweetener", - "Yogurt, fruit, lowfat, with low calorie sweetener, fortified with vitamin D", 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"BURGER KING, French Toast Sticks", + "BURGER KING, Hamburger", + "BURGER KING, Hash Brown Rounds", + "BURGER KING, Original Chicken Sandwich", + "BURGER KING, Vanilla Shake", + "BURGER KING, WHOPPER, no cheese", + "BURGER KING, WHOPPER, with cheese", + "BUTCHER BOY MEATS, INC., Turkey Franks", + "Baby food, fortified cereal bar, fruit filling", + "Babyfood, apple yogurt dessert, strained", + "Babyfood, apple-banana juice", + "Babyfood, apple-cranberry juice", + "Babyfood, apples with ham, strained", + "Babyfood, apples, dices, toddler", + "Babyfood, baked product, finger snacks cereal", + "Babyfood, banana apple dessert, strained", + "Babyfood, banana juice with low fat yogurt", + "Babyfood, banana no tapioca, strained", + "Babyfood, carrots and beef, strained", + "Babyfood, carrots, toddler", + "Babyfood, cereal, barley, dry", + "Babyfood, cereal, barley, prepared with whole milk", + "Babyfood, cereal, brown rice, dry, instant", + "Babyfood, cereal, egg yolks and bacon, junior", + "Babyfood, cereal, high protein, prepared with whole milk", + "Babyfood, cereal, high protein, with apple and orange, dry", + "Babyfood, cereal, high protein, with apple and orange, prepared with whole milk", + "Babyfood, cereal, mixed, dry", + "Babyfood, cereal, mixed, prepared with whole milk", + "Babyfood, cereal, mixed, with applesauce and bananas, junior", + "Babyfood, cereal, mixed, with applesauce and bananas, strained", + "Babyfood, cereal, mixed, with bananas, dry", + "Babyfood, cereal, mixed, with bananas, prepared with whole milk", + "Babyfood, cereal, mixed, with honey, prepared with whole milk", + "Babyfood, cereal, oatmeal, dry", + "Babyfood, cereal, oatmeal, prepared with whole milk", + "Babyfood, cereal, oatmeal, with applesauce and bananas, junior", + "Babyfood, cereal, oatmeal, with applesauce and bananas, strained", + "Babyfood, cereal, oatmeal, with bananas, dry", + "Babyfood, cereal, oatmeal, with bananas, prepared with whole milk", + "Babyfood, cereal, oatmeal, with honey, dry", + "Babyfood, cereal, oatmeal, with honey, prepared with whole milk", + "Babyfood, cereal, rice, dry", + "Babyfood, cereal, rice, prepared with whole milk", + "Babyfood, cereal, rice, with applesauce and bananas, strained", + "Babyfood, cereal, rice, with bananas, dry", + "Babyfood, cereal, rice, with bananas, prepared with whole milk", + "Babyfood, cereal, rice, with honey, prepared with whole milk", + "Babyfood, cereal, rice, with mixed fruit, junior", + "Babyfood, cereal, whole wheat, with apples, dry", + "Babyfood, cereal, with egg yolks, junior", + "Babyfood, cereal, with egg yolks, strained", + "Babyfood, cereal, with eggs, strained", + "Babyfood, cherry cobbler, junior", + "Babyfood, cookie, baby, fruit", + "Babyfood, cookies", + "Babyfood, cookies, arrowroot", + "Babyfood, corn and sweet potatoes, strained", + "Babyfood, crackers, vegetable", + "Babyfood, dessert, banana pudding, strained", + "Babyfood, dessert, banana yogurt, strained", + "Babyfood, dessert, blueberry yogurt, strained", + "Babyfood, dessert, cherry vanilla pudding, junior", + "Babyfood, dessert, cherry vanilla pudding, strained", + "Babyfood, dessert, custard pudding, vanilla, junior", + "Babyfood, dessert, custard pudding, vanilla, strained", + "Babyfood, dessert, dutch apple, junior", + "Babyfood, dessert, dutch apple, strained", + "Babyfood, dessert, fruit dessert, without ascorbic acid, junior", + "Babyfood, dessert, fruit dessert, without ascorbic acid, strained", + "Babyfood, dessert, fruit pudding, orange, strained", + "Babyfood, dessert, fruit pudding, pineapple, strained", + "Babyfood, dessert, peach cobbler, junior", + "Babyfood, dessert, peach cobbler, strained", + "Babyfood, dessert, peach yogurt", + "Babyfood, dessert, tropical fruit, junior", + "Babyfood, dinner, apples and chicken, strained", + "Babyfood, dinner, beef and rice, toddler", + "Babyfood, dinner, beef lasagna, toddler", + "Babyfood, dinner, beef noodle, junior", + "Babyfood, dinner, beef noodle, strained", + "Babyfood, dinner, beef stew, toddler", + "Babyfood, dinner, beef with vegetables", + "Babyfood, dinner, broccoli and chicken, junior", + "Babyfood, dinner, chicken and noodle with vegetables, toddler", + "Babyfood, dinner, chicken and rice", + "Babyfood, dinner, chicken noodle, junior", + "Babyfood, dinner, chicken noodle, strained", + "Babyfood, dinner, chicken soup, strained", + "Babyfood, dinner, chicken stew, toddler", + "Babyfood, dinner, macaroni and cheese, junior", + "Babyfood, dinner, macaroni and cheese, strained", + "Babyfood, dinner, macaroni and tomato and beef, junior", + "Babyfood, dinner, macaroni and tomato and beef, strained", + "Babyfood, dinner, macaroni, beef and tomato sauce, toddler", + "Babyfood, dinner, mixed vegetable, junior", + "Babyfood, dinner, mixed vegetable, strained", + "Babyfood, dinner, pasta with vegetables", + "Babyfood, dinner, potatoes with cheese and ham, toddler", + "Babyfood, dinner, spaghetti and tomato and meat, junior", + "Babyfood, dinner, spaghetti and tomato and meat, toddler", + "Babyfood, dinner, sweet potatoes and chicken, strained", + "Babyfood, dinner, turkey and rice, junior", + "Babyfood, dinner, turkey and rice, strained", + "Babyfood, dinner, turkey, rice, and vegetables, toddler", + "Babyfood, dinner, vegetables and bacon, strained", + "Babyfood, dinner, vegetables and beef, junior", + "Babyfood, dinner, vegetables and beef, strained", + "Babyfood, dinner, vegetables and chicken, junior", + "Babyfood, dinner, vegetables and dumplings and beef, junior", + "Babyfood, dinner, vegetables and dumplings and beef, strained", + "Babyfood, dinner, vegetables and ham, junior", + "Babyfood, dinner, vegetables and ham, strained", + "Babyfood, dinner, vegetables and lamb, junior", + "Babyfood, dinner, vegetables and lamb, strained", + "Babyfood, dinner, vegetables and noodles and turkey, junior", + "Babyfood, dinner, vegetables and noodles and turkey, strained", + "Babyfood, dinner, vegetables and turkey, junior", + "Babyfood, dinner, vegetables and turkey, strained", + "Babyfood, dinner, vegetables and turkey, toddler", + "Babyfood, dinner, vegetables chicken, strained", + "Babyfood, dinner, vegetables, noodles and chicken, junior", + "Babyfood, dinner, vegetables, noodles and chicken, strained", + "Babyfood, fruit and vegetable, apple and sweet potato", + "Babyfood, fruit dessert, mango with tapioca", + "Babyfood, fruit supreme dessert", + "Babyfood, fruit, apple and blueberry, junior", + "Babyfood, fruit, apple and blueberry, strained", + "Babyfood, fruit, apple and raspberry, junior", + "Babyfood, fruit, apple and raspberry, strained", + "Babyfood, fruit, applesauce and apricots, junior", + "Babyfood, fruit, applesauce and apricots, strained", + "Babyfood, fruit, applesauce and cherries, junior", + "Babyfood, fruit, applesauce and cherries, strained", + "Babyfood, fruit, applesauce and pineapple, junior", + "Babyfood, fruit, applesauce and pineapple, strained", + "Babyfood, fruit, applesauce with banana, junior", + "Babyfood, fruit, applesauce, junior", + "Babyfood, fruit, applesauce, strained", + "Babyfood, fruit, apricot with tapioca, junior", + "Babyfood, fruit, apricot with tapioca, strained", + "Babyfood, fruit, bananas and pineapple with tapioca, junior", + "Babyfood, fruit, bananas and pineapple with tapioca, strained", + "Babyfood, fruit, bananas with apples and pears, strained", + "Babyfood, fruit, bananas with tapioca, junior", + "Babyfood, fruit, bananas with tapioca, strained", + "Babyfood, fruit, guava and papaya with tapioca, strained", + "Babyfood, fruit, papaya and applesauce with tapioca, strained", + "Babyfood, fruit, peaches, junior", + "Babyfood, fruit, peaches, strained", + "Babyfood, fruit, pears and pineapple, junior", + "Babyfood, fruit, pears and pineapple, strained", + "Babyfood, fruit, pears, junior", + "Babyfood, fruit, pears, strained", + "Babyfood, fruit, plums with tapioca, without ascorbic acid, junior", + "Babyfood, fruit, plums with tapioca, without ascorbic acid, strained", + "Babyfood, fruit, prunes with tapioca, without ascorbic acid, junior", + "Babyfood, fruit, prunes with tapioca, without ascorbic acid, strained", + "Babyfood, fruit, tutti frutti, junior", + "Babyfood, fruit, tutti frutti, strained", + "Babyfood, green beans, dices, toddler", + "Babyfood, juice treats, fruit medley, toddler", + "Babyfood, juice, apple", + "Babyfood, juice, apple - cherry", + "Babyfood, juice, apple and cherry", + "Babyfood, juice, apple and grape", + "Babyfood, juice, apple and peach", + "Babyfood, juice, apple and plum", + "Babyfood, juice, apple and prune", + "Babyfood, juice, apple, with calcium", + "Babyfood, juice, apple-sweet potato", + "Babyfood, juice, fruit punch, with calcium", + "Babyfood, juice, mixed fruit", + "Babyfood, juice, orange", + "Babyfood, juice, orange and apple", + "Babyfood, juice, orange and apple and banana", + "Babyfood, juice, orange and apricot", + "Babyfood, juice, orange and banana", + "Babyfood, juice, orange and pineapple", + "Babyfood, juice, orange-carrot", + "Babyfood, juice, pear", + "Babyfood, juice, prune and orange", + "Babyfood, macaroni and cheese, toddler", + "Babyfood, mashed cheddar potatoes and broccoli, toddlers", + "Babyfood, meat, beef with vegetables, toddler", + "Babyfood, meat, beef, junior", + "Babyfood, meat, beef, strained", + "Babyfood, meat, chicken sticks, junior", + "Babyfood, meat, chicken, junior", + "Babyfood, meat, chicken, strained", + "Babyfood, meat, ham, junior", + "Babyfood, meat, ham, strained", + "Babyfood, meat, lamb, junior", + "Babyfood, meat, lamb, strained", + "Babyfood, meat, meat sticks, junior", + "Babyfood, meat, pork, strained", + "Babyfood, meat, turkey sticks, junior", + "Babyfood, meat, turkey, junior", + "Babyfood, meat, turkey, strained", + "Babyfood, meat, veal, strained", + "Babyfood, mixed fruit juice with low fat yogurt", + "Babyfood, mixed fruit yogurt, strained", + "Babyfood, oatmeal cereal with fruit, dry, instant, toddler", + "Babyfood, peaches, dices, toddler", + "Babyfood, pears, dices, toddler", + "Babyfood, peas and brown rice", + "Babyfood, peas, dices, toddler", + "Babyfood, plums, bananas and rice, strained", + "Babyfood, potatoes, toddler", + "Babyfood, pretzels", + "Babyfood, prunes, without vitamin c, strained", + "Babyfood, ravioli, cheese filled, with tomato sauce", + "Babyfood, rice and apples, dry", + "Babyfood, teething biscuits", + "Babyfood, vegetable and brown rice, strained", + "Babyfood, vegetable, butternut squash and corn", + "Babyfood, vegetable, green beans and potatoes", + "Babyfood, vegetables, beets, strained", + "Babyfood, vegetables, carrots, junior", + "Babyfood, vegetables, carrots, strained", + "Babyfood, vegetables, corn, creamed, junior", + "Babyfood, vegetables, corn, creamed, strained", + "Babyfood, vegetables, garden vegetable, strained", + "Babyfood, vegetables, green beans, junior", + "Babyfood, vegetables, green beans, strained", + "Babyfood, vegetables, mix vegetables junior", + "Babyfood, vegetables, mix vegetables strained", + "Babyfood, vegetables, peas, strained", + "Babyfood, vegetables, spinach, creamed, strained", + "Babyfood, vegetables, squash, junior", + "Babyfood, vegetables, squash, strained", + "Babyfood, vegetables, sweet potatoes strained", + "Babyfood, vegetables, sweet potatoes, junior", + "Babyfood, yogurt, whole milk, with fruit, multigrain cereal and added DHA", + "Babyfood, yogurt, whole milk, with fruit, multigrain cereal and added iron", + "Bacon and beef sticks", + "Bacon bits, meatless", + "Bacon, meatless", + "Bagels, cinnamon-raisin", + "Bagels, cinnamon-raisin, toasted", + "Bagels, egg", + "Bagels, oat bran", + "Bagels, plain, enriched, with calcium propionate (includes onion, poppy, sesame)", + "Bagels, plain, enriched, without calcium propionate (includes onion, poppy, sesame)", + "Bagels, plain, toasted, enriched, with calcium propionate (includes onion, poppy, sesame)", + "Bagels, plain, unenriched, with calcium propionate (includes onion, poppy, sesame)", + "Bagels, plain, unenriched, without calcium propionate(includes onion, poppy, sesame)", + "Baked beans, canned, no salt added", + "Baking chocolate, MARS SNACKFOOD US, M&M's Milk Chocolate Mini Baking Bits", + "Baking chocolate, MARS SNACKFOOD US, M&M's Semisweet Chocolate Mini Baking Bits", + "Baking chocolate, mexican, squares", + "Baking chocolate, unsweetened, liquid", + "Baking chocolate, unsweetened, squares", + "Balsam-pear (bitter gourd), leafy tips, cooked, boiled, drained, with salt", + "Balsam-pear (bitter gourd), leafy tips, cooked, boiled, drained, without salt", + "Balsam-pear (bitter gourd), leafy tips, raw", + "Balsam-pear (bitter gourd), pods, cooked, boiled, drained, with salt", + "Balsam-pear (bitter gourd), pods, cooked, boiled, drained, without salt", + "Balsam-pear (bitter gourd), pods, raw", + "Bamboo shoots, canned, drained solids", + "Bamboo shoots, cooked, boiled, drained, with salt", + "Bamboo shoots, cooked, boiled, drained, without salt", + "Bamboo shoots, raw", + "Bananas, dehydrated, or banana powder", + "Bananas, raw", + "Barbecue loaf, pork, beef", + "Barley flour or meal", + "Barley malt flour", + "Barley, hulled", + "Barley, pearled, cooked", + "Barley, pearled, raw", + "Basil, fresh", + "Bean beverage", + "Beans, adzuki, mature seed, cooked, boiled, with salt", + "Beans, adzuki, mature seeds, canned, sweetened", + "Beans, adzuki, mature seeds, cooked, boiled, without salt", + "Beans, adzuki, mature seeds, raw", + "Beans, adzuki, yokan, mature seeds", + "Beans, baked, canned, plain or vegetarian", + "Beans, baked, canned, with beef", + "Beans, baked, canned, with franks", + "Beans, baked, canned, with pork", + "Beans, baked, canned, with pork and sweet sauce", + "Beans, baked, canned, with pork and tomato sauce", + "Beans, baked, home prepared", + "Beans, black turtle soup, mature seeds, canned", + "Beans, black turtle soup, mature seeds, cooked, boiled, with salt", + "Beans, black turtle soup, mature seeds, cooked, boiled, without salt", + "Beans, black turtle soup, mature seeds, raw", + "Beans, black, mature seeds, cooked, boiled, with salt", + "Beans, black, mature seeds, cooked, boiled, without salt", + "Beans, black, mature seeds, raw", + "Beans, chili, barbecue, ranch style, cooked", + "Beans, cranberry (roman), mature seeds, canned", + "Beans, cranberry (roman), mature seeds, cooked, boiled, with salt", + "Beans, cranberry (roman), mature seeds, cooked, boiled, without salt", + "Beans, cranberry (roman), mature seeds, raw", + "Beans, fava, in pod, raw", + "Beans, french, mature seeds, cooked, boiled, with salt", + "Beans, french, mature seeds, cooked, boiled, without salt", + "Beans, french, mature seeds, raw", + "Beans, great northern, mature seeds, canned", + "Beans, great northern, mature seeds, cooked, boiled, with salt", + "Beans, great northern, mature seeds, cooked, boiled, without salt", + "Beans, great northern, mature seeds, raw", + "Beans, kidney, all types, mature seeds, canned", + "Beans, kidney, all types, mature seeds, cooked, boiled, with salt", + "Beans, kidney, all types, mature seeds, cooked, boiled, without salt", + "Beans, kidney, all types, mature seeds, raw", + "Beans, kidney, california red, mature seeds, cooked, boiled, with salt", + "Beans, kidney, california red, mature seeds, cooked, boiled, without salt", + "Beans, kidney, california red, mature seeds, raw", + "Beans, kidney, mature seeds, sprouted, cooked, boiled, drained, with salt", + "Beans, kidney, mature seeds, sprouted, cooked, boiled, drained, without salt", + "Beans, kidney, mature seeds, sprouted, raw", + "Beans, kidney, red, mature seeds, canned", + "Beans, kidney, red, mature seeds, cooked, boiled, with salt", + "Beans, kidney, red, mature seeds, cooked, boiled, without salt", + "Beans, kidney, red, mature seeds, raw", + "Beans, kidney, royal red, mature seeds, cooked, boiled with salt", + "Beans, kidney, royal red, mature seeds, cooked, boiled, without salt", + "Beans, kidney, royal red, mature seeds, raw", + "Beans, lima, immature seeds, canned, regular pack, solids and liquids", + "Beans, liquid from stewed kidney beans", + "Beans, mung, mature seeds, sprouted, canned, drained solids", + "Beans, navy, mature seeds, canned", + "Beans, navy, mature seeds, cooked, boiled, with salt", + "Beans, navy, mature seeds, cooked, boiled, without salt", + "Beans, navy, mature seeds, raw", + "Beans, navy, mature seeds, sprouted, cooked, boiled, drained, with salt", + "Beans, navy, mature seeds, sprouted, cooked, boiled, drained, without salt", + "Beans, navy, mature seeds, sprouted, raw", + "Beans, pink, mature seeds, cooked, boiled, with salt", + "Beans, pink, mature seeds, cooked, boiled, without salt", + "Beans, pink, mature seeds, raw", + "Beans, pinto, immature seeds, frozen, cooked, boiled, drained, with salt", + "Beans, pinto, immature seeds, frozen, cooked, boiled, drained, without salt", + "Beans, pinto, immature seeds, frozen, unprepared", + "Beans, pinto, mature seeds, canned", + "Beans, pinto, mature seeds, cooked, boiled, with salt", + "Beans, pinto, mature seeds, cooked, boiled, without salt", + "Beans, pinto, mature seeds, raw", + "Beans, pinto, mature seeds, sprouted, cooked, boiled, drained, with salt", + "Beans, pinto, mature seeds, sprouted, cooked, boiled, drained, without salt", + "Beans, pinto, mature seeds, sprouted, raw", + "Beans, shellie, canned, solids and liquids", + "Beans, small white, mature seeds, cooked, boiled, with salt", + "Beans, small white, mature seeds, cooked, boiled, without salt", + "Beans, small white, mature seeds, raw", + "Beans, snap, canned, all styles, seasoned, solids and liquids", + "Beans, snap, green variety, canned, regular pack, solids and liquids", + "Beans, snap, green, canned, no salt added, drained solids", + "Beans, snap, green, canned, no salt added, solids and liquids", + "Beans, snap, green, canned, regular pack, drained solids", + "Beans, snap, green, cooked, boiled, drained, with salt", + "Beans, snap, green, cooked, boiled, drained, without salt", + "Beans, snap, green, frozen, all styles, microwaved", + "Beans, snap, green, frozen, all styles, unprepared", + "Beans, snap, green, frozen, cooked, boiled, drained without salt", + "Beans, snap, green, frozen, cooked, boiled, drained, with salt", + "Beans, snap, green, microwaved", + "Beans, snap, green, raw", + "Beans, snap, yellow, canned, no salt added, drained solids", + "Beans, snap, yellow, canned, no salt added, solids and liquids", + "Beans, snap, yellow, canned, regular pack, drained solids", + "Beans, snap, yellow, canned, regular pack, solids and liquids", + "Beans, snap, yellow, cooked, boiled, drained, with salt", + "Beans, snap, yellow, cooked, boiled, drained, without salt", + "Beans, snap, yellow, frozen, all styles, unprepared", + "Beans, snap, yellow, frozen, cooked, boiled, drained, with salt", + "Beans, snap, yellow, frozen, cooked, boiled, drained, without salt", + "Beans, snap, yellow, raw", + "Beans, white, mature seeds, canned", + "Beans, white, mature seeds, cooked, boiled, with salt", + "Beans, white, mature seeds, cooked, boiled, without salt", + "Beans, white, mature seeds, raw", + "Beans, yellow, mature seeds, cooked, boiled, with salt", + "Beans, yellow, mature seeds, cooked, boiled, without salt", + "Beans, yellow, mature seeds, raw", + "Bear, black, meat (Alaska Native)", + "Bear, polar, meat, raw (Alaska Native)", + "Beef Pot Pie, frozen entree, prepared", + "Beef broth and tomato juice, canned", + "Beef sausage, fresh, cooked", + "Beef sausage, pre-cooked", + "Beef stew, canned entree", + "Beef, bologna, reduced sodium", + "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", + "Beef, bottom sirloin, tri-tip roast, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", + "Beef, bottom sirloin, tri-tip roast, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, brisket, flat half, boneless separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, brisket, flat half, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, brisket, flat half, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, brisket, flat half, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, brisket, flat half, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, brisket, flat half, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, brisket, flat half, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, brisket, flat half, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, brisket, flat half, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, brisket, flat half, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, brisket, flat half, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, brisket, flat half, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, brisket, flat half, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, brisket, flat half, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, brisket, point half, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, brisket, point half, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, brisket, point half, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, brisket, point half, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, brisket, whole, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, brisket, whole, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, brisket, whole, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, brisket, whole, separable lean only, all grades, raw", + "Beef, brisket, whole, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, carcass, separable lean and fat, choice, raw", + "Beef, carcass, separable lean and fat, select, raw", + "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck eye Country-Style ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck eye Country-Style ribs, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", + "Beef, chuck eye roast, boneless, America's Beef Roast, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, chuck eye steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, grilled", + "Beef, chuck eye steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, chuck for stew, separable lean and fat, all grades, cooked, braised", + "Beef, chuck for stew, separable lean and fat, all grades, raw", + "Beef, chuck for stew, separable lean and fat, choice, cooked, braised", + "Beef, chuck for stew, separable lean and fat, choice, raw", + "Beef, chuck for stew, separable lean and fat, select, cooked, braised", + "Beef, chuck for stew, separable lean and fat, select, raw", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, chuck, arm pot roast, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, chuck, arm pot roast, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, chuck, blade roast, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, chuck, blade roast, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, clod roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, chuck, clod roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, chuck, clod roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", + "Beef, chuck, clod roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, chuck, clod roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, chuck, clod roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", + "Beef, chuck, clod roast, separable lean only, trimmed to 1/4\" fat, all grades, cooked, roasted", + "Beef, chuck, clod roast, separable lean only, trimmed to 1/4\" fat, all grades, raw", + "Beef, chuck, clod steak, separable lean only, trimmed to 1/4\" fat, all grades, cooked, braised", + "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, mock tender steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, mock tender steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, chuck, mock tender steak, separable lean and fat, trimmed to 0\" fat, USDA choice, cooked, broiled", + "Beef, chuck, mock tender steak, separable lean and fat, trimmed to 0\" fat, USDA select, cooked, broiled", + "Beef, chuck, mock tender steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, chuck, mock tender steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, chuck, mock tender steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, chuck, mock tender steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, short ribs, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, short ribs, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, chuck, shoulder clod, shoulder tender, medallion, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, chuck, shoulder clod, shoulder top and center steaks, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, chuck, shoulder clod, top blade, steak, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck, top blade, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, chuck, top blade, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, chuck, top blade, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, chuck, top blade, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, chuck, top blade, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, chuck, top blade, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, select, cooked, grilled", + "Beef, chuck, under blade center steak, boneless, Denver Cut, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, chuck, under blade pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, under blade pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, chuck, under blade pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, chuck, under blade pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, chuck, under blade pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, chuck, under blade pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, chuck, under blade pot roast, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, under blade pot roast, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, under blade pot roast, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, under blade pot roast, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, under blade pot roast, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, under blade pot roast, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, under blade steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, under blade steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, under blade steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, chuck, under blade steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, chuck, under blade steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, chuck, under blade steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 0\" fat, all grades, cooked", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 0\" fat, choice, cooked", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 0\" fat, select, cooked", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, cooked", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, prime, cooked", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, prime, raw", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, select, cooked", + "Beef, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, composite of trimmed retail cuts, separable lean only, trimmed to 0\" fat, all grades, cooked", + "Beef, composite of trimmed retail cuts, separable lean only, trimmed to 0\" fat, choice, cooked", + "Beef, composite of trimmed retail cuts, separable lean only, trimmed to 0\" fat, select, cooked", + "Beef, corned beef hash, with potato, canned", + "Beef, cured, breakfast strips, cooked", + "Beef, cured, breakfast strips, raw or unheated", + "Beef, cured, corned beef, brisket, cooked", + "Beef, cured, corned beef, brisket, raw", + "Beef, cured, corned beef, canned", + "Beef, cured, dried", + "Beef, cured, luncheon meat, jellied", + "Beef, cured, pastrami", + "Beef, cured, sausage, cooked, smoked", + "Beef, cured, smoked, chopped beef", + "Beef, cured, thin-sliced beef", + "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, flank, steak, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, flank, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, flank, steak, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, flank, steak, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, flank, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, flank, steak, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, flank, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, flank, steak, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, grass-fed, ground, raw", + "Beef, grass-fed, strip steaks, lean only, raw", + "Beef, ground beef calculator - user selects lean/fat percentage", + "Beef, ground, 70% lean meat / 30% fat, crumbles, cooked, pan-browned", + "Beef, ground, 70% lean meat / 30% fat, loaf, cooked, baked", + "Beef, ground, 70% lean meat / 30% fat, patty cooked, pan-broiled", + "Beef, ground, 70% lean meat / 30% fat, patty, cooked, broiled", + "Beef, ground, 70% lean meat / 30% fat, raw", + "Beef, ground, 75% lean meat / 25% fat, crumbles, cooked, pan-browned", + "Beef, ground, 75% lean meat / 25% fat, loaf, cooked, baked", + "Beef, ground, 75% lean meat / 25% fat, patty, cooked, broiled", + "Beef, ground, 75% lean meat / 25% fat, patty, cooked, pan-broiled", + "Beef, ground, 75% lean meat / 25% fat, raw", + "Beef, ground, 80% lean meat / 20% fat, crumbles, cooked, pan-browned", + "Beef, ground, 80% lean meat / 20% fat, loaf, cooked, baked", + "Beef, ground, 80% lean meat / 20% fat, patty, cooked, broiled", + "Beef, ground, 80% lean meat / 20% fat, patty, cooked, pan-broiled", + "Beef, ground, 80% lean meat / 20% fat, raw", + "Beef, ground, 85% lean meat / 15% fat, crumbles, cooked, pan-browned", + "Beef, ground, 85% lean meat / 15% fat, loaf, cooked, baked", + "Beef, ground, 85% lean meat / 15% fat, patty, cooked, broiled", + "Beef, ground, 85% lean meat / 15% fat, patty, cooked, pan-broiled", + "Beef, ground, 85% lean meat / 15% fat, raw", + "Beef, ground, 90% lean meat / 10% fat, crumbles, cooked, pan-browned", + "Beef, ground, 90% lean meat / 10% fat, loaf, cooked, baked", + "Beef, ground, 90% lean meat / 10% fat, patty, cooked, broiled", + "Beef, ground, 90% lean meat / 10% fat, patty, cooked, pan-broiled", + "Beef, ground, 90% lean meat / 10% fat, raw", + "Beef, ground, 95% lean meat / 5% fat, crumbles, cooked, pan-browned", + "Beef, ground, 95% lean meat / 5% fat, loaf, cooked, baked", + "Beef, ground, 95% lean meat / 5% fat, patty, cooked, broiled", + "Beef, ground, 95% lean meat / 5% fat, patty, cooked, pan-broiled", + "Beef, ground, 95% lean meat / 5% fat, raw", + "Beef, ground, patties, frozen, cooked, broiled", + "Beef, loin, bottom sirloin butt, tri-tip roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, loin, bottom sirloin butt, tri-tip steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, loin, bottom sirloin butt, tri-tip steak, separable lean only, trimmed 0\" fat, all grades, cooked, broiled", + "Beef, plate, inside skirt steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, plate, inside skirt steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, plate, inside skirt steak, separable lean only, trimmed to 1/4\" fat, all grades, raw", + "Beef, plate, outside skirt steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, plate, outside skirt steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, plate, outside skirt steak, separable lean only, trimmed to 1/4\" fat, all grades, raw", + "Beef, retail cuts, separable fat, cooked", + "Beef, retail cuts, separable fat, raw", + "Beef, rib eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, rib eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, rib eye, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, select, raw", + "Beef, rib, eye, small end (ribs 10- 12) separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, rib, eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, rib, eye, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, rib, eye, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, rib, eye, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, prime, raw", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, rib, large end (ribs 6-9), separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean only, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, rib, large end (ribs 6-9), separable lean only, trimmed to 0\" fat, select, cooked, roasted", + "Beef, rib, shortribs, separable lean and fat, choice, cooked, braised", + "Beef, rib, shortribs, separable lean and fat, choice, raw", + "Beef, rib, shortribs, separable lean only, choice, cooked, braised", + "Beef, rib, shortribs, separable lean only, choice, raw", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, prime, raw", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, rib, small end (ribs 10-12), separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, rib, small end (ribs 10-12), separable lean only, trimmed to 1/8\"fat, choice, cooked, broiled", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, prime, raw", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, rib, whole (ribs 6-12), separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, round, bottom round , roast, separable lean only, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, round, bottom round roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", + "Beef, round, bottom round, roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, round, bottom round, roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, round, bottom round, roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", + "Beef, round, bottom round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, round, bottom round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, round, bottom round, roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, round, bottom round, roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, round, bottom round, roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, all grades, cooked", + "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, round, bottom round, roast, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, round, bottom round, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, round, bottom round, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, round, bottom round, steak, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, round, bottom round, steak, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, round, bottom round, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, round, bottom round, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, round, bottom round, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, round, eye of round, roast, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, round, eye of round, roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, round, eye of round, roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, round, eye of round, roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", + "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, round, eye of round, roast, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, round, full cut, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, round, full cut, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", + "Beef, round, full cut, separable lean only, trimmed to 1/4\" fat, select, cooked, broiled", + "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, round, knuckle, tip center, steak, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, round, knuckle, tip side, steak, separable lean and fat , trimmed to 0\" fat, select, raw", + "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, round, knuckle, tip side, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, round, outside round, bottom round, steak, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, select, cooked, roasted", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, round, tip round, roast, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, all grades, cooked, roasted", + "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, choice, cooked, roasted", + "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, select, cooked, roasted", + "Beef, round, tip round, roast, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, round, tip round, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, round, tip round, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, round, tip round, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, round, top round steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, round, top round, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, round, top round, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, round, top round, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, braised", + "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, pan-fried", + "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, prime, raw", + "Beef, round, top round, separable lean and fat, trimmed to 1/8\" fat, select, cooked, braised", + "Beef, round, top round, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, round, top round, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, round, top round, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, round, top round, separable lean only, trimmed to 1/8\" fat, choice, cooked, pan-fried", + "Beef, round, top round, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, round, top round, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, round, top round, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", + "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, round, top round, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, round, top round, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, round, top round, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, round, top round, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, round, top round, steak, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, sandwich steaks, flaked, chopped, formed and thinly sliced, raw", + "Beef, shank crosscuts, separable lean only, trimmed to 1/4\" fat, choice, cooked, simmered", + "Beef, shank crosscuts, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 0\" fat, USDA choice, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 0\" fat, USDA select, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, short loin, porterhouse steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, short loin, porterhouse steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 0\" fat, USDA choice, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 0\" fat, USDA select, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, short loin, t-bone steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, short loin, t-bone steak, separable lean only, trimmed to 1/4\" fat, all grades, cooked, broiled", + "Beef, short loin, top loin, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, prime, raw", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, short loin, top loin, steak, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, shoulder pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, shoulder pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, shoulder pot roast or steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, shoulder pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, shoulder pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, shoulder pot roast or steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, shoulder pot roast, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, shoulder pot roast, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, braised", + "Beef, shoulder pot roast, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, braised", + "Beef, shoulder pot roast, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, braised", + "Beef, shoulder pot roast, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, braised", + "Beef, shoulder pot roast, boneless, separable lean only, trimmed to 0\" fat, select, cooked, braised", + "Beef, shoulder steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, shoulder steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, shoulder steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, shoulder steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, shoulder steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, shoulder steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, grilled", + "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, all grades, raw", + "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, choice, raw", + "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, select, cooked, grilled", + "Beef, shoulder top blade steak, boneless, separable lean and fat, trimmed to 0\" fat, select, raw", + "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, all grades, cooked, grilled", + "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, all grades, raw", + "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, choice, cooked, grilled", + "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, choice, raw", + "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, select, cooked, grilled", + "Beef, shoulder top blade steak, boneless, separable lean only, trimmed to 0\" fat, select, raw", + "Beef, tenderloin, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, roasted", + "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, roasted", + "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, prime, raw", + "Beef, tenderloin, separable lean and fat, trimmed to 1/8\" fat, select, cooked, roasted", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, prime, cooked, broiled", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, tenderloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, tenderloin, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, tenderloin, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, tenderloin, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, tenderloin, steak, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 0\" fat, select, cooked, broiled", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, all grades, raw", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, pan-fried", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, top sirloin, steak, separable lean and fat, trimmed to 1/8\" fat, select, raw", + "Beef, top sirloin, steak, separable lean only, trimmed to 0\" fat, all grades, cooked, broiled", + "Beef, top sirloin, steak, separable lean only, trimmed to 0\" fat, choice, cooked, broiled", + "Beef, top sirloin, steak, separable lean only, trimmed to 0\" fat, select, cooked, broiled", + "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, cooked, broiled", + "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, all grades, raw", + "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, choice, cooked, broiled", + "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, choice, raw", + "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, select, cooked, broiled", + "Beef, top sirloin, steak, separable lean only, trimmed to 1/8\" fat, select, raw", + "Beef, variety meats and by-products, brain, cooked, pan-fried", + "Beef, variety meats and by-products, brain, cooked, simmered", + "Beef, variety meats and by-products, brain, raw", + "Beef, variety meats and by-products, heart, cooked, simmered", + "Beef, variety meats and by-products, heart, raw", + "Beef, variety meats and by-products, kidneys, cooked, simmered", + "Beef, variety meats and by-products, kidneys, raw", + "Beef, variety meats and by-products, liver, cooked, braised", + "Beef, variety meats and by-products, liver, cooked, pan-fried", + "Beef, variety meats and by-products, liver, raw", + "Beef, variety meats and by-products, lungs, cooked, braised", + "Beef, variety meats and by-products, lungs, raw", + "Beef, variety meats and by-products, mechanically separated beef, raw", + "Beef, variety meats and by-products, pancreas, cooked, braised", + "Beef, variety meats and by-products, pancreas, raw", + "Beef, variety meats and by-products, spleen, cooked, braised", + "Beef, variety meats and by-products, spleen, raw", + "Beef, variety meats and by-products, suet, raw", + "Beef, variety meats and by-products, thymus, cooked, braised", + "Beef, variety meats and by-products, thymus, raw", + "Beef, variety meats and by-products, tongue, cooked, simmered", + "Beef, variety meats and by-products, tongue, raw", + "Beef, variety meats and by-products, tripe, cooked, simmered", + "Beef, variety meats and by-products, tripe, raw", + "Beerwurst, beer salami, pork", + "Beerwurst, beer salami, pork and beef", + "Beerwurst, pork and beef", + "Beet greens, cooked, boiled, drained, with salt", + "Beet greens, cooked, boiled, drained, without salt", + "Beet greens, raw", + "Beets, canned, drained solids", + "Beets, canned, no salt added, solids and liquids", + "Beets, canned, regular pack, solids and liquids", + "Beets, cooked, boiled, drained", + "Beets, cooked, boiled. drained, with salt", + "Beets, harvard, canned, solids and liquids", + "Beets, pickled, canned, solids and liquids", + "Beets, raw", + "Beverage, Horchata, as served in restaurant", + "Beverage, Horchata, dry mix, unprepared, variety of brands, all with morro seeds", + "Beverage, instant breakfast powder, chocolate, not reconstituted", + "Beverage, instant breakfast powder, chocolate, sugar-free, not reconstituted", + "Beverage, milkshake mix, dry, not chocolate", + "Beverages, fruit juice drink, reduced sugar, with vitamin E added", + "Beverages, vegetable and fruit juice blend, 100% juice, with added vitamins A, C, E", + "Biscuits, mixed grain, refrigerated dough", + "Biscuits, plain or buttermilk, commercially baked", + "Biscuits, plain or buttermilk, dry mix", + "Biscuits, plain or buttermilk, dry mix, prepared", + "Biscuits, plain or buttermilk, prepared from recipe", + "Biscuits, plain or buttermilk, refrigerated dough, higher fat", + "Biscuits, plain or buttermilk, refrigerated dough, higher fat, baked", + "Biscuits, plain or buttermilk, refrigerated dough, lower fat", + "Biscuits, plain or buttermilk, refrigerated dough, lower fat, baked", + "Bison, ground, grass-fed, cooked", + "Bison, ground, grass-fed, raw", + "Blackberries, canned, heavy syrup, solids and liquids", + "Blackberries, frozen, unsweetened", + "Blackberries, raw", + "Blackberries, wild, raw (Alaska Native)", + "Blackberry juice, canned", + "Blood sausage", + "Blueberries, canned, heavy syrup, solids and liquids", + "Blueberries, canned, light syrup, drained", + "Blueberries, frozen, sweetened", + "Blueberries, frozen, unsweetened", + "Blueberries, raw", + "Blueberries, wild, canned, heavy syrup, drained", + "Blueberries, wild, frozen", + "Blueberries, wild, frozen (Alaska Native)", + "Blueberries, wild, raw (Alaska Native)", + "Bockwurst, pork, veal, raw", + "Bologna, beef", + "Bologna, beef and pork", + "Bologna, beef and pork, low fat", + "Bologna, beef, low fat", + "Bologna, chicken, pork", + "Bologna, chicken, pork, beef", + "Bologna, chicken, turkey, pork", + "Bologna, pork", + "Bologna, pork and turkey, lite", + "Bologna, pork, turkey and beef", + "Bologna, turkey", + "Borage, cooked, boiled, drained, with salt", + "Borage, cooked, boiled, drained, without salt", + "Borage, raw", + "Boysenberries, canned, heavy syrup", + "Boysenberries, frozen, unsweetened", + "Bratwurst, beef and pork, smoked", + "Bratwurst, chicken, cooked", + "Bratwurst, pork, beef and turkey, lite, smoked", + "Bratwurst, pork, cooked", + "Bratwurst, veal, cooked", + "Braunschweiger (a liver sausage), pork", + "Bread crumbs, dry, grated, plain", + "Bread crumbs, dry, grated, seasoned", + "Bread sticks, plain", + "Bread stuffing, bread, dry mix", + "Bread stuffing, bread, dry mix, prepared", + "Bread stuffing, cornbread, dry mix", + "Bread stuffing, cornbread, dry mix, prepared", + "Bread, Multi-Grain (includes whole-grain)", + "Bread, Multi-Grain, toasted (includes whole-grain)", + "Bread, banana, prepared from recipe, made with margarine", + "Bread, blue corn, somiviki (Hopi)", + "Bread, boston brown, canned", + "Bread, cornbread, dry mix, enriched (includes corn muffin mix)", + "Bread, cornbread, dry mix, prepared", + "Bread, cornbread, dry mix, unenriched (includes corn muffin mix)", + "Bread, cornbread, prepared from recipe, made with low fat (2%) milk", + "Bread, cracked-wheat", + "Bread, egg", + "Bread, egg, toasted", + "Bread, french or vienna (includes sourdough)", + "Bread, french or vienna, toasted (includes sourdough)", + "Bread, irish soda, prepared from recipe", + "Bread, italian", + "Bread, kneel down (Navajo)", + "Bread, oat bran", + "Bread, oat bran, toasted", + "Bread, oatmeal", + "Bread, oatmeal, toasted", + "Bread, pan dulce, sweet yeast bread", + "Bread, pita, white, enriched", + "Bread, pita, white, unenriched", + "Bread, pita, whole-wheat", + "Bread, pound cake type, pan de torta salvadoran", + "Bread, protein (includes gluten)", + "Bread, protein, toasted (includes gluten)", + "Bread, pumpernickel", + "Bread, pumpernickel, toasted", + "Bread, raisin, enriched", + "Bread, raisin, toasted, enriched", + "Bread, raisin, unenriched", + "Bread, reduced-calorie, oat bran", + "Bread, reduced-calorie, oat bran, toasted", + "Bread, reduced-calorie, oatmeal", + "Bread, reduced-calorie, rye", + "Bread, reduced-calorie, wheat", + "Bread, reduced-calorie, white", + "Bread, rice bran", + "Bread, rice bran, toasted", + "Bread, rye", + "Bread, rye, toasted", + "Bread, salvadoran sweet cheese (quesadilla salvadorena)", + "Bread, wheat", + "Bread, wheat bran", + "Bread, wheat germ", + "Bread, wheat germ, toasted", + "Bread, wheat, toasted", + "Bread, white, commercially prepared (includes soft bread crumbs)", + "Bread, white, commercially prepared, low sodium no salt", + "Bread, white, commercially prepared, toasted", + "Bread, white, commercially prepared, toasted, low sodium no salt", + "Bread, white, prepared from recipe, made with low fat (2%) milk", + "Bread, white, prepared from recipe, made with nonfat dry milk", + "Bread, whole-wheat, commercially prepared", + "Bread, whole-wheat, commercially prepared, toasted", + "Bread, whole-wheat, prepared from recipe", + "Bread, whole-wheat, prepared from recipe, toasted", + "Breadfruit, raw", + "Breakfast bar, corn flake crust with fruit", + "Breakfast bars, oats, sugar, raisins, coconut (include granola bar)", + "Breakfast tart, low fat", + "Breakfast type drink, orange flavor, reduced sugar", + "Broadbeans (fava beans), mature seeds, canned", + "Broadbeans (fava beans), mature seeds, cooked, boiled, with salt", + "Broadbeans (fava beans), mature seeds, cooked, boiled, without salt", + "Broadbeans (fava beans), mature seeds, raw", + "Broadbeans, immature seeds, cooked, boiled, drained, with salt", + "Broadbeans, immature seeds, cooked, boiled, drained, without salt", + "Broadbeans, immature seeds, raw", + "Broccoli raab, cooked", + "Broccoli raab, raw", + "Broccoli, chinese, cooked", + "Broccoli, cooked, boiled, drained, with salt", + "Broccoli, cooked, boiled, drained, without salt", + "Broccoli, flower clusters, raw", + "Broccoli, frozen, chopped, cooked, boiled, drained, with salt", + "Broccoli, frozen, chopped, cooked, boiled, drained, without salt", + "Broccoli, frozen, chopped, unprepared", + "Broccoli, frozen, spears, cooked, boiled, drained, with salt", + "Broccoli, frozen, spears, cooked, boiled, drained, without salt", + "Broccoli, frozen, spears, unprepared", + "Broccoli, leaves, raw", + "Broccoli, raw", + "Broccoli, stalks, raw", + "Brotwurst, pork, beef, link", + "Brussels sprouts, cooked, boiled, drained, with salt", + "Brussels sprouts, cooked, boiled, drained, without salt", + "Brussels sprouts, frozen, cooked, boiled, drained, with salt", + "Brussels sprouts, frozen, cooked, boiled, drained, without salt", + "Brussels sprouts, frozen, unprepared", + "Brussels sprouts, raw", + "Buckwheat", + "Buckwheat flour, whole-groat", + "Buckwheat groats, roasted, cooked", + "Buckwheat groats, roasted, dry", + "Buffalo, free range, top round steak, cooked (Shoshone Bannock)", + "Buffalo, free range, top round steak, raw (Shoshone Bannock)", + "Bulgur, cooked", + "Bulgur, dry", + "Burdock root, cooked, boiled, drained, with salt", + "Burdock root, cooked, boiled, drained, without salt", + "Burdock root, raw", + "Burrito, bean and cheese, frozen", + "Burrito, bean and cheese, microwaved", + "Burrito, beef and bean, frozen", + "Burrito, beef and bean, microwaved", + "Butter oil, anhydrous", + "Butter replacement, without fat, powder", + "Butter, light, stick, with salt", + "Butter, light, stick, without salt", + "Butter, salted", + "Butter, whipped, with salt", + "Butter, without salt", + "Butterbur, (fuki), raw", + "Butterbur, canned", + "Butterbur, cooked, boiled, drained, with salt", + "Butterbur, cooked, boiled, drained, without salt", + "CAMPBELL Soup Company, CAMPBELL'S Au Jus Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Beef Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Brown Gravy with Onions", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Beef with Country Vegetables Soup, ready-to-serve", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Chicken and Dumplings Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Classic Chicken Noodle, ready-to-serve", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Grilled Chicken and Sausage Gumbo, ready-to-serve", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Grilled Chicken with Vegetables and Pasta Soup, ready-to-serve", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, New England Clam Chowder, ready-to-serve", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Old Fashioned Vegetable Beef Soup, ready-to-serve", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Microwavable Bowls, Sirloin Burger with Country Vegetables Soup, ready-to-serve", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, BBQ Seasoned Pork Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Baked Potato with Cheddar & Bacon Bits Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Baked Potato with Steak & Cheese Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Barbeque Seasoned Burger Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef Rib Roast with Potatoes & Herbs Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef Stew - Fully Loaded", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef Stroganof - Fully Loaded", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef with Country Vegetables Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Beef with White and Wild Rice Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken Broccoli Cheese & Potato Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken Corn Chowder", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken Mushroom Chowder", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Chicken and Dumplings Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Classic Chicken Noodle Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Fajita Chicken with Rice & Beans Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Firehouse - Hot & Spicy Beef & Bean Chili", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Grilled Chicken & Sausage Gumbo Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Grilled Chicken with Vegetables & Pasta Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Grilled Sirloin Steak with Hearty Vegetables Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Beef Barley Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Chicken Noodle Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Microwavable Bowls, Chicken Noodle Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Microwavable Bowls, Grilled Chicken & Sausage Gumbo Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST New England Clam Chowder", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, HEALTHY REQUEST Vegetable Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Bean 'N' Ham Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Beef Barley Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Chicken with Vegetables Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Hearty Vegetable with Pasta Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Herb Roasted Chicken with Potatoes & Garlic Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Honey Roasted Ham with Potatoes Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Italian Sausage & Peppers Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Manhattan Clam Chowder", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, New England Clam Chowder", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Old Fashioned Potato Ham Chowder", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Old Fashioned Vegetable Beef Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Pepper Steak Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Pork Roast with Carrots & Potatoes Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Rigatoni & Meatballs - Fully Loaded", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Roadhouse - Beef & Bean Chili", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Salisbury Steak with Mushrooms & Onions Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Savory Chicken with White & Wild Rice Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Savory Pot Roast Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Savory Vegetable Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Sizzlin' Steak- Grilled Steak Chili with Beans", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Slow Roasted Beef with Mushrooms Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Smoked Chicken with Roasted Corn Chowder", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Split Pea 'N' Ham Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Steak 'N' Potato Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Tantalizin' Turkey - Turkey Chili with Beans Soup", + "CAMPBELL Soup Company, CAMPBELL'S CHUNKY Soups, Turkey Pot Pie - Fully Loaded", + "CAMPBELL Soup Company, CAMPBELL'S Chicken Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Country Style Cream Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Country Style Sausage Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Fat Free Beef Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Fat Free Chicken Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Fat Free Turkey Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Golden Pork Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Microwavable Beef Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Microwavable Chicken Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Microwavable Turkey Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Mushroom Gravy", + "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Chicken Noodle Soup", + "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Chicken Rice Soup", + "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Creamy Tomato Soup", + "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Tomato Soup", + "CAMPBELL Soup Company, CAMPBELL'S Red and White - Microwaveable Bowls, Vegetable Beef Soup", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 25% Less Sodium Chicken Noodle Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 25% Less Sodium Cream of Mushroom Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 25% Less Sodium Tomato Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Broccoli Cheese Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Broccoli Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Celery Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Chicken Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, 98% Fat Free Cream of Mushroom Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, BATMAN Fun Shapes Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Bean with Bacon Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef Broth, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef Consomme, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef Noodle Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beef with Vegetables and Barley Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Beefy Mushroom Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Broccoli Cheese Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cheddar Cheese Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Alphabet Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Barley with Mushrooms Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Broth, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Gumbo Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken NOODLEO's Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Noodle Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Vegetable Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken Won Ton Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken and Dumplings Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken and Stars Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Chicken with Rice Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Asparagus Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Broccoli Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Celery Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Chicken Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Chicken with Herbs Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Mushroom Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Mushroom with Roasted Garlic Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Onion Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Potato Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Cream of Shrimp Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Creamy Chicken Noodle Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Creamy Chicken Verde Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Curly Noodle Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, DANNY PHANTOM shaped pasta with Chicken in Chicken Broth, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, DORA THE EXPLORER Kidshapes Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, DOUBLE NOODLE in Chicken Broth Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Fiesta Nacho Cheese Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, French Onion Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, GOLDFISH Pasta with Chicken in Chicken Broth, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, GOLDFISH Pasta with Meatballs in Chicken Broth Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Golden Mushroom Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Green Pea Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Hearty Vegetable with Pasta Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Homestyle Chicken Noodle Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Italian Style Wedding Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Lentil Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Manhattan Clam Chowder, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Mega Noodle in Chicken Broth, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Minestrone Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, New England Clam Chowder, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Old Fashioned Tomato Rice Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Oyster Stew, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Pepper Pot Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, SHREK shaped pasta with Chicken in Chicken Broth Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Scotch Broth, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Southwest Style Pepper Jack Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Southwestern-Style Chicken Vegetable Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Split Pea with Ham and Bacon Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Tomato Bisque, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Tomato Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Vegetable Beef Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Vegetable Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S Red and White, Vegetarian Vegetable Soup, condensed", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Blended Red Pepper Black Bean Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Creamy Portobello Mushroom Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Creamy Tomato Parmesan", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Golden Butternut Squash Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Italian Tomato & Basil Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Gold Label Soups, Southwestern Corn Chowder", + "CAMPBELL Soup Company, CAMPBELL'S SELECT HARVEST Microwaveable Bowls, 98% Fat Free New England Clam Chowder", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Chicken with Egg Noodles Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, HEALTHY REQUEST Italian Wedding Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, HEALTHY REQUEST Mexican Style Tortilla", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Italian Sausage Pasta & Pepperoni Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Italian-Style Wedding Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Mexican Style Chicken Tortilla Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Minestrone Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Microwaveable Bowls, Savory Chicken and Long Grain Rice Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, 98% Fat Free New England Clam Chowder", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Beef with Roasted Barley Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Chicken & Pasta with Roasted Garlic Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Chicken Vegetable Medley Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Creamy Chicken Alfredo Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, HEALTHY REQUEST Itallian-Style Wedding Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, HEALTHY REQUEST Mexican Style Chicken Tortilla", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Harvest Tomato with Basil Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Italian Sausage with Pasta & Pepperoni Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Italian-Style Wedding Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Mediterranean Meatball w/Bowtie Pasta Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Mexican Style Chicken Tortilla Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Minestrone Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, New England Clam Chowder", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Potato Broccoli Cheese Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Roasted Chicken with Long Grain & Wild Rice Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Roasted Chicken with Rotini & Penne Pasta Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Savory White Bean with Roasted Ham Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Slow Roasted Beef and Vegetables Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Split Pea with Roasted Ham Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Tomato Garden Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Vegetable Medley Soup", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soup, Zesty Azteca Meatballs & Rice", + "CAMPBELL Soup Company, CAMPBELL'S SELECT Soups, HEALTHY REQUEST Chicken with Egg Noodles", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, 25% Less Sodium Chicken with Mini Noodles Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, 25% Less Sodium Classic Tomato", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Blended Vegetable Medley Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Chicken & Stars Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Chicken with Mini Noodles Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Cream of Broccoli Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Creamy Chicken Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Creamy Tomato Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Italian Style Wedding Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, New England Clam Chowder", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Vegetable Beef Soup", + "CAMPBELL Soup Company, CAMPBELL'S SOUP AT HAND, Velvety Potato Soup", + "CAMPBELL Soup Company, CAMPBELL'S Turkey Gravy", + "CAMPBELL Soup Company, CAMPBELL's Red and White, Souper Shapes Soup - Cars, condensed", + "CAMPBELL Soup Company, Campbell's Brown Sugar And Bacon Flavored Baked Beans", + "CAMPBELL Soup Company, Campbell's Pork and Beans", + "CAMPBELL Soup Company, FRANCO-AMERICAN Fat Free Slow Roast Beef Gravy", + "CAMPBELL Soup Company, FRANCO-AMERICAN Fat Free Slow Roast Chicken Gravy", + "CAMPBELL Soup Company, FRANCO-AMERICAN Slow Roast Beef Gravy", + "CAMPBELL Soup Company, FRANCO-AMERICAN Slow Roast Chicken Gravy", + "CAMPBELL Soup Company, FRANCO-AMERICAN Slow Roast Turkey Gravy", + "CAMPBELL Soup Company, HEALTHY REQUEST Tomato juice", + "CAMPBELL Soup Company, HEALTHY REQUEST, Chicken Noodle Soup, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Chicken with Rice, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Cream of Celery Soup, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Cream of Chicken Soup, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Cream of Mushroom Soup, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Homestyle Chicken Noodle Soup, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Minestrone Soup, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Tomato Soup, condensed", + "CAMPBELL Soup Company, HEALTHY REQUEST, Vegetable Soup, condensed", + "CAMPBELL Soup Company, Organic Tomato juice", + "CAMPBELL Soup Company, PACE, Chipotle Chunky Salsa", + "CAMPBELL Soup Company, PACE, Cilantro Chunky Salsa", + "CAMPBELL Soup Company, PACE, Diced Green Chilies", + "CAMPBELL Soup Company, PACE, Dry Taco Seasoning Mix", + "CAMPBELL Soup Company, PACE, Enchilada Sauce", + "CAMPBELL Soup Company, PACE, Green Taco Sauce", + "CAMPBELL Soup Company, PACE, Jalapenos Nacho Sliced Peppers", + "CAMPBELL Soup Company, PACE, Lime & Garlic Chunky Salsa", + "CAMPBELL Soup Company, PACE, Organic Picante Sauce", + "CAMPBELL Soup Company, PACE, Picante Sauce", + "CAMPBELL Soup Company, PACE, Pico De Gallo", + "CAMPBELL Soup Company, PACE, Red Taco Sauce", + "CAMPBELL Soup Company, PACE, Salsa Refried Beans", + "CAMPBELL Soup Company, PACE, Salsa Verde", + "CAMPBELL Soup Company, PACE, Spicy Jalapeno Refried Beans", + "CAMPBELL Soup Company, PACE, Tequila Lime Salsa", + "CAMPBELL Soup Company, PACE, Thick & Chunky Salsa", + "CAMPBELL Soup Company, PACE, Traditional Refried Beans", + "CAMPBELL Soup Company, PACE, Triple Pepper Salsa", + "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Combination Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Mushroom Supreme Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Mushroom and Green Pepper Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Chunky Garden Tomato, Onion and Garlic Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Diced Onion and Garlic Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Flavored with Meat Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Fresh Mushroom Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Garlic Supreme Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Heart Smart- Ricotta Parmesan Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Heart Smart- Roasted Red Pepper and Garlic Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Heart Smart- Traditional Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Italian Sausage and Garlic Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Mini Meatball Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Mushroom and Garlic Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Mushroom and Parmesan Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Organic Mushroom Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Organic Tomato and Basil Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Roasted Garlic Parmesan Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Roasted Garlic and Herb Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Tomato, Basil and Garlic Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Traditional Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, PREGO Pasta, Zesty Mushroom Italian Sauce, ready-to-serve", + "CAMPBELL Soup Company, SPAGHETTIOS, Mini Beef Ravioli in Meat Sauce", + "CAMPBELL Soup Company, SPAGHETTIOS, Spaghetti in Tomato & Cheese Sauce", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiO's with Meatballs", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiO's with Sliced Franks", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs A to Z's", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs A to Z's with Meatballs", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs Original", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs Original, easy open", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs RavioliOs Beef Ravioli in Meat Sauce", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs in Meat Sauce", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs plus Calcium", + "CAMPBELL Soup Company, SPAGHETTIOS, SpaghettiOs with Meatballs - Easy Open", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Cheesy Chicken with pasta (chicken not included)", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Creamy Stroganoff Sauce with pasta", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Garlic Chicken with pasta (chicken not included)", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Herb Chicken with rice (chicken not included)", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Lemon Chicken with herb rice (chicken not included)", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Savory Pork Chops with herb stuffing (pork chop not included)", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Southwestern-Style Chicken w/rice (chicken not included)", + "CAMPBELL Soup Company, SUPPER BAKES MEAL KITS, Traditional Roast Chicken with stuffing (chicken not included)", + "CAMPBELL Soup Company, SWANSON BROTH, Certified Organic Vegetable Broth", + "CAMPBELL Soup Company, SWANSON BROTH, Vegetable Broth", + "CAMPBELL Soup Company, SWANSON, Chicken A La King", + "CAMPBELL Soup Company, SWANSON, Chicken and Dumplings", + "CAMPBELL Soup Company, Tomato juice", + "CAMPBELL Soup Company, Tomato juice, low sodium", + "CAMPBELL Soup Company, V8 60% Vegetable Juice, V8 V-Lite", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Berry Blend", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Berry Blend", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Fruit Medley", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Strawberry Kiwi", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Diet Tropical Blend", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Fruit Medley", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Guava Passion Fruit", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Mango Peach", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Orange Pineapple", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Orchard Blend", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Strawberry Banana", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Strawberry Kiwi", + "CAMPBELL Soup Company, V8 SPLASH Juice Drinks, Tropical Blend", + "CAMPBELL Soup Company, V8 SPLASH Smoothies, Peach Mango", + "CAMPBELL Soup Company, V8 SPLASH Smoothies, Strawberry Banana", + "CAMPBELL Soup Company, V8 SPLASH Smoothies, Tropical Colada", + "CAMPBELL Soup Company, V8 V. FUSION Juices, Acai Berry", + "CAMPBELL Soup Company, V8 V. FUSION Juices, Peach Mango", + "CAMPBELL Soup Company, V8 V. FUSION Juices, Strawberry Banana", + "CAMPBELL Soup Company, V8 V. FUSION Juices, Tropical", + "CAMPBELL Soup Company, V8 Vegetable Juice, Calcium Enriched V8", + "CAMPBELL Soup Company, V8 Vegetable Juice, Essential Antioxidants V8", + "CAMPBELL Soup Company, V8 Vegetable Juice, High Fiber V8", + "CAMPBELL Soup Company, V8 Vegetable Juice, Low Sodium Spicy Hot", + "CAMPBELL Soup Company, V8 Vegetable Juice, Low Sodium V8", + "CAMPBELL Soup Company, V8 Vegetable Juice, Organic V8", + "CAMPBELL Soup Company, V8 Vegetable Juice, Spicy Hot V8", + "CAMPBELL Soup company, CAMPBELL'S Low Sodium Soups, Chicken Broth", + "CAMPBELL Soup company, CAMPBELL'S Low Sodium Soups, Chicken with Noodles Soup", + "CAMPBELL Soup company, CAMPBELL'S Low Sodium Soups, Cream of Mushroom Soup", + "CARL BUDDIG, Cooked Corned Beef, Chopped, Pressed", + "CARL BUDDIG, Smoked Sliced Beef", + "CARL BUDDIG, Smoked Sliced Chicken, light and dark meat", + "CARL BUDDIG, Smoked Sliced Ham", + "CARL BUDDIG, Smoked Sliced Turkey, light and dark meat", + "CARL BUDDIG. Cooked Smoked Beef Pastrami, Chopped, Pressed", + "CONTINENTAL MILLS, KRUSTEAZ Almond Poppyseed Muffin Mix, Artificially Flavored, dry", + "CRACKER BARREL, chicken tenderloin platter, fried, from kid's menu", + "CRACKER BARREL, country fried shrimp platter", + "CRACKER BARREL, farm raised catfish platter", + "CRACKER BARREL, grilled sirloin steak", + "CRACKER BARREL, macaroni n' cheese plate, from kid's menu", + "CRACKER BARREL, steak fries", + "Cabbage, chinese (pak-choi), cooked, boiled, drained, with salt", + "Cabbage, chinese (pak-choi), cooked, boiled, drained, without salt", + "Cabbage, chinese (pak-choi), raw", + "Cabbage, chinese (pe-tsai), cooked, boiled, drained, with salt", + "Cabbage, chinese (pe-tsai), cooked, boiled, drained, without salt", + "Cabbage, chinese (pe-tsai), raw", + "Cabbage, common (danish, domestic, and pointed types), freshly harvest, raw", + "Cabbage, common (danish, domestic, and pointed types), stored, raw", + "Cabbage, common, cooked, boiled, drained, with salt", + "Cabbage, cooked, boiled, drained, without salt", + "Cabbage, japanese style, fresh, pickled", + "Cabbage, mustard, salted", + "Cabbage, napa, cooked", + "Cabbage, raw", + "Cabbage, red, cooked, boiled, drained, with salt", + "Cabbage, red, cooked, boiled, drained, without salt", + "Cabbage, red, raw", + "Cabbage, savoy, cooked, boiled, drained, with salt", + "Cabbage, savoy, cooked, boiled, drained, without salt", + "Cabbage, savoy, raw", + "Cake, angelfood, commercially prepared", + "Cake, angelfood, dry mix", + "Cake, angelfood, dry mix, prepared", + "Cake, boston cream pie, commercially prepared", + "Cake, carrot, dry mix, pudding-type", + "Cake, cherry fudge with chocolate frosting", + "Cake, chocolate, commercially prepared with chocolate frosting", + "Cake, chocolate, dry mix, pudding-type", + "Cake, chocolate, dry mix, regular", + "Cake, chocolate, prepared from recipe without frosting", + "Cake, fruitcake, commercially prepared", + "Cake, german chocolate, dry mix, pudding-type", + "Cake, gingerbread, dry mix", + "Cake, gingerbread, prepared from recipe", + "Cake, marble, dry mix, pudding-type", + "Cake, pineapple upside-down, prepared from recipe", + "Cake, pound, BIMBO Bakeries USA, Panque Casero, home baked style", + "Cake, pound, commercially prepared, butter", + "Cake, pound, commercially prepared, fat-free", + "Cake, pound, commercially prepared, other than all butter, enriched", + "Cake, pound, commercially prepared, other than all butter, unenriched", + "Cake, shortcake, biscuit-type, prepared from recipe", + "Cake, snack cakes, creme-filled, chocolate with frosting", + "Cake, snack cakes, creme-filled, sponge", + "Cake, snack cakes, cupcakes, chocolate, with frosting, low-fat", + "Cake, sponge, commercially prepared", + "Cake, sponge, prepared from recipe", + "Cake, white, dry mix, pudding-type, enriched", + "Cake, white, dry mix, pudding-type, unenriched", + "Cake, white, dry mix, regular", + "Cake, white, dry mix, special dietary (includes lemon-flavored)", + "Cake, white, prepared from recipe with coconut frosting", + "Cake, white, prepared from recipe without frosting", + "Cake, yellow, commercially prepared, with chocolate frosting", + "Cake, yellow, commercially prepared, with vanilla frosting", + "Cake, yellow, dry mix, light", + "Cake, yellow, dry mix, pudding-type", + "Cake, yellow, dry mix, regular, enriched", + "Cake, yellow, dry mix, regular, unenriched", + "Cake, yellow, prepared from recipe without frosting", + "Campbell's V8 100% Vegetable Juice", + "Candied fruit", + "Candies, 5TH AVENUE Candy Bar", + "Candies, ALMOND JOY BITES", + "Candies, ALMOND JOY Candy Bar", + "Candies, CARAMELLO Candy Bar", + "Candies, HEATH BITES", + "Candies, HERSHEY'S GOLDEN ALMOND SOLITAIRES", + "Candies, HERSHEY'S MILK CHOCOLATE WITH ALMOND BITES", + "Candies, HERSHEY'S POT OF GOLD Almond Bar", + "Candies, HERSHEY, KIT KAT BIG KAT Bar", + "Candies, HERSHEY, REESESTICKS crispy wafers, peanut butter, milk chocolate", + "Candies, KIT KAT Wafer Bar", + "Candies, KRACKEL Chocolate Bar", + "Candies, MARS SNACKFOOD US, 3 MUSKETEERS Bar", + "Candies, MARS SNACKFOOD US, COCOAVIA Blueberry and Almond Chocolate Bar", + "Candies, MARS SNACKFOOD US, COCOAVIA Chocolate Bar", + "Candies, MARS SNACKFOOD US, COCOAVIA Chocolate Covered Almonds", + "Candies, MARS SNACKFOOD US, COCOAVIA Crispy Chocolate Bar", + "Candies, MARS SNACKFOOD US, DOVE Dark Chocolate", + "Candies, MARS SNACKFOOD US, DOVE Milk Chocolate", + "Candies, MARS SNACKFOOD US, M&M's Almond Chocolate Candies", + "Candies, MARS SNACKFOOD US, M&M's Crispy Chocolate Candies", + "Candies, MARS SNACKFOOD US, M&M's MINIs Milk Chocolate Candies", + "Candies, MARS SNACKFOOD US, M&M's Milk Chocolate Candies", + "Candies, MARS SNACKFOOD US, M&M's Peanut Butter Chocolate Candies", + "Candies, MARS SNACKFOOD US, M&M's Peanut Chocolate Candies", + "Candies, MARS SNACKFOOD US, MARS Almond Bar", + "Candies, MARS SNACKFOOD US, MILKY WAY Bar", + "Candies, MARS SNACKFOOD US, MILKY WAY Caramels, milk chocolate covered", + "Candies, MARS SNACKFOOD US, MILKY WAY Caramels. dark chocolate covered", + "Candies, MARS SNACKFOOD US, MILKY WAY Midnight Bar", + "Candies, MARS SNACKFOOD US, POP'ABLES 3 MUSKETEERS Brand Bite Size Candies", + "Candies, MARS SNACKFOOD US, POP'ABLES MILKY WAY Brand Bite Size Candies", + "Candies, MARS SNACKFOOD US, POP'ABLES SNICKERS Brand Bite Size Candies", + "Candies, MARS SNACKFOOD US, SKITTLES Original Bite Size Candies", + "Candies, MARS SNACKFOOD US, SKITTLES Sours Original", + "Candies, MARS SNACKFOOD US, SKITTLES Tropical Bite Size Candies", + "Candies, MARS SNACKFOOD US, SKITTLES Wild Berry Bite Size Candies", + "Candies, MARS SNACKFOOD US, SNICKERS Almond bar", + "Candies, MARS SNACKFOOD US, SNICKERS Bar", + "Candies, MARS SNACKFOOD US, SNICKERS CRUNCHER", + "Candies, MARS SNACKFOOD US, SNICKERS MUNCH bar", + "Candies, MARS SNACKFOOD US, STARBURST Fruit Chews, Fruit and Creme", + "Candies, MARS SNACKFOOD US, STARBURST Fruit Chews, Original fruits", + "Candies, MARS SNACKFOOD US, STARBURST Fruit Chews, Tropical fruits", + "Candies, MARS SNACKFOOD US, STARBURST Sour Fruit Chews", + "Candies, MARS SNACKFOOD US, TWIX Caramel Cookie Bars", + "Candies, MARS SNACKFOOD US, TWIX Peanut Butter Cookie Bars", + "Candies, MARS SNACKFOOD US, TWIX chocolate fudge cookie bars", + "Candies, MOUNDS Candy Bar", + "Candies, MR. GOODBAR Chocolate Bar", + "Candies, NESTLE, 100 GRAND Bar", + "Candies, NESTLE, AFTER EIGHT Mints", + "Candies, NESTLE, BABY RUTH Bar", + "Candies, NESTLE, BIT-O'-HONEY Candy Chews", + "Candies, NESTLE, BUTTERFINGER Bar", + "Candies, NESTLE, CHUNKY Bar", + "Candies, NESTLE, CRUNCH Bar and Dessert Topping", + "Candies, NESTLE, GOOBERS Chocolate Covered Peanuts", + "Candies, NESTLE, OH HENRY! Bar", + "Candies, NESTLE, RAISINETS Chocolate Covered Raisins", + "Candies, REESE'S BITES", + "Candies, REESE'S NUTRAGEOUS Candy Bar", + "Candies, REESE'S PIECES Candy", + "Candies, REESE'S Peanut Butter Cups", + "Candies, REESE'S, FAST BREAK, milk chocolate peanut butter and soft nougats", + "Candies, REESE's Fast Break, milk chocolate, peanut butter, soft nougats, candy bar", + "Candies, ROLO Caramels in Milk Chocolate", + "Candies, SKOR Toffee Bar", + "Candies, SPECIAL DARK Chocolate Bar", + "Candies, SYMPHONY Milk Chocolate Bar", + "Candies, TOOTSIE ROLL, chocolate-flavor roll", + "Candies, TWIZZLERS CHERRY BITES", + "Candies, TWIZZLERS NIBS CHERRY BITS", + "Candies, TWIZZLERS Strawberry Twists Candy", + "Candies, WHATCHAMACALLIT Candy Bar", + "Candies, YORK BITES", + "Candies, YORK Peppermint Pattie", + "Candies, butterscotch", + "Candies, caramels", + "Candies, caramels, chocolate-flavor roll", + "Candies, carob, unsweetened", + "Candies, chocolate covered, caramel with nuts", + "Candies, chocolate covered, dietetic or low calorie", + "Candies, chocolate, dark, NFS (45-59% cacao solids 90%; 60-69% cacao solids 5%; 70-85% cacao solids 5%)", + "Candies, confectioner's coating, butterscotch", + "Candies, confectioner's coating, peanut butter", + "Candies, confectioner's coating, yogurt", + "Candies, crispy bar with peanut butter filling", + "Candies, dark chocolate coated coffee beans", + "Candies, divinity, prepared-from-recipe", + "Candies, fondant, prepared-from-recipe", + "Candies, fudge, chocolate marshmallow, prepared-from-recipe", + "Candies, fudge, chocolate marshmallow, with nuts, prepared-by-recipe", + "Candies, fudge, chocolate, prepared-from-recipe", + "Candies, fudge, chocolate, with nuts, prepared-from-recipe", + "Candies, fudge, peanut butter, prepared-from-recipe", + "Candies, fudge, vanilla with nuts", + "Candies, fudge, vanilla, prepared-from-recipe", + "Candies, gum drops, dietetic or low calorie (sorbitol)", + "Candies, gumdrops, starch jelly pieces", + "Candies, halavah, plain", + "Candies, hard", + "Candies, hard, dietetic or low calorie (sorbitol)", + "Candies, jellybeans", + "Candies, marshmallows", + "Candies, milk chocolate", + "Candies, milk chocolate coated coffee beans", + "Candies, milk chocolate coated peanuts", + "Candies, milk chocolate coated raisins", + "Candies, milk chocolate, with almonds", + "Candies, milk chocolate, with rice cereal", + "Candies, nougat, with almonds", + "Candies, peanut bar", + "Candies, peanut brittle, prepared-from-recipe", + "Candies, praline, prepared-from-recipe", + "Candies, semisweet chocolate", + "Candies, semisweet chocolate, made with butter", + "Candies, sesame crunch", + "Candies, soft fruit and nut squares", + "Candies, sugar-coated almonds", + "Candies, sweet chocolate", + "Candies, sweet chocolate coated fondant", + "Candies, taffy, prepared-from-recipe", + "Candies, toffee, prepared-from-recipe", + "Candies, truffles, prepared-from-recipe", + "Candies, white chocolate", + "Capers, canned", + "Carambola, (starfruit), raw", + "Carbonated beverage, SPRITE, lemon-lime, without caffeine", + "Carbonated beverage, chocolate-flavored soda", + "Carbonated beverage, club soda", + "Carbonated beverage, cola, contains caffeine", + "Carbonated beverage, cola, with higher caffeine", + "Carbonated beverage, cola, without caffeine", + "Carbonated beverage, cream soda", + "Carbonated beverage, ginger ale", + "Carbonated beverage, grape soda", + "Carbonated beverage, lemon-lime soda, contains caffeine", + "Carbonated beverage, low calorie, cola or pepper-type, with aspartame, contains caffeine", + "Carbonated beverage, low calorie, cola or pepper-type, with aspartame, without caffeine", + "Carbonated beverage, low calorie, cola or pepper-types, with sodium saccharin, contains caffeine", + "Carbonated beverage, low calorie, other than cola or pepper, with aspartame, contains caffeine", + "Carbonated beverage, low calorie, other than cola or pepper, with sodium saccharin, without caffeine", + "Carbonated beverage, low calorie, other than cola or pepper, without caffeine", + "Carbonated beverage, orange", + "Carbonated beverage, pepper-type, contains caffeine", + "Carbonated beverage, reduced sugar, cola, contains caffeine and sweeteners", + "Carbonated beverage, root beer", + "Carbonated beverage, tonic water", + "Cardoon, cooked, boiled, drained, with salt", + "Cardoon, cooked, boiled, drained, without salt", + "Cardoon, raw", + "Caribou, bone marrow, raw (Alaska Native)", + "Caribou, eye, raw (Alaska Native)", + "Caribou, hind quarter meat, raw (Alaska Native)", + "Caribou, hind quarter, meat, cooked (Alaska Native)", + "Caribou, liver, raw (Alaska Native)", + "Caribou, rump meat, half dried (Alaska Native)", + "Caribou, shoulder meat, dried (Alaska Native)", + "Caribou, tongue, raw (Alaska Native)", + "Carissa, (natal-plum), raw", + "Carob flour", + "Carob-flavor beverage mix, powder", + "Carob-flavor beverage mix, powder, prepared with whole milk", + "Carrot juice, canned", + "Carrot, dehydrated", + "Carrots, baby, raw", + "Carrots, canned, no salt added, drained solids", + "Carrots, canned, no salt added, solids and liquids", + "Carrots, canned, regular pack, drained solids", + "Carrots, canned, regular pack, solids and liquids", + "Carrots, cooked, boiled, drained, with salt", + "Carrots, cooked, boiled, drained, without salt", + "Carrots, frozen, cooked, boiled, drained, with salt", + "Carrots, frozen, cooked, boiled, drained, without salt", + "Carrots, frozen, unprepared", + "Carrots, raw", + "Cassava, raw", + "Catsup", + "Catsup, low sodium", + "Cattail, Narrow Leaf Shoots (Northern Plains Indians)", + "Cauliflower, cooked, boiled, drained, with salt", + "Cauliflower, cooked, boiled, drained, without salt", + "Cauliflower, frozen, cooked, boiled, drained, with salt", + "Cauliflower, frozen, cooked, boiled, drained, without salt", + "Cauliflower, frozen, unprepared", + "Cauliflower, green, cooked, no salt added", + "Cauliflower, green, cooked, with salt", + "Cauliflower, green, raw", + "Cauliflower, raw", + "Celeriac, cooked, boiled, drained, with salt", + "Celeriac, cooked, boiled, drained, without salt", + "Celeriac, raw", + "Celery flakes, dried", + "Celery, cooked, boiled, drained, with salt", + "Celery, cooked, boiled, drained, without salt", + "Celery, raw", + "Celtuce, raw", + "Cereal ready-to-eat, CRISPY BROWN RICE", + "Cereal wafer straws, KELLOGG, APPLE JACKS Cereal straws", + "Cereal wafer straws, KELLOGG, COCOA KRISPIES Cereal straws", + "Cereal wafer straws, KELLOGG, FROOT LOOPS Cereal straws", + "Cereals ready to eat, composite character cereals (movies, TV), brand A", + "Cereals ready to eat, composite character cereals (movies, TV), brand B", + "Cereals ready-to-eat, APPLE CINNAMON SQUARES MINI-WHEATS", + "Cereals ready-to-eat, Cranberry Macadamia Nut Cereal", + "Cereals ready-to-eat, FAMILIA", + "Cereals ready-to-eat, GENERAL MILLS Cinnamon CHEX", + "Cereals ready-to-eat, GENERAL MILLS Peanut Butter Toast Crunch", + "Cereals ready-to-eat, GENERAL MILLS, APPLE CINNAMON CHEERIOS", + "Cereals ready-to-eat, GENERAL MILLS, BASIC 4", + "Cereals ready-to-eat, GENERAL MILLS, BERRY BERRY KIX", + "Cereals ready-to-eat, GENERAL MILLS, BOO BERRY", + "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS", + "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS, Banana Nut", + "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS, Chocolate", + "Cereals ready-to-eat, GENERAL MILLS, CHEERIOS, Yogurt Burst", + "Cereals ready-to-eat, GENERAL MILLS, CHOCOLATE LUCKY CHARMS", + "Cereals ready-to-eat, GENERAL MILLS, CINNAMON TOAST CRUNCH", + "Cereals ready-to-eat, GENERAL MILLS, COCOA PUFFS", + "Cereals ready-to-eat, GENERAL MILLS, COOKIE CRISP", + "Cereals ready-to-eat, GENERAL MILLS, COUNT CHOCULA", + "Cereals ready-to-eat, GENERAL MILLS, Chocolate CHEX", + "Cereals ready-to-eat, GENERAL MILLS, Cinnamon Grahams", + "Cereals ready-to-eat, GENERAL MILLS, Cinnamon Toast Crunch, reduced sugar", + "Cereals ready-to-eat, GENERAL MILLS, Corn CHEX", + "Cereals ready-to-eat, GENERAL MILLS, Curves Fruit & Nut Crunch cereal", + "Cereals ready-to-eat, GENERAL MILLS, DORA THE EXPLORER", + "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE", + "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Caramel Delight", + "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Honey Clusters", + "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Raisin Bran Clusters", + "Cereals ready-to-eat, GENERAL MILLS, FIBER ONE, Shredded Wheat", + "Cereals ready-to-eat, GENERAL MILLS, FRANKENBERRY", + "Cereals ready-to-eat, GENERAL MILLS, FROSTED CHEERIOS", + "Cereals ready-to-eat, GENERAL MILLS, French Toast Crunch", + "Cereals ready-to-eat, GENERAL MILLS, Frosted CHEX", + "Cereals ready-to-eat, GENERAL MILLS, Fruity CHEERIOS", + "Cereals ready-to-eat, GENERAL MILLS, GENERAL MILLS Berry Burst CHEERIOS, all flavors", + "Cereals ready-to-eat, GENERAL MILLS, GOLDEN GRAHAMS", + "Cereals ready-to-eat, GENERAL MILLS, HARMONY", + "Cereals ready-to-eat, GENERAL MILLS, HONEY NUT CHEERIOS", + "Cereals ready-to-eat, GENERAL MILLS, HONEY NUT CLUSTERS", + "Cereals ready-to-eat, GENERAL MILLS, Honey Nut CHEX", + "Cereals ready-to-eat, GENERAL MILLS, KABOOM", + "Cereals ready-to-eat, GENERAL MILLS, KIX", + "Cereals ready-to-eat, GENERAL MILLS, LUCKY CHARMS", + "Cereals ready-to-eat, GENERAL MILLS, Multi-Bran CHEX", + "Cereals ready-to-eat, GENERAL MILLS, Multi-Grain Cheerios", + "Cereals ready-to-eat, GENERAL MILLS, NATURE VALLEY LOW FAT FRUIT GRANOLA", + "Cereals ready-to-eat, GENERAL MILLS, OATMEAL CRISP with Almonds", + "Cereals ready-to-eat, GENERAL MILLS, OATMEAL CRISP, APPLE CINNAMON", + "Cereals ready-to-eat, GENERAL MILLS, Oatmeal Crisp, Raisin", + "Cereals ready-to-eat, GENERAL MILLS, RAISIN NUT BRAN", + "Cereals ready-to-eat, GENERAL MILLS, REESE'S PUFFS", + "Cereals ready-to-eat, GENERAL MILLS, Rice CHEX", + "Cereals ready-to-eat, GENERAL MILLS, TOTAL Corn Flakes", + "Cereals ready-to-eat, GENERAL MILLS, TOTAL Raisin Bran", + "Cereals ready-to-eat, GENERAL MILLS, TOTAL, Blueberry Pomegranate", + "Cereals ready-to-eat, GENERAL MILLS, TOTAL, Cranberry Crunch", + "Cereals ready-to-eat, GENERAL MILLS, TRIX", + "Cereals ready-to-eat, GENERAL MILLS, TRIX, reduced sugar, bowlpak", + "Cereals ready-to-eat, GENERAL MILLS, WHEATIES", + "Cereals ready-to-eat, GENERAL MILLS, WHEATIES Raisin Bran", + "Cereals ready-to-eat, GENERAL MILLS, WHEATIES, Fuel", + "Cereals ready-to-eat, GENERAL MILLS, Wheat CHEX", + "Cereals ready-to-eat, GENERAL MILLS, Whole Grain TOTAL", + "Cereals ready-to-eat, HEALTH VALLEY, FIBER 7 Flakes", + "Cereals ready-to-eat, JUST RIGHT with Crunchy Nuggets", + "Cereals ready-to-eat, KASHI 7 Whole Grain Flakes", + "Cereals ready-to-eat, KASHI 7 Whole Grain Honey Puffs", + "Cereals ready-to-eat, KASHI 7 Whole Grain Nuggets", + "Cereals ready-to-eat, KASHI GO LEAN CRUNCH!, Honey Almond Flax", + "Cereals ready-to-eat, KASHI GOLEAN", + "Cereals ready-to-eat, KASHI GOLEAN CRUNCH!", + "Cereals ready-to-eat, KASHI GRANOLA, COCOA BEACH Cereal", + "Cereals ready-to-eat, KASHI GRANOLA, Mountain Medley Cereal", + "Cereals ready-to-eat, KASHI GRANOLA, ORCHARD SPICE CEREAL", + "Cereals ready-to-eat, KASHI GRANOLA, Summer Berry Cereal", + "Cereals ready-to-eat, KASHI Good Friends", + "Cereals ready-to-eat, KASHI HEART TO HEART, Honey Toasted Oat", + "Cereals ready-to-eat, KASHI Heart to Heart Warm Cinnamon", + "Cereals ready-to-eat, KASHI MIGHTY BITES, Honey Crunch Cereal", + "Cereals ready-to-eat, KASHI ORGANIC PROMISE CINNAMON HARVEST", + "Cereals ready-to-eat, KASHI ORGANIC PROMISE Island Vanilla Biscuit", + "Cereals ready-to-eat, KASHI ORGANIC PROMISE STRAWBERRY FIELDS", + "Cereals ready-to-eat, KASHI, CINNA-RAISIN CRUNCH", + "Cereals ready-to-eat, KASHI, HEART TO HEART, Wild Blueberry", + "Cereals ready-to-eat, KASHI, Kashi U", + "Cereals ready-to-eat, KASHI, ORGANIC PROMISE Autumn Wheat", + "Cereals ready-to-eat, KELLOGG'S FROSTED MINI-WHEATS, original", + "Cereals ready-to-eat, KELLOGG'S SPECIAL K Chocolatey Delight", + "Cereals ready-to-eat, KELLOGG'S, FROSTED MINI-WHEATS, Maple & Brown Sugar, Bite Size", + "Cereals ready-to-eat, KELLOGG'S, FRUIT HARVEST Strawberry/Blueberry", + "Cereals ready-to-eat, KELLOGG'S, Reduced Sugar FROOT LOOPS", + "Cereals ready-to-eat, KELLOGG'S, Reduced Sugar Frosted Flakes Cereal", + "Cereals ready-to-eat, KELLOGG'S, SPECIAL K Low Carb Lifestyle Protein Plus", + "Cereals ready-to-eat, KELLOGG'S, SPECIAL K Vanilla Almond", + "Cereals ready-to-eat, KELLOGG's MINI-WHEATS Frosted Strawberry Delight Cereal", + "Cereals ready-to-eat, KELLOGG, All-Bran Strawberry Medley", + "Cereals ready-to-eat, KELLOGG, Berry RICE KRISPIES", + "Cereals ready-to-eat, KELLOGG, EGGO Crunch Cereal, maple flavored", + "Cereals ready-to-eat, KELLOGG, Frosted MINI-WHEATS bite size STRAWBERRY DELIGHT", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN BRAN BUDS", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN Original", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN WITH EXTRA FIBER", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S ALL-BRAN Yogurt Bites", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S APPLE JACKS", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S COCOA KRISPIES", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S COMPLETE Wheat Flakes", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S CORN POPS", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S CRACKLIN' OAT BRAN", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S CRISPIX", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Cinnamon MINI SWIRLZ", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Complete Oat Bran Flakes", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Corn Flakes", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROOT LOOPS", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROSTED FLAKES", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROSTED MINI-WHEATS, bite size", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S FROSTED RICE KRISPIES", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S HONEY CRUNCH CORN FLAKES", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Honey SMACKS", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S JUST RIGHT Fruit & Nut", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Low Fat Granola with Raisins", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Low Fat Granola without Raisins", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S MARSHMALLOW FROOT LOOPS", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S MUESLIX", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S PRODUCT 19", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Puffed Wheat", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S RAISIN BRAN", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S RICE KRISPIES", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Cereal", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S SMART START Strong Heart Antioxidants Cereal", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S SPECIAL K", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S SPECIAL K RED BERRIES", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Shredded Wheat Miniatures", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Special K Blueberry", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Special K low fat granola", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S Special K, Cinnamon Pecan", + "Cereals ready-to-eat, KELLOGG, KELLOGG'S, RAISIN BRAN CRUNCH", + "Cereals ready-to-eat, KELLOGG, SMART START Strong Heart, Maple Brown Sugar", + "Cereals ready-to-eat, KELLOGG, SMORZ", + "Cereals ready-to-eat, KELLOGG, SPECIAL K, Fruit & Yogurt", + "Cereals ready-to-eat, KELLOGG, Smart Start Strong Heart, Original", + "Cereals ready-to-eat, MALT-O-MEAL, Apple ZINGS", + "Cereals ready-to-eat, MALT-O-MEAL, BERRY COLOSSAL CRUNCH", + "Cereals ready-to-eat, MALT-O-MEAL, Blueberry Muffin Tops Cereal", + "Cereals ready-to-eat, MALT-O-MEAL, CINNAMON TOASTERS", + "Cereals ready-to-eat, MALT-O-MEAL, COCO-ROOS", + "Cereals ready-to-eat, MALT-O-MEAL, COLOSSAL CRUNCH", + "Cereals ready-to-eat, MALT-O-MEAL, CORN BURSTS", + "Cereals ready-to-eat, MALT-O-MEAL, Cocoa DYNO-BITES", + "Cereals ready-to-eat, MALT-O-MEAL, Crispy Rice", + "Cereals ready-to-eat, MALT-O-MEAL, Frosted Flakes", + "Cereals ready-to-eat, MALT-O-MEAL, Frosted Mini SPOONERS", + "Cereals ready-to-eat, MALT-O-MEAL, Fruity DYNO-BITES", + "Cereals ready-to-eat, MALT-O-MEAL, GOLDEN PUFFS", + "Cereals ready-to-eat, MALT-O-MEAL, Honey BUZZERS", + "Cereals ready-to-eat, MALT-O-MEAL, Honey Nut TOASTY O'S Cereal", + "Cereals ready-to-eat, MALT-O-MEAL, MARSHMALLOW MATEYS", + "Cereals ready-to-eat, MALT-O-MEAL, Maple & Brown Sugar Hot Wheat Cereal, dry", + "Cereals ready-to-eat, MALT-O-MEAL, Puffed Rice Cereal", + "Cereals ready-to-eat, MALT-O-MEAL, Puffed Wheat Cereal", + "Cereals ready-to-eat, MALT-O-MEAL, Raisin Bran Cereal", + "Cereals ready-to-eat, MALT-O-MEAL, TOASTY O'S", + "Cereals ready-to-eat, MALT-O-MEAL, TOOTIE FRUITIES", + "Cereals ready-to-eat, MUESLI, dried fruit and nuts", + "Cereals ready-to-eat, Malt-O-Meal Honey Graham Squares", + "Cereals ready-to-eat, Marshmallow ALPHA-BITS", + "Cereals ready-to-eat, NATURE'S PATH, OPTIMUM", + "Cereals ready-to-eat, NATURE'S PATH, OPTIMUM SLIM", + "Cereals ready-to-eat, OAT BRAN FLAKES, HEALTH VALLEY", + "Cereals ready-to-eat, POST Banana Nut Crunch", + "Cereals ready-to-eat, POST Blueberry Morning", + "Cereals ready-to-eat, POST Raisin Bran Cereal", + "Cereals ready-to-eat, POST Selects Cranberry Almond Crunch", + "Cereals ready-to-eat, POST TOASTIES corn flakes", + "Cereals ready-to-eat, POST, 100% Bran Cereal", + "Cereals ready-to-eat, POST, ALPHA-BITS", + "Cereals ready-to-eat, POST, COCOA PEBBLES", + "Cereals ready-to-eat, POST, FRUITY PEBBLES", + "Cereals ready-to-eat, POST, GRAPE-NUTS Cereal", + "Cereals ready-to-eat, POST, GRAPE-NUTS Flakes", + "Cereals ready-to-eat, POST, GREAT GRAINS Crunchy Pecan Cereal", + "Cereals ready-to-eat, POST, Golden Crisp", + "Cereals ready-to-eat, POST, Great Grains, Raisin, Date & Pecan", + "Cereals ready-to-eat, POST, HONEY BUNCHES OF OATS, honey roasted", + "Cereals ready-to-eat, POST, Honey Bunches of Oats, with almonds", + "Cereals ready-to-eat, POST, Honey Nut Shredded Wheat", + "Cereals ready-to-eat, POST, Honeycomb Cereal", + "Cereals ready-to-eat, POST, OREO O's Cereal", + "Cereals ready-to-eat, POST, Shredded Wheat n' Bran, spoon-size", + "Cereals ready-to-eat, POST, Shredded Wheat, bite-size", + "Cereals ready-to-eat, POST, Shredded Wheat, spoon-size", + "Cereals ready-to-eat, Puffed KASHI", + "Cereals ready-to-eat, QUAKER, 100% Natural Granola Oats and Honey", + "Cereals ready-to-eat, QUAKER, CAP'N CRUNCH", + "Cereals ready-to-eat, QUAKER, CAP'N CRUNCH with CRUNCHBERRIES", + "Cereals ready-to-eat, QUAKER, CAP'N CRUNCH'S PEANUT BUTTER CRUNCH", + "Cereals ready-to-eat, QUAKER, HONEY GRAHAM OH!S", + "Cereals ready-to-eat, QUAKER, Honey Graham bagged cereal", + "Cereals ready-to-eat, QUAKER, Honey Nut Oats", + "Cereals ready-to-eat, QUAKER, KING VITAMAN", + "Cereals ready-to-eat, QUAKER, KRETSCHMER Honey Crunch Wheat Germ", + "Cereals ready-to-eat, QUAKER, KRETSCHMER Toasted Wheat Bran", + "Cereals ready-to-eat, QUAKER, KRETSCHMER Wheat Germ, Regular", + "Cereals ready-to-eat, QUAKER, Low Fat 100% Natural Granola with Raisins", + "Cereals ready-to-eat, QUAKER, MOTHER'S CINNAMON OAT CRUNCH", + "Cereals ready-to-eat, QUAKER, MOTHER'S COCOA BUMPERS", + "Cereals ready-to-eat, QUAKER, MOTHER'S GROOVY GRAHAMS", + "Cereals ready-to-eat, QUAKER, MOTHER'S HONEY ROUNDUP", + "Cereals ready-to-eat, QUAKER, MOTHER'S PEANUT BUTTER BUMPERS Cereal", + "Cereals ready-to-eat, QUAKER, MOTHER'S TOASTED OAT BRAN CEREAL, Brown Sugar Flavor", + "Cereals ready-to-eat, QUAKER, Oatmeal Cereal, Brown Sugar Bliss", + "Cereals ready-to-eat, QUAKER, QUAKER 100% Natural Cereal with oats, honey, and raisins", + "Cereals ready-to-eat, QUAKER, QUAKER APPLE ZAPS", + "Cereals ready-to-eat, QUAKER, QUAKER CINNAMON OATMEAL SQUARES", + "Cereals ready-to-eat, QUAKER, QUAKER COCOA BLASTS", + "Cereals ready-to-eat, QUAKER, QUAKER CRUNCHY BRAN", + "Cereals ready-to-eat, QUAKER, QUAKER FRUITANGY OH!S", + "Cereals ready-to-eat, QUAKER, QUAKER Honey Graham LIFE Cereal", + "Cereals ready-to-eat, QUAKER, QUAKER MARSHMALLOW SAFARI", + "Cereals ready-to-eat, QUAKER, QUAKER OAT CINNAMON LIFE", + "Cereals ready-to-eat, QUAKER, QUAKER OAT LIFE, plain", + "Cereals ready-to-eat, QUAKER, QUAKER OATMEAL SQUARES", + "Cereals ready-to-eat, QUAKER, QUAKER Oat Bran Cereal", + "Cereals ready-to-eat, QUAKER, QUAKER Puffed Rice", + "Cereals ready-to-eat, QUAKER, QUAKER Puffed Wheat", + "Cereals ready-to-eat, QUAKER, QUAKER SWEET PUFFS", + "Cereals ready-to-eat, QUAKER, QUAKER Toasted Oatmeal Cereal", + "Cereals ready-to-eat, QUAKER, QUAKER toasted Oatmeal Cereal, Honey Nut", + "Cereals ready-to-eat, QUAKER, SUN COUNTRY Granola with Almonds", + "Cereals ready-to-eat, QUAKER, SWEET CRUNCH/QUISP", + "Cereals ready-to-eat, QUAKER, Shredded Wheat, bagged cereal", + "Cereals ready-to-eat, QUAKER, Toasted Oats/OATMMM'S", + "Cereals ready-to-eat, Ralston Corn Biscuits", + "Cereals ready-to-eat, Ralston Corn Flakes", + "Cereals ready-to-eat, Ralston Crispy Hexagons", + "Cereals ready-to-eat, Ralston Crispy Rice", + "Cereals ready-to-eat, Ralston Enriched Bran flakes", + "Cereals ready-to-eat, Ralston TASTEEOS", + "Cereals ready-to-eat, UNCLE SAM CEREAL", + "Cereals ready-to-eat, USDA Commodity Corn and Rice (includes all commodity brands)", + "Cereals ready-to-eat, USDA Commodity Rice Crisps (includes all commodity brands)", + "Cereals ready-to-eat, WAFFELOS", + "Cereals ready-to-eat, WEETABIX WHOLE WHEAT CEREAL", + "Cereals ready-to-eat, bran flakes, single brand", + "Cereals ready-to-eat, chocolate-flavored frosted puffed corn", + "Cereals ready-to-eat, corn flakes, low sodium", + "Cereals ready-to-eat, frosted oat cereal with marshmallows", + "Cereals ready-to-eat, granola, homemade", + "Cereals ready-to-eat, oat, corn and wheat squares, presweetened, maple flavored", + "Cereals ready-to-eat, rice, puffed, fortified", + "Cereals ready-to-eat, rolled oats, whole wheat, rice, presweetened, maple flavored, with pecans", + "Cereals ready-to-eat, wheat and bran, presweetened with nuts and fruits", + "Cereals ready-to-eat, wheat and malt barley flakes", + "Cereals ready-to-eat, wheat germ, toasted, plain", + "Cereals ready-to-eat, wheat, puffed, fortified", + "Cereals ready-to-eat, wheat, shredded, plain, sugar and salt free", + "Cereals ready-to-eat, whole wheat, rolled oats, presweetened, with pecans", + "Cereals, CREAM OF RICE, cooked with water, with salt", + "Cereals, CREAM OF RICE, cooked with water, without salt", + "Cereals, CREAM OF RICE, dry", + "Cereals, CREAM OF WHEAT, 1 minute cook time, cooked with water, microwaved, without salt", + "Cereals, CREAM OF WHEAT, 1 minute cook time, cooked with water, stove-top, without salt", + "Cereals, CREAM OF WHEAT, 1 minute cook time, dry", + "Cereals, CREAM OF WHEAT, instant, dry", + "Cereals, CREAM OF WHEAT, instant, prepared with water, with salt, (wheat)", + "Cereals, CREAM OF WHEAT, instant, prepared with water, without salt", + "Cereals, CREAM OF WHEAT, mix'n eat, apple, banana and maple flavored, dry", + "Cereals, CREAM OF WHEAT, mix'n eat, apple, banana and maple flavored, prepared", + "Cereals, CREAM OF WHEAT, mix'n eat, plain, dry", + "Cereals, CREAM OF WHEAT, mix'n eat, plain, prepared with water", + "Cereals, CREAM OF WHEAT, regular (10 minute), cooked with water, with salt", + "Cereals, CREAM OF WHEAT, regular (10 minute), cooked with water, without salt", + "Cereals, CREAM OF WHEAT, regular, 10 minute cooking, dry", + "Cereals, Cream of Wheat, 2 1/2 minute cook time, cooked with water, microwaved, without salt", + "Cereals, Cream of Wheat, 2 1/2 minute cook time, cooked with water, stove-top, without salt", + "Cereals, Cream of Wheat, 2 1/2 minute cook time, dry", + "Cereals, KASHI GO LEAN Hot Cereal, Hearty Honey & Cinnamon, dry", + "Cereals, KASHI HEART TO HEART, Instant Oatmeal, Apple Cinnamon, dry", + "Cereals, KASHI HEART TO HEART, Instant Oatmeal, maple, dry", + "Cereals, KASHI, KASHI GO LEAN Hot Cereal, Truly Vanilla, dry", + "Cereals, MALT-O-MEAL, Farina Hot Wheat Cereal, dry", + "Cereals, MALT-O-MEAL, chocolate, dry", + "Cereals, MALT-O-MEAL, plain, dry", + "Cereals, MALTEX, cooked with water, with salt", + "Cereals, MALTEX, cooked with water, without salt", + "Cereals, MALTEX, dry", + "Cereals, MAYPO, cooked with water, with salt", + "Cereals, MAYPO, cooked with water, without salt", + "Cereals, MAYPO, dry", + "Cereals, Malt-O-Meal, chocolate, prepared with water, without salt", + "Cereals, Malt-o-Meal, plain, prepared with water, without salt", + "Cereals, NESTUM, prepared with water", + "Cereals, Oat Bran, QUAKER, QUAKER/MOTHER'S Oat Bran, prepared with water, salt", + "Cereals, QUAKER Instant Oatmeal, NUTRITION FOR WOMEN, Vanilla Cinnamon, prepared with boiling water", + "Cereals, QUAKER, Creamy Wheat, farina, enriched, prepared with water, no salt", + "Cereals, QUAKER, Creamy Wheat, farina, enriched, prepared with water, salt", + "Cereals, QUAKER, Instant Grits Product with American Cheese Flavor, Dry", + "Cereals, QUAKER, Instant Grits Product with Imitation Bacon Bits and Cheddar Flavor, Dry", + "Cereals, QUAKER, Instant Grits Product with Redeye Gravy and Imitation Ham Bits, Dry", + "Cereals, QUAKER, Instant Grits Product--Ham 'n' Cheese", + "Cereals, QUAKER, Instant Oatmeal EXPRESS Cinnamon Roll, Dry", + "Cereals, QUAKER, Instant Oatmeal EXPRESS, Baked Apple, dry", + "Cereals, QUAKER, Instant Oatmeal EXPRESS, Golden Brown Sugar, dry", + "Cereals, QUAKER, Instant Oatmeal, Baked Apple, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, Banana Bread, dry", + "Cereals, QUAKER, Instant Oatmeal, Cinnamon Spice, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, Cinnamon-Spice, dry", + "Cereals, QUAKER, Instant Oatmeal, DINOSAUR EGGS with \"DINOSAUR BONES\", Brown Sugar Cinnamon, dry", + "Cereals, QUAKER, Instant Oatmeal, DINOSAUR EGGS with DINOSAUR BONES, Brown Sugar Cinnamon, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, EXPRESS Baked Apple, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, EXPRESS Cinnamon Roll, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, EXPRESS, Golden Brown Sugar, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, French Vanilla, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, Honey Nut, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, NUTRITION FOR WOMEN, Apple Spice, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, NUTRITION FOR WOMEN, Golden Brown Sugar, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, Raisin and Spice, dry", + "Cereals, QUAKER, Instant Oatmeal, Raisin and Spice, prepared", + "Cereals, QUAKER, Instant Oatmeal, TREASURE HUNT, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, apples and cinnamon, dry", + "Cereals, QUAKER, Instant Oatmeal, apples and cinnamon, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, fruit and cream variety, dry", + "Cereals, QUAKER, Instant Oatmeal, fruit and cream variety, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, low sodium, dry", + "Cereals, QUAKER, Instant Oatmeal, maple and brown sugar, dry", + "Cereals, QUAKER, Instant Oatmeal, maple and brown sugar, prepared with boiling water", + "Cereals, QUAKER, Instant Oatmeal, raisins, dates and walnuts, dry", + "Cereals, QUAKER, Mother's Instant Oatmeal (Non-Fortified), Dry", + "Cereals, QUAKER, Oat Bran, QUAKER/MOTHER'S Oat Bran, dry", + "Cereals, QUAKER, Oat Bran, QUAKER/MOTHER'S Oat Bran, prepared with water, no salt", + "Cereals, QUAKER, QUAKER MultiGrain Oatmeal, dry", + "Cereals, QUAKER, QUAKER MultiGrain Oatmeal, prepared with water, no salt", + "Cereals, QUAKER, QUAKER MultiGrain Oatmeal, prepared with water, salt", + "Cereals, QUAKER, Quick Oats, Dry", + "Cereals, QUAKER, Scotch Barley, regular and quick, dry", + "Cereals, QUAKER, corn grits, instant, butter flavor, dry", + "Cereals, QUAKER, corn grits, instant, butter flavor, prepared with water", + "Cereals, QUAKER, corn grits, instant, cheddar cheese flavor, dry", + "Cereals, QUAKER, corn grits, instant, cheddar cheese flavor, prepared with water", + "Cereals, QUAKER, corn grits, instant, country bacon (imitation bacon bits), prepared with water", + "Cereals, QUAKER, corn grits, instant, plain, dry", + "Cereals, QUAKER, corn grits, instant, plain, prepared (microwaved or boiling water added), without salt", + "Cereals, QUAKER, corn grits, instant, with imitation bacon bits, dry", + "Cereals, QUAKER, farina, Creamy Wheat, enriched, dry", + "Cereals, QUAKER, farina, enriched cinnamon flavor, dry", + "Cereals, QUAKER, hominy grits, white, quick, dry", + "Cereals, QUAKER, hominy grits, white, regular, dry", + "Cereals, QUAKER, hominy grits, yellow, quick, dry", + "Cereals, QUAKER, oatmeal, instant, low sodium, prepared with water", + "Cereals, QUAKER, oatmeal, instant, raisins, dates and walnuts, prepared with water", + "Cereals, RALSTON, cooked with water, with salt", + "Cereals, RALSTON, cooked with water, without salt", + "Cereals, RALSTON, dry", + "Cereals, ROMAN MEAL WITH OATS, cooked with water, with salt", + "Cereals, ROMAN MEAL WITH OATS, cooked with water, without salt", + "Cereals, ROMAN MEAL, plain, cooked with water, with salt", + "Cereals, ROMAN MEAL, plain, cooked with water, without salt", + "Cereals, ROMAN MEAL, plain, dry", + "Cereals, WHEATENA, cooked with water", + "Cereals, WHEATENA, cooked with water, with salt", + "Cereals, WHEATENA, dry", + "Cereals, corn grits, white, regular and quick, enriched, cooked with water, with salt", + "Cereals, corn grits, white, regular and quick, enriched, cooked with water, without salt", + "Cereals, corn grits, white, regular and quick, enriched, dry", + "Cereals, corn grits, white, regular and quick, unenriched, cooked with water, without salt", + "Cereals, corn grits, white, regular and quick, unenriched, dry", + "Cereals, corn grits, white, regular, quick, unenriched, cooked with water, with salt", + "Cereals, corn grits, yellow, regular and quick, enriched, cooked with water, without salt", + "Cereals, corn grits, yellow, regular and quick, enriched, dry", + "Cereals, corn grits, yellow, regular and quick, unenriched, cooked with water, without salt", + "Cereals, corn grits, yellow, regular and quick, unenriched, dry", + "Cereals, corn grits, yellow, regular, quick, enriched, cooked with water, with salt", + "Cereals, corn grits, yellow, regular, quick, unenriched, cooked with water, with salt", + "Cereals, farina, enriched, assorted brands including CREAM OF WHEAT, quick (1-3 minutes), cooked with water, without salt", + "Cereals, farina, enriched, assorted brands including CREAM OF WHEAT, quick (1-3 minutes), dry", + "Cereals, farina, enriched, cooked with water, with salt", + "Cereals, farina, enriched, cooked with water, without salt", + "Cereals, farina, unenriched, dry", + "Cereals, oats, instant, fortified, plain, dry", + "Cereals, oats, instant, fortified, plain, prepared with water (boiling water added or microwaved)", + "Cereals, oats, instant, fortified, with cinnamon and spice, dry", + "Cereals, oats, instant, fortified, with cinnamon and spice, prepared with water", + "Cereals, oats, instant, fortified, with raisins and spice, dry", + "Cereals, oats, instant, fortified, with raisins and spice, prepared with water", + "Cereals, oats, regular and quick and instant, not fortified, dry", + "Cereals, oats, regular and quick and instant, unenriched, cooked with water (includes boiling and microwaving), with salt", + "Cereals, oats, regular and quick and instant, unenriched, cooked with water (includes boiling and microwaving), without salt", + "Cereals, ready-to-eat, ALPEN", + "Cereals, ready-to-eat, KELLOGG, KELLOGG'S CINNABON cereal", + "Cereals, whole wheat hot natural cereal, cooked with water, with salt", + "Cereals, whole wheat hot natural cereal, cooked with water, without salt", + "Cereals, whole wheat hot natural cereal, dry", + "Chard, swiss, cooked, boiled, drained, with salt", + "Chard, swiss, cooked, boiled, drained, without salt", + "Chard, swiss, raw", + "Chayote, fruit, cooked, boiled, drained, with salt", + "Chayote, fruit, cooked, boiled, drained, without salt", + "Chayote, fruit, raw", + "Cheese fondue", + "Cheese food, cold pack, american", + "Cheese food, imitation", + "Cheese food, pasteurized process, american, with di sodium phosphate", + "Cheese food, pasteurized process, american, without di sodium phosphate", + "Cheese food, pasteurized process, swiss", + "Cheese product, pasteurized process, american, reduced fat, fortified with vitamin D", + "Cheese product, pasteurized process, cheddar or american, reduced fat", + "Cheese puffs and twists, corn based, baked, low fat", + "Cheese sauce, prepared from recipe", + "Cheese spread, cream cheese base", + "Cheese spread, pasteurized process, american, with di sodium phosphate", + "Cheese spread, pasteurized process, american, without di sodium phosphate", + "Cheese substitute, mozzarella", + "Cheese, Mexican, blend, reduced fat", + "Cheese, american cheddar, imitation", + "Cheese, blue", + "Cheese, brick", + "Cheese, brie", + "Cheese, camembert", + "Cheese, caraway", + "Cheese, cheddar", + "Cheese, cheshire", + "Cheese, colby", + "Cheese, cottage, creamed, large or small curd", + "Cheese, cottage, creamed, with fruit", + "Cheese, cottage, lowfat, 1% milkfat", + "Cheese, cottage, lowfat, 1% milkfat, lactose reduced", + "Cheese, cottage, lowfat, 1% milkfat, no sodium added", + "Cheese, cottage, lowfat, 1% milkfat, with vegetables", + "Cheese, cottage, lowfat, 2% milkfat", + "Cheese, cottage, nonfat, uncreamed, dry, large or small curd", + "Cheese, cottage, with vegetables", + "Cheese, cream", + "Cheese, cream, fat free", + "Cheese, cream, low fat", + "Cheese, dry white, queso seco", + "Cheese, edam", + "Cheese, feta", + "Cheese, fontina", + "Cheese, fresh, queso fresco", + "Cheese, gjetost", + "Cheese, goat, hard type", + "Cheese, goat, semisoft type", + "Cheese, goat, soft type", + "Cheese, gouda", + "Cheese, gruyere", + "Cheese, limburger", + "Cheese, low fat, cheddar or colby", + "Cheese, low-sodium, cheddar or colby", + "Cheese, mexican, queso anejo", + "Cheese, mexican, queso asadero", + "Cheese, mexican, queso chihuahua", + "Cheese, monterey", + "Cheese, monterey, low fat", + "Cheese, mozzarella, low sodium", + "Cheese, mozzarella, nonfat", + "Cheese, mozzarella, part skim milk", + "Cheese, mozzarella, part skim milk, low moisture", + "Cheese, mozzarella, whole milk", + "Cheese, mozzarella, whole milk, low moisture", + "Cheese, muenster", + "Cheese, muenster, low fat", + "Cheese, neufchatel", + "Cheese, parmesan, dry grated, reduced fat", + "Cheese, parmesan, grated", + "Cheese, parmesan, hard", + "Cheese, parmesan, low sodium", + "Cheese, parmesan, shredded", + "Cheese, pasteurized process, american, low fat", + "Cheese, pasteurized process, american, with di sodium phosphate", + "Cheese, pasteurized process, american, without di sodium phosphate", + "Cheese, pasteurized process, cheddar or american, fat-free", + "Cheese, pasteurized process, cheddar or american, low sodium", + "Cheese, pasteurized process, pimento", + "Cheese, pasteurized process, swiss, low fat", + "Cheese, pasteurized process, swiss, with di sodium phosphate", + "Cheese, pasteurized process, swiss, without di sodium phosphate", + "Cheese, port de salut", + "Cheese, provolone", + "Cheese, provolone, reduced fat", + "Cheese, ricotta, part skim milk", + "Cheese, ricotta, whole milk", + "Cheese, romano", + "Cheese, roquefort", + "Cheese, swiss", + "Cheese, swiss, low fat", + "Cheese, swiss, low sodium", + "Cheese, tilsit", + "Cheese, white, queso blanco", + "Cheesecake commercially prepared", + "Cheesecake prepared from mix, no-bake type", + "Cheesefurter, cheese smokie, pork, beef", + "Cherimoya, raw", + "Cherries, sour, red, canned, extra heavy syrup pack, solids and liquids", + "Cherries, sour, red, canned, heavy syrup pack, solids and liquids", + "Cherries, sour, red, canned, light syrup pack, solids and liquids", + "Cherries, sour, red, canned, water pack, solids and liquids (includes USDA commodity red tart cherries, canned)", + "Cherries, sour, red, frozen, unsweetened", + "Cherries, sour, red, raw", + "Cherries, sweet, canned, extra heavy syrup pack, solids and liquids", + "Cherries, sweet, canned, juice pack, solids and liquids", + "Cherries, sweet, canned, light syrup pack, solids and liquids", + "Cherries, sweet, canned, pitted, heavy syrup pack, solids and liquids", + "Cherries, sweet, canned, pitted, heavy syrup, drained", + "Cherries, sweet, canned, water pack, solids and liquids", + "Cherries, sweet, frozen, sweetened", + "Cherries, sweet, raw", + "Chewing gum", + "Chewing gum, sugarless", + "Chicken breast tenders, cooked, conventional oven", + "Chicken breast tenders, cooked, microwaved", + "Chicken breast tenders, uncooked", + "Chicken breast, fat-free, mesquite flavor, sliced", + "Chicken breast, oven-roasted, fat-free, sliced", + "Chicken nuggets, frozen, cooked", + "Chicken nuggets, frozen, uncooked", + "Chicken patty, frozen, cooked", + "Chicken patty, frozen, uncooked", + "Chicken pot pie, frozen entree, prepared", + "Chicken roll, light meat", + "Chicken spread", + "Chicken, broilers or fryers, back, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, back, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, back, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, back, meat and skin, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, back, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, back, meat and skin, raw", + "Chicken, broilers or fryers, back, meat only, cooked, fried", + "Chicken, broilers or fryers, back, meat only, cooked, roasted", + "Chicken, broilers or fryers, back, meat only, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, back, meat only, cooked, stewed", + "Chicken, broilers or fryers, back, meat only, raw", + "Chicken, broilers or fryers, breast, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, breast, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, breast, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, breast, meat and skin, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, breast, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, breast, meat and skin, raw", + "Chicken, broilers or fryers, breast, meat only, cooked, fried", + "Chicken, broilers or fryers, breast, meat only, cooked, roasted", + "Chicken, broilers or fryers, breast, meat only, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, breast, meat only, cooked, stewed", + "Chicken, broilers or fryers, breast, meat only, raw", + "Chicken, broilers or fryers, breast, meat only, raw, enhanced", + "Chicken, broilers or fryers, dark meat, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, dark meat, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, dark meat, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, dark meat, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, dark meat, meat and skin, raw", + "Chicken, broilers or fryers, dark meat, meat only, cooked, fried", + "Chicken, broilers or fryers, dark meat, meat only, cooked, roasted", + "Chicken, broilers or fryers, dark meat, meat only, cooked, stewed", + "Chicken, broilers or fryers, dark meat, meat only, raw", + "Chicken, broilers or fryers, drumstick, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, drumstick, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, drumstick, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, drumstick, meat and skin, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, drumstick, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, drumstick, meat and skin, raw", + "Chicken, broilers or fryers, drumstick, meat only, cooked, fried", + "Chicken, broilers or fryers, drumstick, meat only, cooked, roasted", + "Chicken, broilers or fryers, drumstick, meat only, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, drumstick, meat only, cooked, stewed", + "Chicken, broilers or fryers, drumstick, meat only, raw", + "Chicken, broilers or fryers, giblets, cooked, fried", + "Chicken, broilers or fryers, giblets, cooked, simmered", + "Chicken, broilers or fryers, giblets, raw", + "Chicken, broilers or fryers, leg, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, leg, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, leg, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, leg, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, leg, meat and skin, raw", + "Chicken, broilers or fryers, leg, meat only, cooked, fried", + "Chicken, broilers or fryers, leg, meat only, cooked, roasted", + "Chicken, broilers or fryers, leg, meat only, cooked, stewed", + "Chicken, broilers or fryers, leg, meat only, raw", + "Chicken, broilers or fryers, light meat, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, light meat, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, light meat, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, light meat, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, light meat, meat and skin, raw", + "Chicken, broilers or fryers, light meat, meat only, cooked, fried", + "Chicken, broilers or fryers, light meat, meat only, cooked, roasted", + "Chicken, broilers or fryers, light meat, meat only, cooked, stewed", + "Chicken, broilers or fryers, light meat, meat only, raw", + "Chicken, broilers or fryers, meat and skin and giblets and neck, cooked, fried, batter", + "Chicken, broilers or fryers, meat and skin and giblets and neck, cooked, fried, flour", + "Chicken, broilers or fryers, meat and skin and giblets and neck, raw", + "Chicken, broilers or fryers, meat and skin and giblets and neck, roasted", + "Chicken, broilers or fryers, meat and skin and giblets and neck, stewed", + "Chicken, broilers or fryers, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, meat and skin, raw", + "Chicken, broilers or fryers, meat only, cooked, fried", + "Chicken, broilers or fryers, meat only, raw", + "Chicken, broilers or fryers, meat only, roasted", + "Chicken, broilers or fryers, meat only, stewed", + "Chicken, broilers or fryers, neck, meat and skin, cooked simmered", + "Chicken, broilers or fryers, neck, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, neck, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, neck, meat and skin, raw", + "Chicken, broilers or fryers, neck, meat only, cooked, fried", + "Chicken, broilers or fryers, neck, meat only, cooked, simmered", + "Chicken, broilers or fryers, neck, meat only, raw", + "Chicken, broilers or fryers, separable fat, raw", + "Chicken, broilers or fryers, skin only, cooked, fried, batter", + "Chicken, broilers or fryers, skin only, cooked, fried, flour", + "Chicken, broilers or fryers, skin only, cooked, roasted", + "Chicken, broilers or fryers, skin only, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, skin only, cooked, stewed", + "Chicken, broilers or fryers, skin only, raw", + "Chicken, broilers or fryers, thigh, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, thigh, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, thigh, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, thigh, meat and skin, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, thigh, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, thigh, meat and skin, raw", + "Chicken, broilers or fryers, thigh, meat only, cooked, fried", + "Chicken, broilers or fryers, thigh, meat only, cooked, roasted", + "Chicken, broilers or fryers, thigh, meat only, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, thigh, meat only, cooked, stewed", + "Chicken, broilers or fryers, thigh, meat only, raw", + "Chicken, broilers or fryers, wing, meat and skin, cooked, fried, batter", + "Chicken, broilers or fryers, wing, meat and skin, cooked, fried, flour", + "Chicken, broilers or fryers, wing, meat and skin, cooked, roasted", + "Chicken, broilers or fryers, wing, meat and skin, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, wing, meat and skin, cooked, stewed", + "Chicken, broilers or fryers, wing, meat and skin, raw", + "Chicken, broilers or fryers, wing, meat only, cooked, fried", + "Chicken, broilers or fryers, wing, meat only, cooked, roasted", + "Chicken, broilers or fryers, wing, meat only, cooked, rotisserie, original seasoning", + "Chicken, broilers or fryers, wing, meat only, cooked, stewed", + "Chicken, broilers or fryers, wing, meat only, raw", + "Chicken, canned, meat only, with broth", + "Chicken, canned, no broth", + "Chicken, capons, giblets, cooked, simmered", + "Chicken, capons, giblets, raw", + "Chicken, capons, meat and skin and giblets and neck, cooked, roasted", + "Chicken, capons, meat and skin and giblets and neck, raw", + "Chicken, capons, meat and skin, cooked, roasted", + "Chicken, capons, meat and skin, raw", + "Chicken, cornish game hens, meat and skin, cooked, roasted", + "Chicken, cornish game hens, meat and skin, raw", + "Chicken, cornish game hens, meat only, cooked, roasted", + "Chicken, cornish game hens, meat only, raw", + "Chicken, feet, boiled", + "Chicken, gizzard, all classes, cooked, simmered", + "Chicken, gizzard, all classes, raw", + "Chicken, ground, crumbles, cooked, pan-browned", + "Chicken, ground, raw", + "Chicken, heart, all classes, cooked, simmered", + "Chicken, heart, all classes, raw", + "Chicken, liver, all classes, cooked, pan-fried", + "Chicken, liver, all classes, cooked, simmered", + "Chicken, liver, all classes, raw", + "Chicken, meatless", + "Chicken, meatless, breaded, fried", + "Chicken, roasting, dark meat, meat only, cooked, roasted", + "Chicken, roasting, dark meat, meat only, raw", + "Chicken, roasting, giblets, cooked, simmered", + "Chicken, roasting, giblets, raw", + "Chicken, roasting, light meat, meat only, cooked, roasted", + "Chicken, roasting, light meat, meat only, raw", + "Chicken, roasting, meat and skin and giblets and neck, cooked, roasted", + "Chicken, roasting, meat and skin and giblets and neck, raw", + "Chicken, roasting, meat and skin, cooked, roasted", + "Chicken, roasting, meat and skin, raw", + "Chicken, roasting, meat only, cooked, roasted", + "Chicken, roasting, meat only, raw", + "Chicken, stewing, dark meat, meat only, cooked, stewed", + "Chicken, stewing, dark meat, meat only, raw", + "Chicken, stewing, giblets, cooked, simmered", + "Chicken, stewing, giblets, raw", + "Chicken, stewing, light meat, meat only, cooked, stewed", + "Chicken, stewing, light meat, meat only, raw", + "Chicken, stewing, meat and skin, and giblets and neck, cooked, stewed", + "Chicken, stewing, meat and skin, and giblets and neck, raw", + "Chicken, stewing, meat and skin, cooked, stewed", + "Chicken, stewing, meat and skin, raw", + "Chicken, stewing, meat only, cooked, stewed", + "Chicken, stewing, meat only, raw", + "Chicken, wing, frozen, glazed, barbecue flavored", + "Chicken, wing, frozen, glazed, barbecue flavored, heated (conventional oven)", + "Chicken, wing, frozen, glazed, barbecue flavored, heated (microwave)", + "Chickpea flour (besan)", + "Chickpeas (garbanzo beans, bengal gram), mature seeds, canned", + "Chickpeas (garbanzo beans, bengal gram), mature seeds, cooked, boiled, with salt", + "Chickpeas (garbanzo beans, bengal gram), mature seeds, cooked, boiled, without salt", + "Chickpeas (garbanzo beans, bengal gram), mature seeds, raw", + "Chicory greens, raw", + "Chicory roots, raw", + "Chicory, witloof, raw", + "Chilchen (Red Berry Beverage) (Navajo)", + "Child formula, ABBOTT NUTRITION, PEDIASURE, ready-to-feed (formerly ROSS)", + "Child formula, ABBOTT NUTRITION, PEDIASURE, ready-to-feed, with iron and fiber (formerly ROSS)", + "Child formula, MEAD JOHNSON, PORTAGEN, with iron, powder, not reconstituted", + "Child formula, MEAD JOHNSON, PORTAGEN, with iron, prepared from powder", + "Chili con carne with beans, canned entree", + "Chili with beans, canned", + "Chili, no beans, canned entree", + "Chiton, leathery, gumboots (Alaska Native)", + "Chives, freeze-dried", + "Chives, raw", + "Chocolate syrup", + "Chocolate syrup, prepared with whole milk", + "Chocolate, dark, 45- 59% cacao solids", + "Chocolate, dark, 60-69% cacao solids", + "Chocolate, dark, 70-85% cacao solids", + "Chocolate-flavor beverage mix for milk, powder, with added nutrients", + "Chocolate-flavor beverage mix for milk, powder, with added nutrients, prepared with whole milk", + "Chocolate-flavor beverage mix for milk, powder, without added nutrients", + "Chocolate-flavor beverage mix, powder, prepared with whole milk", + "Chocolate-flavored drink, whey and milk based", + "Chocolate-flavored hazelnut spread", + "Chokecherries, raw, pitted (Northern Plains Indians)", + "Chokecherries, raw, pitted (Shoshone Bannock)", + "Chorizo, pork and beef", + "Chrysanthemum leaves, raw", + "Chrysanthemum, garland, cooked, boiled, drained, with salt", + "Chrysanthemum, garland, cooked, boiled, drained, without salt", + "Chrysanthemum, garland, raw", + "Citrus fruit juice drink, frozen concentrate", + "Citrus fruit juice drink, frozen concentrate, prepared with water", + "Clam and tomato juice, canned", + "Clementines, raw", + "Cloudberries, raw (Alaska Native)", + "Cockles, raw (Alaska Native)", + "Cocktail mix, non-alcoholic, concentrated, frozen", + "Cocoa mix, NESTLE, Hot Cocoa Mix Rich Chocolate With Marshmallows", + "Cocoa mix, NESTLE, Rich Chocolate Hot Cocoa Mix", + "Cocoa mix, no sugar added, powder", + "Cocoa mix, powder", + "Cocoa mix, powder, prepared with water", + "Cocoa mix, with aspartame, low calorie, powder, with added calcium phosphorus, without added sodium or vitamin A", + "Cocoa mix, with aspartame, powder, prepared with water", + "Cocoa, dry powder, hi-fat or breakfast, plain", + "Cocoa, dry powder, hi-fat or breakfast, processed with alkali", + "Cocoa, dry powder, unsweetened", + "Cocoa, dry powder, unsweetened, HERSHEY'S European Style Cocoa", + "Cocoa, dry powder, unsweetened, processed with alkali", + "Coffee and cocoa (mocha) powder, with whitener and low calorie sweetener", + "Coffee and cocoa (mocha) powder, with whitener and low calorie sweetener, decaffeinated", + "Coffee substitute, cereal grain beverage, powder", + "Coffee substitute, cereal grain beverage, powder, prepared with whole milk", + "Coffee substitute, cereal grain beverage, prepared with water", + "Coffee substitute, roasted grain beverage, NATURAL TOUCH KAFFREE ROMA, powder", + "Coffee, brewed from grounds, prepared with tap water", + "Coffee, brewed from grounds, prepared with tap water, decaffeinated", + "Coffee, brewed, espresso, restaurant-prepared", + "Coffee, brewed, espresso, restaurant-prepared, decaffeinated", + "Coffee, dry, powder, with whitener, reduced calorie", + "Coffee, instant, decaffeinated, powder", + "Coffee, instant, decaffeinated, powder, prepared with water", + "Coffee, instant, regular, powder", + "Coffee, instant, regular, powder, half the caffeine", + "Coffee, instant, regular, prepared with water", + "Coffee, instant, with chicory, powder", + "Coffee, instant, with chicory, prepared with water", + "Coffee, instant, with sugar, cappuccino-flavor powder", + "Coffee, instant, with sugar, french-flavor, powder", + "Coffee, instant, with sugar, mocha-flavor, powder", + "Coffeecake, cheese", + "Coffeecake, cinnamon with crumb topping, commercially prepared, enriched", + "Coffeecake, cinnamon with crumb topping, commercially prepared, unenriched", + "Coffeecake, cinnamon with crumb topping, dry mix", + "Coffeecake, cinnamon with crumb topping, dry mix, prepared", + "Coffeecake, creme-filled with chocolate frosting", + "Coffeecake, fruit", + "Coleslaw, home-prepared", + "Collards, cooked, boiled, drained, with salt", + "Collards, cooked, boiled, drained, without salt", + "Collards, frozen, chopped, cooked, boiled, drained, with salt", + "Collards, frozen, chopped, cooked, boiled, drained, without salt", + "Collards, frozen, chopped, unprepared", + "Collards, raw", + "Cookies, animal crackers (includes arrowroot, tea biscuits)", + "Cookies, brownies, commercially prepared", + "Cookies, brownies, dry mix, regular", + "Cookies, brownies, dry mix, special dietary", + "Cookies, brownies, dry mix, special dietary, prepared", + "Cookies, brownies, prepared from recipe", + "Cookies, butter, commercially prepared, enriched", + "Cookies, butter, commercially prepared, unenriched", + "Cookies, chocolate chip, commercially prepared, regular, higher fat, enriched", + "Cookies, chocolate chip, commercially prepared, regular, higher fat, unenriched", + "Cookies, chocolate chip, commercially prepared, regular, lower fat", + "Cookies, chocolate chip, commercially prepared, soft-type", + "Cookies, chocolate chip, commercially prepared, special dietary", + "Cookies, chocolate chip, dry mix", + "Cookies, chocolate chip, prepared from recipe, made with butter", + "Cookies, chocolate chip, prepared from recipe, made with margarine", + "Cookies, chocolate chip, refrigerated dough", + "Cookies, chocolate chip, refrigerated dough, baked", + "Cookies, chocolate sandwich, with creme filling, regular", + "Cookies, chocolate sandwich, with creme filling, regular, chocolate-coated", + "Cookies, chocolate sandwich, with creme filling, special dietary", + "Cookies, chocolate sandwich, with extra creme filling", + "Cookies, chocolate wafers", + "Cookies, coconut macaroons, prepared from recipe", + "Cookies, fig bars", + "Cookies, fortune", + "Cookies, fudge, cake-type (includes trolley cakes)", + "Cookies, gingersnaps", + "Cookies, graham crackers, chocolate-coated", + "Cookies, graham crackers, plain or honey (includes cinnamon)", + "Cookies, ladyfingers, with lemon juice and rind", + "Cookies, ladyfingers, without lemon juice and rind", + "Cookies, marshmallow, chocolate-coated (includes marshmallow pies)", + "Cookies, molasses", + "Cookies, oatmeal, commercially prepared, fat-free", + "Cookies, oatmeal, commercially prepared, regular", + "Cookies, oatmeal, commercially prepared, soft-type", + "Cookies, oatmeal, commercially prepared, special dietary", + "Cookies, oatmeal, dry mix", + "Cookies, oatmeal, prepared from recipe, with raisins", + "Cookies, oatmeal, prepared from recipe, without raisins", + "Cookies, oatmeal, refrigerated dough", + "Cookies, oatmeal, refrigerated dough, baked", + "Cookies, peanut butter sandwich, regular", + "Cookies, peanut butter sandwich, special dietary", + "Cookies, peanut butter, commercially prepared, regular", + "Cookies, peanut butter, commercially prepared, soft-type", + "Cookies, peanut butter, prepared from recipe", + "Cookies, peanut butter, refrigerated dough", + "Cookies, peanut butter, refrigerated dough, baked", + "Cookies, raisin, soft-type", + "Cookies, shortbread, commercially prepared, pecan", + "Cookies, shortbread, commercially prepared, plain", + "Cookies, sugar wafers with creme filling, regular", + "Cookies, sugar wafers with creme filling, special dietary", + "Cookies, sugar, commercially prepared, regular (includes vanilla)", + "Cookies, sugar, commercially prepared, special dietary", + "Cookies, sugar, prepared from recipe, made with margarine", + "Cookies, sugar, refrigerated dough", + "Cookies, sugar, refrigerated dough, baked", + "Cookies, vanilla sandwich with creme filling", + "Cookies, vanilla wafers, higher fat", + "Cookies, vanilla wafers, lower fat", + "Coriander (cilantro) leaves, raw", + "Corn beverage", + "Corn bran, crude", + "Corn flour, degermed, unenriched, yellow", + "Corn flour, masa, enriched, white", + "Corn flour, masa, enriched, yellow", + "Corn flour, masa, unenriched, white", + "Corn flour, whole-grain, blue (harina de maiz morado)", + "Corn flour, whole-grain, white", + "Corn flour, whole-grain, yellow", + "Corn pudding, home prepared", + "Corn with red and green peppers, canned, solids and liquids", + "Corn, dried (Navajo)", + "Corn, dried, yellow (Northern Plains Indians)", + "Corn, sweet, white, canned, cream style, no salt added", + "Corn, sweet, white, canned, cream style, regular pack", + "Corn, sweet, white, canned, vacuum pack, no salt added", + "Corn, sweet, white, canned, vacuum pack, regular pack", + "Corn, sweet, white, canned, whole kernel, drained solids", + "Corn, sweet, white, canned, whole kernel, no salt added, solids and liquids", + "Corn, sweet, white, canned, whole kernel, regular pack, solids and liquids", + "Corn, sweet, white, cooked, boiled, drained, with salt", + "Corn, sweet, white, cooked, boiled, drained, without salt", + "Corn, sweet, white, frozen, kernels cut off cob, boiled, drained, with salt", + "Corn, sweet, white, frozen, kernels cut off cob, boiled, drained, without salt", + "Corn, sweet, white, frozen, kernels cut off cob, unprepared", + "Corn, sweet, white, frozen, kernels on cob, cooked, boiled, drained, with salt", + "Corn, sweet, white, frozen, kernels on cob, cooked, boiled, drained, without salt", + "Corn, sweet, white, frozen, kernels on cob, unprepared", + "Corn, sweet, white, raw", + "Corn, sweet, yellow, canned, brine pack, regular pack, solids and liquids", + "Corn, sweet, yellow, canned, cream style, no salt added", + "Corn, sweet, yellow, canned, cream style, regular pack", + "Corn, sweet, yellow, canned, no salt added, solids and liquids", + "Corn, sweet, yellow, canned, vacuum pack, no salt added", + "Corn, sweet, yellow, canned, vacuum pack, regular pack", + "Corn, sweet, yellow, canned, whole kernel, drained solids", + "Corn, sweet, yellow, cooked, boiled, drained, with salt", + "Corn, sweet, yellow, cooked, boiled, drained, without salt", + "Corn, sweet, yellow, frozen, kernels cut off cob, boiled, drained, without salt", + "Corn, sweet, yellow, frozen, kernels cut off cob, unprepared", + "Corn, sweet, yellow, frozen, kernels on cob, cooked, boiled, drained, with salt", + "Corn, sweet, yellow, frozen, kernels on cob, cooked, boiled, drained, without salt", + "Corn, sweet, yellow, frozen, kernels on cob, unprepared", + "Corn, sweet, yellow, frozen, kernels, cut off cob, boiled, drained, with salt", + "Corn, sweet, yellow, raw", + "Corn, white", + "Corn, white, steamed (Navajo)", + "Corn, yellow", + "Corn, yellow, whole kernel, frozen, microwaved", + "Corned beef and potatoes in tortilla (Apache)", + "Corned beef loaf, jellied", + "Cornmeal, blue (Navajo)", + "Cornmeal, degermed, enriched, white", + "Cornmeal, degermed, enriched, yellow", + "Cornmeal, degermed, unenriched, white", + "Cornmeal, degermed, unenriched, yellow", + "Cornmeal, self-rising, bolted, plain, enriched, white", + "Cornmeal, self-rising, bolted, plain, enriched, yellow", + "Cornmeal, self-rising, bolted, with wheat flour added, enriched, white", + "Cornmeal, self-rising, bolted, with wheat flour added, enriched, yellow", + "Cornmeal, self-rising, degermed, enriched, white", + "Cornmeal, self-rising, degermed, enriched, yellow", + "Cornmeal, white (Navajo)", + "Cornmeal, whole-grain, white", + "Cornmeal, whole-grain, yellow", + "Cornmeal, yellow (Navajo)", + "Cornsalad, raw", + "Cornstarch", + "Couscous, cooked", + "Couscous, dry", + "Cowpeas (Blackeyes), immature seeds, cooked, boiled, drained, with salt", + "Cowpeas (Blackeyes), immature seeds, cooked, boiled, drained, without salt", + "Cowpeas (Blackeyes), immature seeds, frozen, cooked, boiled, drained, with salt", + "Cowpeas (Blackeyes), immature seeds, frozen, unprepared", + "Cowpeas (blackeyes), immature seeds, frozen, cooked, boiled, drained, without salt", + "Cowpeas (blackeyes), immature seeds, raw", + "Cowpeas, catjang, mature seeds, cooked, boiled, with salt", + "Cowpeas, catjang, mature seeds, cooked, boiled, without salt", + "Cowpeas, catjang, mature seeds, raw", + "Cowpeas, common (blackeyes, crowder, southern), mature seeds, canned with pork", + "Cowpeas, common (blackeyes, crowder, southern), mature seeds, canned, plain", + "Cowpeas, common (blackeyes, crowder, southern), mature seeds, cooked, boiled, with salt", + "Cowpeas, common (blackeyes, crowder, southern), mature seeds, cooked, boiled, without salt", + "Cowpeas, common (blackeyes, crowder, southern), mature seeds, raw", + "Cowpeas, leafy tips, cooked, boiled, drained, with salt", + "Cowpeas, leafy tips, cooked, boiled, drained, without salt", + "Cowpeas, leafy tips, raw", + "Cowpeas, young pods with seeds, cooked, boiled, drained, with salt", + "Cowpeas, young pods with seeds, cooked, boiled, drained, without salt", + "Cowpeas, young pods with seeds, raw", + "Crabapples, raw", + "Cracker meal", + "Crackers, cheese, low sodium", + "Crackers, cheese, regular", + "Crackers, cheese, sandwich-type with cheese filling", + "Crackers, cheese, sandwich-type with peanut butter filling", + "Crackers, cream, GAMESA SABROSAS", + "Crackers, cream, LA MODERNA RIKIS CREAM CRACKERS", + "Crackers, crispbread, rye", + "Crackers, matzo, egg", + "Crackers, matzo, egg and onion", + "Crackers, matzo, plain", + "Crackers, matzo, whole-wheat", + "Crackers, melba toast, plain", + "Crackers, melba toast, plain, without salt", + "Crackers, melba toast, rye (includes pumpernickel)", + "Crackers, melba toast, wheat", + "Crackers, milk", + "Crackers, rusk toast", + "Crackers, rye, sandwich-type with cheese filling", + "Crackers, rye, wafers, plain", + "Crackers, rye, wafers, seasoned", + "Crackers, saltines (includes oyster, soda, soup)", + "Crackers, saltines, fat-free, low-sodium", + "Crackers, saltines, low salt (includes oyster, soda, soup)", + "Crackers, saltines, unsalted tops (includes oyster, soda, soup)", + "Crackers, snack, GOYA CRACKERS", + "Crackers, standard snack-type, regular", + "Crackers, standard snack-type, regular, low salt", + "Crackers, standard snack-type, sandwich, with cheese filling", + "Crackers, standard snack-type, sandwich, with peanut butter filling", + "Crackers, wheat, low salt", + "Crackers, wheat, reduced fat", + "Crackers, wheat, regular", + "Crackers, wheat, sandwich, with cheese filling", + "Crackers, wheat, sandwich, with peanut butter filling", + "Crackers, whole-wheat", + "Crackers, whole-wheat, low salt", + "Crackers, whole-wheat, reduced fat", + "Cranberries, dried, sweetened", + "Cranberries, raw", + "Cranberries, wild, bush, raw (Alaska Native)", + "Cranberry juice cocktail, bottled", + "Cranberry juice cocktail, bottled, low calorie, with calcium, saccharin and corn sweetener", + "Cranberry juice cocktail, frozen concentrate", + "Cranberry juice cocktail, frozen concentrate, prepared with water", + "Cranberry juice, unsweetened", + "Cranberry sauce, canned, sweetened", + "Cranberry, low bush or lingenberry, raw (Alaska Native)", + "Cranberry-apple juice drink, bottled", + "Cranberry-apple juice drink, low calorie, with vitamin C added", + "Cranberry-apricot juice drink, bottled", + "Cranberry-grape juice drink, bottled", + "Cranberry-orange relish, canned", + "Cream puffs, prepared from recipe, shell (includes eclair)", + "Cream puffs, prepared from recipe, shell, with custard filling", + "Cream substitute, flavored, liquid", + "Cream substitute, flavored, powdered", + "Cream substitute, liquid, light", + "Cream substitute, liquid, with hydrogenated vegetable oil and soy protein", + "Cream substitute, liquid, with lauric acid oil and sodium caseinate", + "Cream substitute, powdered", + "Cream substitute, powdered, light", + "Cream, fluid, half and half", + "Cream, fluid, heavy whipping", + "Cream, fluid, light (coffee cream or table cream)", + "Cream, fluid, light whipping", + "Cream, half and half, fat free", + "Cream, sour, cultured", + "Cream, sour, reduced fat, cultured", + "Cream, whipped, cream topping, pressurized", + "Creamy dressing, made with sour cream and/or buttermilk and oil, reduced calorie", + "Creamy dressing, made with sour cream and/or buttermilk and oil, reduced calorie, cholesterol-free", + "Creamy dressing, made with sour cream and/or buttermilk and oil, reduced calorie, fat-free", + "Cress, garden, cooked, boiled, drained, with salt", + "Cress, garden, cooked, boiled, drained, without salt", + "Cress, garden, raw", + "Croissants, apple", + "Croissants, butter", + "Croissants, cheese", + "Croutons, plain", + "Croutons, seasoned", + "Crustaceans, crab, alaska king, cooked, moist heat", + "Crustaceans, crab, alaska king, imitation, made from surimi", + "Crustaceans, crab, alaska king, raw", + "Crustaceans, crab, blue, canned", + "Crustaceans, crab, blue, cooked, moist heat", + "Crustaceans, crab, blue, crab cakes", + "Crustaceans, crab, blue, raw", + "Crustaceans, crab, dungeness, cooked, moist heat", + "Crustaceans, crab, dungeness, raw", + "Crustaceans, crab, queen, cooked, moist heat", + "Crustaceans, crab, queen, raw", + "Crustaceans, crayfish, mixed species, farmed, cooked, moist heat", + "Crustaceans, crayfish, mixed species, farmed, raw", + "Crustaceans, crayfish, mixed species, wild, cooked, moist heat", + "Crustaceans, crayfish, mixed species, wild, raw", + "Crustaceans, lobster, northern, cooked, moist heat", + "Crustaceans, lobster, northern, raw", + "Crustaceans, shrimp, mixed species, canned", + "Crustaceans, shrimp, mixed species, cooked, breaded and fried", + "Crustaceans, shrimp, mixed species, cooked, moist heat", + "Crustaceans, shrimp, mixed species, imitation, made from surimi", + "Crustaceans, shrimp, mixed species, raw", + "Crustaceans, spiny lobster, mixed species, cooked, moist heat", + "Crustaceans, spiny lobster, mixed species, raw", + "Cucumber, peeled, raw", + "Cucumber, with peel, raw", + "Currants, european black, raw", + "Currants, red and white, raw", + "Currants, zante, dried", + "Custard-apple, (bullock's-heart), raw", + "DENNY'S, French fries", + "DENNY'S, MOONS & STARS chicken nuggets, from kid's menu", + "DENNY'S, golden fried shrimp", + "DENNY'S, macaroni & cheese, from kid's menu", + "DENNY'S, mozzarella cheese sticks", + "DENNY'S, top sirloin steak", + "DIGIORNO Pizza, cheese topping, cheese stuffed crust, frozen, baked", + "DIGIORNO Pizza, cheese topping, rising crust, frozen, baked", + "DIGIORNO Pizza, cheese topping, thin crispy crust, frozen, baked", + "DIGIORNO Pizza, pepperoni topping, cheese stuffed crust, frozen, baked", + "DIGIORNO Pizza, pepperoni topping, rising crust, frozen, baked", + "DIGIORNO Pizza, pepperoni topping, thin crispy crust, frozen, baked", + "DIGIORNO Pizza, supreme topping, rising crust, frozen, baked", + "DIGIORNO Pizza, supreme topping, thin crispy crust, frozen, baked", + "DOMINO'S 14\" Cheese Pizza, Classic Hand-Tossed Crust", + "DOMINO'S 14\" Cheese Pizza, Crunchy Thin Crust", + "DOMINO'S 14\" Cheese Pizza, Ultimate Deep Dish Crust", + "DOMINO'S 14\" EXTRAVAGANZZA FEAST Pizza, Classic Hand-Tossed Crust", + "DOMINO'S 14\" Pepperoni Pizza, Classic Hand-Tossed Crust", + "DOMINO'S 14\" Pepperoni Pizza, Ultimate Deep Dish Crust", + "Dairy drink mix, chocolate, reduced calorie, with aspartame, powder, prepared with water and ice", + "Dairy drink mix, chocolate, reduced calorie, with low-calorie sweeteners, powder", + "Dandelion greens, cooked, boiled, drained, with salt", + "Dandelion greens, cooked, boiled, drained, without salt", + "Dandelion greens, raw", + "Danish pastry, cheese", + "Danish pastry, cinnamon, enriched", + "Danish pastry, cinnamon, unenriched", + "Danish pastry, fruit, enriched (includes apple, cinnamon, raisin, lemon, raspberry, strawberry)", + "Danish pastry, fruit, unenriched (includes apple, cinnamon, raisin, strawberry)", + "Danish pastry, lemon, unenriched", + "Danish pastry, nut (includes almond, raisin nut, cinnamon nut)", + "Danish pastry, raspberry, unenriched", + "Dates, deglet noor", + "Dates, medjool", + "Deer (venison), sitka, raw (Alaska Native)", + "Dessert topping, powdered", + "Dessert topping, powdered, 1.5 ounce prepared with 1/2 cup milk", + "Dessert topping, pressurized", + "Dessert topping, semi solid, frozen", + "Desserts, apple crisp, prepared-from-recipe", + "Desserts, egg custard, baked, prepared-from-recipe", + "Desserts, flan, caramel custard, prepared-from-recipe", + "Desserts, mousse, chocolate, prepared-from-recipe", + "Desserts, rennin, chocolate, dry mix", + "Desserts, rennin, tablets, unsweetened", + "Desserts, rennin, vanilla, dry mix", + "Dill weed, fresh", + "Dock, cooked, boiled, drained, with salt", + "Dock, cooked, boiled, drained, without salt", + "Dock, raw", + "Doughnuts, cake-type, chocolate, sugared or glazed", + "Doughnuts, cake-type, plain (includes unsugared, old-fashioned)", + "Doughnuts, cake-type, plain, chocolate-coated or frosted", + "Doughnuts, cake-type, plain, sugared or glazed", + "Doughnuts, cake-type, wheat, sugared or glazed", + "Doughnuts, french crullers, glazed", + "Doughnuts, yeast-leavened, glazed, enriched (includes honey buns)", + "Doughnuts, yeast-leavened, glazed, unenriched (includes honey buns)", + "Doughnuts, yeast-leavened, with creme filling", + "Doughnuts, yeast-leavened, with jelly filling", + "Dove, cooked (includes squab)", + "Drink mix, QUAKER OATS, GATORADE, orange flavor, powder", + "Duck, domesticated, liver, raw", + "Duck, domesticated, meat and skin, cooked, roasted", + "Duck, domesticated, meat and skin, raw", + "Duck, domesticated, meat only, cooked, roasted", + "Duck, domesticated, meat only, raw", + "Duck, scoter, white-winged, meat (Alaska Native)", + "Duck, wild, breast, meat only, raw", + "Duck, wild, meat and skin, raw", + "Duck, young duckling, domesticated, White Pekin, breast, meat and skin, boneless, cooked, roasted", + "Duck, young duckling, domesticated, White Pekin, breast, meat only, boneless, cooked without skin, broiled", + "Duck, young duckling, domesticated, White Pekin, leg, meat and skin, bone in, cooked, roasted", + "Duck, young duckling, domesticated, White Pekin, leg, meat only, bone in, cooked without skin, braised", + "Dulce de Leche", + "Durian, raw or frozen", + "Dutch brand loaf, chicken, pork and beef", + "ENSURE FIBER WITH FOS, liquid", + "Eclairs, custard-filled with chocolate glaze, prepared from recipe", + "Edamame, frozen, prepared", + "Edamame, frozen, unprepared", + "Egg Mix, USDA Commodity", + "Egg custards, dry mix", + "Egg custards, dry mix, prepared with 2% milk", + "Egg custards, dry mix, prepared with whole milk", + "Egg rolls, chicken, refrigerated, heated", + "Egg rolls, pork, refrigerated, heated", + "Egg rolls, vegetable, refrigerated, heated", + "Egg substitute, liquid or frozen, fat free", + "Egg substitute, powder", + "Egg, duck, whole, fresh, raw", + "Egg, goose, whole, fresh, raw", + "Egg, quail, whole, fresh, raw", + "Egg, turkey, whole, fresh, raw", + "Egg, white, dried", + "Egg, white, dried, flakes, glucose reduced", + "Egg, white, dried, powder, glucose reduced", + "Egg, white, raw, fresh", + "Egg, white, raw, frozen", + "Egg, whole, cooked, fried", + "Egg, whole, cooked, hard-boiled", + "Egg, whole, cooked, omelet", + "Egg, whole, cooked, poached", + "Egg, whole, cooked, scrambled", + "Egg, whole, dried", + "Egg, whole, dried, stabilized, glucose reduced", + "Egg, whole, raw, fresh", + "Egg, whole, raw, frozen", + "Egg, yolk, dried", + "Egg, yolk, raw, fresh", + "Egg, yolk, raw, frozen", + "Egg, yolk, raw, frozen, salted", + "Egg, yolk, raw, frozen, sugared", + "Eggnog", + "Eggnog-flavor mix, powder, prepared with whole milk", + "Eggplant, cooked, boiled, drained, with salt", + "Eggplant, cooked, boiled, drained, without salt", + "Eggplant, pickled", + "Eggplant, raw", + "Eggs, scrambled, frozen mixture", + "Elderberries, raw", + "Elk, free range, ground, cooked patties (Shoshone Bannock)", + "Elk, free range, ground, raw (Shoshone Bannock)", + "Elk, free range, roast, eye of round, cooked (Shoshone Bannock)", + "Elk, free range, roast, eye of round, raw (Shoshone Bannock)", + "Emu, fan fillet, cooked, broiled", + "Emu, fan fillet, raw", + "Emu, flat fillet, raw", + "Emu, full rump, cooked, broiled", + "Emu, full rump, raw", + "Emu, ground, cooked, pan-broiled", + "Emu, ground, raw", + "Emu, inside drum, raw", + "Emu, inside drums, cooked, broiled", + "Emu, outside drum, raw", + "Emu, oyster, raw", + "Emu, top loin, cooked, broiled", + "Endive, raw", + "Energy Drink, Monster", + "Energy drink, AMP", + "Energy drink, AMP, sugar free", + "Energy drink, FULL THROTTLE", + "Energy drink, RED BULL, sugar free, with added caffeine, niacin, pantothenic acid, vitamins B6 and B12", + "Energy drink, RED BULL, with added caffeine, niacin, pantothenic acid, vitamins B6 and B12", + "Energy drink, ROCKSTAR", + "Energy drink, ROCKSTAR, sugar free", + "Energy drink, VAULT Zero, sugar-free, citrus flavor", + "Energy drink, VAULT, citrus flavor", + "English muffins, mixed-grain (includes granola)", + "English muffins, mixed-grain, toasted (includes granola)", + "English muffins, plain, enriched, with ca prop (includes sourdough)", + "English muffins, plain, enriched, without calcium propionate(includes sourdough)", + "English muffins, plain, toasted, enriched, with calcium propionate (includes sourdough)", + "English muffins, plain, unenriched, with calcium propionate (includes sourdough)", + "English muffins, plain, unenriched, without calcium propionate (includes sourdough)", + "English muffins, raisin-cinnamon (includes apple-cinnamon)", + "English muffins, raisin-cinnamon, toasted (includes apple-cinnamon)", + "English muffins, wheat", + "English muffins, wheat, toasted", + "English muffins, whole-wheat", + "English muffins, whole-wheat, toasted", + "Ensure plus, liquid nutrition", + "Entrees, crab cake", + "Entrees, fish fillet, battered or breaded, and fried", + "Epazote, raw", + "Eppaw, raw", + "Falafel, home-prepared", + "Fast Food, Pizza Chain, 14\" Pizza, cheese topping, regular crust", + "Fast Food, Pizza Chain, 14\" Pizza, cheese topping, thick crust", + "Fast Food, Pizza Chain, 14\" Pizza, cheese topping, thin crust", + "Fast Food, Pizza Chain, 14\" Pizza, pepperoni topping, thick crust", + "Fast Food, Pizza Chain, 14\" pizza, meat and vegetable topping, regular crust", + "Fast Food, Pizza Chain, 14\" pizza, pepperoni topping, regular crust", + "Fast Foods, Fried Chicken, Breast, meat and skin with breading", + "Fast Foods, Fried Chicken, Breast, meat only, skin and breading removed", + "Fast Foods, Fried Chicken, Drumstick, meat and skin with breading", + "Fast Foods, Fried Chicken, Drumstick, meat only, skin and breading removed", + "Fast Foods, Fried Chicken, Skin and breading from all pieces", + "Fast Foods, Fried Chicken, Thigh, meat and skin and breading", + "Fast Foods, Fried Chicken, Thigh, meat only, skin and breading removed", + "Fast Foods, Fried Chicken, Wing, meat and skin and breading", + "Fast Foods, Fried Chicken, Wing, meat only, skin and breading removed", + "Fast Foods, biscuit, with egg and sausage", + "Fast Foods, cheeseburger; double, large patty; with condiments, vegetables and mayonnaise", + "Fast Foods, crispy chicken filet sandwich, with lettuce, tomato and mayonnaise", + "Fast foods, bagel, with breakfast steak, egg, cheese, and condiments", + "Fast foods, bagel, with egg, sausage patty, cheese, and condiments", + "Fast foods, bagel, with ham, egg, and cheese", + "Fast foods, biscuit with egg and steak", + "Fast foods, biscuit, with egg", + "Fast foods, biscuit, with egg and bacon", + "Fast foods, biscuit, with egg and ham", + "Fast foods, biscuit, with egg, cheese, and bacon", + "Fast foods, biscuit, with ham", + "Fast foods, biscuit, with sausage", + "Fast foods, brownie", + "Fast foods, burrito, with beans", + "Fast foods, burrito, with beans and cheese", + "Fast foods, burrito, with beans and chili peppers", + "Fast foods, burrito, with beans and meat", + "Fast foods, burrito, with beans, cheese, and beef", + "Fast foods, burrito, with beans, cheese, and chili peppers", + "Fast foods, burrito, with beef", + "Fast foods, burrito, with beef and chili peppers", + "Fast foods, burrito, with beef, cheese, and chili peppers", + "Fast foods, burrito, with fruit (apple or cherry)", + "Fast foods, cheeseburger, regular, double patty and bun, plain", + "Fast foods, cheeseburger; double, large patty, with condiments and vegetables", + "Fast foods, cheeseburger; double, large patty; with condiments", + "Fast foods, cheeseburger; double, regular patty, with condiments and vegetables", + "Fast foods, cheeseburger; double, regular patty; double decker bun with condiments and special sauce", + "Fast foods, cheeseburger; double, regular patty; plain", + "Fast foods, cheeseburger; double, regular patty; with condiments", + "Fast foods, cheeseburger; double, regular, patty and bun; with condiments and vegetables", + "Fast foods, cheeseburger; single, large patty; plain", + "Fast foods, cheeseburger; single, large patty; with condiments", + "Fast foods, cheeseburger; single, large patty; with condiments and bacon", + "Fast foods, cheeseburger; single, large patty; with condiments and vegetables", + "Fast foods, cheeseburger; single, large patty; with condiments, vegetables and ham", + "Fast foods, cheeseburger; single, regular patty, with condiments", + "Fast foods, cheeseburger; single, regular patty, with condiments and vegetables", + "Fast foods, cheeseburger; single, regular patty; plain", + "Fast foods, cheeseburger; triple, regular patty; plain", + "Fast foods, cheeseburger;single, large patty; with condiments, vegetables and mayonnaise", + "Fast foods, chicken fillet sandwich, plain", + "Fast foods, chicken fillet sandwich, with cheese", + "Fast foods, chicken tenders", + "Fast foods, chicken, breaded and fried, boneless pieces, plain", + "Fast foods, chicken, breaded and fried, dark meat (drumstick or thigh)", + "Fast foods, chicken, breaded and fried, light meat (breast or wing)", + "Fast foods, chili con carne", + "Fast foods, chimichanga, with beef", + "Fast foods, chimichanga, with beef and cheese", + "Fast foods, chimichanga, with beef and red chili peppers", + "Fast foods, chimichanga, with beef, cheese, and red chili peppers", + "Fast foods, clams, breaded and fried", + "Fast foods, coleslaw", + "Fast foods, cookies, animal crackers", + "Fast foods, cookies, chocolate chip", + "Fast foods, corn on the cob with butter", + "Fast foods, crispy chicken, bacon, and tomato club sandwich, with cheese, lettuce, and mayonnaise", + "Fast foods, croissant, with egg and cheese", + "Fast foods, croissant, with egg, cheese, and bacon", + "Fast foods, croissant, with egg, cheese, and ham", + "Fast foods, croissant, with egg, cheese, and sausage", + "Fast foods, danish pastry, cheese", + "Fast foods, danish pastry, cinnamon", + "Fast foods, danish pastry, fruit", + "Fast foods, egg and cheese sandwich", + "Fast foods, egg, scrambled", + "Fast foods, enchilada, with cheese", + "Fast foods, enchilada, with cheese and beef", + "Fast foods, enchirito, with cheese, beef, and beans", + "Fast foods, english muffin, with butter", + "Fast foods, english muffin, with cheese and sausage", + "Fast foods, english muffin, with egg, cheese, and canadian bacon", + "Fast foods, english muffin, with egg, cheese, and sausage", + "Fast foods, fish sandwich, with tartar sauce", + "Fast foods, fish sandwich, with tartar sauce and cheese", + "Fast foods, french toast sticks", + "Fast foods, french toast with butter", + "Fast foods, frijoles with cheese", + "Fast foods, griddle cake sandwich, egg, cheese, and bacon", + "Fast foods, griddle cake sandwich, egg, cheese, and sausage", + "Fast foods, griddle cake sandwich, sausage", + "Fast foods, grilled chicken, bacon and tomato club sandwich, with cheese, lettuce, and mayonnaise", + "Fast foods, ham and cheese sandwich", + "Fast foods, ham, egg, and cheese sandwich", + "Fast foods, hamburger, large, single patty, with condiments", + "Fast foods, hamburger, large, triple patty, with condiments", + "Fast foods, hamburger; double, large patty; with condiments and vegetables", + "Fast foods, hamburger; double, large patty; with condiments, vegetables and mayonnaise", + "Fast foods, hamburger; double, regular patty; with condiments", + "Fast foods, hamburger; double, regular, patty; plain", + "Fast foods, hamburger; single, large patty; plain", + "Fast foods, hamburger; single, large patty; with condiments", + "Fast foods, hamburger; single, large patty; with condiments and vegetables", + "Fast foods, hamburger; single, large patty; with condiments, vegetables and mayonnaise", + "Fast foods, hamburger; single, regular patty; double decker bun with condiments and special sauce", + "Fast foods, hamburger; single, regular patty; plain", + "Fast foods, hamburger; single, regular patty; with condiments", + "Fast foods, hamburger; single, regular patty; with condiments and vegetables", + "Fast foods, hotdog, plain", + "Fast foods, hotdog, with chili", + "Fast foods, hotdog, with corn flour coating (corndog)", + "Fast foods, hush puppies", + "Fast foods, miniature cinnamon rolls", + "Fast foods, nachos, with cheese", + "Fast foods, nachos, with cheese and jalapeno peppers", + "Fast foods, nachos, with cheese, beans, ground beef, and peppers", + "Fast foods, nachos, with cinnamon and sugar", + "Fast foods, onion rings, breaded and fried", + "Fast foods, oysters, battered or breaded, and fried", + "Fast foods, pancakes with butter and syrup", + "Fast foods, potato, baked and topped with cheese sauce", + "Fast foods, potato, baked and topped with cheese sauce and bacon", + "Fast foods, potato, baked and topped with cheese sauce and broccoli", + "Fast foods, potato, baked and topped with cheese sauce and chili", + "Fast foods, potato, baked and topped with sour cream and chives", + "Fast foods, potato, french fried in vegetable oil", + "Fast foods, potato, mashed", + "Fast foods, potatoes, hashed brown", + "Fast foods, roast beef sandwich, plain", + "Fast foods, salad, vegetable, tossed, without dressing", + "Fast foods, salad, vegetable, tossed, without dressing, with cheese and egg", + "Fast foods, salad, vegetable, tossed, without dressing, with chicken", + "Fast foods, salad, vegetable, tossed, without dressing, with pasta and seafood", + "Fast foods, salad, vegetable, tossed, without dressing, with shrimp", + "Fast foods, salad, vegetables tossed, without dressing, with turkey, ham and cheese", + "Fast foods, scallops, breaded and fried", + "Fast foods, shrimp, breaded and fried", + "Fast foods, submarine sandwich, with cold cuts", + "Fast foods, submarine sandwich, with roast beef", + "Fast foods, submarine sandwich, with tuna salad", + "Fast foods, sundae, caramel", + "Fast foods, sundae, hot fudge", + "Fast foods, sundae, strawberry", + "Fast foods, taco", + "Fast foods, taco salad", + "Fast foods, taco salad with chili con carne", + "Fast foods, tostada, with beans and cheese", + "Fast foods, tostada, with beans, beef, and cheese", + "Fast foods, tostada, with beef and cheese", + "Fast foods, vanilla, light, soft-serve ice cream, with cone", + "Fat, beef tallow", + "Fat, chicken", + "Fat, duck", + "Fat, goose", + "Fat, mutton tallow", + "Fat, turkey", + "Feijoa, raw", + "Fennel, bulb, raw", + "Fiddlehead ferns, frozen, unprepared", + "Fiddlehead ferns, raw", + "Figs, canned, extra heavy syrup pack, solids and liquids", + "Figs, canned, heavy syrup pack, solids and liquids", + "Figs, canned, light syrup pack, solids and liquids", + "Figs, canned, water pack, solids and liquids", + "Figs, dried, stewed", + "Figs, dried, uncooked", + "Figs, raw", + "Fireweed, leaves, raw", + "Fireweed, young leaves, raw (Alaska Native)", + "Fish broth", + "Fish oil, cod liver", + "Fish oil, herring", + "Fish oil, menhaden", + "Fish oil, menhaden, fully hydrogenated", + "Fish oil, salmon", + "Fish oil, sardine", + "Fish sticks, meatless", + "Fish, Salmon, Chum, raw (Alaska Native)", + "Fish, anchovy, european, canned in oil, drained solids", + "Fish, anchovy, european, raw", + "Fish, bass, fresh water, mixed species, raw", + "Fish, bass, freshwater, mixed species, cooked, dry heat", + "Fish, bass, striped, cooked, dry heat", + "Fish, bass, striped, raw", + "Fish, blackfish, whole (Alaska Native)", + "Fish, bluefish, cooked, dry heat", + "Fish, bluefish, raw", + "Fish, burbot, cooked, dry heat", + "Fish, burbot, raw", + "Fish, butterfish, cooked, dry heat", + "Fish, butterfish, raw", + "Fish, carp, cooked, dry heat", + "Fish, carp, raw", + "Fish, catfish, channel, cooked, breaded and fried", + "Fish, catfish, channel, farmed, cooked, dry heat", + "Fish, catfish, channel, farmed, raw", + "Fish, catfish, channel, wild, cooked, dry heat", + "Fish, catfish, channel, wild, raw", + "Fish, caviar, black and red, granular", + "Fish, cisco, raw", + "Fish, cisco, smoked", + "Fish, cod, Atlantic, canned, solids and liquid", + "Fish, cod, Atlantic, cooked, dry heat", + "Fish, cod, Atlantic, dried and salted", + "Fish, cod, Atlantic, raw", + "Fish, cod, Pacific, cooked, dry heat", + "Fish, cod, Pacific, raw", + "Fish, croaker, Atlantic, cooked, breaded and fried", + "Fish, croaker, Atlantic, raw", + "Fish, cusk, cooked, dry heat", + "Fish, cusk, raw", + "Fish, devilfish, meat (Alaska Native)", + "Fish, dolphinfish, cooked, dry heat", + "Fish, dolphinfish, raw", + "Fish, drum, freshwater, cooked, dry heat", + "Fish, drum, freshwater, raw", + "Fish, eel, mixed species, cooked, dry heat", + "Fish, eel, mixed species, raw", + "Fish, fish portions and sticks, frozen, preheated", + "Fish, flatfish (flounder and sole species), cooked, dry heat", + "Fish, flatfish (flounder and sole species), raw", + "Fish, gefiltefish, commercial, sweet recipe", + "Fish, grouper, mixed species, cooked, dry heat", + "Fish, grouper, mixed species, raw", + "Fish, haddock, cooked, dry heat", + "Fish, haddock, raw", + "Fish, haddock, smoked", + "Fish, halibut, Atlantic and Pacific, cooked, dry heat", + "Fish, halibut, Atlantic and Pacific, raw", + "Fish, halibut, Greenland, raw", + "Fish, halibut, cooked, with skin (Alaska Native)", + "Fish, halibut, greenland, cooked, dry heat", + "Fish, halibut, raw, with skin (Alaska Native)", + "Fish, herring eggs on giant kelp, Pacific (Alaska Native)", + "Fish, herring eggs, Pacific, dry (Alaska Native)", + "Fish, herring eggs, Pacific, plain (Alaska Native)", + "Fish, herring, Atlantic, cooked, dry heat", + "Fish, herring, Atlantic, kippered", + "Fish, herring, Atlantic, pickled", + "Fish, herring, Atlantic, raw", + "Fish, herring, Pacific, cooked, dry heat", + "Fish, herring, Pacific, flesh, air-dried, packed in oil (Alaska Native)", + "Fish, herring, Pacific, raw", + "Fish, ling, cooked, dry heat", + "Fish, ling, raw", + "Fish, lingcod, cooked, dry heat", + "Fish, lingcod, liver (Alaska Native)", + "Fish, lingcod, meat, raw (Alaska Native)", + "Fish, lingcod, raw", + "Fish, mackerel, Atlantic, cooked, dry heat", + "Fish, mackerel, Atlantic, raw", + "Fish, mackerel, Pacific and jack, mixed species, cooked, dry heat", + "Fish, mackerel, Pacific and jack, mixed species, raw", + "Fish, mackerel, jack, canned, drained solids", + "Fish, mackerel, king, cooked, dry heat", + "Fish, mackerel, king, raw", + "Fish, mackerel, salted", + "Fish, mackerel, spanish, cooked, dry heat", + "Fish, mackerel, spanish, raw", + "Fish, milkfish, cooked, dry heat", + "Fish, milkfish, raw", + "Fish, monkfish, cooked, dry heat", + "Fish, monkfish, raw", + "Fish, mullet, striped, cooked, dry heat", + "Fish, mullet, striped, raw", + "Fish, ocean perch, Atlantic, cooked, dry heat", + "Fish, ocean perch, Atlantic, raw", + "Fish, perch, mixed species, cooked, dry heat", + "Fish, perch, mixed species, raw", + "Fish, pike, northern, cooked, dry heat", + "Fish, pike, northern, liver (Alaska Native)", + "Fish, pike, northern, raw", + "Fish, pike, walleye, cooked, dry heat", + "Fish, pike, walleye, raw", + "Fish, pollock, Atlantic, cooked, dry heat", + "Fish, pollock, Atlantic, raw", + "Fish, pollock, walleye, cooked, dry heat", + "Fish, pollock, walleye, raw", + "Fish, pompano, florida, cooked, dry heat", + "Fish, pompano, florida, raw", + "Fish, pout, ocean, cooked, dry heat", + "Fish, pout, ocean, raw", + "Fish, rockfish, Pacific, mixed species, cooked, dry heat", + "Fish, rockfish, Pacific, mixed species, raw", + "Fish, roe, mixed species, cooked, dry heat", + "Fish, roe, mixed species, raw", + "Fish, roughy, orange, cooked, dry heat", + "Fish, roughy, orange, raw", + "Fish, sablefish, cooked, dry heat", + "Fish, sablefish, raw", + "Fish, sablefish, smoked", + "Fish, salmon, Atlantic, farmed, cooked, dry heat", + "Fish, salmon, Atlantic, farmed, raw", + "Fish, salmon, Atlantic, wild, cooked, dry heat", + "Fish, salmon, Atlantic, wild, raw", + "Fish, salmon, chinook, cooked, dry heat", + "Fish, salmon, chinook, raw", + "Fish, salmon, chinook, smoked", + "Fish, salmon, chinook, smoked, (lox), regular", + "Fish, salmon, chum, canned, without salt, drained solids with bone", + "Fish, salmon, chum, cooked, dry heat", + "Fish, salmon, chum, drained solids with bone", + "Fish, salmon, chum, dried (Alaska Native)", + "Fish, salmon, chum, raw", + "Fish, salmon, coho (silver), raw (Alaska Native)", + "Fish, salmon, coho, farmed, cooked, dry heat", + "Fish, salmon, coho, farmed, raw", + "Fish, salmon, coho, wild, cooked, dry heat", + "Fish, salmon, coho, wild, cooked, moist heat", + "Fish, salmon, coho, wild, raw", + "Fish, salmon, king (chinook), raw (Alaska Native)", + "Fish, salmon, king, chinook, kippered, canned (Alaska Native)", + "Fish, salmon, king, chinook, liver (Alaska Native)", + "Fish, salmon, king, chinook, smoked and canned (Alaska Native)", + "Fish, salmon, king, chinook, smoked, brined (Alaska Native)", + "Fish, salmon, king, with skin, kippered, (Alaska Native)", + "Fish, salmon, pink, canned, drained solids with bone", + "Fish, salmon, pink, canned, solids with bone and liquid", + "Fish, salmon, pink, canned, without salt, solids with bone and liquid", + "Fish, salmon, pink, cooked, dry heat", + "Fish, salmon, pink, raw", + "Fish, salmon, red, (sockeye), canned, smoked (Alaska Native)", + "Fish, salmon, red, (sockeye), kippered (Alaska Native)", + "Fish, salmon, red, canned, bones removed (Alaska Native)", + "Fish, salmon, sockeye (red), raw (Alaska Native)", + "Fish, salmon, sockeye, canned, drained solids with bone", + "Fish, salmon, sockeye, canned, without salt, drained solids with bone", + "Fish, salmon, sockeye, cooked, dry heat", + "Fish, salmon, sockeye, raw", + "Fish, salmon, tipnuk, fermented (Alaska Native)", + "Fish, sardine, Atlantic, canned in oil, drained solids with bone", + "Fish, sardine, Pacific, canned in tomato sauce, drained solids with bone", + "Fish, scup, cooked, dry heat", + "Fish, scup, raw", + "Fish, sea bass, mixed species, cooked, dry heat", + "Fish, sea bass, mixed species, raw", + "Fish, seatrout, mixed species, cooked, dry heat", + "Fish, seatrout, mixed species, raw", + "Fish, shad, american, cooked, dry heat", + "Fish, shad, american, raw", + "Fish, shark, mixed species, cooked, batter-dipped and fried", + "Fish, shark, mixed species, raw", + "Fish, sheefish, raw (Alaska Native)", + "Fish, sheepshead, cooked, dry heat", + "Fish, sheepshead, raw", + "Fish, smelt, rainbow, cooked, dry heat", + "Fish, smelt, rainbow, raw", + "Fish, snapper, mixed species, cooked, dry heat", + "Fish, snapper, mixed species, raw", + "Fish, spot, cooked, dry heat", + "Fish, spot, raw", + "Fish, sturgeon, mixed species, cooked, dry heat", + "Fish, sturgeon, mixed species, raw", + "Fish, sturgeon, mixed species, smoked", + "Fish, sucker, white, cooked, dry heat", + "Fish, sucker, white, raw", + "Fish, sunfish, pumpkin seed, cooked, dry heat", + "Fish, sunfish, pumpkin seed, raw", + "Fish, surimi", + "Fish, swordfish, cooked, dry heat", + "Fish, swordfish, raw", + "Fish, tilapia, cooked, dry heat", + "Fish, tilapia, raw", + "Fish, tilefish, cooked, dry heat", + "Fish, tilefish, raw", + "Fish, trout, mixed species, cooked, dry heat", + "Fish, trout, mixed species, raw", + "Fish, trout, rainbow, farmed, cooked, dry heat", + "Fish, trout, rainbow, farmed, raw", + "Fish, trout, rainbow, wild, cooked, dry heat", + "Fish, trout, rainbow, wild, raw", + "Fish, tuna salad", + "Fish, tuna, fresh, bluefin, cooked, dry heat", + "Fish, tuna, fresh, bluefin, raw", + "Fish, tuna, fresh, skipjack, raw", + "Fish, tuna, fresh, yellowfin, raw", + "Fish, tuna, light, canned in oil, drained solids", + "Fish, tuna, light, canned in oil, without salt, drained solids", + "Fish, tuna, light, canned in water, drained solids", + "Fish, tuna, light, canned in water, without salt, drained solids", + "Fish, tuna, skipjack, fresh, cooked, dry heat", + "Fish, tuna, white, canned in oil, drained solids", + "Fish, tuna, white, canned in oil, without salt, drained solids", + "Fish, tuna, white, canned in water, drained solids", + "Fish, tuna, white, canned in water, without salt, drained solids", + "Fish, tuna, yellowfin, fresh, cooked, dry heat", + "Fish, turbot, european, cooked, dry heat", + "Fish, turbot, european, raw", + "Fish, whitefish, broad, head, eyes, cheeks and soft bones (Alaska Native)", + "Fish, whitefish, broad, liver (Alaska Native)", + "Fish, whitefish, dried (Alaska Native)", + "Fish, whitefish, eggs (Alaska Native)", + "Fish, whitefish, mixed species, cooked, dry heat", + "Fish, whitefish, mixed species, raw", + "Fish, whitefish, mixed species, raw (Alaska Native)", + "Fish, whitefish, mixed species, smoked", + "Fish, whiting, mixed species, cooked, dry heat", + "Fish, whiting, mixed species, raw", + "Fish, wolffish, Atlantic, cooked, dry heat", + "Fish, wolffish, Atlantic, raw", + "Fish, yellowtail, mixed species, cooked, dry heat", + "Fish, yellowtail, mixed species, raw", + "Flan, caramel custard, dry mix", + "Flan, caramel custard, dry mix, prepared with 2% milk", + "Flan, caramel custard, dry mix, prepared with whole milk", + "Fluid replacement, electrolyte solution (include PEDIALYTE)", + "Formulated bar, LUNA BAR, NUTZ OVER CHOCOLATE", + "Formulated bar, MARS SNACKFOOD US, COCOAVIA, Chocolate Almond Snack Bar", + "Formulated bar, MARS SNACKFOOD US, COCOAVIA, Chocolate Blueberry Snack Bar", + "Formulated bar, MARS SNACKFOOD US, SNICKERS MARATHON MULTIGRAIN CRUNCH BAR", + "Formulated bar, MARS SNACKFOOD US, SNICKERS MARATHON Protein Performance Bar, Caramel Nut Rush", + "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Chewy Chocolate Peanut Bar", + "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Double Chocolate Nut Bar", + "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Energy Bar, all flavors", + "Formulated bar, MARS SNACKFOOD US, SNICKERS Marathon Honey Nut Oat Bar", + "Formulated bar, POWER BAR, chocolate", + "Formulated bar, SLIM-FAST OPTIMA meal bar, milk chocolate peanut", + "Formulated bar, ZONE PERFECT CLASSIC CRUNCH BAR, mixed flavors", + "Formulated bar, high fiber, chewy, oats and chocolate", + "Frankfurter, beef", + "Frankfurter, beef and pork", + "Frankfurter, beef and pork, low fat", + "Frankfurter, beef, heated", + "Frankfurter, beef, low fat", + "Frankfurter, beef, pork, and turkey, fat free", + "Frankfurter, chicken", + "Frankfurter, low sodium", + "Frankfurter, meat", + "Frankfurter, meat and poultry, low fat", + "Frankfurter, meat, heated", + "Frankfurter, meatless", + "Frankfurter, pork", + "Frankfurter, turkey", + "French toast, frozen, ready-to-heat", + "French toast, prepared from recipe, made with low fat (2%) milk", + "Frijoles rojos volteados (Refried beans, red, canned)", + "Frog legs, raw", + "Frostings, chocolate, creamy, dry mix", + "Frostings, chocolate, creamy, dry mix, prepared with butter", + "Frostings, chocolate, creamy, dry mix, prepared with margarine", + "Frostings, chocolate, creamy, ready-to-eat", + "Frostings, coconut-nut, ready-to-eat", + "Frostings, cream cheese-flavor, ready-to-eat", + "Frostings, glaze, chocolate, prepared-from-recipe, with butter, NFSMI Recipe No. C-32", + "Frostings, glaze, prepared-from-recipe", + "Frostings, vanilla, creamy, dry mix", + "Frostings, vanilla, creamy, dry mix, prepared with margarine", + "Frostings, vanilla, creamy, ready-to-eat", + "Frostings, white, fluffy, dry mix", + "Frostings, white, fluffy, dry mix, prepared with water", + "Frozen novelites, juice type, juice with cream", + "Frozen novelties, Fat Free FUDGESICLE bars", + "Frozen novelties, KLONDIKE, SLIM-A-BEAR Chocolate Cone", + "Frozen novelties, KLONDIKE, SLIM-A-BEAR Chocolate Sandwich", + "Frozen novelties, KLONDIKE, SLIM-A-BEAR Fudge Bar, 98% fat free, no sugar added", + "Frozen novelties, KLONDIKE, SLIM-A-BEAR Mint Sandwich", + "Frozen novelties, KLONDIKE, SLIM-A-BEAR Vanilla Cone", + "Frozen novelties, KLONDIKE, SLIM-A-BEAR Vanilla Sandwich", + "Frozen novelties, KLONDIKE, SLIM-A-BEAR, No Sugar Added, Stickless Bar", + "Frozen novelties, No Sugar Added CREAMSICLE Pops", + "Frozen novelties, No Sugar Added, FUDGESICLE pops", + "Frozen novelties, Sugar Free, CREAMSICLE Pops", + "Frozen novelties, fruit and juice bars", + "Frozen novelties, ice cream type, chocolate or caramel covered, with nuts", + "Frozen novelties, ice cream type, sundae, prepackaged", + "Frozen novelties, ice cream type, vanilla ice cream, light, no sugar added, chocolate coated", + "Frozen novelties, ice type, fruit, no sugar added", + "Frozen novelties, ice type, italian, restaurant-prepared", + "Frozen novelties, ice type, lime", + "Frozen novelties, ice type, pineapple-coconut", + "Frozen novelties, ice type, pop", + "Frozen novelties, ice type, pop, with low calorie sweetener", + "Frozen novelties, ice type, sugar free, orange, cherry, and grape POPSICLE pops", + "Frozen novelties, juice type, POPSICLE SCRIBBLERS", + "Frozen novelties, juice type, orange", + "Frozen yogurts, chocolate", + "Frozen yogurts, chocolate, nonfat milk, sweetened without sugar", + "Frozen yogurts, chocolate, soft-serve", + "Frozen yogurts, flavors other than chocolate", + "Frozen yogurts, vanilla, soft-serve", + "Fruit butters, apple", + "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, extra heavy syrup, solids and liquids", + "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, extra light syrup, solids and liquids", + "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, heavy syrup, solids and liquids", + "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, juice pack, solids and liquids", + "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, light syrup, solids and liquids", + "Fruit cocktail, (peach and pineapple and pear and grape and cherry), canned, water pack, solids and liquids", + "Fruit cocktail, canned, heavy syrup, drained", + "Fruit punch drink, frozen concentrate", + "Fruit punch drink, frozen concentrate, prepared with water", + "Fruit punch drink, with added nutrients, canned", + "Fruit punch drink, without added nutrients, canned", + "Fruit punch juice drink, frozen concentrate", + "Fruit punch juice drink, frozen concentrate, prepared with water", + "Fruit punch-flavor drink, powder, without added sodium", + "Fruit punch-flavor drink, powder, without added sodium, prepared with water", + "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, extra heavy syrup, solids and liquids", + "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, heavy syrup, solids and liquids", + "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, juice pack, solids and liquids", + "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, light syrup, solids and liquids", + "Fruit salad, (peach and pear and apricot and pineapple and cherry), canned, water pack, solids and liquids", + "Fruit salad, (pineapple and papaya and banana and guava), tropical, canned, heavy syrup, solids and liquids", + "Fruit, mixed, (peach and cherry-sweet and -sour and raspberry and grape and boysenberry), frozen, sweetened", + "Fruit, mixed, (peach and pear and pineapple), canned, heavy syrup, solids and liquids", + "Fruit, mixed, (prune and apricot and pear), dried", + "Fruit-flavored drink mix, powder, unsweetened", + "Fruit-flavored drink, dry powdered mix, low calorie, with aspartame", + "Fruit-flavored drink, powder, with high vitamin C with other added vitamins, low calorie", + "Frybread, made with lard (Apache)", + "Frybread, made with lard (Navajo)", + "Fungi, Cloud ears, dried", + "GARDENBURGER Breaded Chik'n Veggie Patties", + "GARDENBURGER, Black Bean Chipotle Burger", + "GARDENBURGER, California Burger", + "GARDENBURGER, Flame Grilled Burger", + "GARDENBURGER, Garden Vegan", + "GARDENBURGER, Gourmet Baja Steak", + "GARDENBURGER, Gourmet Fire Dragon Steak", + "GARDENBURGER, Gourmet Hula Steak", + "GARDENBURGER, Gourmet Tuscany Steak", + "GARDENBURGER, Herb Crusted Cutlet", + "GARDENBURGER, Homestyle Classic Veggie Burger", + "GARDENBURGER, Malibu Burger made with organic whole grains, corn and carrots", + "GARDENBURGER, Original", + "GARDENBURGER, Savory Portabella Veggie Burger", + "GARDENBURGER, Sun-Dried Tomato Basil Burger", + "GARDENBURGER, Veggie Medley Burger", + "GENERAL MILLS, BETTY CROCKER SUPERMOIST Yellow Cake Mix, dry", + "GEORGE WESTON BAKERIES, Brownberry Sage and Onion Stuffing Mix, dry", + "GEORGE WESTON BAKERIES, Thomas English Muffins", + "GREEN GIANT, HARVEST BURGER, Original Flavor, All Vegetable Protein Patties, frozen", + "Game meat , bison, ground, raw", + "Game meat , bison, top sirloin, separable lean only, 1\" steak, cooked, broiled", + "Game meat, antelope, cooked, roasted", + "Game meat, antelope, raw", + "Game meat, bear, cooked, simmered", + "Game meat, bear, raw", + "Game meat, beaver, cooked, roasted", + "Game meat, beaver, raw", + "Game meat, beefalo, composite of cuts, cooked, roasted", + "Game meat, beefalo, composite of cuts, raw", + "Game meat, bison, chuck, shoulder clod, separable lean only, 3-5 lb roast, cooked, braised", + "Game meat, bison, chuck, shoulder clod, separable lean only, 3-5 lb roast, raw", + "Game meat, bison, ground, cooked, pan-broiled", + "Game meat, bison, ribeye, separable lean only, 1\" steak, cooked, broiled", + "Game meat, bison, ribeye, separable lean only, trimmed to 0\" fat, raw", + "Game meat, bison, separable lean only, cooked, roasted", + "Game meat, bison, separable lean only, raw", + "Game meat, bison, shoulder clod, separable lean only, trimmed to 0\" fat, raw", + "Game meat, bison, top round, separable lean only, 1\" steak, cooked, broiled", + "Game meat, bison, top round, separable lean only, 1\" steak, raw", + "Game meat, bison, top sirloin, separable lean only, trimmed to 0\" fat, raw", + "Game meat, boar, wild, cooked, roasted", + "Game meat, boar, wild, raw", + "Game meat, buffalo, water, cooked, roasted", + "Game meat, buffalo, water, raw", + "Game meat, caribou, cooked, roasted", + "Game meat, caribou, raw", + "Game meat, deer, cooked, roasted", + "Game meat, deer, ground, cooked, pan-broiled", + "Game meat, deer, ground, raw", + "Game meat, deer, loin, separable lean only, 1\" steak, cooked, broiled", + "Game meat, deer, raw", + "Game meat, deer, shoulder clod, separable lean only, 3-5 lb roast, cooked, braised", + "Game meat, deer, tenderloin, separable lean only, 0.5-1 lb roast, cooked, broiled", + "Game meat, deer, top round, separable lean only, 1\" steak, cooked, broiled", + "Game meat, elk, cooked, roasted", + "Game meat, elk, ground, cooked, pan-broiled", + "Game meat, elk, ground, raw", + "Game meat, elk, loin, separable lean only, cooked, broiled", + "Game meat, elk, raw", + "Game meat, elk, round, separable lean only, cooked, broiled", + "Game meat, elk, tenderloin, separable lean only, cooked, broiled", + "Game meat, goat, cooked, roasted", + "Game meat, horse, cooked, roasted", + "Game meat, horse, raw", + "Game meat, moose, cooked, roasted", + "Game meat, moose, raw", + "Game meat, muskrat, cooked, roasted", + "Game meat, muskrat, raw", + "Game meat, opossum, cooked, roasted", + "Game meat, rabbit, domesticated, composite of cuts, cooked, roasted", + "Game meat, rabbit, domesticated, composite of cuts, cooked, stewed", + "Game meat, rabbit, domesticated, composite of cuts, raw", + "Game meat, rabbit, wild, cooked, stewed", + "Game meat, rabbit, wild, raw", + "Game meat, raccoon, cooked, roasted", + "Game meat, squirrel, cooked, roasted", + "Game meat, squirrel, raw", + "Garlic, raw", + "Gelatin desserts, dry mix", + "Gelatin desserts, dry mix, prepared with water", + "Gelatin desserts, dry mix, reduced calorie, with aspartame", + "Gelatin desserts, dry mix, reduced calorie, with aspartame, added phosphorus, potassium, sodium, vitamin C", + "Gelatin desserts, dry mix, reduced calorie, with aspartame, no added sodium", + "Gelatin desserts, dry mix, reduced calorie, with aspartame, prepared with water", + "Gelatin desserts, dry mix, with added ascorbic acid, sodium-citrate and salt", + "Gelatins, dry powder, unsweetened", + "Gerber graduates Fruit Strips Real Fruit Bars", + "Ginger root, raw", + "Goat, raw", + "Goose, domesticated, meat and skin, cooked, roasted", + "Goose, domesticated, meat and skin, raw", + "Goose, domesticated, meat only, cooked, roasted", + "Goose, domesticated, meat only, raw", + "Goose, liver, raw", + "Gooseberries, canned, light syrup pack, solids and liquids", + "Gooseberries, raw", + "Gourd, dishcloth (towelgourd), cooked, boiled, drained, with salt", + "Gourd, dishcloth (towelgourd), cooked, boiled, drained, without salt", + "Gourd, dishcloth (towelgourd), raw", + "Gourd, white-flowered (calabash), cooked, boiled, drained, with salt", + "Gourd, white-flowered (calabash), cooked, boiled, drained, without salt", + "Gourd, white-flowered (calabash), raw", + "Granola bar, soft, milk chocolate coated, peanut butter", + "Grape drink, canned", + "Grape juice cocktail, frozen concentrate, diluted with 3 volume water, with added ascorbic acid", + "Grape juice cocktail, frozen concentrate, undiluted, with added ascorbic acid", + "Grape juice drink, canned", + "Grape juice, canned or bottled, unsweetened, with added ascorbic acid", + "Grape juice, canned or bottled, unsweetened, without added ascorbic acid", + "Grape leaves, canned", + "Grape leaves, raw", + "Grapefruit juice, pink, raw", + "Grapefruit juice, white, canned, sweetened", + "Grapefruit juice, white, canned, unsweetened", + "Grapefruit juice, white, frozen concentrate, unsweetened, diluted with 3 volume water", + "Grapefruit juice, white, frozen concentrate, unsweetened, undiluted", + "Grapefruit juice, white, raw", + "Grapefruit, raw, pink and red and white, all areas", + "Grapefruit, raw, pink and red, California and Arizona", + "Grapefruit, raw, pink and red, Florida", + "Grapefruit, raw, pink and red, all areas", + "Grapefruit, raw, white, California", + "Grapefruit, raw, white, Florida", + "Grapefruit, raw, white, all areas", + "Grapefruit, sections, canned, juice pack, solids and liquids", + "Grapefruit, sections, canned, light syrup pack, solids and liquids", + "Grapefruit, sections, canned, water pack, solids and liquids", + "Grapes, american type (slip skin), raw", + "Grapes, canned, thompson seedless, heavy syrup pack, solids and liquids", + "Grapes, canned, thompson seedless, water pack, solids and liquids", + "Grapes, muscadine, raw", + "Grapes, red or green (European type, such as Thompson seedless), raw", + "Gravy, HEINZ Home Style Savory Beef Gravy", + "Gravy, au jus, canned", + "Gravy, au jus, dry", + "Gravy, beef, canned, ready-to-serve", + "Gravy, brown instant, dry", + "Gravy, brown, dry", + "Gravy, chicken, canned, ready-to-serve", + "Gravy, chicken, dry", + "Gravy, instant beef, dry", + "Gravy, instant turkey, dry", + "Gravy, meat or poultry, low sodium, prepared", + "Gravy, mushroom, canned", + "Gravy, mushroom, dry, powder", + "Gravy, onion, dry, mix", + "Gravy, pork, dry, powder", + "Gravy, turkey, canned, ready-to-serve", + "Gravy, turkey, dry", + "Gravy, unspecified type, dry", + "Ground Turkey, fat free, raw", + "Ground turkey, 85% lean, 15% fat, pan-broiled crumbles", + "Ground turkey, 85% lean, 15% fat, patties, broiled", + "Ground turkey, 85% lean, 15% fat, raw", + "Ground turkey, 93% lean, 7% fat, pan-broiled crumbles", + "Ground turkey, 93% lean, 7% fat, patties, broiled", + "Ground turkey, 93% lean, 7% fat, raw", + "Ground turkey, fat free, pan-broiled crumbles", + "Ground turkey, fat free, patties, broiled", + "Groundcherries, (cape-gooseberries or poha), raw", + "Guanabana nectar, canned", + "Guava nectar, canned", + "Guava sauce, cooked", + "Guavas, common, raw", + "Guavas, strawberry, raw", + "Guinea hen, meat and skin, raw", + "Guinea hen, meat only, raw", + "HEINZ, WEIGHT WATCHER, Chocolate Eclair, frozen", + "HORMEL ALWAYS TENDER, Boneless Pork Loin, Fresh Pork", + "HORMEL ALWAYS TENDER, Center Cut Chops, Fresh Pork", + "HORMEL ALWAYS TENDER, Pork Loin Filets, Lemon Garlic-Flavored", + "HORMEL ALWAYS TENDER, Pork Tenderloin, Peppercorn-Flavored", + "HORMEL ALWAYS TENDER, Pork Tenderloin, Teriyaki-Flavored", + "HORMEL Canadian Style Bacon", + "HORMEL Pillow Pak Sliced Turkey Pepperoni", + "HORMEL SPAM, Lite Luncheon Meat, Pork and chicken, minced, canned, ascorbic acid added", + "HORMEL SPAM, Luncheon Meat, pork with ham, minced, canned", + "HORMEL WRANGLER Beef Franks", + "HORMEL, Cure 81 Ham", + "HOT POCKETS Ham 'N Cheese Stuffed Sandwich, frozen", + "HOT POCKETS, CROISSANT POCKETS Chicken, Broccoli, and Cheddar Stuffed Sandwich, frozen", + "HOT POCKETS, meatballs & mozzarella stuffed sandwich, frozen", + "Ham and cheese loaf or roll", + "Ham and cheese spread", + "Ham salad spread", + "Ham, chopped, canned", + "Ham, chopped, not canned", + "Ham, honey, smoked, cooked", + "Ham, minced", + "Ham, sliced, extra lean", + "Ham, sliced, regular (approximately 11% fat)", + "Hazelnuts, beaked (Northern Plains Indians)", + "Headcheese, pork", + "Hearts of palm, canned", + "Hominy, canned, white", + "Hominy, canned, yellow", + "Honey", + "Honey loaf, pork, beef", + "Honey roll sausage, beef", + "Horned melon (Kiwano)", + "Horseradish, prepared", + "Horseradish-tree leafy tips, raw", + "Horseradish-tree, leafy tips, cooked, boiled, drained, with salt", + "Horseradish-tree, leafy tips, cooked, boiled, drained, without salt", + "Horseradish-tree, pods, cooked, boiled, drained, with salt", + "Horseradish-tree, pods, cooked, boiled, drained, without salt", + "Horseradish-tree, pods, raw", + "Huckleberries, raw (Alaska Native)", + "Hummus, commercial", + "Hummus, home prepared", + "Hush puppies, prepared from recipe", + "Hyacinth beans, mature seeds, cooked, boiled, with salt", + "Hyacinth beans, mature seeds, cooked, boiled, without salt", + "Hyacinth beans, mature seeds, raw", + "Hyacinth-beans, immature seeds, cooked, boiled, drained, with salt", + "Hyacinth-beans, immature seeds, cooked, boiled, drained, without salt", + "Hyacinth-beans, immature seeds, raw", + "INTERSTATE BRANDS CORP, WONDER Hamburger Rolls", + "Ice cream cones, cake or wafer-type", + "Ice cream cones, sugar, rolled-type", + "Ice creams, BREYERS, 98% Fat Free Chocolate", + "Ice creams, BREYERS, 98% Fat Free Vanilla", + "Ice creams, BREYERS, All Natural Light French Chocolate", + "Ice creams, BREYERS, All Natural Light French Vanilla", + "Ice creams, BREYERS, All Natural Light Mint Chocolate Chip", + "Ice creams, BREYERS, All Natural Light Vanilla", + "Ice creams, BREYERS, All Natural Light Vanilla Chocolate Strawberry", + "Ice creams, BREYERS, No Sugar Added, Butter Pecan", + "Ice creams, BREYERS, No Sugar Added, Chocolate Caramel", + "Ice creams, BREYERS, No Sugar Added, French Vanilla", + "Ice creams, BREYERS, No Sugar Added, Vanilla", + "Ice creams, BREYERS, No Sugar Added, Vanilla Chocolate Strawberry", + "Ice creams, BREYERS, No Sugar Added, Vanilla Fudge Twirl", + "Ice creams, chocolate", + "Ice creams, chocolate, light", + "Ice creams, chocolate, light, no sugar added", + "Ice creams, chocolate, rich", + "Ice creams, french vanilla, soft-serve", + "Ice creams, regular, low carbohydrate, chocolate", + "Ice creams, regular, low carbohydrate, vanilla", + "Ice creams, strawberry", + "Ice creams, vanilla", + "Ice creams, vanilla, fat free", + "Ice creams, vanilla, light", + "Ice creams, vanilla, light, no sugar added", + "Ice creams, vanilla, light, soft-serve", + "Ice creams, vanilla, rich", + "Imitation cheese, american or cheddar, low cholesterol", + "Incaparina, dry mix (corn and soy flours), unprepared", + "Infant Formula, MEAD JOHNSON, ENFAMIL GENTLEASE LIPIL, with iron, prepared from powder", + "Infant Formula, MEAD JOHNSON, ENFAMIL, ENFACARE LIPIL, ready-to-feed, with ARA and DHA", + "Infant formula, ABBOTT NUTRITION, ALIMENTUM ADVANCE, with iron, powder, not reconstituted, with DHA and ARA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC NATURAL CARE, ADVANCE, ready-to-feed, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC NEOSURE, ready-to-feed, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ADVANCE, with iron, liquid concentrate, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ADVANCE, with iron, powder, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ADVANCE, with iron, ready-to-feed (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ALIMENTUM, ADVANCE, ready-to-feed, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ALIMENTUM, with iron, ready-to-feed (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, ADVANCE with iron, liquid concentrate (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, ADVANCE with iron, powder, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, ADVANCE with iron, ready-to-feed (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, with iron, liquid concentrate (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, with iron, powder, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, ISOMIL, with iron, ready-to-feed (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, NEOSURE, powder, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, PM 60/40, powder not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, SENSITIVE (LACTOSE FREE) ready-to-feed, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, SENSITIVE, (LACTOSE FREE), liquid concentrate, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, SENSITIVE, (LACTOSE FREE), powder, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, SPECIAL CARE, ADVANCE 24, with iron, ready-to-feed, with ARA and DHA (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, low iron, liquid concentrate, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, low iron, powder, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, low iron, ready-to-feed (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, with iron, liquid concentrate, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, with iron, powder, not reconstituted (formerly ROSS)", + "Infant formula, ABBOTT NUTRITION, SIMILAC, with iron, ready-to-feed (formerly ROSS)", + "Infant formula, MEAD JOHNSON, ENFAMIL LIPIL, with iron, ready-to-feed, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, AR LIPIL, powder, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, AR LIPIL, ready-to-feed, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, ENFACARE LIPIL, powder, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE LIPIL, with iron, powder, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, LIPIL, with iron, liquid concentrate, not reconstituted, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, ready-to-feed", + "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, with iron, liquid concentrate, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, LACTOFREE, with iron, powder, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, low iron, liquid concentrate, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, low iron, powder, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, low iron, ready to feed, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, ready-to-feed, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, with iron, liquid concentrate, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, LIPIL, with iron, powder, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN LIPIL, with iron, powder, not reconstituted, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN LIPIL, with iron, ready to feed, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, LIPIL, with iron, liquid concentrate not reconstituted, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, with iron, liquid concentrate, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, with iron, powder, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, NUTRAMIGEN, with iron, ready-to-feed", + "Infant formula, MEAD JOHNSON, ENFAMIL, PROSOBEE LIPIL, with iron, powder, not reconstituted, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, PROSOBEE, LIPIL, liquid concentrate, not reconstituted, with ARA and DHA", + "Infant formula, MEAD JOHNSON, ENFAMIL, PROSOBEE, with iron, powder, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, low iron, liquid concentrate, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, low iron, powder, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, low iron, ready-to-feed", + "Infant formula, MEAD JOHNSON, ENFAMIL, with iron, liquid concentrate, not reconstituted", + "Infant formula, MEAD JOHNSON, ENFAMIL, with iron, powder", + "Infant formula, MEAD JOHNSON, ENFAMIL, with iron, ready-to-feed", + "Infant formula, MEAD JOHNSON, NEXT STEP PROSOBEE, powder, not reconstituted", + "Infant formula, MEAD JOHNSON, NEXT STEP, PROSOBEE LIPIL, powder, with ARA and DHA", + "Infant formula, MEAD JOHNSON, NEXT STEP, PROSOBEE, LIPIL, ready to feed, with ARA and DHA", + "Infant formula, MEAD JOHNSON, PREGESTIMIL, with iron, powder, not reconstituted", + "Infant formula, MEAD JOHNSON, PREGESTIMIL, with iron, prepared from powder", + "Infant formula, MEAD JOHNSON, PROSOBEE LIPIL, with iron, ready to feed, with ARA and DHA", + "Infant formula, MEAD JOHNSON, PROSOBEE, with iron, liquid concentrate, not reconstituted", + "Infant formula, MEAD JOHNSON, PROSOBEE, with iron, ready-to-feed", + "Infant formula, MEAD JOHNSON,NEXT STEP PROSOBEE, prepared from powder", + "Infant formula, NESTLE, GOOD START 2 ESSENTIALS, with iron, liquid concentrate, not reconstituted", + "Infant formula, NESTLE, GOOD START 2 ESSENTIALS, with iron, powder", + "Infant formula, NESTLE, GOOD START 2 ESSENTIALS, with iron, ready-to-feed", + "Infant formula, NESTLE, GOOD START ESSENTIALS SOY, with iron, liquid concentrate, not reconstituted", + "Infant formula, NESTLE, GOOD START ESSENTIALS SOY, with iron, powder", + "Infant formula, NESTLE, GOOD START ESSENTIALS SOY, with iron, ready-to-feed", + "Infant formula, NESTLE, GOOD START SOY, with ARA and DHA, powder", + "Infant formula, NESTLE, GOOD START SOY, with DHA and ARA, liquid concentrate", + "Infant formula, NESTLE, GOOD START SOY, with DHA and ARA, ready-to-feed", + "Infant formula, NESTLE, GOOD START SUPREME, with iron, DHA and ARA, prepared from liquid concentrate", + "Infant formula, NESTLE, GOOD START SUPREME, with iron, DHA and ARA, ready-to-feed", + "Infant formula, NESTLE, GOOD START SUPREME, with iron, liquid concentrate, not reconstituted", + "Infant formula, NESTLE, GOOD START SUPREME, with iron, powder", + "Infant formula, NESTLE, GOOD START SUPREME, with iron, ready-to-feed", + "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, liquid concentrate, not reconstituted (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, powder (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, ready-to-feed (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, soy, liquid concentrate (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, soy, powder (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, ULTRA BRIGHT BEGINNINGS, soy, ready-to-feed (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, store brand, liquid concentrate, not reconstituted (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, store brand, powder (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, store brand, ready-to-feed (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, store brand, soy, liquid concentrate, not reconstituted (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, store brand, soy, powder (formerly WYETH-AYERST)", + "Infant formula, PBM PRODUCTS, store brand, soy, ready-to-feed (formerly WYETH-AYERST)", + "Jackfruit, canned, syrup pack", + "Jackfruit, raw", + "Jams and preserves", + "Jams and preserves, apricot", + "Jams and preserves, dietetic (with sodium saccharin), any flavor", + "Java-plum, (jambolan), raw", + "Jellies", + "Jellies, reduced sugar, home preserved", + "Jellyfish, dried, salted", + "Jerusalem-artichokes, raw", + "Jew's ear, (pepeao), raw", + "Juice, apple and grape blend, with added ascorbic acid", + "Juice, apple, grape and pear blend, with added ascorbic acid and calcium", + "Jujube, dried", + "Jujube, raw", + "Jute, potherb, cooked, boiled, drained, with salt", + "Jute, potherb, cooked, boiled, drained, without salt", + "Jute, potherb, raw", + "KASHI GOLEAN Crisp Toasted Berry Crumble", + "KEEBLER, KEEBLER Chocolate Graham SELECTS", + "KEEBLER, KEEBLER GOLDEN Vanilla Wafers, Artificially Flavored", + "KELLOGG'S Eggo Golden Oat Waffles", + "KELLOGG'S Eggo Lowfat Blueberry Nutri-Grain Waffles", + "KELLOGG'S Eggo Lowfat Homestyle Waffles", + "KELLOGG'S Eggo Lowfat Nutri-Grain Waffles", + "KELLOGG'S Pop-Tarts Pastry Swirls, Apple Cinnamon Danish", + "KELLOGG'S Pop-Tarts Pastry Swirls, Cheese Danish", + "KELLOGG'S Pop-Tarts Pastry Swirls, Strawberry Danish", + "KELLOGG, KELLOG'S NUTRI-GRAIN CEREAL BARS, Mixed Berry", + "KELLOGG, KELLOGG'S EGGO, Banana Bread Waffles", + "KELLOGG, KELLOGG'S EGGO, Buttermilk Pancake", + "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Frosted brown sugar cinnamon", + "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Frosted chocolate fudge", + "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Frosted strawberry", + "KELLOGG, KELLOGG'S LOW FAT POP TARTS, Strawberry", + "KENTUCKY FRIED CHICKEN, Biscuit, analyzed prior to January 2007", + "KENTUCKY FRIED CHICKEN, Coleslaw", + "KENTUCKY FRIED CHICKEN, Crispy Chicken Strips", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Breast, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Breast, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Drumstick, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Drumstick, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Skin and Breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Thigh, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Thigh, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Wing, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, EXTRA CRISPY, Wing, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Breast, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Breast, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Drumstick, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Drumstick, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Skin and Breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Thigh, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Thigh, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Wing, meat and skin with breading", + "KENTUCKY FRIED CHICKEN, Fried Chicken, ORIGINAL RECIPE, Wing, meat only, skin and breading removed", + "KENTUCKY FRIED CHICKEN, Popcorn Chicken", + "KENTUCKY FRIED CHICKEN, Potato Wedges, analyzed prior to January 2007", + "KRAFT BREAKSTONE'S FREE Fat Free Sour Cream", + "KRAFT BREAKSTONE'S Reduced Fat Sour Cream", + "KRAFT BREYERS LIGHT N' LIVELY Lowfat Strawberry Yogurt (1% Milkfat)", + "KRAFT BREYERS LIGHT Nonfat Strawberry Yogurt (with Aspartame and Fructose Sweeteners)", + "KRAFT BREYERS Lowfat Strawberry Yogurt (1% Milkfat)", + "KRAFT BREYERS Smooth & Creamy Lowfat Strawberry Yogurt (1% Milkfat)", + "KRAFT CHEEZ WHIZ LIGHT Pasteurized Process Cheese Product", + "KRAFT CHEEZ WHIZ Pasteurized Process Cheese Sauce", + "KRAFT FOODS, SHAKE 'N' BAKE ORIGINAL RECIPE, Coating for Pork, dry", + "KRAFT FREE Singles American Nonfat Pasteurized Process Cheese Product", + "KRAFT VELVEETA LIGHT Reduced Fat Pasteurized Process Cheese Product", + "KRAFT VELVEETA Pasteurized Process Cheese Spread", + "KRAFT, STOVE TOP Stuffing Mix Chicken Flavor", + "Kale, cooked, boiled, drained, with salt", + "Kale, cooked, boiled, drained, without salt", + "Kale, frozen, cooked, boiled, drained, with salt", + "Kale, frozen, cooked, boiled, drained, without salt", + "Kale, frozen, unprepared", + "Kale, raw", + "Kale, scotch, cooked, boiled, drained, with salt", + "Kale, scotch, cooked, boiled, drained, without salt", + "Kale, scotch, raw", + "Kamut, cooked", + "Kamut, uncooked", + "Kanpyo, (dried gourd strips)", + "Keikitos (muffins), Latino bakery item", + "Kielbasa, Polish, turkey and beef, smoked", + "Kielbasa, kolbassy, pork, beef, nonfat dry milk added", + "Kiwifruit, gold, raw", + "Kiwifruit, green, raw", + "Knackwurst, knockwurst, pork, beef", + "Kohlrabi, cooked, boiled, drained, with salt", + "Kohlrabi, cooked, boiled, drained, without salt", + "Kohlrabi, raw", + "Kumquats, raw", + "LEAN POCKETS, Ham N Cheddar", + "LITTLE CAESARS 14\" Cheese Pizza, Large Deep Dish Crust", + "LITTLE CAESARS 14\" Cheese Pizza, Thin Crust", + "LITTLE CAESARS 14\" Original Round Cheese Pizza, Regular Crust", + "LITTLE CAESARS 14\" Original Round Meat and Vegetable Pizza, Regular Crust", + "LITTLE CAESARS 14\" Original Round Pepperoni Pizza, Regular Crust", + "LITTLE CAESARS 14\" Pepperoni Pizza, Large Deep Dish Crust", + "LOMA LINDA Big Franks, canned, unprepared", + "LOMA LINDA Linketts, canned, unprepared", + "LOMA LINDA Little Links, canned, unprepared", + "LOMA LINDA Low Fat Big Franks, canned, unprepared", + "LOMA LINDA Redi-Burger, canned, unprepared", + "LOMA LINDA Swiss Stake with Gravy, canned, unprepared", + "LOMA LINDA Tender Bits, canned, unprepared", + "LOMA LINDA Tender Rounds with Gravy, canned, unprepared", + "LOMA LINDA Vege-Burger, canned, unprepared", + "LOUIS RICH, Chicken (white, oven roasted)", + "LOUIS RICH, Chicken Breast (oven roasted deluxe)", + "LOUIS RICH, Chicken Breast Classic Baked /Grill (carving board)", + "LOUIS RICH, Franks (turkey and chicken cheese)", + "LOUIS RICH, Franks (turkey and chicken)", + "LOUIS RICH, Turkey (honey roasted, fat free)", + "LOUIS RICH, Turkey Bacon", + "LOUIS RICH, Turkey Bologna", + "LOUIS RICH, Turkey Breast (Smoked, Carving Board)", + "LOUIS RICH, Turkey Breast (oven roasted, fat free)", + "LOUIS RICH, Turkey Breast (oven roasted, portion fat free)", + "LOUIS RICH, Turkey Breast (smoked, portion fat free)", + "LOUIS RICH, Turkey Breast and White Turkey (oven roasted)", + "LOUIS RICH, Turkey Breast and White Turkey (smoked sliced)", + "LOUIS RICH, Turkey Ham (10% water added)", + "LOUIS RICH, Turkey Nuggets/Sticks (breaded)", + "LOUIS RICH, Turkey Salami", + "LOUIS RICH, Turkey Salami Cotto", + "LOUIS RICH, Turkey Smoked Sausage", + "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, cooked", + "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean only, trimmed to 1/8\" fat, cooked", + "Lamb, Australian, imported, fresh, composite of trimmed retail cuts, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, foreshank, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", + "Lamb, Australian, imported, fresh, foreshank, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, foreshank, separable lean only, trimmed to 1/8\" fat, cooked, braised", + "Lamb, Australian, imported, fresh, foreshank, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean only, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, leg, center slice, bone-in, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, shank half, separable lean only, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, leg, shank half, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean only, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, leg, sirloin chops, boneless, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean only, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, leg, sirloin half, boneless, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean only, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, leg, whole (shank and sirloin), separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, loin, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, loin, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, loin, separable lean only, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, loin, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, rib, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, rib, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, rib, separable lean only, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, Australian, imported, fresh, rib, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, separable fat, cooked", + "Lamb, Australian, imported, fresh, separable fat, raw", + "Lamb, Australian, imported, fresh, shoulder ,blade, separable lean only, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", + "Lamb, Australian, imported, fresh, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, shoulder, arm, separable lean only, trimmed to 1/8\" fat, cooked, braised", + "Lamb, Australian, imported, fresh, shoulder, arm, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, Australian, imported, fresh, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, shoulder, blade, separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, cooked", + "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean only, trimmed to 1/8\" fat, cooked", + "Lamb, Australian, imported, fresh, shoulder, whole (arm and blade), separable lean only, trimmed to 1/8\" fat, raw", + "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable fat, cooked", + "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable fat, raw", + "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, cooked", + "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, raw", + "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean only, cooked", + "Lamb, New Zealand, imported, frozen, composite of trimmed retail cuts, separable lean only, raw", + "Lamb, New Zealand, imported, frozen, foreshank, separable lean and fat, cooked, braised", + "Lamb, New Zealand, imported, frozen, foreshank, separable lean and fat, raw", + "Lamb, New Zealand, imported, frozen, foreshank, separable lean only, cooked, braised", + "Lamb, New Zealand, imported, frozen, foreshank, separable lean only, raw", + "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, cooked, roasted", + "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, raw", + "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean only, cooked, roasted", + "Lamb, New Zealand, imported, frozen, leg, whole (shank and sirloin), separable lean only, raw", + "Lamb, New Zealand, imported, frozen, loin, separable lean and fat, cooked, broiled", + "Lamb, New Zealand, imported, frozen, loin, separable lean and fat, raw", + "Lamb, New Zealand, imported, frozen, loin, separable lean only, cooked, broiled", + "Lamb, New Zealand, imported, frozen, loin, separable lean only, raw", + "Lamb, New Zealand, imported, frozen, rib, separable lean and fat, cooked, roasted", + "Lamb, New Zealand, imported, frozen, rib, separable lean and fat, raw", + "Lamb, New Zealand, imported, frozen, rib, separable lean only, cooked, roasted", + "Lamb, New Zealand, imported, frozen, rib, separable lean only, raw", + "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, cooked, braised", + "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, raw", + "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean only, cooked, braised", + "Lamb, New Zealand, imported, frozen, shoulder, whole (arm and blade), separable lean only, raw", + "Lamb, domestic, composite of trimmed retail cuts, separable fat, trimmed to 1/4\" fat, choice, cooked", + "Lamb, domestic, composite of trimmed retail cuts, separable fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/4\" fat, choice, cooked", + "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, cooked", + "Lamb, domestic, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, composite of trimmed retail cuts, separable lean only, trimmed to 1/4\" fat, choice, cooked", + "Lamb, domestic, composite of trimmed retail cuts, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, cubed for stew or kabob (leg and shoulder), separable lean only, trimmed to 1/4\" fat, cooked, braised", + "Lamb, domestic, cubed for stew or kabob (leg and shoulder), separable lean only, trimmed to 1/4\" fat, cooked, broiled", + "Lamb, domestic, cubed for stew or kabob (leg and shoulder), separable lean only, trimmed to 1/4\" fat, raw", + "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, foreshank, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", + "Lamb, domestic, foreshank, separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, foreshank, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, shank half, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, leg, shank half, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, shank half, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, sirloin half, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, leg, sirloin half, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, sirloin half, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, leg, whole (shank and sirloin), separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, leg, whole (shank and sirloin), separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, loin, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, loin, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, loin, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, loin, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Lamb, domestic, loin, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Lamb, domestic, loin, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, loin, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, loin, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, loin, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, rib, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, rib, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, rib, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, rib, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Lamb, domestic, rib, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Lamb, domestic, rib, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, rib, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, rib, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, rib, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, choice, roasted", + "Lamb, domestic, shoulder, arm, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, arm, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, blade, separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, blade, separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/4\" fat, choice, raw", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, choice, raw", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, cooked, braised", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, cooked, broiled", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, cooked, roasted", + "Lamb, domestic, shoulder, whole (arm and blade), separable lean only, trimmed to 1/4\" fat, choice, raw", + "Lamb, ground, cooked, broiled", + "Lamb, ground, raw", + "Lamb, new zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, cooked", + "Lamb, new zealand, imported, frozen, composite of trimmed retail cuts, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, new zealand, imported, frozen, foreshank, separable lean and fat, trimmed to 1/8\" fat, cooked, braised", + "Lamb, new zealand, imported, frozen, foreshank, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, new zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, new zealand, imported, frozen, leg, whole (shank and sirloin), separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, new zealand, imported, frozen, loin, separable lean and fat, trimmed to 1/8\" fat, cooked, broiled", + "Lamb, new zealand, imported, frozen, loin, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, new zealand, imported, frozen, rib, separable lean and fat, trimmed to 1/8\" fat, cooked, roasted", + "Lamb, new zealand, imported, frozen, rib, separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, new zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, cooked, braised", + "Lamb, new zealand, imported, frozen, shoulder, whole (arm and blade), separable lean and fat, trimmed to 1/8\" fat, raw", + "Lamb, variety meats and by-products, brain, cooked, braised", + "Lamb, variety meats and by-products, brain, cooked, pan-fried", + "Lamb, variety meats and by-products, brain, raw", + "Lamb, variety meats and by-products, heart, cooked, braised", + "Lamb, variety meats and by-products, heart, raw", + "Lamb, variety meats and by-products, kidneys, cooked, braised", + "Lamb, variety meats and by-products, kidneys, raw", + "Lamb, variety meats and by-products, liver, cooked, braised", + "Lamb, variety meats and by-products, liver, cooked, pan-fried", + "Lamb, variety meats and by-products, liver, raw", + "Lamb, variety meats and by-products, lungs, cooked, braised", + "Lamb, variety meats and by-products, lungs, raw", + "Lamb, variety meats and by-products, mechanically separated, raw", + "Lamb, variety meats and by-products, pancreas, cooked, braised", + "Lamb, variety meats and by-products, pancreas, raw", + "Lamb, variety meats and by-products, spleen, cooked, braised", + "Lamb, variety meats and by-products, spleen, raw", + "Lamb, variety meats and by-products, tongue, cooked, braised", + "Lamb, variety meats and by-products, tongue, raw", + "Lambs quarters, cooked, boiled, drained, with salt", + "Lambsquarters, cooked, boiled, drained, without salt", + "Lambsquarters, raw", + "Lambsquarters, raw (Northern Plains Indians)", + "Lambsquarters, steamed (Northern Plains Indians)", + "Lard", + "Lasagna with meat & sauce, frozen entree", + "Lasagna with meat & sauce, low-fat, frozen entree", + "Lasagna, Cheese, frozen, prepared", + "Lasagna, Vegetable, frozen, baked", + "Lean Pockets, Meatballs & Mozzarella", + "Leavening agents, baking powder, double-acting, sodium aluminum sulfate", + "Leavening agents, baking powder, double-acting, straight phosphate", + "Leavening agents, baking powder, low-sodium", + "Leavening agents, baking soda", + "Leavening agents, cream of tartar", + "Leavening agents, yeast, baker's, active dry", + "Leavening agents, yeast, baker's, compressed", + "Lebanon bologna, beef", + "Leeks, (bulb and lower leaf-portion), cooked, boiled, drained, with salt", + "Leeks, (bulb and lower leaf-portion), cooked, boiled, drained, without salt", + "Leeks, (bulb and lower leaf-portion), raw", + "Leeks, (bulb and lower-leaf portion), freeze-dried", + "Lemon grass (citronella), raw", + "Lemon juice, canned or bottled", + "Lemon juice, frozen, unsweetened, single strength", + "Lemon juice, raw", + "Lemon peel, raw", + "Lemonade, frozen concentrate, pink", + "Lemonade, frozen concentrate, pink, prepared with water", + "Lemonade, frozen concentrate, white", + "Lemonade, frozen concentrate, white, prepared with water", + "Lemonade, low calorie, with aspartame, powder", + "Lemonade, low calorie, with aspartame, powder, prepared with water", + "Lemonade, powder", + "Lemonade, powder, prepared with water", + "Lemonade-flavor drink, powder", + "Lemonade-flavor drink, powder, prepared with water", + "Lemons, raw, without peel", + "Lentils, mature seeds, cooked, boiled, with salt", + "Lentils, mature seeds, cooked, boiled, without salt", + "Lentils, pink, raw", + "Lentils, raw", + "Lentils, sprouted, cooked, stir-fried, with salt", + "Lentils, sprouted, cooked, stir-fried, without salt", + "Lentils, sprouted, raw", + "Lettuce, butterhead (includes boston and bibb types), raw", + "Lettuce, cos or romaine, raw", + "Lettuce, green leaf, raw", + "Lettuce, iceberg (includes crisphead types), raw", + "Lettuce, red leaf, raw", + "Light Ice Cream, soft serve, blended with cookie pieces", + "Light Ice Cream, soft serve, blended with milk chocolate candies", + "Lima beans, immature seeds, canned, no salt added, solids and liquids", + "Lima beans, immature seeds, cooked, boiled, drained, with salt", + "Lima beans, immature seeds, cooked, boiled, drained, without salt", + "Lima beans, immature seeds, frozen, baby, cooked, boiled, drained, with salt", + "Lima beans, immature seeds, frozen, baby, cooked, boiled, drained, without salt", + "Lima beans, immature seeds, frozen, baby, unprepared", + "Lima beans, immature seeds, frozen, fordhook, cooked, boiled, drained, with salt", + "Lima beans, immature seeds, frozen, fordhook, cooked, boiled, drained, without salt", + "Lima beans, immature seeds, frozen, fordhook, unprepared", + "Lima beans, immature seeds, raw", + "Lima beans, large, mature seeds, canned", + "Lima beans, large, mature seeds, cooked, boiled, with salt", + "Lima beans, large, mature seeds, cooked, boiled, without salt", + "Lima beans, large, mature seeds, raw", + "Lima beans, thin seeded (baby), mature seeds, cooked, boiled, with salt", + "Lima beans, thin seeded (baby), mature seeds, cooked, boiled, without salt", + "Lima beans, thin seeded (baby), mature seeds, raw", + "Lime juice, canned or bottled, unsweetened", + "Lime juice, raw", + "Limeade, frozen concentrate", + "Limeade, frozen concentrate, prepared with water", + "Limes, raw", + "Litchis, dried", + "Litchis, raw", + "Liver cheese, pork", + "Liver sausage, liverwurst, pork", + "Liverwurst spread", + "Loganberries, frozen", + "Longans, dried", + "Longans, raw", + "Loquats, raw", + "Lotus root, cooked, boiled, drained, with salt", + "Lotus root, cooked, boiled, drained, without salt", + "Lotus root, raw", + "Luncheon meat, beef, loaved", + "Luncheon meat, beef, thin sliced", + "Luncheon meat, pork and chicken, minced, canned, includes SPAM Lite", + "Luncheon meat, pork with ham, minced, canned, includes SPAM (Hormel)", + "Luncheon meat, pork, beef", + "Luncheon meat, pork, canned", + "Luncheon meat, pork, ham, and chicken, minced, canned, reduced sodium, added ascorbic acid, includes SPAM, 25% less sodium", + "Luncheon sausage, pork and beef", + "Luncheon slices, meatless", + "Lupins, mature seeds, cooked, boiled, with salt", + "Lupins, mature seeds, cooked, boiled, without salt", + "Lupins, mature seeds, raw", + "Luxury loaf, pork", + "MARTHA WHITE FOODS, Martha White's Buttermilk Biscuit Mix,dry", + "MARTHA WHITE FOODS, Martha White's Chewy Fudge Brownie Mix,dry", + "MCKEE BAKING, LITTLE DEBBIE NUTTY BARS, Wafers with Peanut Butter, Chocolate Covered", + "MISSION FOODS, MISSION Flour Tortillas, Soft Taco, 8 inch", + "MORI-NU, Tofu, silken, extra firm", + "MORI-NU, Tofu, silken, firm", + "MORI-NU, Tofu, silken, lite extra firm", + "MORI-NU, Tofu, silken, lite firm", + "MORI-NU, Tofu, silken, soft", + "MORNINGSTAR FARMS Asian Veggie Patties, frozen, unprepared", + "MORNINGSTAR FARMS BBQ Riblets, frozen, unprepared", + "MORNINGSTAR FARMS Breakfast Pattie made with Organic Soy, frozen, unprepared", + "MORNINGSTAR FARMS California Turk'y Burger, frozen, unprepared", + "MORNINGSTAR FARMS Chik Patties, frozen, unprepared", + "MORNINGSTAR FARMS Chik'n Grill Veggie Patties, frozen, unprepared", + "MORNINGSTAR FARMS Chik'n Nuggets, frozen, unprepared", + "MORNINGSTAR FARMS Garden Veggie Patties, frozen, unprepared", + "MORNINGSTAR FARMS Grillers Burger Style Recipe Crumbles, frozen, unprepared", + "MORNINGSTAR FARMS Grillers Original, frozen, unprepared", + "MORNINGSTAR FARMS Grillers Prime, frozen, unprepared", + "MORNINGSTAR FARMS Grillers Quarter Pound Veggie Burger, frozen, unprepared", + "MORNINGSTAR FARMS Grillers Vegan, frozen, unprepared", + "MORNINGSTAR FARMS Hot and Spicy Veggie Sausage Patties, frozen, unprepared", + "MORNINGSTAR FARMS Italian Herb Chik Patties, frozen, unprepared", + "MORNINGSTAR FARMS Lasagna with Veggie Sausage, frozen, unpreapred", + "MORNINGSTAR FARMS Maple Flavored Veggie Sausage Patties, frozen, unprepared", + "MORNINGSTAR FARMS Meal Starters Chik'n Strips, frozen, unprepared", + "MORNINGSTAR FARMS MeatFree Buffalo Wings, frozen, unprepared", + "MORNINGSTAR FARMS Mushroom Lover's Burger, frozen, unprepared", + "MORNINGSTAR FARMS Original Chik'n Tenders, frozen, unprepared", + "MORNINGSTAR FARMS Sausage Style Recipe Crumbles, frozen, unprepared", + "MORNINGSTAR FARMS Spicy Black Bean Burger, frozen, unprepared", + "MORNINGSTAR FARMS Tomato & Basil Pizza Burger, frozen, unprepared", + "MORNINGSTAR FARMS Veggie Breakfast Bacon Strips, frozen, unprepared", + "MORNINGSTAR FARMS Veggie Breakfast Sausage Links, frozen, unprepared", + "MORNINGSTAR FARMS Veggie Breakfast Sausage Patties, frozen, unprepared", + "MORNINGSTAR FARMS Veggie Italian Style Sausage, frozen, unprepared", + "MORNINGSTAR FARMS Veggie Sweet and Sour Chik'n, frozen, unprepared", + "Macaroni and Cheese, canned entree", + "Macaroni and Cheese, canned, microwaveable", + "Macaroni and cheese dinner with dry sauce mix, boxed, prepared with 2% milk and 60% vegetable oil spread", + "Macaroni and cheese dinner with dry sauce mix, boxed, uncooked", + "Macaroni and cheese loaf, chicken, pork and beef", + "Macaroni, cooked, enriched", + "Macaroni, cooked, unenriched", + "Macaroni, dry, enriched", + "Macaroni, dry, unenriched", + "Macaroni, protein-fortified, cooked, enriched, (n x 5.70)", + "Macaroni, protein-fortified, cooked, enriched, (n x 6.25)", + "Macaroni, protein-fortified, dry, enriched, (n x 5.70)", + "Macaroni, protein-fortified, dry, enriched, (n x 6.25)", + "Macaroni, vegetable, cooked, enriched", + "Macaroni, vegetable, dry, enriched", + "Macaroni, whole-wheat, cooked", + "Macaroni, whole-wheat, dry", + "Malabar spinach, cooked", + "Malt beverage", + "Malted drink mix, chocolate, powder", + "Malted drink mix, chocolate, powder, prepared with whole milk", + "Malted drink mix, chocolate, with added nutrients, powder", + "Malted drink mix, chocolate, with added nutrients, powder, prepared with whole milk", + "Malted drink mix, natural, powder", + "Malted drink mix, natural, powder, prepared with whole milk", + "Malted drink mix, natural, with added nutrients, powder", + "Malted drink mix, natural, with added nutrients, powder, prepared with whole milk", + "Mammy-apple, (mamey), raw", + "Mango nectar, canned", + "Mangos, raw", + "Mangosteen, canned, syrup pack", + "Maraschino cherries, canned, drained", + "Margarine Spread, approximately 48% fat, tub", + "Margarine, 80% fat, stick, includes regular and hydrogenated corn and soybean oils", + "Margarine, 80% fat, tub, CANOLA HARVEST Soft Spread (canola, palm and palm kernel oils)", + "Margarine, industrial, non-dairy, cottonseed, soy oil (partially hydrogenated ), for flaky pastries", + "Margarine, industrial, soy and partially hydrogenated soy oil, use for baking, sauces and candy", + "Margarine, margarine-like vegetable oil spread, 67-70% fat, tub", + "Margarine, margarine-type vegetable oil spread, 70% fat, soybean and partially hydrogenated soybean, stick", + "Margarine, regular, 80% fat, composite, stick, with salt", + "Margarine, regular, 80% fat, composite, stick, with salt, with added vitamin D", + "Margarine, regular, 80% fat, composite, stick, without salt", + "Margarine, regular, 80% fat, composite, stick, without salt, with added vitamin D", + "Margarine, regular, 80% fat, composite, tub, with salt", + "Margarine, regular, 80% fat, composite, tub, with salt, with added vitamin D", + "Margarine, regular, 80% fat, composite, tub, without salt", + "Margarine, regular, hard, soybean (hydrogenated)", + "Margarine-like shortening, industrial, soy (partially hydrogenated), cottonseed, and soy, principal use flaky pastries", + "Margarine-like spread with yogurt, 70% fat, stick, with salt", + "Margarine-like spread with yogurt, approximately 40% fat, tub, with salt", + "Margarine-like spread, BENECOL Light Spread", + "Margarine-like spread, SMART BALANCE Light Buttery Spread", + "Margarine-like spread, SMART BALANCE Omega Plus Spread (with plant sterols & fish oil)", + "Margarine-like spread, SMART BALANCE Regular Buttery Spread with flax oil", + "Margarine-like spread, SMART BEAT Smart Squeeze", + "Margarine-like spread, SMART BEAT Super Light without saturated fat", + "Margarine-like vegetable-oil spread, stick/tub/bottle, 60% fat, with added vitamin D", + "Margarine-like, butter-margarine blend, 80% fat, stick, without salt", + "Margarine-like, margarine-butter blend, soybean oil and butter", + "Margarine-like, vegetable oil spread, 20% fat, with salt", + "Margarine-like, vegetable oil spread, 20% fat, without salt", + "Margarine-like, vegetable oil spread, 60% fat, stick, with salt", + "Margarine-like, vegetable oil spread, 60% fat, stick, with salt, with added vitamin D", + "Margarine-like, vegetable oil spread, 60% fat, stick/tub/bottle, with salt", + "Margarine-like, vegetable oil spread, 60% fat, stick/tub/bottle, without salt", + "Margarine-like, vegetable oil spread, 60% fat, stick/tub/bottle, without salt, with added vitamin D", + "Margarine-like, vegetable oil spread, 60% fat, tub, with salt", + "Margarine-like, vegetable oil spread, 60% fat, tub, with salt, with added vitamin D", + "Margarine-like, vegetable oil spread, approximately 37% fat, unspecified oils, with salt, with added vitamin D", + "Margarine-like, vegetable oil spread, fat free, liquid, with salt", + "Margarine-like, vegetable oil spread, fat-free, tub", + "Margarine-like, vegetable oil spread, stick or tub, sweetened", + "Margarine-like, vegetable oil spread, unspecified oils, approximately 37% fat, with salt", + "Margarine-like, vegetable oil-butter spread, reduced calorie, tub, with salt", + "Margarine-like, vegetable oil-butter spread, tub, with salt", + "Marmalade, orange", + "Mashu roots, raw (Alaska Native)", + "Mayonnaise dressing, no cholesterol", + "Mayonnaise, low sodium, low calorie or diet", + "Mayonnaise, made with tofu", + "Mayonnaise, reduced-calorie or diet, cholesterol-free", + "McDONALD'S Bacon Ranch Salad with Crispy Chicken", + "McDONALD'S, Apple Dippers", + "McDONALD'S, Apple Dippers with Low Fat Caramel Sauce", + "McDONALD'S, BIG 'N TASTY", + "McDONALD'S, BIG 'N TASTY (without mayonnaise)", + "McDONALD'S, BIG 'N TASTY with Cheese", + "McDONALD'S, BIG 'N TASTY with Cheese (without mayonnaise)", + "McDONALD'S, BIG BREAKFAST", + "McDONALD'S, BIG MAC", + "McDONALD'S, BIG MAC (without Big Mac Sauce)", + "McDONALD'S, Bacon Egg & Cheese Biscuit", + "McDONALD'S, Bacon Ranch Salad with Grilled Chicken", + "McDONALD'S, Bacon Ranch Salad without chicken", + "McDONALD'S, Bacon, Egg & Cheese McGRIDDLES", + "McDONALD'S, Baked Apple Pie", + "McDONALD'S, Barbeque Sauce", + "McDONALD'S, Biscuit, large size", + "McDONALD'S, Biscuit, regular size", + "McDONALD'S, Caesar Salad with Crispy Chicken", + "McDONALD'S, Caesar Salad with Grilled Chicken", + "McDONALD'S, Caesar Salad without chicken", + "McDONALD'S, Cheeseburger", + "McDONALD'S, Chicken McNUGGETS", + "McDONALD'S, Chicken SELECTS Premium Breast Strips", + "McDONALD'S, Chocolate TRIPLE THICK Shake", + "McDONALD'S, Creamy Ranch Sauce", + "McDONALD'S, DOUBLE QUARTER POUNDER with Cheese", + "McDONALD'S, Deluxe Breakfast, with syrup and margarine", + "McDONALD'S, Deluxe Warm Cinnamon Roll", + "McDONALD'S, Double Cheeseburger", + "McDONALD'S, Egg McMUFFIN", + "McDONALD'S, English Muffin", + "McDONALD'S, FILET-O-FISH", + "McDONALD'S, FILET-O-FISH (without tartar sauce)", + "McDONALD'S, French Fries", + "McDONALD'S, Fruit & Walnut Salad", + "McDONALD'S, Fruit 'n Yogurt Parfait", + "McDONALD'S, Fruit 'n Yogurt Parfait (without granola)", + "McDONALD'S, Hamburger", + "McDONALD'S, Hash Browns", + "McDONALD'S, Honey", + "McDONALD'S, Hot Caramel Sundae", + "McDONALD'S, Hot Fudge Sundae", + "McDONALD'S, Hot Mustard Sauce", + "McDONALD'S, Hotcakes (plain)", + "McDONALD'S, Hotcakes (with 2 pats margarine & syrup)", + "McDONALD'S, Hotcakes and Sausage", + "McDONALD'S, Low Fat Caramel Sauce", + "McDONALD'S, McCHICKEN Sandwich (without mayonnaise)", + "McDONALD'S, McDONALDLAND Chocolate Chip Cookies", + "McDONALD'S, McDONALDLAND Cookies", + "McDONALD'S, McFLURRY with M&M'S CANDIES", + "McDONALD'S, McFLURRY with OREO cookies", + "McDONALD'S, NEWMAN'S OWN Cobb Dressing", + "McDONALD'S, NEWMAN'S OWN Creamy Caesar Dressing", + "McDONALD'S, NEWMAN'S OWN Low Fat Balsamic Vinaigrette", + "McDONALD'S, NEWMAN'S OWN Ranch Dressing", + "McDONALD'S, Peanuts (for Sundaes)", + "McDONALD'S, Premium Crispy Chicken Classic Sandwich", + "McDONALD'S, Premium Crispy Chicken Club Sandwich", + "McDONALD'S, Premium Crispy Chicken Ranch BLT Sandwich", + "McDONALD'S, Premium Grilled Chicken Classic Sandwich", + "McDONALD'S, Premium Grilled Chicken Club Sandwich", + "McDONALD'S, Premium Grilled Chicken Ranch BLT Sandwich", + "McDONALD'S, QUARTER POUNDER", + "McDONALD'S, QUARTER POUNDER with Cheese", + "McDONALD'S, Sausage Biscuit", + "McDONALD'S, Sausage Biscuit with Egg", + "McDONALD'S, Sausage Burrito", + "McDONALD'S, Sausage McGRIDDLES", + "McDONALD'S, Sausage McMUFFIN", + "McDONALD'S, Sausage McMuffin with Egg", + "McDONALD'S, Sausage Patty", + "McDONALD'S, Sausage, Egg & Cheese McGRIDDLES", + "McDONALD'S, Scrambled Eggs", + "McDONALD'S, Side Salad", + "McDONALD'S, Spicy Buffalo Sauce", + "McDONALD'S, Strawberry Sundae", + "McDONALD'S, Strawberry TRIPLE THICK Shake", + "McDONALD'S, Sweet 'N Sour Sauce", + "McDONALD'S, Tangy Honey Mustard Sauce", + "McDONALD'S, Vanilla Reduced Fat Ice Cream Cone", + "McDONALD'S, Vanilla TRIPLE THICK Shake", + "McDONALD'S, Warm Cinnamon Roll", + "Meal supplement drink, NESTLE, SUPLIGEN, canned, peanut flavor", + "Meat drippings (lard, beef tallow, mutton tallow)", + "Meat extender", + "Meatballs, meatless", + "Melon balls, frozen", + "Melon, banana (Navajo)", + "Melons, cantaloupe, raw", + "Melons, casaba, raw", + "Melons, honeydew, raw", + "Milk and cereal bar", + "Milk dessert, frozen, milk-fat free, chocolate", + "Milk shakes, thick chocolate", + "Milk shakes, thick vanilla", + "Milk substitutes, fluid, with lauric acid oil", + "Milk, buttermilk, dried", + "Milk, buttermilk, fluid, cultured, lowfat", + "Milk, buttermilk, fluid, cultured, reduced fat", + "Milk, canned, condensed, sweetened", + "Milk, canned, evaporated, nonfat, with added vitamin A and vitamin D", + "Milk, canned, evaporated, with added vitamin A", + "Milk, canned, evaporated, with added vitamin D and without added vitamin A", + "Milk, canned, evaporated, without added vitamin A and vitamin D", + "Milk, chocolate beverage, hot cocoa, homemade", + "Milk, chocolate, fluid, commercial, lowfat, with added vitamin A and vitamin D", + "Milk, chocolate, fluid, commercial, reduced fat, with added calcium", + "Milk, chocolate, fluid, commercial, reduced fat, with added vitamin A and vitamin D", + "Milk, chocolate, fluid, commercial, whole, with added vitamin A and vitamin D", + "Milk, dry, nonfat, calcium reduced", + "Milk, dry, nonfat, instant, with added vitamin A and vitamin D", + "Milk, dry, nonfat, instant, without added vitamin A and vitamin D", + "Milk, dry, nonfat, regular, with added vitamin A and vitamin D", + "Milk, dry, nonfat, regular, without added vitamin A and vitamin D", + "Milk, dry, whole, with added vitamin D", + "Milk, dry, whole, without added vitamin D", + "Milk, filled, fluid, with blend of hydrogenated vegetable oils", + "Milk, filled, fluid, with lauric acid oil", + "Milk, fluid, 1% fat, without added vitamin A and vitamin D", + "Milk, fluid, nonfat, calcium fortified (fat free or skim)", + "Milk, goat, fluid, with added vitamin D", + "Milk, human, mature, fluid", + "Milk, imitation, non-soy", + "Milk, indian buffalo, fluid", + "Milk, low sodium, fluid", + "Milk, lowfat, fluid, 1% milkfat, protein fortified, with added vitamin A and vitamin D", + "Milk, lowfat, fluid, 1% milkfat, with added nonfat milk solids, vitamin A and vitamin D", + "Milk, lowfat, fluid, 1% milkfat, with added vitamin A and vitamin D", + "Milk, nonfat, fluid, protein fortified, with added vitamin A and vitamin D (fat free and skim)", + "Milk, nonfat, fluid, with added nonfat milk solids, vitamin A and vitamin D (fat free or skim)", + "Milk, nonfat, fluid, with added vitamin A and vitamin D (fat free or skim)", + "Milk, nonfat, fluid, without added vitamin A and vitamin D (fat free or skim)", + "Milk, producer, fluid, 3.7% milkfat", + "Milk, reduced fat, fluid, 2% milkfat, protein fortified, with added vitamin A and vitamin D", + "Milk, reduced fat, fluid, 2% milkfat, with added nonfat milk solids and vitamin A and vitamin D", + "Milk, reduced fat, fluid, 2% milkfat, with added nonfat milk solids, without added vitamin A", + "Milk, reduced fat, fluid, 2% milkfat, with added vitamin A and vitamin D", + "Milk, reduced fat, fluid, 2% milkfat, without added vitamin A and vitamin D", + "Milk, sheep, fluid", + "Milk, whole, 3.25% milkfat, with added vitamin D", + "Milk, whole, 3.25% milkfat, without added vitamin A and vitamin D", + "Millet flour", + "Millet, cooked", + "Millet, puffed", + "Millet, raw", + "Miso", + "Mixed vegetable and fruit juice drink, with added nutrients", + "Molasses", + "Mollusks, abalone, mixed species, cooked, fried", + "Mollusks, abalone, mixed species, raw", + "Mollusks, clam, mixed species, canned, drained solids", + "Mollusks, clam, mixed species, canned, liquid", + "Mollusks, clam, mixed species, cooked, breaded and fried", + "Mollusks, clam, mixed species, cooked, moist heat", + "Mollusks, clam, mixed species, raw", + "Mollusks, conch, baked or broiled", + "Mollusks, cuttlefish, mixed species, cooked, moist heat", + "Mollusks, cuttlefish, mixed species, raw", + "Mollusks, mussel, blue, cooked, moist heat", + "Mollusks, mussel, blue, raw", + "Mollusks, octopus, common, cooked, moist heat", + "Mollusks, octopus, common, raw", + "Mollusks, oyster, Pacific, cooked, moist heat", + "Mollusks, oyster, Pacific, raw", + "Mollusks, oyster, eastern, canned", + "Mollusks, oyster, eastern, cooked, breaded and fried", + "Mollusks, oyster, eastern, farmed, cooked, dry heat", + "Mollusks, oyster, eastern, farmed, raw", + "Mollusks, oyster, eastern, wild, cooked, dry heat", + "Mollusks, oyster, eastern, wild, cooked, moist heat", + "Mollusks, oyster, eastern, wild, raw", + "Mollusks, scallop, (bay and sea), cooked, steamed", + "Mollusks, scallop, mixed species, cooked, breaded and fried", + "Mollusks, scallop, mixed species, imitation, made from surimi", + "Mollusks, scallop, mixed species, raw", + "Mollusks, snail, raw", + "Mollusks, squid, mixed species, cooked, fried", + "Mollusks, squid, mixed species, raw", + "Mollusks, whelk, unspecified, cooked, moist heat", + "Mollusks, whelk, unspecified, raw", + "Moose, liver, braised (Alaska Native)", + "Moose, meat, raw (Alaska Native)", + "Mortadella, beef, pork", + "Mothbeans, mature seeds, cooked, boiled, with salt", + "Mothbeans, mature seeds, cooked, boiled, without salt", + "Mothbeans, mature seeds, raw", + "Mother's loaf, pork", + "Mountain yam, hawaii, cooked, steamed, with salt", + "Mountain yam, hawaii, cooked, steamed, without salt", + "Mountain yam, hawaii, raw", + "Mouse nuts, roots (Alaska Native)", + "Mouse nuts, seedlings (Alaska Native)", + "Muffin, blueberry, commercially prepared, low-fat", + "Muffins, blueberry, commercially prepared (Includes mini-muffins)", + "Muffins, blueberry, dry mix", + "Muffins, blueberry, prepared from recipe, made with low fat (2%) milk", + "Muffins, blueberry, toaster-type", + "Muffins, blueberry, toaster-type, toasted", + "Muffins, corn, commercially prepared", + "Muffins, corn, dry mix, prepared", + "Muffins, corn, prepared from recipe, made with low fat (2%) milk", + "Muffins, corn, toaster-type", + "Muffins, oat bran", + "Muffins, plain, prepared from recipe, made with low fat (2%) milk", + "Muffins, wheat bran, dry mix", + "Muffins, wheat bran, toaster-type with raisins", + "Muffins, wheat bran, toaster-type with raisins, toasted", + "Mulberries, raw", + "Mung beans, mature seeds, cooked, boiled, with salt", + "Mung beans, mature seeds, cooked, boiled, without salt", + "Mung beans, mature seeds, raw", + "Mung beans, mature seeds, sprouted, cooked, boiled, drained, with salt", + "Mung beans, mature seeds, sprouted, cooked, boiled, drained, without salt", + "Mung beans, mature seeds, sprouted, cooked, stir-fried", + "Mung beans, mature seeds, sprouted, raw", + "Mungo beans, mature seeds, cooked, boiled, with salt", + "Mungo beans, mature seeds, cooked, boiled, without salt", + "Mungo beans, mature seeds, raw", + "Mush, blue corn with ash (Navajo)", + "Mushrooms, Chanterelle, raw", + "Mushrooms, brown, Italian, or Crimini, raw", + "Mushrooms, canned, drained solids", + "Mushrooms, enoki, raw", + "Mushrooms, maitake, raw", + "Mushrooms, morel, raw", + "Mushrooms, oyster, raw", + "Mushrooms, portabella, exposed to ultraviolet light, grilled", + "Mushrooms, portabella, exposed to ultraviolet light, raw", + "Mushrooms, portabella, grilled", + "Mushrooms, portabella, raw", + "Mushrooms, shiitake, cooked, with salt", + "Mushrooms, shiitake, cooked, without salt", + "Mushrooms, shiitake, dried", + "Mushrooms, shiitake, raw", + "Mushrooms, shiitake, stir-fried", + "Mushrooms, straw, canned, drained solids", + "Mushrooms, white, cooked, boiled, drained, with salt", + "Mushrooms, white, cooked, boiled, drained, without salt", + "Mushrooms, white, microwaved", + "Mushrooms, white, raw", + "Mushrooms, white, stir-fried", + "Mustard greens, cooked, boiled, drained, with salt", + "Mustard greens, cooked, boiled, drained, without salt", + "Mustard greens, frozen, cooked, boiled, drained, with salt", + "Mustard greens, frozen, cooked, boiled, drained, without salt", + "Mustard greens, frozen, unprepared", + "Mustard greens, raw", + "Mustard spinach, (tendergreen), cooked, boiled, drained, with salt", + "Mustard spinach, (tendergreen), cooked, boiled, drained, without salt", + "Mustard spinach, (tendergreen), raw", + "Mustard, prepared, yellow", + "Mutton, cooked, roasted (Navajo)", + "NABISCO, NABISCO GRAHAMS Crackers", + "NABISCO, NABISCO OREO CRUNCHIES, Cookie Crumb Topping", + "NABISCO, NABISCO RITZ Crackers", + "NABISCO, NABISCO SNACKWELL'S Fat Free Devil's Food Cookie Cakes", + "Nance, canned, syrup, drained", + "Nance, frozen, unsweetened", + "Naranjilla (lulo) pulp, frozen, unsweetened", + "Natto", + "Nectarines, raw", + "New Zealand spinach, cooked, boiled, drained, without salt", + "New Zealand spinach, raw", + "New england brand sausage, pork, beef", + "New zealand spinach, cooked, boiled, drained, with salt", + "Noodles, chinese, cellophane or long rice (mung beans), dehydrated", + "Noodles, chinese, chow mein", + "Noodles, egg, cooked, enriched", + "Noodles, egg, cooked, enriched, with added salt", + "Noodles, egg, cooked, unenriched, with added salt", + "Noodles, egg, cooked, unenriched, without added salt", + "Noodles, egg, dry, enriched", + "Noodles, egg, dry, unenriched", + "Noodles, egg, spinach, cooked, enriched", + "Noodles, egg, spinach, dry, enriched", + "Noodles, flat, crunchy, Chinese restaurant", + "Noodles, japanese, soba, cooked", + "Noodles, japanese, soba, dry", + "Noodles, japanese, somen, cooked", + "Noodles, japanese, somen, dry", + "Nopales, cooked, without salt", + "Nopales, raw", + "Nuts, acorn flour, full fat", + "Nuts, acorns, dried", + "Nuts, acorns, raw", + "Nuts, almond butter, plain, with salt added", + "Nuts, almond butter, plain, without salt added", + "Nuts, almond paste", + "Nuts, almonds", + "Nuts, almonds, blanched", + "Nuts, almonds, dry roasted, with salt added", + "Nuts, almonds, dry roasted, without salt added", + "Nuts, almonds, honey roasted, unblanched", + "Nuts, almonds, oil roasted, with salt added", + "Nuts, almonds, oil roasted, without salt added", + "Nuts, beechnuts, dried", + "Nuts, brazilnuts, dried, unblanched", + "Nuts, butternuts, dried", + "Nuts, cashew butter, plain, with salt added", + "Nuts, cashew butter, plain, without salt added", + "Nuts, cashew nuts, dry roasted, with salt added", + "Nuts, cashew nuts, dry roasted, without salt added", + "Nuts, cashew nuts, oil roasted, with salt added", + "Nuts, cashew nuts, oil roasted, without salt added", + "Nuts, cashew nuts, raw", + "Nuts, chestnuts, chinese, boiled and steamed", + "Nuts, chestnuts, chinese, dried", + "Nuts, chestnuts, chinese, raw", + "Nuts, chestnuts, chinese, roasted", + "Nuts, chestnuts, european, boiled and steamed", + "Nuts, chestnuts, european, dried, peeled", + "Nuts, chestnuts, european, dried, unpeeled", + "Nuts, chestnuts, european, raw, peeled", + "Nuts, chestnuts, european, raw, unpeeled", + "Nuts, chestnuts, european, roasted", + "Nuts, chestnuts, japanese, boiled and steamed", + "Nuts, chestnuts, japanese, dried", + "Nuts, chestnuts, japanese, raw", + "Nuts, chestnuts, japanese, roasted", + "Nuts, coconut cream, canned, sweetened", + "Nuts, coconut cream, raw (liquid expressed from grated meat)", + "Nuts, coconut meat, dried (desiccated), creamed", + "Nuts, coconut meat, dried (desiccated), not sweetened", + "Nuts, coconut meat, dried (desiccated), sweetened, flaked, canned", + "Nuts, coconut meat, dried (desiccated), sweetened, flaked, packaged", + "Nuts, coconut meat, dried (desiccated), sweetened, shredded", + "Nuts, coconut meat, dried (desiccated), toasted", + "Nuts, coconut meat, raw", + "Nuts, coconut milk, canned (liquid expressed from grated meat and water)", + "Nuts, coconut milk, frozen (liquid expressed from grated meat and water)", + "Nuts, coconut milk, raw (liquid expressed from grated meat and water)", + "Nuts, coconut water (liquid from coconuts)", + "Nuts, formulated, wheat-based, all flavors except macadamia, without salt", + "Nuts, formulated, wheat-based, flavored, macadamia flavored, without salt", + "Nuts, formulated, wheat-based, unflavored, with salt added", + "Nuts, ginkgo nuts, canned", + "Nuts, ginkgo nuts, dried", + "Nuts, ginkgo nuts, raw", + "Nuts, hazelnuts or filberts", + "Nuts, hazelnuts or filberts, blanched", + "Nuts, hazelnuts or filberts, dry roasted, without salt added", + "Nuts, hickorynuts, dried", + "Nuts, macadamia nuts, dry roasted, with salt added", + "Nuts, macadamia nuts, dry roasted, without salt added", + "Nuts, macadamia nuts, raw", + "Nuts, mixed nuts, dry roasted, with peanuts, with salt added", + "Nuts, mixed nuts, dry roasted, with peanuts, without salt added", + "Nuts, mixed nuts, oil roasted, with peanuts, without salt added", + "Nuts, mixed nuts, oil roasted, without peanuts, without salt added", + "Nuts, mixed nuts, with peanuts, oil roasted, with salt added", + "Nuts, mixed nuts, without peanuts, oil roasted, with salt added", + "Nuts, pecans", + "Nuts, pecans, dry roasted, with salt added", + "Nuts, pecans, dry roasted, without salt added", + "Nuts, pecans, oil roasted, with salt added", + "Nuts, pecans, oil roasted, without salt added", + "Nuts, pilinuts, dried", + "Nuts, pine nuts, dried", + "Nuts, pine nuts, pinyon, dried", + "Nuts, pistachio nuts, dry roasted, with salt added", + "Nuts, pistachio nuts, dry roasted, without salt added", + "Nuts, pistachio nuts, raw", + "Nuts, walnuts, black, dried", + "Nuts, walnuts, english", + "OSCAR MAYER, Bologna (beef light)", + "OSCAR MAYER, Bologna (beef)", + "OSCAR MAYER, Bologna (chicken, pork, beef)", + "OSCAR MAYER, Bologna (fat free)", + "OSCAR MAYER, Bologna Light (pork, chicken, beef)", + "OSCAR MAYER, Braunschweiger Liver Sausage (saren tube)", + "OSCAR MAYER, Braunschweiger Liver Sausage (sliced)", + "OSCAR MAYER, Chicken Breast (honey glazed)", + "OSCAR MAYER, Chicken Breast (oven roasted, fat free)", + "OSCAR MAYER, Ham (40% ham/water product, smoked, fat free)", + "OSCAR MAYER, Ham (chopped with natural juice)", + "OSCAR MAYER, Ham (water added, baked cooked 96% fat free)", + "OSCAR MAYER, Ham (water added, boiled)", + "OSCAR MAYER, Ham (water added, honey)", + "OSCAR MAYER, Ham (water added, smoked, cooked)", + "OSCAR MAYER, Ham and Cheese Loaf", + "OSCAR MAYER, Head Cheese", + "OSCAR MAYER, Liver Cheese, pork fat wrapped", + "OSCAR MAYER, Luncheon Loaf (spiced)", + "OSCAR MAYER, Old Fashioned Loaf", + "OSCAR MAYER, Olive Loaf (chicken, pork, turkey)", + "OSCAR MAYER, Pickle Pimiento Loaf (with chicken)", + "OSCAR MAYER, Pork Sausage Links (cooked)", + "OSCAR MAYER, Salami (Genoa)", + "OSCAR MAYER, Salami (for beer)", + "OSCAR MAYER, Salami (hard)", + "OSCAR MAYER, Salami Beef Cotto", + "OSCAR MAYER, Salami Cotto (beef, pork, chicken)", + "OSCAR MAYER, Sandwich Spread (pork, chicken, beef)", + "OSCAR MAYER, Smokie Links Sausage", + "OSCAR MAYER, Smokies (beef)", + "OSCAR MAYER, Smokies (cheese)", + "OSCAR MAYER, Smokies Sausage Little (pork, turkey)", + "OSCAR MAYER, Smokies Sausage Little Cheese (pork, turkey)", + "OSCAR MAYER, Summer Sausage Beef Thuringer Cervelat", + "OSCAR MAYER, Summer Sausage Thuringer Cervalat", + "OSCAR MAYER, Turkey Breast (smoked, fat free)", + "OSCAR MAYER, Wieners (beef franks)", + "OSCAR MAYER, Wieners (beef franks, bun length)", + "OSCAR MAYER, Wieners (beef franks, fat free)", + "OSCAR MAYER, Wieners (beef franks, light)", + "OSCAR MAYER, Wieners (cheese hot dogs with turkey)", + "OSCAR MAYER, Wieners (fat free hot dogs)", + "OSCAR MAYER, Wieners (light pork, turkey, beef)", + "OSCAR MAYER, Wieners (pork, turkey)", + "OSCAR MAYER, Wieners Little (pork, turkey)", + "OSCAR MAYER. Bologna (Wisconsin made ring)", + "Oat bran, cooked", + "Oat bran, raw", + "Oat flour, partially debranned", + "Oats", + "Octopus (Alaska Native)", + "Oheloberries, raw", + "Oil, PAM cooking spray, original", + "Oil, almond", + "Oil, apricot kernel", + "Oil, avocado", + "Oil, babassu", + "Oil, bearded seal (Oogruk) (Alaska Native)", + "Oil, beluga, whale (Alaska Native)", + "Oil, canola", + "Oil, cocoa butter", + "Oil, coconut", + "Oil, cooking and salad, ENOVA, 80% diglycerides", + "Oil, corn and canola", + "Oil, corn, industrial and retail, all purpose salad or cooking", + "Oil, corn, peanut, and olive", + "Oil, cottonseed, salad or cooking", + "Oil, cupu assu", + "Oil, flaxseed", + "Oil, grapeseed", + "Oil, hazelnut", + "Oil, industrial, canola (partially hydrogenated) oil for deep fat frying", + "Oil, industrial, canola for salads, woks and light frying", + "Oil, industrial, canola with antifoaming agent, principal uses salads, woks and light frying", + "Oil, industrial, canola, high oleic", + "Oil, industrial, coconut (hydrogenated), used for whipped toppings and coffee whiteners", + "Oil, industrial, coconut, confection fat, typical basis for ice cream coatings", + "Oil, industrial, coconut, principal uses candy coatings, oil sprays, roasting nuts", + "Oil, industrial, mid-oleic, sunflower", + "Oil, industrial, palm and palm kernel, filling fat (non-hydrogenated)", + "Oil, industrial, palm kernel (hydrogenated) , used for whipped toppings, non-dairy", + "Oil, industrial, palm kernel (hydrogenated), confection fat, intermediate grade product", + "Oil, industrial, palm kernel (hydrogenated), confection fat, uses similar to 95 degree hard butter", + "Oil, industrial, palm kernel (hydrogenated), filling fat", + "Oil, industrial, palm kernel, confection fat, uses similar to high quality cocoa butter", + "Oil, industrial, soy ( partially hydrogenated), all purpose", + "Oil, industrial, soy (partially hydrogenated ) and soy (winterized), pourable clear fry", + "Oil, industrial, soy (partially hydrogenated ), palm, principal uses icings and fillings", + "Oil, industrial, soy (partially hydrogenated) and cottonseed, principal use as a tortilla shortening", + "Oil, industrial, soy (partially hydrogenated), multiuse for non-dairy butter flavor", + "Oil, industrial, soy (partially hydrogenated), principal uses popcorn and flavoring vegetables", + "Oil, industrial, soy, fully hydrogenated", + "Oil, industrial, soy, low linolenic", + "Oil, industrial, soy, refined, for woks and light frying", + "Oil, industrial, soy, ultra low linolenic", + "Oil, mustard", + "Oil, nutmeg butter", + "Oil, oat", + "Oil, olive, salad or cooking", + "Oil, palm", + "Oil, peanut, salad or cooking", + "Oil, poppyseed", + "Oil, rice bran", + "Oil, safflower, salad or cooking, high oleic (primary safflower oil of commerce)", + "Oil, safflower, salad or cooking, linoleic, (over 70%)", + "Oil, sesame, salad or cooking", + "Oil, sheanut", + "Oil, soybean lecithin", + "Oil, soybean, salad or cooking", + "Oil, soybean, salad or cooking, (partially hydrogenated)", + "Oil, soybean, salad or cooking, (partially hydrogenated) and cottonseed", + "Oil, spotted seal (Alaska Native)", + "Oil, sunflower, high oleic (70% and over)", + "Oil, sunflower, linoleic (less than 60%)", + "Oil, sunflower, linoleic, (approx. 65%)", + "Oil, sunflower, linoleic, (partially hydrogenated)", + "Oil, teaseed", + "Oil, tomatoseed", + "Oil, ucuhuba butter", + "Oil, vegetable, Natreon canola, high stability, non trans, high oleic (70%)", + "Oil, walnut", + "Oil, walrus (Alaska Native)", + "Oil, whale, bowhead (Alaska Native)", + "Oil, wheat germ", + "Okra, cooked, boiled, drained, with salt", + "Okra, cooked, boiled, drained, without salt", + "Okra, frozen, cooked, boiled, drained, with salt", + "Okra, frozen, cooked, boiled, drained, without salt", + "Okra, frozen, unprepared", + "Okra, raw", + "Olive loaf, pork", + "Olives, pickled, canned or bottled, green", + "Olives, ripe, canned (jumbo-super colossal)", + "Olives, ripe, canned (small-extra large)", + "Onion rings, breaded, par fried, frozen, prepared, heated in oven", + "Onion rings, breaded, par fried, frozen, unprepared", + "Onions, canned, solids and liquids", + "Onions, cooked, boiled, drained, with salt", + "Onions, cooked, boiled, drained, without salt", + "Onions, dehydrated flakes", + "Onions, frozen, chopped, cooked, boiled, drained, with salt", + "Onions, frozen, chopped, cooked, boiled, drained, without salt", + "Onions, frozen, chopped, unprepared", + "Onions, frozen, whole, cooked, boiled, drained, with salt", + "Onions, frozen, whole, cooked, boiled, drained, without salt", + "Onions, frozen, whole, unprepared", + "Onions, raw", + "Onions, spring or scallions (includes tops and bulb), raw", + "Onions, sweet, raw", + "Onions, welsh, raw", + "Onions, yellow, sauteed", + "Onions, young green, tops only", + "Oopah (tunicate), whole animal (Alaska Native)", + "Orange and apricot juice drink, canned", + "Orange breakfast drink, ready-to-drink", + "Orange breakfast drink, ready-to-drink, with added nutrients", + "Orange drink, breakfast type, with juice and pulp, frozen concentrate", + "Orange drink, breakfast type, with juice and pulp, frozen concentrate, prepared with water", + "Orange drink, canned, with added vitamin C", + "Orange juice drink", + "Orange juice, canned, unsweetened", + "Orange juice, chilled, includes from concentrate", + "Orange juice, chilled, includes from concentrate, fortified with calcium", + "Orange juice, chilled, includes from concentrate, fortified with calcium and vitamin D", + "Orange juice, frozen concentrate, unsweetened, diluted with 3 volume water", + "Orange juice, frozen concentrate, unsweetened, undiluted", + "Orange juice, raw", + "Orange peel, raw", + "Orange-flavor drink, breakfast type, low calorie, powder", + "Orange-flavor drink, breakfast type, powder", + "Orange-flavor drink, breakfast type, powder, prepared with water", + "Orange-flavor drink, breakfast type, with pulp, frozen concentrate", + "Orange-flavor drink, breakfast type, with pulp, frozen concentrate, prepared with water", + "Orange-grapefruit juice, canned, unsweetened", + "Orange-strawberry-banana juice", + "Oranges, raw, California, valencias", + "Oranges, raw, Florida", + "Oranges, raw, all commercial varieties", + "Oranges, raw, navels", + "Oranges, raw, with peel", + "Ostrich, fan, raw", + "Ostrich, ground, cooked, pan-broiled", + "Ostrich, ground, raw", + "Ostrich, inside leg, cooked", + "Ostrich, inside leg, raw", + "Ostrich, inside strip, cooked", + "Ostrich, inside strip, raw", + "Ostrich, outside leg, raw", + "Ostrich, outside strip, cooked", + "Ostrich, outside strip, raw", + "Ostrich, oyster, cooked", + "Ostrich, oyster, raw", + "Ostrich, round, raw", + "Ostrich, tenderloin, raw", + "Ostrich, tip trimmed, cooked", + "Ostrich, tip trimmed, raw", + "Ostrich, top loin, cooked", + "Ostrich, top loin, raw", + "Oven-roasted chicken breast roll", + "Owl, horned, flesh, raw (Alaska Native)", + "PAPA JOHN'S 14\" Cheese Pizza, Original Crust", + "PAPA JOHN'S 14\" Cheese Pizza, Thin Crust", + "PAPA JOHN'S 14\" Pepperoni Pizza, Original Crust", + "PAPA JOHN'S 14\" The Works Pizza, Original Crust", + "PILLSBURY GRANDS, Buttermilk Biscuits, refrigerated dough", + "PILLSBURY Golden Layer Buttermilk Biscuits, Artificial Flavor, refrigerated dough", + "PILLSBURY, Buttermilk Biscuits, Artificial Flavor, refrigerated dough", + "PILLSBURY, Chocolate Chip Cookies, refrigerated dough", + "PILLSBURY, Cinnamon Rolls with Icing, refrigerated dough", + "PILLSBURY, Crusty French Loaf, refrigerated dough", + "PILLSBURY, Traditional Fudge Brownie Mix, dry", + "PIZZA HUT 12\" Cheese Pizza, Regular Crust", + "PIZZA HUT 12\" Cheese Pizza, THIN 'N CRISPY Crust", + "PIZZA HUT 12\" Cheese Pizza, Thick Crust", + "PIZZA HUT 12\" Pepperoni Pizza, Regular Crust", + "PIZZA HUT 12\" Pepperoni Pizza, Thick Crust", + "PIZZA HUT 12\" Super Supreme Pizza, Regular Crust", + "PIZZA HUT 14\" Cheese Pizza, Regular Crust", + "PIZZA HUT 14\" Cheese Pizza, THIN 'N CRISPY Crust", + "PIZZA HUT 14\" Cheese Pizza, Thick Crust", + "PIZZA HUT 14\" Pepperoni Pizza, Regular Crust", + "PIZZA HUT 14\" Pepperoni Pizza, Thick Crust", + "PIZZA HUT 14\" Super Supreme Pizza, Regular Crust", + "POPEYES, Batter Fries, analyzed prior to December 2006", + "POPEYES, Biscuit", + "POPEYES, Coleslaw", + "POPEYES, Fried Chicken, Mild, Breast, meat and skin with breading", + "POPEYES, Fried Chicken, Mild, Breast, meat only, skin and breading removed", + "POPEYES, Fried Chicken, Mild, Drumstick, meat and skin with breading", + "POPEYES, Fried Chicken, Mild, Drumstick, meat only, skin and breading removed", + "POPEYES, Fried Chicken, Mild, Skin and Breading", + "POPEYES, Fried Chicken, Mild, Thigh, meat and skin with breading", + "POPEYES, Fried Chicken, Mild, Thigh, meat only, skin and breading removed", + "POPEYES, Fried Chicken, Mild, Wing, meat and skin with breading", + "POPEYES, Fried Chicken, Mild, Wing, meat only, skin and breading removed", + "POPEYES, Mild Chicken Strips, analyzed 2006", + "POPEYES, Spicy Chicken Strips, analyzed 2006", + "Palm hearts, raw", + "Pan Dulce, LA RICURA, Salpora de Arroz con Azucar, cookie-like, contains wheat flour and rice flour", + "Pancakes plain, frozen, ready-to-heat (includes buttermilk)", + "Pancakes, blueberry, prepared from recipe", + "Pancakes, buckwheat, dry mix, incomplete", + "Pancakes, buttermilk, prepared from recipe", + "Pancakes, plain, dry mix, complete (includes buttermilk)", + "Pancakes, plain, dry mix, complete, prepared", + "Pancakes, plain, dry mix, incomplete (includes buttermilk)", + "Pancakes, plain, dry mix, incomplete, prepared", + "Pancakes, plain, frozen, ready-to-heat, microwave (includes buttermilk)", + "Pancakes, plain, prepared from recipe", + "Pancakes, special dietary, dry mix", + "Pancakes, whole-wheat, dry mix, incomplete", + "Pancakes, whole-wheat, dry mix, incomplete, prepared", + "Papad", + "Papaya nectar, canned", + "Papaya, canned, heavy syrup, drained", + "Papayas, raw", + "Parmesan cheese topping, fat free", + "Parsley, freeze-dried", + "Parsley, raw", + "Parsnips, cooked, boiled, drained, with salt", + "Parsnips, cooked, boiled, drained, without salt", + "Parsnips, raw", + "Passion-fruit juice, purple, raw", + "Passion-fruit juice, yellow, raw", + "Passion-fruit, (granadilla), purple, raw", + "Pasta with Sliced Franks in Tomato Sauce, canned entree", + "Pasta with meatballs in tomato sauce, canned entree", + "Pasta with tomato sauce, no meat, canned", + "Pasta, corn, cooked", + "Pasta, corn, dry", + "Pasta, fresh-refrigerated, plain, as purchased", + "Pasta, fresh-refrigerated, plain, cooked", + "Pasta, fresh-refrigerated, spinach, as purchased", + "Pasta, fresh-refrigerated, spinach, cooked", + "Pasta, homemade, made with egg, cooked", + "Pasta, homemade, made without egg, cooked", + "Pastrami, beef, 98% fat-free", + "Pastrami, turkey", + "Pastry, Pastelitos de Guava (guava pastries)", + "Pate de foie gras, canned (goose liver pate), smoked", + "Pate, chicken liver, canned", + "Pate, goose liver, smoked, canned", + "Pate, liver, not specified, canned", + "Pate, truffle flavor", + "Peach nectar, canned, with added ascorbic acid", + "Peach nectar, canned, without added ascorbic acid", + "Peaches, canned, extra heavy syrup pack, solids and liquids", + "Peaches, canned, extra light syrup, solids and liquids", + "Peaches, canned, heavy syrup pack, solids and liquids", + "Peaches, canned, heavy syrup, drained", + "Peaches, canned, juice pack, solids and liquids", + "Peaches, canned, light syrup pack, solids and liquids", + "Peaches, canned, water pack, solids and liquids", + "Peaches, dehydrated (low-moisture), sulfured, stewed", + "Peaches, dehydrated (low-moisture), sulfured, uncooked", + "Peaches, dried, sulfured, stewed, with added sugar", + "Peaches, dried, sulfured, stewed, without added sugar", + "Peaches, dried, sulfured, uncooked", + "Peaches, frozen, sliced, sweetened", + "Peaches, raw", + "Peaches, spiced, canned, heavy syrup pack, solids and liquids", + "Peanut butter with omega-3, creamy", + "Peanut butter, chunk style, with salt", + "Peanut butter, chunk style, without salt", + "Peanut butter, chunky, vitamin and mineral fortified", + "Peanut butter, reduced sodium", + "Peanut butter, smooth style, with salt", + "Peanut butter, smooth style, without salt", + "Peanut butter, smooth, reduced fat", + "Peanut butter, smooth, vitamin and mineral fortified", + "Peanut flour, defatted", + "Peanut flour, low fat", + "Peanut spread, reduced sugar", + "Peanuts, all types, cooked, boiled, with salt", + "Peanuts, all types, dry-roasted, with salt", + "Peanuts, all types, dry-roasted, without salt", + "Peanuts, all types, oil-roasted, with salt", + "Peanuts, all types, oil-roasted, without salt", + "Peanuts, all types, raw", + "Peanuts, spanish, oil-roasted, with salt", + "Peanuts, spanish, oil-roasted, without salt", + "Peanuts, spanish, raw", + "Peanuts, valencia, oil-roasted, with salt", + "Peanuts, valencia, oil-roasted, without salt", + "Peanuts, valencia, raw", + "Peanuts, virginia, oil-roasted, with salt", + "Peanuts, virginia, oil-roasted, without salt", + "Peanuts, virginia, raw", + "Pear nectar, canned, with added ascorbic acid", + "Pear nectar, canned, without added ascorbic acid", + "Pears, asian, raw", + "Pears, canned, extra heavy syrup pack, solids and liquids", + "Pears, canned, extra light syrup pack, solids and liquids", + "Pears, canned, heavy syrup pack, solids and liquids", + "Pears, canned, heavy syrup, drained", + "Pears, canned, juice pack, solids and liquids", + "Pears, canned, light syrup pack, solids and liquids", + "Pears, canned, water pack, solids and liquids", + "Pears, dried, sulfured, stewed, with added sugar", + "Pears, dried, sulfured, stewed, without added sugar", + "Pears, dried, sulfured, uncooked", + "Pears, raw", + "Peas and carrots, canned, no salt added, solids and liquids", + "Peas and carrots, canned, regular pack, solids and liquids", + "Peas and carrots, frozen, cooked, boiled, drained, with salt", + "Peas and carrots, frozen, cooked, boiled, drained, without salt", + "Peas and carrots, frozen, unprepared", + "Peas and onions, canned, solids and liquids", + "Peas and onions, frozen, cooked, boiled, drained, with salt", + "Peas and onions, frozen, cooked, boiled, drained, without salt", + "Peas and onions, frozen, unprepared", + "Peas, edible-podded, boiled, drained, without salt", + "Peas, edible-podded, cooked, boiled, drained, with salt", + "Peas, edible-podded, frozen, cooked, boiled, drained, with salt", + "Peas, edible-podded, frozen, cooked, boiled, drained, without salt", + "Peas, edible-podded, frozen, unprepared", + "Peas, edible-podded, raw", + "Peas, green (includes baby and lesuer types), canned, drained solids, unprepared", + "Peas, green, canned, no salt added, drained solids", + "Peas, green, canned, no salt added, solids and liquids", + "Peas, green, canned, regular pack, solids and liquids", + "Peas, green, canned, seasoned, solids and liquids", + "Peas, green, cooked, boiled, drained, with salt", + "Peas, green, cooked, boiled, drained, without salt", + "Peas, green, frozen, cooked, boiled, drained, with salt", + "Peas, green, frozen, cooked, boiled, drained, without salt", + "Peas, green, frozen, unprepared", + "Peas, green, raw", + "Peas, mature seeds, sprouted, cooked, boiled, drained, with salt", + "Peas, mature seeds, sprouted, cooked, boiled, drained, without salt", + "Peas, mature seeds, sprouted, raw", + "Peas, split, mature seeds, cooked, boiled, with salt", + "Peas, split, mature seeds, cooked, boiled, without salt", + "Peas, split, mature seeds, raw", + "Pectin, liquid", + "Pectin, unsweetened, dry mix", + "Pepeao, dried", + "Pepper, ancho, dried", + "Pepper, banana, raw", + "Pepper, serrano, raw", + "Peppered loaf, pork, beef", + "Peppermint, fresh", + "Pepperoni, pork, beef", + "Peppers, chili, green, canned", + "Peppers, hot chile, sun-dried", + "Peppers, hot chili, green, canned, pods, excluding seeds, solids and liquids", + "Peppers, hot chili, green, raw", + "Peppers, hot chili, red, canned, excluding seeds, solids and liquids", + "Peppers, hot chili, red, raw", + "Peppers, hungarian, raw", + "Peppers, jalapeno, canned, solids and liquids", + "Peppers, jalapeno, raw", + "Peppers, pasilla, dried", + "Peppers, sweet, green, canned, solids and liquids", + "Peppers, sweet, green, cooked, boiled, drained, with salt", + "Peppers, sweet, green, cooked, boiled, drained, without salt", + "Peppers, sweet, green, freeze-dried", + "Peppers, sweet, green, frozen, chopped, boiled, drained, without salt", + "Peppers, sweet, green, frozen, chopped, cooked, boiled, drained, with salt", + "Peppers, sweet, green, frozen, chopped, unprepared", + "Peppers, sweet, green, raw", + "Peppers, sweet, green, sauteed", + "Peppers, sweet, red, canned, solids and liquids", + "Peppers, sweet, red, cooked, boiled, drained, with salt", + "Peppers, sweet, red, cooked, boiled, drained, without salt", + "Peppers, sweet, red, freeze-dried", + "Peppers, sweet, red, frozen, chopped, cooked, boiled, drained, with salt", + "Peppers, sweet, red, frozen, chopped, cooked, boiled, drained, without salt", + "Peppers, sweet, red, frozen, chopped, unprepared", + "Peppers, sweet, red, raw", + "Peppers, sweet, red, sauteed", + "Peppers, sweet, yellow, raw", + "Persimmons, japanese, dried", + "Persimmons, japanese, raw", + "Persimmons, native, raw", + "Pheasant, breast, meat only, raw", + "Pheasant, cooked, total edible", + "Pheasant, leg, meat only, raw", + "Pheasant, raw, meat and skin", + "Pheasant, raw, meat only", + "Phyllo dough", + "Pickle and pimiento loaf, pork", + "Pickle relish, hamburger", + "Pickle relish, hot dog", + "Pickle relish, sweet", + "Pickles, chowchow, with cauliflower onion mustard, sweet", + "Pickles, cucumber, dill or kosher dill", + "Pickles, cucumber, dill, low sodium", + "Pickles, cucumber, sour", + "Pickles, cucumber, sour, low sodium", + "Pickles, cucumber, sweet (includes bread and butter pickles)", + "Pickles, cucumber, sweet, low sodium (includes bread and butter pickles)", + "Picnic loaf, pork, beef", + "Pie Crust, Cookie-type, Chocolate, Ready Crust", + "Pie Crust, Cookie-type, Graham Cracker, Ready Crust", + "Pie crust, cookie-type, prepared from recipe, chocolate wafer, chilled", + "Pie crust, cookie-type, prepared from recipe, graham cracker, baked", + "Pie crust, cookie-type, prepared from recipe, graham cracker, chilled", + "Pie crust, cookie-type, prepared from recipe, vanilla wafer, chilled", + "Pie crust, deep dish, frozen, baked, made with enriched flour", + "Pie crust, deep dish, frozen, unbaked, made with enriched flour", + "Pie crust, refrigerated, regular, baked", + "Pie crust, refrigerated, regular, unbaked", + "Pie crust, standard-type, dry mix", + "Pie crust, standard-type, dry mix, prepared, baked", + "Pie crust, standard-type, frozen, ready-to-bake, enriched", + "Pie crust, standard-type, frozen, ready-to-bake, enriched, baked", + "Pie crust, standard-type, frozen, ready-to-bake, unenriched", + "Pie crust, standard-type, prepared from recipe, baked", + "Pie crust, standard-type, prepared from recipe, unbaked", + "Pie fillings, apple, canned", + "Pie fillings, blueberry, canned", + "Pie fillings, canned, cherry", + "Pie fillings, cherry, low calorie", + "Pie, Dutch Apple, Commercially Prepared", + "Pie, apple, commercially prepared, enriched flour", + "Pie, apple, commercially prepared, unenriched flour", + "Pie, apple, prepared from recipe", + "Pie, banana cream, prepared from mix, no-bake type", + "Pie, banana cream, prepared from recipe", + "Pie, blueberry, commercially prepared", + "Pie, blueberry, prepared from recipe", + "Pie, cherry, commercially prepared", + "Pie, cherry, prepared from recipe", + "Pie, chocolate creme, commercially prepared", + "Pie, chocolate mousse, prepared from mix, no-bake type", + "Pie, coconut cream, prepared from mix, no-bake type", + "Pie, coconut creme, commercially prepared", + "Pie, coconut custard, commercially prepared", + "Pie, egg custard, commercially prepared", + "Pie, fried pies, cherry", + "Pie, fried pies, fruit", + "Pie, fried pies, lemon", + "Pie, lemon meringue, commercially prepared", + "Pie, lemon meringue, prepared from recipe", + "Pie, mince, prepared from recipe", + "Pie, peach", + "Pie, pecan, commercially prepared", + "Pie, pecan, prepared from recipe", + "Pie, pumpkin, commercially prepared", + "Pie, pumpkin, prepared from recipe", + "Pie, vanilla cream, prepared from recipe", + "Pigeon peas (red gram), mature seeds, cooked, boiled, with salt", + "Pigeon peas (red gram), mature seeds, cooked, boiled, without salt", + "Pigeon peas (red gram), mature seeds, raw", + "Pigeonpeas, immature seeds, cooked, boiled, drained, with salt", + "Pigeonpeas, immature seeds, cooked, boiled, drained, without salt", + "Pigeonpeas, immature seeds, raw", + "Piki bread, made from blue cornmeal (Hopi)", + "Pimento, canned", + "Pineapple and grapefruit juice drink, canned", + "Pineapple and orange juice drink, canned", + "Pineapple juice, canned, unsweetened, with added ascorbic acid", + "Pineapple juice, canned, unsweetened, without added ascorbic acid", + "Pineapple juice, frozen concentrate, unsweetened, diluted with 3 volume water", + "Pineapple juice, frozen concentrate, unsweetened, undiluted", + "Pineapple, canned, extra heavy syrup pack, solids and liquids", + "Pineapple, canned, heavy syrup pack, solids and liquids", + "Pineapple, canned, juice pack, drained", + "Pineapple, canned, juice pack, solids and liquids", + "Pineapple, canned, light syrup pack, solids and liquids", + "Pineapple, canned, water pack, solids and liquids", + "Pineapple, frozen, chunks, sweetened", + "Pineapple, raw, all varieties", + "Pineapple, raw, extra sweet variety", + "Pineapple, raw, traditional varieties", + "Pinon Nuts, roasted (Navajo)", + "Pitanga, (surinam-cherry), raw", + "Pizza, cheese topping, regular crust, frozen, cooked", + "Pizza, cheese topping, rising crust, frozen, cooked", + "Pizza, meat and vegetable topping, regular crust, frozen, cooked", + "Pizza, meat and vegetable topping, rising crust, frozen, cooked", + "Pizza, pepperoni topping, regular crust, frozen, cooked", + "Plains Pricklypear, broiled (Northern Plains Indians)", + "Plains Pricklypear, raw (Northern Plains Indians)", + "Plantains, cooked", + "Plantains, green, fried", + "Plantains, raw", + "Plantains, yellow, fried, Latino restaurant", + "Plums, canned, heavy syrup, drained", + "Plums, canned, purple, extra heavy syrup pack, solids and liquids", + "Plums, canned, purple, heavy syrup pack, solids and liquids", + "Plums, canned, purple, juice pack, solids and liquids", + "Plums, canned, purple, light syrup pack, solids and liquids", + "Plums, canned, purple, water pack, solids and liquids", + "Plums, dried (prunes), stewed, with added sugar", + "Plums, dried (prunes), stewed, without added sugar", + "Plums, dried (prunes), uncooked", + "Plums, raw", + "Plums, wild (Northern Plains Indians)", + "Poi", + "Pokeberry shoots, (poke), cooked, boiled, drained, with salt", + "Pokeberry shoots, (poke), cooked, boiled, drained, without salt", + "Pokeberry shoots, (poke), raw", + "Polish sausage, pork", + "Pomegranate juice, bottled", + "Pomegranates, raw", + "Popcorn, microwave, low fat and sodium", + "Popcorn, microwave, regular (butter) flavor, made with palm oil", + "Popcorn, sugar syrup/caramel, fat-free", + "Popovers, dry mix, enriched", + "Popovers, dry mix, unenriched", + "Pork and beef sausage, fresh, cooked", + "Pork and turkey sausage, pre-cooked", + "Pork sausage rice links, brown and serve, cooked", + "Pork sausage, fresh, cooked", + "Pork sausage, fresh, raw", + "Pork sausage, pre-cooked", + "Pork, Leg Cap Steak, boneless, separable lean and fat, raw", + "Pork, Leg sirloin tip roast, boneless, separable lean and fat, cooked, braised", + "Pork, Leg sirloin tip roast, boneless, separable lean and fat, raw", + "Pork, Shoulder breast, boneless, separable lean and fat, cooked, broiled", + "Pork, Shoulder breast, boneless, separable lean and fat, raw", + "Pork, Shoulder petite tender, boneless, separable lean and fat, raw", + "Pork, bacon, rendered fat, cooked", + "Pork, cured, bacon, cooked, baked", + "Pork, cured, bacon, cooked, broiled, pan-fried or roasted", + "Pork, cured, bacon, cooked, broiled, pan-fried or roasted, reduced sodium", + "Pork, cured, bacon, cooked, microwaved", + "Pork, cured, bacon, cooked, pan-fried", + "Pork, cured, bacon, raw", + "Pork, cured, breakfast strips, cooked", + "Pork, cured, breakfast strips, raw or unheated", + "Pork, cured, canadian-style bacon, grilled", + "Pork, cured, canadian-style bacon, unheated", + "Pork, cured, feet, pickled", + "Pork, cured, ham -- water added, rump, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham -- water added, rump, bone-in, separable lean and fat, unheated", + "Pork, cured, ham -- water added, rump, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham -- water added, rump, bone-in, separable lean only, unheated", + "Pork, cured, ham -- water added, shank, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham -- water added, shank, bone-in, separable lean and fat, unheated", + "Pork, cured, ham -- water added, shank, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham -- water added, shank, bone-in, separable lean only, unheated", + "Pork, cured, ham -- water added, slice, bone-in, separable lean and fat, heated, pan-broil", + "Pork, cured, ham -- water added, slice, bone-in, separable lean and fat, unheated", + "Pork, cured, ham -- water added, slice, bone-in, separable lean only, heated, pan-broil", + "Pork, cured, ham -- water added, slice, bone-in, separable lean only, unheated", + "Pork, cured, ham -- water added, slice, boneless, separable lean and fat, heated, pan-broil", + "Pork, cured, ham -- water added, slice, boneless, separable lean only, heated, pan-broil", + "Pork, cured, ham -- water added, whole, boneless, separable lean and fat, heated, roasted", + "Pork, cured, ham -- water added, whole, boneless, separable lean and fat, unheated", + "Pork, cured, ham -- water added, whole, boneless, separable lean only, heated, roasted", + "Pork, cured, ham -- water added, whole, boneless, separable lean only, unheated", + "Pork, cured, ham and water product, rump, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham and water product, rump, bone-in, separable lean and fat, unheated", + "Pork, cured, ham and water product, rump, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham and water product, rump, bone-in, separable lean only, unheated", + "Pork, cured, ham and water product, shank, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham and water product, shank, bone-in, separable lean and fat, unheated", + "Pork, cured, ham and water product, shank, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham and water product, shank, bone-in, unheated, separable lean only", + "Pork, cured, ham and water product, slice, bone-in, separable lean and fat, heated, pan-broil", + "Pork, cured, ham and water product, slice, bone-in, separable lean and fat, unheated", + "Pork, cured, ham and water product, slice, bone-in, separable lean only, heated, pan-broil", + "Pork, cured, ham and water product, slice, bone-in, separable lean only, unheated", + "Pork, cured, ham and water product, slice, boneless, separable lean and fat, heated, pan-broil", + "Pork, cured, ham and water product, slice, boneless, separable lean only, heated, pan-broil", + "Pork, cured, ham and water product, whole, boneless, separable lean and fat, heated, roasted", + "Pork, cured, ham and water product, whole, boneless, separable lean and fat, unheated", + "Pork, cured, ham and water product, whole, boneless, separable lean only, heated, roasted", + "Pork, cured, ham and water product, whole, boneless, separable lean only, unheated", + "Pork, cured, ham with natural juices, rump, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham with natural juices, rump, bone-in, separable lean and fat, unheated", + "Pork, cured, ham with natural juices, rump, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham with natural juices, rump, bone-in, separable lean only, unheated", + "Pork, cured, ham with natural juices, shank, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham with natural juices, shank, bone-in, separable lean and fat, unheated", + "Pork, cured, ham with natural juices, shank, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham with natural juices, shank, bone-in, separable lean only, unheated", + "Pork, cured, ham with natural juices, slice, bone-in, separable lean and fat, heated, pan-broil", + "Pork, cured, ham with natural juices, slice, bone-in, separable lean and fat, unheated", + "Pork, cured, ham with natural juices, slice, bone-in, separable lean only, heated, pan-broil", + "Pork, cured, ham with natural juices, slice, bone-in, separable lean only, unheated", + "Pork, cured, ham with natural juices, slice, boneless, separable lean and fat, heated, pan-broil", + "Pork, cured, ham with natural juices, slice, boneless, separable lean only, heated, pan-broil", + "Pork, cured, ham with natural juices, spiral slice, boneless, separable lean and fat, heated, roasted", + "Pork, cured, ham with natural juices, spiral slice, boneless, separable lean and fat, unheated", + "Pork, cured, ham with natural juices, spiral slice, boneless, separable lean only, unheated", + "Pork, cured, ham with natural juices, spiral slice, meat only, boneless, separable lean only, heated, roasted", + "Pork, cured, ham with natural juices, whole, boneless, separable lean and fat, heated, roasted", + "Pork, cured, ham with natural juices, whole, boneless, separable lean and fat, unheated", + "Pork, cured, ham with natural juices, whole, boneless, separable lean only, heated, roasted", + "Pork, cured, ham with natural juices, whole, boneless, separable lean only, unheated", + "Pork, cured, ham, boneless, extra lean (approximately 5% fat), roasted", + "Pork, cured, ham, boneless, extra lean and regular, roasted", + "Pork, cured, ham, boneless, extra lean and regular, unheated", + "Pork, cured, ham, boneless, low sodium, extra lean (approximately 5% fat), roasted", + "Pork, cured, ham, boneless, low sodium, extra lean and regular, roasted", + "Pork, cured, ham, boneless, regular (approximately 11% fat), roasted", + "Pork, cured, ham, center slice, country-style, separable lean only, raw", + "Pork, cured, ham, center slice, separable lean and fat, unheated", + "Pork, cured, ham, extra lean (approximately 4% fat), canned, roasted", + "Pork, cured, ham, extra lean (approximately 4% fat), canned, unheated", + "Pork, cured, ham, extra lean and regular, canned, roasted", + "Pork, cured, ham, extra lean and regular, canned, unheated", + "Pork, cured, ham, low sodium, lean and fat, cooked", + "Pork, cured, ham, patties, grilled", + "Pork, cured, ham, patties, unheated", + "Pork, cured, ham, regular (approximately 13% fat), canned, roasted", + "Pork, cured, ham, regular (approximately 13% fat), canned, unheated", + "Pork, cured, ham, rump, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham, rump, bone-in, separable lean and fat, unheated", + "Pork, cured, ham, rump, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham, rump, bone-in, separable lean only, unheated", + "Pork, cured, ham, separable fat, boneless, heated", + "Pork, cured, ham, separable fat, boneless, unheated", + "Pork, cured, ham, shank, bone-in, separable lean and fat, heated, roasted", + "Pork, cured, ham, shank, bone-in, separable lean and fat, unheated", + "Pork, cured, ham, shank, bone-in, separable lean only, heated, roasted", + "Pork, cured, ham, shank, bone-in, separable lean only, unheated", + "Pork, cured, ham, slice, bone-in, separable lean and fat, heated, pan-broil", + "Pork, cured, ham, slice, bone-in, separable lean and fat, unheated", + "Pork, cured, ham, slice, bone-in, separable lean only, heated, pan-broil", + "Pork, cured, ham, slice, bone-in, separable lean only, unheated", + "Pork, cured, ham, steak, boneless, extra lean, unheated", + "Pork, cured, ham, whole, separable lean and fat, roasted", + "Pork, cured, ham, whole, separable lean and fat, unheated", + "Pork, cured, ham, whole, separable lean only, roasted", + "Pork, cured, ham, whole, separable lean only, unheated", + "Pork, cured, salt pork, raw", + "Pork, cured, separable fat (from ham and arm picnic), roasted", + "Pork, cured, separable fat (from ham and arm picnic), unheated", + "Pork, cured, shoulder, arm picnic, separable lean and fat, roasted", + "Pork, cured, shoulder, arm picnic, separable lean only, roasted", + "Pork, cured, shoulder, blade roll, separable lean and fat, roasted", + "Pork, cured, shoulder, blade roll, separable lean and fat, unheated", + "Pork, fresh, backfat, raw", + "Pork, fresh, backribs, separable lean and fat, cooked, roasted", + "Pork, fresh, backribs, separable lean and fat, raw", + "Pork, fresh, belly, raw", + "Pork, fresh, carcass, separable lean and fat, raw", + "Pork, fresh, composite of trimmed leg, loin, shoulder, and spareribs, (includes cuts to be cured), separable lean and fat, raw", + "Pork, fresh, composite of trimmed retail cuts (leg, loin, and shoulder), separable lean only, cooked", + "Pork, fresh, composite of trimmed retail cuts (leg, loin, shoulder), separable lean only, raw", + "Pork, fresh, composite of trimmed retail cuts (leg, loin, shoulder, and spareribs), separable lean and fat, cooked", + "Pork, fresh, composite of trimmed retail cuts (leg, loin, shoulder, and spareribs), separable lean and fat, raw", + "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean and fat, cooked", + "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean and fat, raw", + "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean only, cooked", + "Pork, fresh, composite of trimmed retail cuts (loin and shoulder blade), separable lean only, raw", + "Pork, fresh, enhanced, composite of separable fat, cooked", + "Pork, fresh, enhanced, composite of separable fat, raw", + "Pork, fresh, enhanced, loin, tenderloin, separable lean and fat, cooked, roasted", + "Pork, fresh, enhanced, loin, tenderloin, separable lean and fat, raw", + "Pork, fresh, enhanced, loin, tenderloin, separable lean only, cooked, roasted", + "Pork, fresh, enhanced, loin, tenderloin, separable lean only, raw", + "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean and fat, cooked, broiled", + "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean and fat, raw", + "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean only, cooked, broiled", + "Pork, fresh, enhanced, loin, top loin (chops), boneless, separable lean only, raw", + "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean and fat, cooked, braised", + "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean and fat, raw", + "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean only, cooked, braised", + "Pork, fresh, enhanced, shoulder, (Boston butt), blade (steaks), separable lean only, raw", + "Pork, fresh, ground, cooked", + "Pork, fresh, ground, raw", + "Pork, fresh, leg (ham), rump half, separable lean and fat, cooked, roasted", + "Pork, fresh, leg (ham), rump half, separable lean and fat, raw", + "Pork, fresh, leg (ham), rump half, separable lean only, cooked, roasted", + "Pork, fresh, leg (ham), rump half, separable lean only, raw", + "Pork, fresh, leg (ham), shank half, separable lean and fat, cooked, roasted", + "Pork, fresh, leg (ham), shank half, separable lean and fat, raw", + "Pork, fresh, leg (ham), shank half, separable lean only, cooked, roasted", + "Pork, fresh, leg (ham), shank half, separable lean only, raw", + "Pork, fresh, leg (ham), whole, separable lean and fat, cooked, roasted", + "Pork, fresh, leg (ham), whole, separable lean and fat, raw", + "Pork, fresh, leg (ham), whole, separable lean only, cooked, roasted", + "Pork, fresh, leg (ham), whole, separable lean only, raw", + "Pork, fresh, loin, blade (chops or roasts), bone-in, separable lean and fat, raw", + "Pork, fresh, loin, blade (chops or roasts), bone-in, separable lean only, raw", + "Pork, fresh, loin, blade (chops), bone-in, separable lean and fat, cooked, braised", + "Pork, fresh, loin, blade (chops), bone-in, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, blade (chops), bone-in, separable lean and fat, cooked, pan-fried", + "Pork, fresh, loin, blade (chops), bone-in, separable lean only, cooked, braised", + "Pork, fresh, loin, blade (chops), bone-in, separable lean only, cooked, broiled", + "Pork, fresh, loin, blade (chops), bone-in, separable lean only, cooked, pan-fried", + "Pork, fresh, loin, blade (roasts), bone-in, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, blade (roasts), bone-in, separable lean only, cooked, roasted", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, cooked, braised", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, cooked, pan-fried", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean and fat, raw", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, cooked, braised", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, cooked, broiled", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, cooked, pan-fried", + "Pork, fresh, loin, center loin (chops), bone-in, separable lean only, raw", + "Pork, fresh, loin, center loin (roasts), bone-in, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, center loin (roasts), bone-in, separable lean only, cooked, roasted", + "Pork, fresh, loin, center rib (chops or roasts), bone-in, separable lean and fat, raw", + "Pork, fresh, loin, center rib (chops or roasts), bone-in, separable lean only, raw", + "Pork, fresh, loin, center rib (chops or roasts), boneless, separable lean and fat, raw", + "Pork, fresh, loin, center rib (chops or roasts), boneless, separable lean only, raw", + "Pork, fresh, loin, center rib (chops), bone-in, separable lean and fat, cooked, braised", + "Pork, fresh, loin, center rib (chops), bone-in, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, center rib (chops), bone-in, separable lean and fat, cooked, pan-fried", + "Pork, fresh, loin, center rib (chops), bone-in, separable lean only, cooked, braised", + "Pork, fresh, loin, center rib (chops), bone-in, separable lean only, cooked, broiled", + "Pork, fresh, loin, center rib (chops), bone-in, separable lean only, cooked, pan-fried", + "Pork, fresh, loin, center rib (chops), boneless, separable lean and fat, cooked, braised", + "Pork, fresh, loin, center rib (chops), boneless, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, center rib (chops), boneless, separable lean and fat, cooked, pan-fried", + "Pork, fresh, loin, center rib (chops), boneless, separable lean only, cooked, braised", + "Pork, fresh, loin, center rib (chops), boneless, separable lean only, cooked, broiled", + "Pork, fresh, loin, center rib (chops), boneless, separable lean only, cooked, pan-fried", + "Pork, fresh, loin, center rib (roasts), bone-in, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, center rib (roasts), bone-in, separable lean only, cooked, roasted", + "Pork, fresh, loin, center rib (roasts), boneless, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, center rib (roasts), boneless, separable lean only, cooked, roasted", + "Pork, fresh, loin, country-style ribs, separable lean and fat, cooked, braised", + "Pork, fresh, loin, country-style ribs, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, country-style ribs, separable lean and fat, raw", + "Pork, fresh, loin, country-style ribs, separable lean only, cooked, braised", + "Pork, fresh, loin, country-style ribs, separable lean only, cooked, roasted", + "Pork, fresh, loin, country-style ribs, separable lean only, raw", + "Pork, fresh, loin, sirloin (chops or roasts), bone-in, separable lean and fat, raw", + "Pork, fresh, loin, sirloin (chops or roasts), bone-in, separable lean only, raw", + "Pork, fresh, loin, sirloin (chops or roasts), boneless, separable lean and fat, raw", + "Pork, fresh, loin, sirloin (chops or roasts), boneless, separable lean only, raw", + "Pork, fresh, loin, sirloin (chops), bone-in, separable lean and fat, cooked, braised", + "Pork, fresh, loin, sirloin (chops), bone-in, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, sirloin (chops), bone-in, separable lean only, cooked, braised", + "Pork, fresh, loin, sirloin (chops), bone-in, separable lean only, cooked, broiled", + "Pork, fresh, loin, sirloin (chops), boneless, separable lean and fat, cooked, braised", + "Pork, fresh, loin, sirloin (chops), boneless, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, sirloin (chops), boneless, separable lean only, cooked, braised", + "Pork, fresh, loin, sirloin (chops), boneless, separable lean only, cooked, broiled", + "Pork, fresh, loin, sirloin (roasts), bone-in, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, sirloin (roasts), bone-in, separable lean only, cooked, roasted", + "Pork, fresh, loin, sirloin (roasts), boneless, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, sirloin (roasts), boneless, separable lean only, cooked, roasted", + "Pork, fresh, loin, tenderloin, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, tenderloin, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, tenderloin, separable lean and fat, raw", + "Pork, fresh, loin, tenderloin, separable lean only, cooked, broiled", + "Pork, fresh, loin, tenderloin, separable lean only, cooked, roasted", + "Pork, fresh, loin, tenderloin, separable lean only, raw", + "Pork, fresh, loin, top loin (chops), boneless, enhanced, separable lean and fat, cooked, pan-broiled", + "Pork, fresh, loin, top loin (chops), boneless, enhanced, separable lean only, cooked, pan-broiled", + "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, cooked, braised", + "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, cooked, pan-fried", + "Pork, fresh, loin, top loin (chops), boneless, separable lean and fat, raw", + "Pork, fresh, loin, top loin (chops), boneless, separable lean only, cooked, braised", + "Pork, fresh, loin, top loin (chops), boneless, separable lean only, cooked, broiled", + "Pork, fresh, loin, top loin (chops), boneless, separable lean only, cooked, pan-fried", + "Pork, fresh, loin, top loin (chops), boneless, separable lean only, raw", + "Pork, fresh, loin, top loin (roasts), boneless, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, top loin (roasts), boneless, separable lean and fat, raw", + "Pork, fresh, loin, top loin (roasts), boneless, separable lean only, cooked, roasted", + "Pork, fresh, loin, top loin (roasts), boneless, separable lean only, raw", + "Pork, fresh, loin, whole, separable lean and fat, cooked, braised", + "Pork, fresh, loin, whole, separable lean and fat, cooked, broiled", + "Pork, fresh, loin, whole, separable lean and fat, cooked, roasted", + "Pork, fresh, loin, whole, separable lean and fat, raw", + "Pork, fresh, loin, whole, separable lean only, cooked, braised", + "Pork, fresh, loin, whole, separable lean only, cooked, broiled", + "Pork, fresh, loin, whole, separable lean only, cooked, roasted", + "Pork, fresh, loin, whole, separable lean only, raw", + "Pork, fresh, separable fat, cooked", + "Pork, fresh, separable fat, raw", + "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean and fat, cooked, braised", + "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean and fat, raw", + "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean only, cooked, braised", + "Pork, fresh, shoulder, (Boston butt), blade (steaks), separable lean only, raw", + "Pork, fresh, shoulder, arm picnic, separable lean and fat, cooked, braised", + "Pork, fresh, shoulder, arm picnic, separable lean and fat, cooked, roasted", + "Pork, fresh, shoulder, arm picnic, separable lean and fat, raw", + "Pork, fresh, shoulder, arm picnic, separable lean only, cooked, braised", + "Pork, fresh, shoulder, arm picnic, separable lean only, cooked, roasted", + "Pork, fresh, shoulder, arm picnic, separable lean only, raw", + "Pork, fresh, shoulder, blade, boston (roasts), separable lean and fat, cooked, roasted", + "Pork, fresh, shoulder, blade, boston (roasts), separable lean only, cooked, roasted", + "Pork, fresh, shoulder, blade, boston (steaks), separable lean and fat, cooked, broiled", + "Pork, fresh, shoulder, blade, boston (steaks), separable lean only, cooked, broiled", + "Pork, fresh, shoulder, whole, separable lean and fat, cooked, roasted", + "Pork, fresh, shoulder, whole, separable lean and fat, raw", + "Pork, fresh, shoulder, whole, separable lean only, cooked, roasted", + "Pork, fresh, shoulder, whole, separable lean only, raw", + "Pork, fresh, spareribs, separable lean and fat, cooked, braised", + "Pork, fresh, spareribs, separable lean and fat, cooked, roasted", + "Pork, fresh, spareribs, separable lean and fat, raw", + "Pork, fresh, variety meats and by-products, brain, cooked, braised", + "Pork, fresh, variety meats and by-products, brain, raw", + "Pork, fresh, variety meats and by-products, chitterlings, cooked, simmered", + "Pork, fresh, variety meats and by-products, chitterlings, raw", + "Pork, fresh, variety meats and by-products, ears, frozen, cooked, simmered", + "Pork, fresh, variety meats and by-products, ears, frozen, raw", + "Pork, fresh, variety meats and by-products, feet, cooked, simmered", + "Pork, fresh, variety meats and by-products, feet, raw", + "Pork, fresh, variety meats and by-products, heart, cooked, braised", + "Pork, fresh, variety meats and by-products, heart, raw", + "Pork, fresh, variety meats and by-products, jowl, raw", + "Pork, fresh, variety meats and by-products, kidneys, cooked, braised", + "Pork, fresh, variety meats and by-products, kidneys, raw", + "Pork, fresh, variety meats and by-products, leaf fat, raw", + "Pork, fresh, variety meats and by-products, liver, cooked, braised", + "Pork, fresh, variety meats and by-products, liver, raw", + "Pork, fresh, variety meats and by-products, lungs, cooked, braised", + "Pork, fresh, variety meats and by-products, lungs, raw", + "Pork, fresh, variety meats and by-products, mechanically separated, raw", + "Pork, fresh, variety meats and by-products, pancreas, cooked, braised", + "Pork, fresh, variety meats and by-products, pancreas, raw", + "Pork, fresh, variety meats and by-products, spleen, cooked, braised", + "Pork, fresh, variety meats and by-products, spleen, raw", + "Pork, fresh, variety meats and by-products, stomach, cooked, simmered", + "Pork, fresh, variety meats and by-products, stomach, raw", + "Pork, fresh, variety meats and by-products, tail, cooked, simmered", + "Pork, fresh, variety meats and by-products, tail, raw", + "Pork, fresh, variety meats and by-products, tongue, cooked, braised", + "Pork, fresh, variety meats and by-products, tongue, raw", + "Pork, ground, 72% lean / 28% fat, cooked, crumbles", + "Pork, ground, 72% lean / 28% fat, cooked, pan-broiled", + "Pork, ground, 72% lean / 28% fat, raw", + "Pork, ground, 84% lean / 16% fat, cooked, crumbles", + "Pork, ground, 84% lean / 16% fat, cooked, pan-broiled", + "Pork, ground, 84% lean / 16% fat, raw", + "Pork, ground, 96% lean / 4% fat, cooked, crumbles", + "Pork, ground, 96% lean / 4% fat, cooked, pan-broiled", + "Pork, ground, 96% lean / 4% fat, raw", + "Pork, loin, leg cap steak, boneless, separable lean and fat, cooked, broiled", + "Pork, oriental style, dehydrated", + "Pork, pickled pork hocks", + "Pork, shoulder, petite tender, boneless, separable lean and fat, cooked, broiled", + "Potato chips, without salt, reduced fat", + "Potato flour", + "Potato pancakes", + "Potato puffs, frozen, oven-heated", + "Potato puffs, frozen, unprepared", + "Potato salad, home-prepared", + "Potato soup, instant, dry mix", + "Potato, baked, flesh and skin, without salt", + "Potato, flesh and skin, raw", + "Potatoes, Russet, flesh and skin, baked", + "Potatoes, au gratin, dry mix, prepared with water, whole milk and butter", + "Potatoes, au gratin, dry mix, unprepared", + "Potatoes, au gratin, home-prepared from recipe using butter", + "Potatoes, au gratin, home-prepared from recipe using margarine", + "Potatoes, baked, flesh and skin, with salt", + "Potatoes, baked, flesh, with salt", + "Potatoes, baked, flesh, without salt", + "Potatoes, baked, skin, with salt", + "Potatoes, baked, skin, without salt", + "Potatoes, boiled, cooked in skin, flesh, with salt", + "Potatoes, boiled, cooked in skin, flesh, without salt", + "Potatoes, boiled, cooked in skin, skin, with salt", + "Potatoes, boiled, cooked in skin, skin, without salt", + "Potatoes, boiled, cooked without skin, flesh, with salt", + "Potatoes, boiled, cooked without skin, flesh, without salt", + "Potatoes, canned, drained solids", + "Potatoes, canned, drained solids, no salt added", + "Potatoes, canned, solids and liquids", + "Potatoes, french fried, all types, salt added in processing, frozen, home-prepared, oven heated", + "Potatoes, french fried, all types, salt added in processing, frozen, unprepared", + "Potatoes, french fried, all types, salt not added in processing, frozen, as purchased", + "Potatoes, french fried, all types, salt not added in processing, frozen, oven-heated", + "Potatoes, french fried, crinkle or regular cut, salt added in processing, frozen, as purchased", + "Potatoes, french fried, crinkle or regular cut, salt added in processing, frozen, oven-heated", + "Potatoes, french fried, shoestring, salt added in processing, frozen, as purchased", + "Potatoes, french fried, shoestring, salt added in processing, frozen, oven-heated", + "Potatoes, french fried, steak fries, salt added in processing, frozen, as purchased", + "Potatoes, french fried, steak fries, salt added in processing, frozen, oven-heated", + "Potatoes, frozen, french fried, par fried, cottage-cut, prepared, heated in oven, with salt", + "Potatoes, frozen, french fried, par fried, cottage-cut, prepared, heated in oven, without salt", + "Potatoes, frozen, french fried, par fried, cottage-cut, unprepared", + "Potatoes, frozen, french fried, par fried, extruded, prepared, heated in oven, without salt", + "Potatoes, frozen, french fried, par fried, extruded, unprepared", + "Potatoes, frozen, whole, cooked, boiled, drained, with salt", + "Potatoes, frozen, whole, cooked, boiled, drained, without salt", + "Potatoes, frozen, whole, unprepared", + "Potatoes, hashed brown, frozen, plain, prepared", + "Potatoes, hashed brown, frozen, plain, unprepared", + "Potatoes, hashed brown, frozen, with butter sauce, prepared", + "Potatoes, hashed brown, frozen, with butter sauce, unprepared", + "Potatoes, hashed brown, home-prepared", + "Potatoes, mashed, dehydrated, flakes without milk, dry form", + "Potatoes, mashed, dehydrated, granules with milk, dry form", + "Potatoes, mashed, dehydrated, granules without milk, dry form", + "Potatoes, mashed, dehydrated, prepared from flakes without milk, whole milk and butter added", + "Potatoes, mashed, dehydrated, prepared from granules with milk, water and margarine added", + "Potatoes, mashed, dehydrated, prepared from granules without milk, whole milk and butter added", + "Potatoes, mashed, home-prepared, whole milk added", + "Potatoes, mashed, home-prepared, whole milk and butter added", + "Potatoes, mashed, home-prepared, whole milk and margarine added", + "Potatoes, mashed, prepared from flakes, without milk, whole milk and margarine", + "Potatoes, mashed, prepared from granules, without milk, whole milk and margarine", + "Potatoes, microwaved, cooked in skin, flesh and skin, without salt", + "Potatoes, microwaved, cooked in skin, flesh, with salt", + "Potatoes, microwaved, cooked in skin, flesh, without salt", + "Potatoes, microwaved, cooked in skin, skin, without salt", + "Potatoes, microwaved, cooked, in skin, flesh and skin, with salt", + "Potatoes, microwaved, cooked, in skin, skin with salt", + "Potatoes, o'brien, frozen, prepared", + "Potatoes, o'brien, frozen, unprepared", + "Potatoes, o'brien, home-prepared", + "Potatoes, raw, skin", + "Potatoes, red, flesh and skin, baked", + "Potatoes, red, flesh and skin, raw", + "Potatoes, russet, flesh and skin, raw", + "Potatoes, scalloped, dry mix, prepared with water, whole milk and butter", + "Potatoes, scalloped, dry mix, unprepared", + "Potatoes, scalloped, home-prepared with butter", + "Potatoes, scalloped, home-prepared with margarine", + "Potatoes, white, flesh and skin, baked", + "Potatoes, white, flesh and skin, raw", + "Poultry food products, ground turkey, cooked", + "Poultry food products, ground turkey, raw", + "Poultry salad sandwich spread", + "Poultry, mechanically deboned, from backs and necks with skin, raw", + "Poultry, mechanically deboned, from backs and necks without skin, raw", + "Poultry, mechanically deboned, from mature hens, raw", + "Prairie Turnips, boiled (Northern Plains Indians)", + "Prairie Turnips, raw (Northern Plains Indians)", + "Pretzels, soft", + "Pretzels, soft, unsalted", + "Prickly pears, raw", + "Protein supplement, milk based, Muscle Milk Light, powder", + "Protein supplement, milk based, Muscle Milk, powder", + "Prune juice, canned", + "Prune puree", + "Prunes, canned, heavy syrup pack, solids and liquids", + "Prunes, dehydrated (low-moisture), stewed", + "Prunes, dehydrated (low-moisture), uncooked", + "Pudding, lemon, dry mix, regular, prepared with sugar, egg yolk and water", + "Puddings, all flavors except chocolate, low calorie, instant, dry mix", + "Puddings, all flavors except chocolate, low calorie, regular, dry mix", + "Puddings, banana, dry mix, instant", + "Puddings, banana, dry mix, instant, prepared with 2% milk", + "Puddings, banana, dry mix, instant, prepared with whole milk", + "Puddings, banana, dry mix, instant, with added oil", + "Puddings, banana, dry mix, regular", + "Puddings, banana, dry mix, regular, prepared with 2% milk", + "Puddings, banana, dry mix, regular, prepared with whole milk", + "Puddings, banana, dry mix, regular, with added oil", + "Puddings, chocolate flavor, low calorie, instant, dry mix", + "Puddings, chocolate flavor, low calorie, regular, dry mix", + "Puddings, chocolate, dry mix, instant", + "Puddings, chocolate, dry mix, instant, prepared with 2% milk", + "Puddings, chocolate, dry mix, instant, prepared with whole milk", + "Puddings, chocolate, dry mix, regular", + "Puddings, chocolate, dry mix, regular, prepared with 2% milk", + "Puddings, chocolate, dry mix, regular, prepared with whole milk", + "Puddings, chocolate, ready-to-eat", + "Puddings, chocolate, ready-to-eat, fat free", + "Puddings, coconut cream, dry mix, instant", + "Puddings, coconut cream, dry mix, instant, prepared with 2% milk", + "Puddings, coconut cream, dry mix, instant, prepared with whole milk", + "Puddings, coconut cream, dry mix, regular", + "Puddings, coconut cream, dry mix, regular, prepared with 2% milk", + "Puddings, coconut cream, dry mix, regular, prepared with whole milk", + "Puddings, lemon, dry mix, instant", + "Puddings, lemon, dry mix, instant, prepared with 2% milk", + "Puddings, lemon, dry mix, instant, prepared with whole milk", + "Puddings, lemon, dry mix, regular", + "Puddings, lemon, dry mix, regular, with added oil, potassium, sodium", + "Puddings, rice, dry mix", + "Puddings, rice, dry mix, prepared with 2% milk", + "Puddings, rice, dry mix, prepared with whole milk", + "Puddings, rice, ready-to-eat", + "Puddings, tapioca, dry mix", + "Puddings, tapioca, dry mix, prepared with 2% milk", + "Puddings, tapioca, dry mix, prepared with whole milk", + "Puddings, tapioca, dry mix, with no added salt", + "Puddings, tapioca, ready-to-eat", + "Puddings, tapioca, ready-to-eat, fat free", + "Puddings, vanilla, dry mix, instant", + "Puddings, vanilla, dry mix, instant, prepared with whole milk", + "Puddings, vanilla, dry mix, regular", + "Puddings, vanilla, dry mix, regular, prepared with 2% milk", + "Puddings, vanilla, dry mix, regular, prepared with whole milk", + "Puddings, vanilla, dry mix, regular, with added oil", + "Puddings, vanilla, ready-to-eat", + "Puddings, vanilla, ready-to-eat, fat free", + "Puff pastry, frozen, ready-to-bake", + "Puff pastry, frozen, ready-to-bake, baked", + "Pummelo, raw", + "Pumpkin flowers, cooked, boiled, drained, without salt", + "Pumpkin flowers, raw", + "Pumpkin leaves, cooked, boiled, drained, with salt", + "Pumpkin leaves, cooked, boiled, drained, without salt", + "Pumpkin leaves, raw", + "Pumpkin pie mix, canned", + "Pumpkin, canned, with salt", + "Pumpkin, canned, without salt", + "Pumpkin, cooked, boiled, drained, with salt", + "Pumpkin, cooked, boiled, drained, without salt", + "Pumpkin, flowers, cooked, boiled, drained, with salt", + "Pumpkin, raw", + "Purslane, cooked, boiled, drained, with salt", + "Purslane, cooked, boiled, drained, without salt", + "Purslane, raw", + "QUAKER OATS, PROPEL Fitness Water, fruit-flavored, non-carbonated", + "Quail, breast, meat only, raw", + "Quail, cooked, total edible", + "Quail, meat and skin, raw", + "Quail, meat only, raw", + "Quinces, raw", + "Quinoa, cooked", + "Quinoa, uncooked", + "Radicchio, raw", + "Radish seeds, sprouted, raw", + "Radishes, hawaiian style, pickled", + "Radishes, oriental, cooked, boiled, drained, with salt", + "Radishes, oriental, cooked, boiled, drained, without salt", + "Radishes, oriental, dried", + "Radishes, oriental, raw", + "Radishes, raw", + "Radishes, white icicle, raw", + "Raisins, golden seedless", + "Raisins, seeded", + "Raisins, seedless", + "Rambutan, canned, syrup pack", + "Raspberries, canned, red, heavy syrup pack, solids and liquids", + "Raspberries, frozen, red, sweetened", + "Raspberries, raw", + "Raspberries, wild (Northern Plains Indians)", + "Ready-to-drink reduced fat milk beverage, flavored and sweetened, with added calcium, vitamin A and vitamin D", + "Reddi Wip Fat Free Whipped Topping", + "Refried beans, canned, fat-free", + "Refried beans, canned, traditional style (includes USDA commodity)", + "Refried beans, canned, vegetarian", + "Rennin, chocolate, dry mix, prepared with 2% milk", + "Rennin, chocolate, dry mix, prepared with whole milk", + "Rennin, vanilla, dry mix, prepared with 2% milk", + "Rennin, vanilla, dry mix, prepared with whole milk", + "Restaurant, Chinese, beef and vegetables", + "Restaurant, Chinese, egg rolls, assorted", + "Restaurant, Chinese, fried rice", + "Restaurant, Chinese, general tso's chicken", + "Restaurant, Chinese, kung pao chicken", + "Restaurant, Chinese, lemon chicken", + "Restaurant, Latino, Arroz con frijoles negros (rice and black beans)", + "Restaurant, Latino, Arroz con grandules (rice and pigeonpeas)", + "Restaurant, Latino, Arroz con habichuelas colorados (Rice And Red Beans)", + "Restaurant, Latino, arepa (unleavened cornmeal bread)", + "Restaurant, Latino, arroz con leche (rice pudding)", + "Restaurant, Latino, black bean soup", + "Restaurant, Latino, bunuelos (fried yeast bread)", + "Restaurant, Latino, chicken and rice, entree, prepared", + "Restaurant, Latino, empanadas, beef, prepared", + "Restaurant, Latino, pupusas con frijoles (pupusas, bean)", + "Restaurant, Latino, pupusas con queso (pupusas, cheese)", + "Restaurant, Latino, pupusas del cerdo (pupusas, pork)", + "Restaurant, Latino, tamale, corn", + "Restaurant, Latino, tamale, pork", + "Restaurant, Latino, tripe soup", + "Restaurant, family style, French fries", + "Restaurant, family style, chicken fingers, from kid's menu", + "Restaurant, family style, fried mozzarella sticks", + "Restaurant, family style, macaroni & cheese, from kids' menu", + "Restaurant, family style, shrimp, breaded and fried", + "Restaurant, family style, sirloin steak", + "Rhubarb, frozen, cooked, with sugar", + "Rhubarb, frozen, uncooked", + "Rhubarb, raw", + "Rhubarb, wild, leaves (Alaska Native)", + "Rice and Wheat cereal bar", + "Rice bowl with chicken, frozen entree, prepared (includes fried, teriyaki, and sweet and sour varieties)", + "Rice bran, crude", + "Rice cake, cracker (include hain mini rice cakes)", + "Rice drink, unsweetened, with added calcium, vitamins A and D", + "Rice flour, brown", + "Rice flour, white", + "Rice noodles, cooked", + "Rice noodles, dry", + "Rice, brown, long-grain, cooked", + "Rice, brown, long-grain, raw", + "Rice, brown, medium-grain, cooked", + "Rice, brown, medium-grain, raw", + "Rice, white, glutinous, cooked", + "Rice, white, glutinous, raw", + "Rice, white, long-grain, parboiled, enriched, cooked", + "Rice, white, long-grain, parboiled, enriched, dry", + "Rice, white, long-grain, parboiled, unenriched, cooked", + "Rice, white, long-grain, parboiled, unenriched, dry", + "Rice, white, long-grain, precooked or instant, enriched, dry", + "Rice, white, long-grain, precooked or instant, enriched, prepared", + "Rice, white, long-grain, regular, cooked", + "Rice, white, long-grain, regular, cooked, enriched, with salt", + "Rice, white, long-grain, regular, cooked, unenriched, with salt", + "Rice, white, long-grain, regular, cooked, unenriched, without salt", + "Rice, white, long-grain, regular, raw, enriched", + "Rice, white, long-grain, regular, raw, unenriched", + "Rice, white, medium-grain, cooked", + "Rice, white, medium-grain, cooked, unenriched", + "Rice, white, medium-grain, raw, enriched", + "Rice, white, medium-grain, raw, unenriched", + "Rice, white, short-grain, cooked", + "Rice, white, short-grain, cooked, unenriched", + "Rice, white, short-grain, raw", + "Rice, white, short-grain, raw, unenriched", + "Rice, white, steamed, Chinese restaurant", + "Rice, white, with pasta, cooked", + "Rice, white, with pasta, dry", + "Roast beef spread", + "Rolls, dinner, egg", + "Rolls, dinner, oat bran", + "Rolls, dinner, plain, commercially prepared (includes brown-and-serve)", + "Rolls, dinner, plain, prepared from recipe, made with low fat (2%) milk", + "Rolls, dinner, rye", + "Rolls, dinner, wheat", + "Rolls, dinner, whole-wheat", + "Rolls, french", + "Rolls, hamburger or hotdog, mixed-grain", + "Rolls, hamburger or hotdog, plain", + "Rolls, hamburger or hotdog, reduced-calorie", + "Rolls, hard (includes kaiser)", + "Rolls, pumpernickel", + "Rose Hips, wild (Northern Plains Indians)", + "Rose-apples, raw", + "Roselle, raw", + "Rosemary, fresh", + "Rowal, raw", + "Rutabagas, cooked, boiled, drained, with salt", + "Rutabagas, cooked, boiled, drained, without salt", + "Rutabagas, raw", + "Rye", + "Rye flour, dark", + "Rye flour, light", + "Rye flour, medium", + "SILK Banana-Strawberry soy Yogurt", + "SILK Black Cherry soy Yogurt", + "SILK Blueberry soy Yogurt", + "SILK Chai, soymilk", + "SILK Chocolate, soymilk", + "SILK Coffee, soymilk", + "SILK French Vanilla Creamer", + "SILK Hazelnut Creamer", + "SILK Key Lime soy Yogurt", + "SILK Light Chocolate, soymilk", + "SILK Light Plain, soymilk", + "SILK Light Vanilla, soymilk", + "SILK Mocha, soymilk", + "SILK Nog, soymilk", + "SILK Original Creamer", + "SILK Peach soy Yogurt", + "SILK Plain soy yogurt", + "SILK Plain, soymilk", + "SILK Plus Fiber, soymilk", + "SILK Plus Omega-3 DHA, soymilk", + "SILK Plus for Bone Health, soymilk", + "SILK Raspberry soy yogurt", + "SILK Strawberry soy yogurt", + "SILK Unsweetened, soymilk", + "SILK Vanilla soy Yogurt (Family size)", + "SILK Vanilla soy yogurt (single serving size)", + "SILK Vanilla, soymilk", + "SILK Very Vanilla, soymilk", + "Salad Dressing, coleslaw dressing, reduced fat", + "Salad Dressing, mayonnaise, light, SMART BALANCE, Omega Plus light", + "Salad Dressing, mayonnaise-like, fat-free", + "Salad dressing, KRAFT MIRACLE WHIP FREE Nonfat Dressing", + "Salad dressing, KRAFT MIRACLE WHIP LIGHT Dressing", + "Salad dressing, KRAFT Mayo Fat Free Mayonnaise Dressing", + "Salad dressing, KRAFT Mayo Light Mayonnaise", + "Salad dressing, Mayonnaise dressing, diet, no cholesterol", + "Salad dressing, bacon and tomato", + "Salad dressing, blue or roquefort cheese dressing, commercial, regular", + "Salad dressing, blue or roquefort cheese dressing, fat-free", + "Salad dressing, blue or roquefort cheese dressing, reduced calorie", + "Salad dressing, blue or roquefort cheese, low calorie", + "Salad dressing, buttermilk, lite", + "Salad dressing, caesar dressing, regular", + "Salad dressing, caesar, low calorie", + "Salad dressing, coleslaw", + "Salad dressing, french dressing, commercial, regular", + "Salad dressing, french dressing, commercial, regular, without salt", + "Salad dressing, french dressing, fat-free", + "Salad dressing, french dressing, reduced calorie", + "Salad dressing, french dressing, reduced fat", + "Salad dressing, french dressing, reduced fat, without salt", + "Salad dressing, french, cottonseed, oil, home recipe", + "Salad dressing, french, home recipe", + "Salad dressing, green goddess, regular", + "Salad dressing, home recipe, cooked", + "Salad dressing, home recipe, vinegar and oil", + "Salad dressing, honey mustard dressing, reduced calorie", + "Salad dressing, italian dressing, commercial, regular", + "Salad dressing, italian dressing, commercial, regular, without salt", + "Salad dressing, italian dressing, fat-free", + "Salad dressing, italian dressing, reduced calorie", + "Salad dressing, italian dressing, reduced fat", + "Salad dressing, italian dressing, reduced fat, without salt", + "Salad dressing, mayonnaise and mayonnaise-type, low calorie", + "Salad dressing, mayonnaise type, regular, with salt", + "Salad dressing, mayonnaise, imitation, milk cream", + "Salad dressing, mayonnaise, imitation, soybean", + "Salad dressing, mayonnaise, imitation, soybean without cholesterol", + "Salad dressing, mayonnaise, light", + "Salad dressing, mayonnaise, soybean and safflower oil, with salt", + "Salad dressing, mayonnaise, soybean oil, with salt", + "Salad dressing, mayonnaise, soybean oil, without salt", + "Salad dressing, peppercorn dressing, commercial, regular", + "Salad dressing, ranch dressing, commercial, regular", + "Salad dressing, ranch dressing, fat-free", + "Salad dressing, ranch dressing, reduced fat", + "Salad dressing, russian dressing", + "Salad dressing, russian dressing, low calorie", + "Salad dressing, sesame seed dressing, regular", + "Salad dressing, spray-style dressing, assorted flavors", + "Salad dressing, sweet and sour", + "Salad dressing, thousand island dressing, fat-free", + "Salad dressing, thousand island dressing, reduced fat", + "Salad dressing, thousand island, commercial, regular", + "Salami, Italian, pork", + "Salami, Italian, pork and beef, dry, sliced, 50% less sodium", + "Salami, cooked, beef", + "Salami, cooked, beef and pork", + "Salami, cooked, turkey", + "Salami, dry or hard, pork", + "Salami, dry or hard, pork, beef", + "Salami, pork, beef, less sodium", + "Salmon, red (sockeye), filets with skin, smoked (Alaska Native)", + "Salmonberries, raw (Alaska Native)", + "Salsify, (vegetable oyster), raw", + "Salsify, cooked, boiled, drained, with salt", + "Salsify, cooked, boiled, drained, without salt", + "Salt, table", + "Sandwich spread, meatless", + "Sandwich spread, pork, beef", + "Sandwich spread, with chopped pickle, regular, unspecified oils", + "Sandwiches and burgers, roast beef sandwich with cheese", + "Sandwiches and burgers, steak sandwich", + "Sapodilla, raw", + "Sapote, mamey, raw", + "Sauce, alfredo mix, dry", + "Sauce, barbecue", + "Sauce, barbecue, low sodium", + "Sauce, cheese sauce mix, dry", + "Sauce, cheese, dry, powder", + "Sauce, cheese, ready-to-serve", + "Sauce, chili, peppers, hot, immature green, canned", + "Sauce, fish, ready-to-serve", + "Sauce, hoisin, ready-to-serve", + "Sauce, homemade, white, medium", + "Sauce, homemade, white, thick", + "Sauce, homemade, white, thin", + "Sauce, mole poblano, dry mix, single brand", + "Sauce, oyster, ready-to-serve", + "Sauce, pasta, spaghetti/marinara, ready-to-serve", + "Sauce, pasta, spaghetti/marinara, ready-to-serve, low sodium", + "Sauce, peppers, hot, chili, mature red, canned", + "Sauce, pizza, canned, ready-to-serve", + "Sauce, plum, ready-to-serve", + "Sauce, ready-to-serve, pepper or hot", + "Sauce, ready-to-serve, pepper, TABASCO", + "Sauce, salsa, ready-to-serve", + "Sauce, sofrito, prepared from recipe", + "Sauce, sweet and sour, prepared-from-recipe", + "Sauce, teriyaki, ready-to-serve", + "Sauce, teriyaki, ready-to-serve, reduced sodium", + "Sauce, tomato chili sauce, bottled, no salt, low sodium", + "Sauce, tomato chili sauce, bottled, with salt", + "Sauce, white, thin, prepared-from-recipe, with butter", + "Sauce, worcestershire", + "Sauerkraut, canned, low sodium", + "Sauerkraut, canned, solids and liquids", + "Sausage, Berliner, pork, beef", + "Sausage, Italian, pork, cooked", + "Sausage, Italian, pork, raw", + "Sausage, Italian, sweet, links", + "Sausage, Italian, turkey, smoked", + "Sausage, Polish, beef with chicken, hot", + "Sausage, Polish, pork and beef, smoked", + "Sausage, Vienna, canned, chicken, beef, pork", + "Sausage, chicken and beef, smoked", + "Sausage, chicken, beef, pork, skinless, smoked", + "Sausage, meatless", + "Sausage, pork and beef, with cheddar cheese, smoked", + "Sausage, smoked link sausage, pork and beef", + "Sausage, summer, pork and beef, sticks, with cheddar cheese", + "Sausage, turkey, breakfast links, mild", + "Sausage, turkey, hot, smoked", + "Scrapple, pork", + "Sea cucumber, yane (Alaska Native)", + "Sea lion, Steller, fat (Alaska Native)", + "Sea lion, Steller, heart (Alaska Native)", + "Sea lion, Steller, kidney (Alaska Native)", + "Sea lion, Steller, liver (Alaska Native)", + "Sea lion, Steller, meat (Alaska Native)", + "Sea lion, Steller, meat with fat (Alaska Native)", + "Seal, bearded (Oogruk), meat, dried (Alaska Native)", + "Seal, bearded (Oogruk), meat, dried, in oil (Alaska Native)", + "Seal, bearded (Oogruk), meat, low quadrant, raw (Alaska Native)", + "Seal, bearded (Oogruk), meat, partially dried (Alaska Native)", + "Seal, bearded (Oogruk), meat, raw (Alaska Native)", + "Seal, ringed, liver (Alaska Native)", + "Seal, ringed, meat (Alaska Native)", + "Seaweed, agar, dried", + "Seaweed, agar, raw", + "Seaweed, irishmoss, raw", + "Seaweed, kelp, raw", + "Seaweed, laver, raw", + "Seaweed, spirulina, dried", + "Seaweed, spirulina, raw", + "Seaweed, wakame, raw", + "Seeds, breadfruit seeds, boiled", + "Seeds, breadfruit seeds, raw", + "Seeds, breadfruit seeds, roasted", + "Seeds, breadnut tree seeds, dried", + "Seeds, breadnut tree seeds, raw", + "Seeds, chia seeds, dried", + "Seeds, cottonseed flour, low fat (glandless)", + "Seeds, cottonseed flour, partially defatted (glandless)", + "Seeds, cottonseed kernels, roasted (glandless)", + "Seeds, cottonseed meal, partially defatted (glandless)", + "Seeds, flaxseed", + "Seeds, lotus seeds, dried", + "Seeds, lotus seeds, raw", + "Seeds, pumpkin and squash seed kernels, dried", + "Seeds, pumpkin and squash seed kernels, roasted, with salt added", + "Seeds, pumpkin and squash seed kernels, roasted, without salt", + "Seeds, pumpkin and squash seeds, whole, roasted, with salt added", + "Seeds, pumpkin and squash seeds, whole, roasted, without salt", + "Seeds, safflower seed kernels, dried", + "Seeds, safflower seed meal, partially defatted", + "Seeds, sesame butter, paste", + "Seeds, sesame butter, tahini, from raw and stone ground kernels", + "Seeds, sesame butter, tahini, from roasted and toasted kernels (most common type)", + "Seeds, sesame butter, tahini, from unroasted kernels (non-chemically removed seed coat)", + "Seeds, sesame butter, tahini, type of kernels unspecified", + "Seeds, sesame flour, high-fat", + "Seeds, sesame flour, low-fat", + "Seeds, sesame flour, partially defatted", + "Seeds, sesame meal, partially defatted", + "Seeds, sesame seed kernels, dried (decorticated)", + "Seeds, sesame seed kernels, toasted, with salt added (decorticated)", + "Seeds, sesame seed kernels, toasted, without salt added (decorticated)", + "Seeds, sesame seeds, whole, dried", + "Seeds, sesame seeds, whole, roasted and toasted", + "Seeds, sisymbrium sp. seeds, whole, dried", + "Seeds, sunflower seed butter, with salt added", + "Seeds, sunflower seed butter, without salt", + "Seeds, sunflower seed flour, partially defatted", + "Seeds, sunflower seed kernels, dried", + "Seeds, sunflower seed kernels, dry roasted, with salt added", + "Seeds, sunflower seed kernels, dry roasted, without salt", + "Seeds, sunflower seed kernels, oil roasted, with salt added", + "Seeds, sunflower seed kernels, oil roasted, without salt", + "Seeds, sunflower seed kernels, toasted, with salt added", + "Seeds, sunflower seed kernels, toasted, without salt", + "Seeds, watermelon seed kernels, dried", + "Semolina, enriched", + "Semolina, unenriched", + "Sesbania flower, cooked, steamed, with salt", + "Sesbania flower, cooked, steamed, without salt", + "Sesbania flower, raw", + "Shake, fast food, chocolate", + "Shake, fast food, strawberry", + "Shake, fast food, vanilla", + "Shallots, freeze-dried", + "Shallots, raw", + "Sherbet, orange", + "Shortening bread, soybean (hydrogenated) and cottonseed", + "Shortening cake mix, soybean (hydrogenated) and cottonseed (hydrogenated)", + "Shortening confectionery, coconut (hydrogenated) and or palm kernel (hydrogenated)", + "Shortening frying (heavy duty), beef tallow and cottonseed", + "Shortening frying (heavy duty), palm (hydrogenated)", + "Shortening frying (heavy duty), soybean (hydrogenated), linoleic (less than 1%)", + "Shortening household soybean (hydrogenated) and palm", + "Shortening industrial, lard and vegetable oil", + "Shortening industrial, soybean (hydrogenated) and cottonseed", + "Shortening, confectionery, fractionated palm", + "Shortening, household, lard and vegetable oil", + "Shortening, household, soybean (partially hydrogenated)-cottonseed (partially hydrogenated)", + "Shortening, industrial, soy (partially hydrogenated ) and corn for frying", + "Shortening, industrial, soy (partially hydrogenated ) for baking and confections", + "Shortening, industrial, soy (partially hydrogenated), pourable liquid fry shortening", + "Shortening, multipurpose, soybean (hydrogenated) and palm (hydrogenated)", + "Shortening, special purpose for baking, soybean (hydrogenated) palm and cottonseed", + "Shortening, special purpose for cakes and frostings, soybean (hydrogenated)", + "Shortening, vegetable, household, composite", + "Side dishes, potato salad", + "Smelt, dried (Alaska Native)", + "Smoked link sausage, pork", + "Smoked link sausage, pork and beef, flour and nonfat dry milk added", + "Smoked link sausage, pork and beef, nonfat dry milk added", + "Snack, potato chips, made from dried potatoes, plain", + "Snacks, DOO DADS snack mix, original flavor", + "Snacks, FARLEY CANDY, FARLEY Fruit Snacks, with vitamins A, C, and E", + "Snacks, FRITOLAY, SUNCHIPS, Multigrain Snack, Harvest Cheddar flavor", + "Snacks, FRITOLAY, SUNCHIPS, Multigrain Snack, original flavor", + "Snacks, FRITOLAY, SUNCHIPS, multigrain, French onion flavor", + "Snacks, GENERAL MILLS, BETTY CROCKER Fruit Roll Ups, berry flavored, with vitamin C", + "Snacks, KELLOGG'S, NUTRI-GRAIN Cereal Bars, fruit", + "Snacks, KELLOGG, KELLOGG'S Low Fat Granola Bar, Crunchy Almond/Brown Sugar", + "Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares", + "Snacks, KRAFT, CORNNUTS, plain", + "Snacks, M&M MARS, COMBOS Snacks Cheddar Cheese Pretzel", + "Snacks, M&M MARS, KUDOS Whole Grain Bar, M&M's milk chocolate", + "Snacks, M&M MARS, KUDOS Whole Grain Bar, chocolate chip", + "Snacks, M&M MARS, KUDOS Whole Grain Bars, peanut butter", + "Snacks, NUTRI-GRAIN FRUIT AND NUT BAR", + "Snacks, RALSTON PURINA, CHEX MIX", + "Snacks, SUNKIST, SUNKIST Fruit Roll, strawberry, with vitamins A, C, and E", + "Snacks, bagel chips", + "Snacks, banana chips", + "Snacks, beef jerky, chopped and formed", + "Snacks, beef sticks, smoked", + "Snacks, candy bits, yogurt covered with vitamin C", + "Snacks, candy rolls, yogurt-covered, fruit flavored with high vitamin C", + "Snacks, corn cakes", + "Snacks, corn cakes, very low sodium", + "Snacks, corn-based, extruded, chips, barbecue-flavor", + "Snacks, corn-based, extruded, chips, barbecue-flavor, made with enriched masa flour", + "Snacks, corn-based, extruded, chips, plain", + "Snacks, corn-based, extruded, chips, unsalted", + "Snacks, corn-based, extruded, cones, nacho-flavor", + "Snacks, corn-based, extruded, cones, plain", + "Snacks, corn-based, extruded, onion-flavor", + "Snacks, corn-based, extruded, puffs or twists, cheese-flavor", + "Snacks, corn-based, extruded, puffs or twists, cheese-flavor, unenriched", + "Snacks, cornnuts, barbecue-flavor", + "Snacks, cornnuts, nacho-flavor", + "Snacks, crisped rice bar, chocolate chip", + "Snacks, fruit leather, pieces", + "Snacks, fruit leather, rolls", + "Snacks, granola bar, KASHI GOLEAN, chewy, mixed flavors", + "Snacks, granola bar, KASHI GOLEAN, crunchy, mixed flavors", + "Snacks, granola bar, KASHI TLC Bar, chewy, mixed flavors", + "Snacks, granola bar, KASHI TLC Bar, crunchy, mixed flavors", + "Snacks, granola bar, chewy, reduced sugar, all flavors", + "Snacks, granola bar, fruit-filled, nonfat", + "Snacks, granola bar, with coconut, chocolate coated", + "Snacks, granola bars, QUAKER OATMEAL TO GO, all flavors", + "Snacks, granola bars, hard, almond", + "Snacks, granola bars, hard, chocolate chip", + "Snacks, granola bars, hard, peanut", + "Snacks, granola bars, hard, peanut butter", + "Snacks, granola bars, hard, plain", + "Snacks, granola bars, oats, fruits and nut", + "Snacks, granola bars, soft, almond, confectioners coating", + "Snacks, granola bars, soft, coated, milk chocolate coating, chocolate chip", + "Snacks, granola bars, soft, coated, milk chocolate coating, peanut butter", + "Snacks, granola bars, soft, uncoated, chocolate chip", + "Snacks, granola bars, soft, uncoated, chocolate chip, graham and marshmallow", + "Snacks, granola bars, soft, uncoated, nut and raisin", + "Snacks, granola bars, soft, uncoated, peanut butter", + "Snacks, granola bars, soft, uncoated, peanut butter and chocolate chip", + "Snacks, granola bars, soft, uncoated, plain", + "Snacks, granola bars, soft, uncoated, raisin", + "Snacks, granola bites, mixed flavors", + "Snacks, oriental mix, rice-based", + "Snacks, pita chips, salted", + "Snacks, plantain chips, salted", + "Snacks, popcorn, air-popped", + "Snacks, popcorn, air-popped, white popcorn", + "Snacks, popcorn, cakes", + "Snacks, popcorn, caramel-coated, with peanuts", + "Snacks, popcorn, caramel-coated, without peanuts", + "Snacks, popcorn, cheese-flavor", + "Snacks, popcorn, home-prepared, oil-popped, unsalted", + "Snacks, popcorn, microwave, 94% fat free", + "Snacks, popcorn, microwave, low fat", + "Snacks, popcorn, microwave, regular (butter) flavor, made with partially hydrogenated oil", + "Snacks, popcorn, oil-popped, microwave, regular flavor", + "Snacks, popcorn, oil-popped, white popcorn", + "Snacks, popcorn, unpopped kernels", + "Snacks, pork skins, barbecue-flavor", + "Snacks, pork skins, plain", + "Snacks, potato chips, barbecue-flavor", + "Snacks, potato chips, cheese-flavor", + "Snacks, potato chips, fat free, salted", + "Snacks, potato chips, fat-free, made with olestra", + "Snacks, potato chips, made from dried potatoes, cheese-flavor", + "Snacks, potato chips, made from dried potatoes, fat-free, made with olestra", + "Snacks, potato chips, made from dried potatoes, reduced fat", + "Snacks, potato chips, made from dried potatoes, sour-cream and onion-flavor", + "Snacks, potato chips, plain, made with partially hydrogenated soybean oil, salted", + "Snacks, potato chips, plain, made with partially hydrogenated soybean oil, unsalted", + "Snacks, potato chips, plain, salted", + "Snacks, potato chips, plain, unsalted", + "Snacks, potato chips, reduced fat", + "Snacks, potato chips, sour-cream-and-onion-flavor", + "Snacks, potato chips, white, restructured, baked", + "Snacks, potato sticks", + "Snacks, pretzels, hard, confectioner's coating, chocolate-flavor", + "Snacks, pretzels, hard, plain, made with enriched flour, unsalted", + "Snacks, pretzels, hard, plain, made with unenriched flour, salted", + "Snacks, pretzels, hard, plain, made with unenriched flour, unsalted", + "Snacks, pretzels, hard, plain, salted", + "Snacks, pretzels, hard, whole-wheat", + "Snacks, rice cakes, brown rice, buckwheat", + "Snacks, rice cakes, brown rice, buckwheat, unsalted", + "Snacks, rice cakes, brown rice, corn", + "Snacks, rice cakes, brown rice, multigrain", + "Snacks, rice cakes, brown rice, multigrain, unsalted", + "Snacks, rice cakes, brown rice, plain", + "Snacks, rice cakes, brown rice, plain, unsalted", + "Snacks, rice cakes, brown rice, rye", + "Snacks, rice cakes, brown rice, sesame seed", + "Snacks, rice cakes, brown rice, sesame seed, unsalted", + "Snacks, sesame sticks, wheat-based, salted", + "Snacks, sesame sticks, wheat-based, unsalted", + "Snacks, soy chips or crisps, salted", + "Snacks, sweet potato chips", + "Snacks, taro chips", + "Snacks, tortilla chips, light (baked with less oil)", + "Snacks, tortilla chips, low fat, made with olestra, nacho cheese", + "Snacks, tortilla chips, low fat, unsalted", + "Snacks, tortilla chips, nacho cheese", + "Snacks, tortilla chips, nacho-flavor, made with enriched masa flour", + "Snacks, tortilla chips, nacho-flavor, reduced fat", + "Snacks, tortilla chips, plain, white corn", + "Snacks, tortilla chips, plain, yellow corn", + "Snacks, tortilla chips, ranch-flavor", + "Snacks, tortilla chips, taco-flavor", + "Snacks, tortilla chips, unsalted, white corn", + "Snacks, trail mix, regular", + "Snacks, trail mix, regular, unsalted", + "Snacks, trail mix, regular, with chocolate chips, salted nuts and seeds", + "Snacks, trail mix, regular, with chocolate chips, unsalted nuts and seeds", + "Snacks, trail mix, tropical", + "Snacks, vegetable chips, HAIN CELESTIAL GROUP, TERRA CHIPS", + "Snacks, vegetable chips, made from garden vegetables", + "Snacks, yucca (cassava) chips, salted", + "Sorghum", + "Sorghum flour", + "Soup, Chicken Broth, canned, ready-to-serve", + "Soup, HEALTHY CHOICE Chicken Noodle Soup, canned", + "Soup, HEALTHY CHOICE Chicken and Rice Soup, canned", + "Soup, HEALTHY CHOICE Garden Vegetable Soup, canned", + "Soup, SWANSON Chicken Broth 99% Fat Free", + "Soup, bean & ham, canned, reduced sodium, prepared with water or ready-to-serve", + "Soup, bean with bacon, condensed, single brand", + "Soup, bean with bacon, dry, mix, prepared with water", + "Soup, bean with frankfurters, canned, condensed", + "Soup, bean with frankfurters, canned, prepared with equal volume water", + "Soup, bean with ham, canned, chunky, ready-to-serve", + "Soup, bean with pork, canned, condensed", + "Soup, bean with pork, canned, prepared with equal volume water", + "Soup, beef and mushroom, low sodium, chunk style", + "Soup, beef broth bouillon and consomme, canned, condensed", + "Soup, beef broth or bouillon canned, ready-to-serve", + "Soup, beef broth or bouillon, powder, dry", + "Soup, beef broth or bouillon, powder, prepared with water", + "Soup, beef broth, bouillon, consomme, prepared with equal volume water", + "Soup, beef broth, cubed, dry", + "Soup, beef broth, cubed, prepared with water", + "Soup, beef mushroom, canned, condensed", + "Soup, beef mushroom, canned, prepared with equal volume water", + "Soup, beef noodle, canned, condensed", + "Soup, beef noodle, canned, prepared with equal volume water", + "Soup, beef noodle, dry, mix", + "Soup, beef stroganoff, canned, chunky style, ready-to-serve", + "Soup, beef with vegetables and barley, canned, condensed, single brand", + "Soup, black bean, canned, condensed", + "Soup, black bean, canned, prepared with equal volume water", + "Soup, bouillon cubes and granules, low sodium, dry", + "Soup, broccoli cheese, canned, condensed, commercial", + "Soup, cheese, canned, condensed", + "Soup, cheese, canned, prepared with equal volume milk", + "Soup, cheese, canned, prepared with equal volume water", + "Soup, chicken broth cubes, dry", + "Soup, chicken broth cubes, dry, prepared with water", + "Soup, chicken broth or bouillon, dry", + "Soup, chicken broth or bouillon, dry, prepared with water", + "Soup, chicken broth, canned, condensed", + "Soup, chicken broth, canned, less/reduced sodium", + "Soup, chicken broth, canned, prepared with equal volume water", + "Soup, chicken broth, low sodium, canned", + "Soup, chicken corn chowder, chunky, ready-to-serve, single brand", + "Soup, chicken gumbo, canned, condensed", + "Soup, chicken gumbo, canned, prepared with equal volume water", + "Soup, chicken mushroom chowder, chunky, ready-to-serve, single brand", + "Soup, chicken mushroom, canned, condensed", + "Soup, chicken mushroom, canned, prepared with equal volume water", + "Soup, chicken noodle, canned, condensed", + "Soup, chicken noodle, canned, prepared with equal volume water", + "Soup, chicken noodle, dry, mix", + "Soup, chicken noodle, dry, mix, prepared with water", + "Soup, chicken noodle, low sodium, canned, prepared with equal volume water", + "Soup, chicken rice, canned, chunky, ready-to-serve", + "Soup, chicken rice, dry, mix, prepared with water", + "Soup, chicken vegetable with potato and cheese, chunky, ready-to-serve", + "Soup, chicken vegetable, canned, condensed", + "Soup, chicken vegetable, canned, prepared with equal volume water", + "Soup, chicken vegetable, chunky, canned, ready-to-serve", + "Soup, chicken vegetable, chunky, reduced fat, reduced sodium, ready-to-serve, single brand", + "Soup, chicken with dumplings, canned, condensed", + "Soup, chicken with dumplings, canned, prepared with equal volume water", + "Soup, chicken with rice, canned, condensed", + "Soup, chicken with rice, canned, prepared with equal volume water", + "Soup, chicken with star-shaped pasta, canned, condensed, single brand", + "Soup, chicken, canned, chunky, ready-to-serve", + "Soup, chili beef, canned, condensed", + "Soup, chili beef, canned, prepared with equal volume water", + "Soup, chunky beef with country vegetables, ready-to-serve", + "Soup, chunky beef, canned, ready-to-serve", + "Soup, chunky chicken noodle, canned, ready-to-serve", + "Soup, chunky vegetable, canned, ready-to-serve", + "Soup, clam chowder, manhattan style, canned, chunky, ready-to-serve", + "Soup, clam chowder, manhattan, canned, condensed", + "Soup, clam chowder, manhattan, canned, prepared with equal volume water", + "Soup, clam chowder, new england, canned, condensed", + "Soup, clam chowder, new england, canned, prepared with equal volume low fat (2%) milk", + "Soup, clam chowder, new england, canned, prepared with equal volume water", + "Soup, consomme with gelatin, dry, mix, prepared with water", + "Soup, crab, canned, ready-to-serve", + "Soup, cream of asparagus, canned, condensed", + "Soup, cream of asparagus, canned, prepared with equal volume milk", + "Soup, cream of asparagus, canned, prepared with equal volume water", + "Soup, cream of celery, canned, condensed", + "Soup, cream of celery, canned, prepared with equal volume milk", + "Soup, cream of celery, canned, prepared with equal volume water", + "Soup, cream of chicken, canned, condensed", + "Soup, cream of chicken, canned, condensed, reduced sodium", + "Soup, cream of chicken, canned, condensed, single brand", + "Soup, cream of chicken, canned, prepared with equal volume milk", + "Soup, cream of chicken, canned, prepared with equal volume water", + "Soup, cream of chicken, dry, mix, prepared with water", + "Soup, cream of mushroom, canned, condensed", + "Soup, cream of mushroom, canned, condensed, reduced sodium", + "Soup, cream of mushroom, canned, prepared with equal volume low fat (2%) milk", + "Soup, cream of mushroom, canned, prepared with equal volume water", + "Soup, cream of mushroom, low sodium, ready-to-serve, canned", + "Soup, cream of onion, canned, condensed", + "Soup, cream of onion, canned, prepared with equal volume milk", + "Soup, cream of onion, canned, prepared with equal volume water", + "Soup, cream of potato, canned, condensed", + "Soup, cream of potato, canned, prepared with equal volume milk", + "Soup, cream of potato, canned, prepared with equal volume water", + "Soup, cream of shrimp, canned, condensed", + "Soup, cream of shrimp, canned, prepared with equal volume low fat (2%) milk", + "Soup, cream of shrimp, canned, prepared with equal volume water", + "Soup, cream of vegetable, dry, powder", + "Soup, egg drop, Chinese restaurant", + "Soup, escarole, canned, ready-to-serve", + "Soup, fish, homemade (Alaska Native)", + "Soup, gazpacho, canned, ready-to-serve", + "Soup, hot and sour, Chinese restaurant", + "Soup, lentil with ham, canned, ready-to-serve", + "Soup, minestrone, canned, chunky, ready-to-serve", + "Soup, minestrone, canned, condensed", + "Soup, minestrone, canned, prepared with equal volume water", + "Soup, minestrone, canned, reduced sodium, ready-to-serve", + "Soup, mushroom barley, canned, condensed", + "Soup, mushroom barley, canned, prepared with equal volume water", + "Soup, mushroom with beef stock, canned, condensed", + "Soup, mushroom with beef stock, canned, prepared with equal volume water", + "Soup, mushroom, dry, mix, prepared with water", + "Soup, onion, canned, condensed", + "Soup, onion, canned, prepared with equal volume water", + "Soup, onion, dry, mix", + "Soup, onion, dry, mix, prepared with water", + "Soup, oxtail, dry, mix, prepared with water", + "Soup, oyster stew, canned, condensed", + "Soup, oyster stew, canned, prepared with equal volume milk", + "Soup, oyster stew, canned, prepared with equal volume water", + "Soup, pea, green, canned, condensed", + "Soup, pea, green, canned, prepared with equal volume milk", + "Soup, pea, green, canned, prepared with equal volume water", + "Soup, pea, low sodium, prepared with equal volume water", + "Soup, pea, split with ham, canned, chunky, ready-to-serve", + "Soup, pea, split with ham, canned, condensed", + "Soup, pea, split with ham, canned, prepared with equal volume water", + "Soup, pepperpot, canned, condensed", + "Soup, pepperpot, canned, prepared with equal volume water", + "Soup, potato ham chowder, chunky, ready-to-serve, single brand", + "Soup, ramen noodle, any flavor, dry", + "Soup, ramen noodle, beef flavor, dry", + "Soup, ramen noodle, chicken flavor, dry", + "Soup, ramen noodle, dry, any flavor, reduced fat, reduced sodium", + "Soup, scotch broth, canned, condensed", + "Soup, scotch broth, canned, prepared with equal volume water", + "Soup, shark fin, restaurant-prepared", + "Soup, sirloin burger with vegetables, ready-to-serve, single brand", + "Soup, split pea with ham and bacon, canned, condensed, single brand", + "Soup, split pea with ham, chunky, reduced fat, reduced sodium, ready-to-serve, single brand", + "Soup, stock, beef, home-prepared", + "Soup, stock, chicken, home-prepared", + "Soup, stock, fish, home-prepared", + "Soup, stockpot, canned, condensed", + "Soup, stockpot, canned, prepared with equal volume water", + "Soup, tomato beef with noodle, canned, condensed", + "Soup, tomato beef with noodle, canned, prepared with equal volume water", + "Soup, tomato bisque, canned, condensed", + "Soup, tomato bisque, canned, prepared with equal volume milk", + "Soup, tomato bisque, canned, prepared with equal volume water", + "Soup, tomato rice, canned, condensed", + "Soup, tomato rice, canned, prepared with equal volume water", + "Soup, tomato vegetable, dry, mix", + "Soup, tomato vegetable, dry, mix, prepared with water", + "Soup, tomato, canned, condensed", + "Soup, tomato, canned, condensed, reduced sodium", + "Soup, tomato, canned, prepared with equal volume low fat (2%) milk", + "Soup, tomato, canned, prepared with equal volume water, commercial", + "Soup, tomato, dry, mix, prepared with water", + "Soup, tomato, low sodium, with water", + "Soup, turkey noodle, canned, condensed", + "Soup, turkey noodle, canned, prepared with equal volume water", + "Soup, turkey vegetable, canned, condensed", + "Soup, turkey vegetable, canned, prepared with equal volume water", + "Soup, turkey, chunky, canned, ready-to-serve", + "Soup, vegetable beef, canned, condensed", + "Soup, vegetable beef, canned, condensed, single brand", + "Soup, vegetable beef, canned, prepared with equal volume water", + "Soup, vegetable beef, dry, mix, prepared with water", + "Soup, vegetable beef, microwavable, ready-to-serve, single brand", + "Soup, vegetable chicken, canned, prepared with water, low sodium", + "Soup, vegetable soup, condensed, low sodium, prepared with equal volume water", + "Soup, vegetable with beef broth, canned, condensed", + "Soup, vegetable with beef broth, canned, prepared with equal volume water", + "Soup, vegetable, canned, low sodium, condensed", + "Soup, vegetarian vegetable, canned, condensed", + "Soup, vegetarian vegetable, canned, prepared with equal volume water", + "Soup, wonton, Chinese restaurant", + "Sour cream, fat free", + "Sour cream, imitation, cultured", + "Sour cream, light", + "Sour cream, reduced fat", + "Sour dressing, non-butterfat, cultured, filled cream-type", + "Sourdock, young leaves (Alaska Native)", + "Soursop, raw", + "Soy flour, defatted", + "Soy flour, defatted, crude protein basis (N x 6.25)", + "Soy flour, full-fat, raw", + "Soy flour, full-fat, raw, crude protein basis (N x 6.25)", + "Soy flour, full-fat, roasted", + "Soy flour, full-fat, roasted, crude protein basis (N x 6.25)", + "Soy flour, low-fat", + "Soy flour, low-fat, crude protein basis (N x 6.25)", + "Soy meal, defatted, raw", + "Soy meal, defatted, raw, crude protein basis (N x 6.25)", + "Soy protein concentrate, crude protein basis (N x 6.25), produced by acid wash", + "Soy protein concentrate, produced by acid wash", + "Soy protein concentrate, produced by alcohol extraction", + "Soy protein isolate", + "Soy protein isolate, PROTEIN TECHNOLOGIES INTERNATIONAL, ProPlus", + "Soy protein isolate, PROTEIN TECHNOLOGIES INTERNATIONAL, SUPRO", + "Soy protein isolate, potassium type", + "Soy protein isolate, potassium type, crude protein basis", + "Soy sauce made from hydrolyzed vegetable protein", + "Soy sauce made from soy (tamari)", + "Soy sauce made from soy and wheat (shoyu)", + "Soy sauce made from soy and wheat (shoyu), low sodium", + "Soybean, curd cheese", + "Soybeans, green, cooked, boiled, drained, with salt", + "Soybeans, green, cooked, boiled, drained, without salt", + "Soybeans, green, raw", + "Soybeans, mature cooked, boiled, without salt", + "Soybeans, mature seeds, cooked, boiled, with salt", + "Soybeans, mature seeds, dry roasted", + "Soybeans, mature seeds, raw", + "Soybeans, mature seeds, roasted, no salt added", + "Soybeans, mature seeds, roasted, salted", + "Soybeans, mature seeds, sprouted, cooked, steamed", + "Soybeans, mature seeds, sprouted, cooked, steamed, with salt", + "Soybeans, mature seeds, sprouted, cooked, stir-fried", + "Soybeans, mature seeds, sprouted, cooked, stir-fried, with salt", + "Soybeans, mature seeds, sprouted, raw", + "Soymilk (All flavors), enhanced", + "Soymilk (All flavors), lowfat, with added calcium, vitamins A and D", + "Soymilk (all flavors), nonfat, with added calcium, vitamins A and D", + "Soymilk (all flavors), unsweetened, with added calcium, vitamins A and D", + "Soymilk, chocolate and other flavors, light, with added calcium, vitamins A and D", + "Soymilk, chocolate, nonfat, with added calcium, vitamins A and D", + "Soymilk, chocolate, unfortified", + "Soymilk, chocolate, with added calcium, vitamins A and D", + "Soymilk, original and vanilla, light, unsweetened, with added calcium, vitamins A and D", + "Soymilk, original and vanilla, light, with added calcium, vitamins A and D", + "Soymilk, original and vanilla, unfortified", + "Soymilk, original and vanilla, with added calcium, vitamins A and D", + "Spaghetti with meat sauce, frozen entree", + "Spaghetti, cooked, enriched, with added salt", + "Spaghetti, cooked, enriched, without added salt", + "Spaghetti, cooked, unenriched, with added salt", + "Spaghetti, cooked, unenriched, without added salt", + "Spaghetti, dry, enriched", + "Spaghetti, dry, unenriched", + "Spaghetti, protein-fortified, cooked, enriched (N x 5.70)", + "Spaghetti, protein-fortified, cooked, enriched (n x 6.25)", + "Spaghetti, protein-fortified, dry, enriched (n x 5.70)", + "Spaghetti, protein-fortified, dry, enriched (n x 6.25)", + "Spaghetti, spinach, cooked", + "Spaghetti, spinach, dry", + "Spaghetti, whole-wheat, cooked", + "Spaghetti, whole-wheat, dry", + "Spaghetti, with meatballs, canned", + "Spearmint, dried", + "Spearmint, fresh", + "Spelt, cooked", + "Spelt, uncooked", + "Spices, allspice, ground", + "Spices, anise seed", + "Spices, basil, dried", + "Spices, bay leaf", + "Spices, caraway seed", + "Spices, cardamom", + "Spices, celery seed", + "Spices, chervil, dried", + "Spices, chili powder", + "Spices, cinnamon, ground", + "Spices, cloves, ground", + "Spices, coriander leaf, dried", + "Spices, coriander seed", + "Spices, cumin seed", + "Spices, curry powder", + "Spices, dill seed", + "Spices, dill weed, dried", + "Spices, fennel seed", + "Spices, fenugreek seed", + "Spices, garlic powder", + "Spices, ginger, ground", + "Spices, mace, ground", + "Spices, marjoram, dried", + "Spices, mustard seed, ground", + "Spices, nutmeg, ground", + "Spices, onion powder", + "Spices, oregano, dried", + "Spices, paprika", + "Spices, parsley, dried", + "Spices, pepper, black", + "Spices, pepper, red or cayenne", + "Spices, pepper, white", + "Spices, poppy seed", + "Spices, poultry seasoning", + "Spices, pumpkin pie spice", + "Spices, rosemary, dried", + "Spices, saffron", + "Spices, sage, ground", + "Spices, savory, ground", + "Spices, tarragon, dried", + "Spices, thyme, dried", + "Spices, turmeric, ground", + "Spinach souffle", + "Spinach, canned, no salt added, solids and liquids", + "Spinach, canned, regular pack, drained solids", + "Spinach, canned, regular pack, solids and liquids", + "Spinach, cooked, boiled, drained, with salt", + "Spinach, cooked, boiled, drained, without salt", + "Spinach, frozen, chopped or leaf, cooked, boiled, drained, with salt", + "Spinach, frozen, chopped or leaf, cooked, boiled, drained, without salt", + "Spinach, frozen, chopped or leaf, unprepared", + "Spinach, raw", + "Split pea soup, canned, reduced sodium, prepared with water or ready-to serve", + "Split pea with ham soup, canned, reduced sodium, prepared with water or ready-to-serve", + "Sports drink, COCA-COLA, POWERADE, lemon-lime flavored, ready-to-drink", + "Sports drink, PEPSICO QUAKER GATORADE, GATORADE, original, fruit-flavored, ready-to-drink", + "Sports drink, fruit-flavored, low calorie, ready-to-drink", + "Squab, (pigeon), light meat without skin, raw", + "Squab, (pigeon), meat and skin, raw", + "Squab, (pigeon), meat only, raw", + "Squash, Indian, cooked, boiled (Navajo)", + "Squash, Indian, raw (Navajo)", + "Squash, summer, all varieties, cooked, boiled, drained, with salt", + "Squash, summer, all varieties, cooked, boiled, drained, without salt", + "Squash, summer, all varieties, raw", + "Squash, summer, crookneck and straightneck, canned, drained, solid, without salt", + "Squash, summer, crookneck and straightneck, cooked, boiled, drained, with salt", + "Squash, summer, crookneck and straightneck, cooked, boiled, drained, without salt", + "Squash, summer, crookneck and straightneck, frozen, cooked, boiled, drained, with salt", + "Squash, summer, crookneck and straightneck, frozen, cooked, boiled, drained, without salt", + "Squash, summer, crookneck and straightneck, frozen, unprepared", + "Squash, summer, crookneck and straightneck, raw", + "Squash, summer, scallop, cooked, boiled, drained, with salt", + "Squash, summer, scallop, cooked, boiled, drained, without salt", + "Squash, summer, scallop, raw", + "Squash, summer, zucchini, includes skin, cooked, boiled, drained, with salt", + "Squash, summer, zucchini, includes skin, cooked, boiled, drained, without salt", + "Squash, summer, zucchini, includes skin, frozen, cooked, boiled, drained, with salt", + "Squash, summer, zucchini, includes skin, frozen, cooked, boiled, drained, without salt", + "Squash, summer, zucchini, includes skin, frozen, unprepared", + "Squash, summer, zucchini, includes skin, raw", + "Squash, summer, zucchini, italian style, canned", + "Squash, winter, acorn, cooked, baked, with salt", + "Squash, winter, acorn, cooked, baked, without salt", + "Squash, winter, acorn, cooked, boiled, mashed, with salt", + "Squash, winter, acorn, cooked, boiled, mashed, without salt", + "Squash, winter, acorn, raw", + "Squash, winter, all varieties, cooked, baked, with salt", + "Squash, winter, all varieties, cooked, baked, without salt", + "Squash, winter, all varieties, raw", + "Squash, winter, butternut, cooked, baked, with salt", + "Squash, winter, butternut, cooked, baked, without salt", + "Squash, winter, butternut, frozen, cooked, boiled, with salt", + "Squash, winter, butternut, frozen, cooked, boiled, without salt", + "Squash, winter, butternut, frozen, unprepared", + "Squash, winter, butternut, raw", + "Squash, winter, hubbard, cooked, baked, with salt", + "Squash, winter, hubbard, cooked, baked, without salt", + "Squash, winter, hubbard, cooked, boiled, mashed, with salt", + "Squash, winter, hubbard, cooked, boiled, mashed, without salt", + "Squash, winter, hubbard, raw", + "Squash, winter, spaghetti, cooked, boiled, drained, or baked, with salt", + "Squash, winter, spaghetti, cooked, boiled, drained, or baked, without salt", + "Squash, winter, spaghetti, raw", + "Squash, zucchini, baby, raw", + "Squirrel, ground, meat (Alaska Native)", + "Steelhead trout, boiled, canned (Alaska Native)", + "Steelhead trout, dried, flesh (Shoshone Bannock)", + "Stew, dumpling with mutton (Navajo)", + "Stew, hominy with mutton (Navajo)", + "Stew, moose (Alaska Native)", + "Stew, mutton, corn, squash (Navajo)", + "Stew, pinto bean and hominy, badufsuki (Hopi)", + "Stew, steamed corn (Navajo)", + "Stew/soup, caribou (Alaska Native)", + "Stinging Nettles, blanched (Northern Plains Indians)", + "Strawberries, canned, heavy syrup pack, solids and liquids", + "Strawberries, frozen, sweetened, sliced", + "Strawberries, frozen, sweetened, whole", + "Strawberries, frozen, unsweetened", + "Strawberries, raw", + "Strawberry-flavor beverage mix, powder", + "Strawberry-flavor beverage mix, powder, prepared with whole milk", + "Strudel, apple", + "Succotash, (corn and limas), canned, with cream style corn", + "Succotash, (corn and limas), canned, with whole kernel corn, solids and liquids", + "Succotash, (corn and limas), cooked, boiled, drained, with salt", + "Succotash, (corn and limas), cooked, boiled, drained, without salt", + "Succotash, (corn and limas), frozen, cooked, boiled, drained, with salt", + "Succotash, (corn and limas), frozen, cooked, boiled, drained, without salt", + "Succotash, (corn and limas), frozen, unprepared", + "Succotash, (corn and limas), raw", + "Sugar, turbinado", + "Sugar-apples, (sweetsop), raw", + "Sugars, brown", + "Sugars, granulated", + "Sugars, maple", + "Sugars, powdered", + "Swamp cabbage, (skunk cabbage), raw", + "Swamp cabbage, cooked, boiled, drained, with salt", + "Swamp cabbage, cooked, boiled, drained, without salt", + "Sweet potato leaves, cooked, steamed, with salt", + "Sweet potato leaves, cooked, steamed, without salt", + "Sweet potato leaves, raw", + "Sweet potato, canned, mashed", + "Sweet potato, canned, syrup pack, drained solids", + "Sweet potato, canned, syrup pack, solids and liquids", + "Sweet potato, canned, vacuum pack", + "Sweet potato, cooked, baked in skin, with salt", + "Sweet potato, cooked, baked in skin, without salt", + "Sweet potato, cooked, boiled, without skin", + "Sweet potato, cooked, boiled, without skin, with salt", + "Sweet potato, cooked, candied, home-prepared", + "Sweet potato, frozen, cooked, baked, with salt", + "Sweet potato, frozen, cooked, baked, without salt", + "Sweet potato, frozen, unprepared", + "Sweet potato, raw, unprepared", + "Sweet rolls, cheese", + "Sweet rolls, cinnamon, commercially prepared with raisins", + "Sweet rolls, cinnamon, refrigerated dough with frosting", + "Sweet rolls, cinnamon, refrigerated dough with frosting, baked", + "Sweeteners, for baking, brown, contains sugar and sucralose", + "Sweeteners, for baking, contains sugar and sucralose", + "Sweeteners, sugar substitute, granulated, brown", + "Sweeteners, tabletop, aspartame, EQUAL, packets", + "Sweeteners, tabletop, fructose, dry, powder", + "Sweeteners, tabletop, fructose, liquid", + "Sweeteners, tabletop, saccharin", + "Sweeteners, tabletop, sucralose, SPLENDA packets", + "Swisswurst, pork and beef, with swiss cheese, smoked", + "Syrups, chocolate, HERSHEY'S Genuine Chocolate Flavored Lite Syrup", + "Syrups, chocolate, fudge-type", + "Syrups, corn, dark", + "Syrups, corn, high-fructose", + "Syrups, corn, light", + "Syrups, dietetic", + "Syrups, grenadine", + "Syrups, malt", + "Syrups, maple", + "Syrups, sorghum", + "Syrups, table blends, cane and 15% maple", + "Syrups, table blends, corn, refiner, and sugar", + "Syrups, table blends, pancake", + "Syrups, table blends, pancake, reduced-calorie", + "Syrups, table blends, pancake, with 2% maple", + "Syrups, table blends, pancake, with 2% maple, with added potassium", + "Syrups, table blends, pancake, with butter", + "T.G.I. FRIDAY'S, FRIDAY'S Shrimp, breaded", + "T.G.I. FRIDAY'S, French fries", + "T.G.I. FRIDAY'S, Mac & Cheese, from kid's menu", + "T.G.I. FRIDAY'S, chicken fingers, from kids' menu", + "T.G.I. FRIDAY'S, classic sirloin steak", + "T.G.I. FRIDAY'S, fried mozzarella", + "TACO BELL, BURRITO SUPREME with beef", + "TACO BELL, BURRITO SUPREME with chicken", + "TACO BELL, BURRITO SUPREME with steak", + "TACO BELL, Bean Burrito", + "TACO BELL, Nachos", + "TACO BELL, Nachos Supreme", + "TACO BELL, Original Taco with beef", + "TACO BELL, Soft Taco with beef", + "TACO BELL, Soft Taco with chicken", + "TACO BELL, Soft Taco with steak", + "TACO BELL, Taco Salad", + "Taco shells, baked", + "Taco shells, baked, without added salt", + "Tamales (Navajo)", + "Tamales, masa and pork filling (Hopi)", + "Tamarind nectar, canned", + "Tamarinds, raw", + "Tangerine juice, canned, sweetened", + "Tangerine juice, frozen concentrate, sweetened, diluted with 3 volume water", + "Tangerine juice, frozen concentrate, sweetened, undiluted", + "Tangerine juice, raw", + "Tangerines, (mandarin oranges), canned, juice pack", + "Tangerines, (mandarin oranges), canned, juice pack, drained", + "Tangerines, (mandarin oranges), canned, light syrup pack", + "Tangerines, (mandarin oranges), raw", + "Tapioca, pearl, dry", + "Taro leaves, cooked, steamed, without salt", + "Taro leaves, raw", + "Taro shoots, cooked, without salt", + "Taro shoots, raw", + "Taro, cooked, with salt", + "Taro, cooked, without salt", + "Taro, leaves, cooked, steamed, with salt", + "Taro, raw", + "Taro, shoots, cooked, with salt", + "Taro, tahitian, cooked, with salt", + "Taro, tahitian, cooked, without salt", + "Taro, tahitian, raw", + "Tea, brewed, prepared with distilled water", + "Tea, brewed, prepared with tap water", + "Tea, brewed, prepared with tap water, decaffeinated", + "Tea, herb, chamomile, brewed", + "Tea, herb, other than chamomile, brewed", + "Tea, herbal, brewed, Hohoysi (Hopi)", + "Tea, instant, sweetened with sodium saccharin, lemon-flavored, powder", + "Tea, instant, sweetened with sodium saccharin, lemon-flavored, powder, decaffeinated", + "Tea, instant, sweetened with sodium saccharin, lemon-flavored, prepared", + "Tea, instant, sweetened with sugar, lemon-flavored, with added ascorbic acid, powder", + "Tea, instant, sweetened with sugar, lemon-flavored, without added ascorbic acid, powder", + "Tea, instant, sweetened with sugar, lemon-flavored, without added ascorbic acid, powder, decaffeinated", + "Tea, instant, sweetened with sugar, lemon-flavored, without added ascorbic acid, powder, prepared", + "Tea, instant, unsweetened, lemon-flavored, powder", + "Tea, instant, unsweetened, powder", + "Tea, instant, unsweetened, powder, decaffeinated", + "Tea, instant, unsweetened, powder, prepared", + "Tea, ready-to-drink, ARIZONA iced tea, with lemon flavor", + "Tea, ready-to-drink, LIPTON BRISK iced tea, with lemon flavor", + "Tea, ready-to-drink, NESTLE, COOL NESTEA ice tea lemon flavor", + "Tea, ready-to-drink, unsweetened, WENDY'S, fast food, without ice", + "Tea, tundra, herb and laborador combination (Alaska Native)", + "Teff, cooked", + "Teff, uncooked", + "Tempeh", + "Tempeh, cooked", + "Tennis Bread, plain (Apache)", + "Thuringer, cervelat, summer sausage, beef, pork", + "Thyme, fresh", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Apple cinnamon", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Blueberry", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Brown sugar cinnamon", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Cherry", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted blueberry", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted brown sugar cinnamon", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted cherry", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted chocolate fudge", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted chocolate vanilla creme", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted grape", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted raspberry", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted strawberry", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Frosted wild berry", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, S'mores", + "Toaster Pastries, KELLOGG, KELLOGG'S POP TARTS, Strawberry", + "Toaster Pastries, fruit, frosted (include apples, blueberry, cherry, strawberry)", + "Toaster pastries, brown-sugar-cinnamon", + "Toaster pastries, fruit (includes apple, blueberry, cherry, strawberry)", + "Toaster pastries, fruit, toasted ( include apple, blueberry, cherry, strawberry)", + "Tofu yogurt", + "Tofu, dried-frozen (koyadofu)", + "Tofu, dried-frozen (koyadofu), prepared with calcium sulfate", + "Tofu, extra firm, prepared with nigari", + "Tofu, firm, prepared with calcium sulfate and magnesium chloride (nigari)", + "Tofu, fried", + "Tofu, fried, prepared with calcium sulfate", + "Tofu, hard, prepared with nigari", + "Tofu, okara", + "Tofu, raw, firm, prepared with calcium sulfate", + "Tofu, raw, regular, prepared with calcium sulfate", + "Tofu, salted and fermented (fuyu)", + "Tofu, salted and fermented (fuyu), prepared with calcium sulfate", + "Tofu, soft, prepared with calcium sulfate and magnesium chloride (nigari)", + "Tomatillos, raw", + "Tomato and vegetable juice, low sodium", + "Tomato juice, canned, with salt added", + "Tomato juice, canned, without salt added", + "Tomato powder", + "Tomato products, canned, paste, with salt added", + "Tomato products, canned, paste, without salt added", + "Tomato products, canned, puree, with salt added", + "Tomato products, canned, puree, without salt added", + "Tomato products, canned, sauce", + "Tomato products, canned, sauce, spanish style", + "Tomato products, canned, sauce, with herbs and cheese", + "Tomato products, canned, sauce, with mushrooms", + "Tomato products, canned, sauce, with onions", + "Tomato products, canned, sauce, with onions, green peppers, and celery", + "Tomato products, canned, sauce, with tomato tidbits", + "Tomato sauce, no salt added", + "Tomatoes, crushed, canned", + "Tomatoes, green, raw", + "Tomatoes, orange, raw", + "Tomatoes, red, ripe, canned, packed in tomato juice", + "Tomatoes, red, ripe, canned, packed in tomato juice, no salt added", + "Tomatoes, red, ripe, canned, stewed", + "Tomatoes, red, ripe, canned, with green chilies", + "Tomatoes, red, ripe, cooked", + "Tomatoes, red, ripe, cooked, stewed", + "Tomatoes, red, ripe, cooked, with salt", + "Tomatoes, red, ripe, raw, year round average", + "Tomatoes, sun-dried", + "Tomatoes, sun-dried, packed in oil, drained", + "Tomatoes, yellow, raw", + "Toppings, butterscotch or caramel", + "Toppings, marshmallow cream", + "Toppings, nuts in syrup", + "Toppings, pineapple", + "Toppings, strawberry", + "Tortellini, pasta with cheese filling, fresh-refrigerated, as purchased", + "Tortilla chips, low fat, baked without fat", + "Tortilla, blue corn, Sakwavikaviki (Hopi)", + "Tortilla, includes plain and from mutton sandwich (Navajo)", + "Tortillas, ready-to-bake or -fry, corn", + "Tortillas, ready-to-bake or -fry, corn, without added salt", + "Tortillas, ready-to-bake or -fry, flour", + "Tortillas, ready-to-bake or -fry, flour, without added calcium", + "Tostada shells, corn", + "Tostada with guacamole", + "Tree fern, cooked, with salt", + "Tree fern, cooked, without salt", + "Triticale", + "Triticale flour, whole-grain", + "Turkey Pot Pie, frozen entree", + "Turkey and gravy, frozen", + "Turkey and pork sausage, fresh, bulk, patty or link, cooked", + "Turkey bacon, cooked", + "Turkey breast meat", + "Turkey breast, low salt, prepackaged or deli, luncheon meat", + "Turkey breast, pre-basted, meat and skin, cooked, roasted", + "Turkey ham, cured turkey thigh meat", + "Turkey ham, sliced, extra lean, prepackaged or deli-sliced", + "Turkey patties, breaded, battered, fried", + "Turkey roast, boneless, frozen, seasoned, light and dark meat, raw", + "Turkey roast, boneless, frozen, seasoned, light and dark meat, roasted", + "Turkey roll, light and dark meat", + "Turkey roll, light meat", + "Turkey sausage, fresh, cooked", + "Turkey sausage, fresh, raw", + "Turkey sausage, reduced fat, brown and serve, cooked (include BUTTERBALL breakfast links turkey sausage)", + "Turkey sticks, breaded, battered, fried", + "Turkey thigh, pre-basted, meat and skin, cooked, roasted", + "Turkey, all classes, back, meat and skin, cooked, roasted", + "Turkey, all classes, back, meat and skin, raw", + "Turkey, all classes, breast, meat and skin, cooked, roasted", + "Turkey, all classes, breast, meat and skin, raw", + "Turkey, all classes, dark meat, cooked, roasted", + "Turkey, all classes, dark meat, meat and skin, cooked, roasted", + "Turkey, all classes, dark meat, meat and skin, raw", + "Turkey, all classes, dark meat, raw", + "Turkey, all classes, giblets, cooked, simmered, some giblet fat", + "Turkey, all classes, giblets, raw", + "Turkey, all classes, leg, meat and skin, cooked, roasted", + "Turkey, all classes, leg, meat and skin, raw", + "Turkey, all classes, light meat, cooked, roasted", + "Turkey, all classes, light meat, meat and skin, cooked, roasted", + "Turkey, all classes, light meat, meat and skin, raw", + "Turkey, all classes, light meat, raw", + "Turkey, all classes, meat and skin and giblets and neck, cooked, roasted", + "Turkey, all classes, meat and skin and giblets and neck, raw", + "Turkey, all classes, meat and skin, cooked, roasted", + "Turkey, all classes, meat and skin, raw", + "Turkey, all classes, meat only, cooked, roasted", + "Turkey, all classes, meat only, raw", + "Turkey, all classes, neck, meat only, cooked, simmered", + "Turkey, all classes, neck, meat only, raw", + "Turkey, all classes, skin only, cooked, roasted", + "Turkey, all classes, skin only, raw", + "Turkey, all classes, wing, meat and skin, cooked, roasted", + "Turkey, all classes, wing, meat and skin, raw", + "Turkey, breast, smoked, lemon pepper flavor, 97% fat-free", + "Turkey, canned, meat only, with broth", + "Turkey, diced, light and dark meat, seasoned", + "Turkey, drumstick, smoked, cooked, with skin, bone removed", + "Turkey, fryer-roasters, back, meat and skin, cooked, roasted", + "Turkey, fryer-roasters, back, meat and skin, raw", + "Turkey, fryer-roasters, back, meat only, cooked, roasted", + "Turkey, fryer-roasters, back, meat only, raw", + "Turkey, fryer-roasters, breast, meat and skin, cooked, roasted", + "Turkey, fryer-roasters, breast, meat and skin, raw", + "Turkey, fryer-roasters, breast, meat only, cooked, roasted", + "Turkey, fryer-roasters, breast, meat only, raw", + "Turkey, fryer-roasters, dark meat, meat and skin, cooked, roasted", + "Turkey, fryer-roasters, dark meat, meat and skin, raw", + "Turkey, fryer-roasters, dark meat, meat only, cooked, roasted", + "Turkey, fryer-roasters, dark meat, meat only, raw", + "Turkey, fryer-roasters, leg, meat and skin, cooked, roasted", + "Turkey, fryer-roasters, leg, meat and skin, raw", + "Turkey, fryer-roasters, leg, meat only, cooked, roasted", + "Turkey, fryer-roasters, leg, meat only, raw", + "Turkey, fryer-roasters, light meat, meat and skin, cooked, roasted", + "Turkey, fryer-roasters, light meat, meat and skin, raw", + "Turkey, fryer-roasters, light meat, meat only, cooked, roasted", + "Turkey, fryer-roasters, light meat, meat only, raw", + "Turkey, fryer-roasters, meat and skin and giblets and neck, cooked, roasted", + "Turkey, fryer-roasters, meat and skin and giblets and neck, raw", + "Turkey, fryer-roasters, meat and skin, cooked, roasted", + "Turkey, fryer-roasters, meat and skin, raw", + "Turkey, fryer-roasters, meat only, cooked, roasted", + "Turkey, fryer-roasters, meat only, raw", + "Turkey, fryer-roasters, skin only, cooked, roasted", + "Turkey, fryer-roasters, skin only, raw", + "Turkey, fryer-roasters, wing, meat and skin, cooked, roasted", + "Turkey, fryer-roasters, wing, meat and skin, raw", + "Turkey, fryer-roasters, wing, meat only, cooked, roasted", + "Turkey, fryer-roasters, wing, meat only, raw", + "Turkey, gizzard, all classes, cooked, simmered", + "Turkey, gizzard, all classes, raw", + "Turkey, heart, all classes, cooked, simmered", + "Turkey, heart, all classes, raw", + "Turkey, light or dark meat, smoked, cooked, skin and bone removed", + "Turkey, light or dark meat, smoked, cooked, with skin, bone removed", + "Turkey, liver, all classes, cooked, simmered", + "Turkey, liver, all classes, raw", + "Turkey, mechanically deboned, from turkey frames, raw", + "Turkey, pork, and beef sausage, low fat, smoked", + "Turkey, pork, and beef sausage, reduced fat, smoked", + "Turkey, stuffing, mashed potatoes w/gravy, assorted vegetables, frozen, microwaved", + "Turkey, white, rotisserie, deli cut", + "Turkey, wing, smoked, cooked, with skin, bone removed", + "Turkey, young hen, back, meat and skin, cooked, roasted", + "Turkey, young hen, back, meat and skin, raw", + "Turkey, young hen, breast, meat and skin, cooked, roasted", + "Turkey, young hen, breast, meat and skin, raw", + "Turkey, young hen, dark meat, meat and skin, cooked, roasted", + "Turkey, young hen, dark meat, meat and skin, raw", + "Turkey, young hen, dark meat, meat only, cooked, roasted", + "Turkey, young hen, dark meat, meat only, raw", + "Turkey, young hen, leg, meat and skin, cooked, roasted", + "Turkey, young hen, leg, meat and skin, raw", + "Turkey, young hen, light meat, meat and skin, cooked, roasted", + "Turkey, young hen, light meat, meat and skin, raw", + "Turkey, young hen, light meat, meat only, cooked, roasted", + "Turkey, young hen, light meat, meat only, raw", + "Turkey, young hen, meat and skin and giblets and neck, cooked, roasted", + "Turkey, young hen, meat and skin and giblets and neck, raw", + "Turkey, young hen, meat and skin, cooked, roasted", + "Turkey, young hen, meat and skin, raw", + "Turkey, young hen, meat only, cooked, roasted", + "Turkey, young hen, meat only, raw", + "Turkey, young hen, skin only, cooked, roasted", + "Turkey, young hen, skin only, raw", + "Turkey, young hen, wing, meat and skin, cooked, roasted", + "Turkey, young hen, wing, meat and skin, raw", + "Turkey, young tom, back, meat and skin, cooked, roasted", + "Turkey, young tom, back, meat and skin, raw", + "Turkey, young tom, breast, meat and skin, cooked, roasted", + "Turkey, young tom, breast, meat and skin, raw", + "Turkey, young tom, dark meat, meat and skin, cooked, roasted", + "Turkey, young tom, dark meat, meat and skin, raw", + "Turkey, young tom, dark meat, meat only, cooked, roasted", + "Turkey, young tom, dark meat, meat only, raw", + "Turkey, young tom, leg, meat and skin, cooked, roasted", + "Turkey, young tom, leg, meat and skin, raw", + "Turkey, young tom, light meat, meat and skin, cooked, roasted", + "Turkey, young tom, light meat, meat and skin, raw", + "Turkey, young tom, light meat, meat only, cooked, roasted", + "Turkey, young tom, light meat, meat only, raw", + "Turkey, young tom, meat and skin and giblets and neck, cooked, roasted", + "Turkey, young tom, meat and skin and giblets and neck, raw", + "Turkey, young tom, meat and skin, cooked, roasted", + "Turkey, young tom, meat and skin, raw", + "Turkey, young tom, meat only, cooked, roasted", + "Turkey, young tom, meat only, raw", + "Turkey, young tom, skin only, cooked, roasted", + "Turkey, young tom, skin only, raw", + "Turkey, young tom, wing, meat and skin, cooked, roasted", + "Turkey, young tom, wing, meat and skin, raw", + "Turnip greens and turnips, frozen, cooked, boiled, drained, with salt", + "Turnip greens and turnips, frozen, cooked, boiled, drained, without salt", + "Turnip greens and turnips, frozen, unprepared", + "Turnip greens, canned, no salt added", + "Turnip greens, canned, solids and liquids", + "Turnip greens, cooked, boiled, drained, with salt", + "Turnip greens, cooked, boiled, drained, without salt", + "Turnip greens, frozen, cooked, boiled, drained, with salt", + "Turnip greens, frozen, cooked, boiled, drained, without salt", + "Turnip greens, frozen, unprepared", + "Turnip greens, raw", + "Turnips, cooked, boiled, drained, with salt", + "Turnips, cooked, boiled, drained, without salt", + "Turnips, frozen, cooked, boiled, drained, with salt", + "Turnips, frozen, cooked, boiled, drained, without salt", + "Turnips, frozen, unprepared", + "Turnips, raw", + "Turtle, green, raw", + "USDA Commodity Chicken, canned, meat only, drained", + "USDA Commodity Food, oil, vegetable, low saturated fat", + "USDA Commodity Food, oil, vegetable, soybean, refined", + "USDA Commodity peaches, canned, light syrup, drained", + "USDA Commodity pears, canned, juice pack, drained", + "USDA Commodity pears, canned, light syrup, drained", + "USDA Commodity, Bakery , Flour Mix Low-fat", + "USDA Commodity, Bakery, Flour Mix", + "USDA Commodity, Chicken, canned, meat only, with broth", + "USDA Commodity, Chicken, canned, meat only, with water", + "USDA Commodity, Peanut Butter, smooth", + "USDA Commodity, Potato wedges, frozen", + "USDA Commodity, beef patties with VPP, frozen, cooked", + "USDA Commodity, beef patties with VPP, frozen, raw", + "USDA Commodity, beef, canned", + "USDA Commodity, beef, ground bulk/coarse ground, frozen, cooked", + "USDA Commodity, beef, ground, bulk/coarse ground, frozen, raw", + "USDA Commodity, beef, patties (100%), frozen, cooked", + "USDA Commodity, beef, patties (100%), frozen, raw", + "USDA Commodity, cheese, cheddar, reduced fat", + "USDA Commodity, chicken fajita strips, frozen", + "USDA Commodity, luncheon meat, canned", + "USDA Commodity, mixed fruit (peaches, pears, grapes), canned, light syrup, drained", + "USDA Commodity, mixed fruit (peaches, pears, grapes), canned, light syrup, solids and liquids", + "USDA Commodity, pork sausage, bulk/links/patties, frozen, raw", + "USDA Commodity, pork, canned", + "USDA Commodity, pork, cured, ham, boneless, cooked, heated", + "USDA Commodity, pork, cured, ham, boneless, cooked, unheated", + "USDA Commodity, pork, ground, fine/coarse, frozen, cooked", + "USDA Commodity, pork, ground, fine/coarse, frozen, raw", + "USDA Commodity, pork, sausage, bulk/links/patties, frozen, cooked", + "USDA Commodity, salmon nuggets, breaded, frozen, heated", + "USDA Commodity, salmon nuggets, cooked as purchased, unheated", + "USDA Commodity, salsa", + "USDA Commodity, spaghetti sauce, meatless, canned", + "USDA Commodity, turkey ham, dark meat, smoked, frozen", + "USDA Commodity, turkey taco meat, frozen, cooked", + "Vanilla extract", + "Vanilla extract, imitation, alcohol", + "Vanilla extract, imitation, no alcohol", + "Veal, breast, plate half, boneless, separable lean and fat, cooked, braised", + "Veal, breast, point half, boneless, separable lean and fat, cooked, braised", + "Veal, breast, separable fat, cooked", + "Veal, breast, whole, boneless, separable lean and fat, cooked, braised", + "Veal, breast, whole, boneless, separable lean and fat, raw", + "Veal, breast, whole, boneless, separable lean only, cooked, braised", + "Veal, composite of trimmed retail cuts, separable fat, cooked", + "Veal, composite of trimmed retail cuts, separable fat, raw", + "Veal, composite of trimmed retail cuts, separable lean and fat, cooked", + "Veal, composite of trimmed retail cuts, separable lean and fat, raw", + "Veal, composite of trimmed retail cuts, separable lean only, cooked", + "Veal, composite of trimmed retail cuts, separable lean only, raw", + "Veal, cubed for stew (leg and shoulder), separable lean only, cooked, braised", + "Veal, cubed for stew (leg and shoulder), separable lean only, raw", + "Veal, ground, cooked, broiled", + "Veal, ground, raw", + "Veal, leg (top round), separable lean and fat, cooked, braised", + "Veal, leg (top round), separable lean and fat, cooked, pan-fried, breaded", + "Veal, leg (top round), separable lean and fat, cooked, pan-fried, not breaded", + "Veal, leg (top round), separable lean and fat, cooked, roasted", + "Veal, leg (top round), separable lean and fat, raw", + "Veal, leg (top round), separable lean only, cooked, braised", + "Veal, leg (top round), separable lean only, cooked, pan-fried, breaded", + "Veal, leg (top round), separable lean only, cooked, pan-fried, not breaded", + "Veal, leg (top round), separable lean only, cooked, roasted", + "Veal, leg (top round), separable lean only, raw", + "Veal, loin, separable lean and fat, cooked, braised", + "Veal, loin, separable lean and fat, cooked, roasted", + "Veal, loin, separable lean and fat, raw", + "Veal, loin, separable lean only, cooked, braised", + "Veal, loin, separable lean only, cooked, roasted", + "Veal, loin, separable lean only, raw", + "Veal, rib, separable lean and fat, cooked, braised", + "Veal, rib, separable lean and fat, cooked, roasted", + "Veal, rib, separable lean and fat, raw", + "Veal, rib, separable lean only, cooked, braised", + "Veal, rib, separable lean only, cooked, roasted", + "Veal, rib, separable lean only, raw", + "Veal, shank (fore and hind), separable lean and fat, cooked, braised", + "Veal, shank (fore and hind), separable lean and fat, raw", + "Veal, shank (fore and hind), separable lean only, cooked, braised", + "Veal, shank (fore and hind), separable lean only, raw", + "Veal, shoulder, arm, separable lean and fat, cooked, braised", + "Veal, shoulder, arm, separable lean and fat, cooked, roasted", + "Veal, shoulder, arm, separable lean and fat, raw", + "Veal, shoulder, arm, separable lean only, cooked, braised", + "Veal, shoulder, arm, separable lean only, cooked, roasted", + "Veal, shoulder, arm, separable lean only, raw", + "Veal, shoulder, blade, separable lean and fat, cooked, braised", + "Veal, shoulder, blade, separable lean and fat, cooked, roasted", + "Veal, shoulder, blade, separable lean and fat, raw", + "Veal, shoulder, blade, separable lean only, cooked, braised", + "Veal, shoulder, blade, separable lean only, cooked, roasted", + "Veal, shoulder, blade, separable lean only, raw", + "Veal, shoulder, whole (arm and blade), separable lean and fat, cooked, braised", + "Veal, shoulder, whole (arm and blade), separable lean and fat, cooked, roasted", + "Veal, shoulder, whole (arm and blade), separable lean and fat, raw", + "Veal, shoulder, whole (arm and blade), separable lean only, cooked, braised", + "Veal, shoulder, whole (arm and blade), separable lean only, cooked, roasted", + "Veal, shoulder, whole (arm and blade), separable lean only, raw", + "Veal, sirloin, separable lean and fat, cooked, braised", + "Veal, sirloin, separable lean and fat, cooked, roasted", + "Veal, sirloin, separable lean and fat, raw", + "Veal, sirloin, separable lean only, cooked, braised", + "Veal, sirloin, separable lean only, cooked, roasted", + "Veal, sirloin, separable lean only, raw", + "Veal, variety meats and by-products, brain, cooked, braised", + "Veal, variety meats and by-products, brain, cooked, pan-fried", + "Veal, variety meats and by-products, brain, raw", + "Veal, variety meats and by-products, heart, cooked, braised", + "Veal, variety meats and by-products, heart, raw", + "Veal, variety meats and by-products, kidneys, cooked, braised", + "Veal, variety meats and by-products, kidneys, raw", + "Veal, variety meats and by-products, liver, cooked, braised", + "Veal, variety meats and by-products, liver, cooked, pan-fried", + "Veal, variety meats and by-products, liver, raw", + "Veal, variety meats and by-products, lungs, cooked, braised", + "Veal, variety meats and by-products, lungs, raw", + "Veal, variety meats and by-products, pancreas, cooked, braised", + "Veal, variety meats and by-products, pancreas, raw", + "Veal, variety meats and by-products, spleen, cooked, braised", + "Veal, variety meats and by-products, spleen, raw", + "Veal, variety meats and by-products, thymus, cooked, braised", + "Veal, variety meats and by-products, thymus, raw", + "Veal, variety meats and by-products, tongue, cooked, braised", + "Veal, variety meats and by-products, tongue, raw", + "Vegetable and fruit juice drink, reduced calorie, with low-calorie sweetener, added vitamin C", + "Vegetable juice cocktail, canned", + "Vegetable oil, palm kernel", + "Vegetable oil-butter spread, reduced calorie", + "Vegetables, mixed (corn, lima beans, peas, green beans, carrots) canned, no salt added", + "Vegetables, mixed, canned, drained solids", + "Vegetables, mixed, canned, solids and liquids", + "Vegetables, mixed, frozen, cooked, boiled, drained, with salt", + "Vegetables, mixed, frozen, cooked, boiled, drained, without salt", + "Vegetables, mixed, frozen, unprepared", + "Vegetarian fillets", + "Vegetarian meatloaf or patties", + "Vegetarian stew", + "Veggie burgers or soyburgers, unprepared", + "Vermicelli, made from soy", + "Vinegar, balsamic", + "Vinegar, cider", + "Vinegar, distilled", + "Vinegar, red wine", + "Vinespinach, (basella), raw", + "Vital wheat gluten", + "Vitasoy USA, Nasoya Lite Firm Tofu", + "Vitasoy USA, Organic Nasoya Extra Firm Tofu", + "Vitasoy USA, Organic Nasoya Firm Tofu", + "Vitasoy USA, Organic Nasoya Super Firm Cubed Tofu", + "Vitasoy USA, Vitasoy Light Vanilla Soymilk", + "Vitasoy USA, Vitasoy Organic Creamy Original Soymilk", + 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frozen, unprepared", + "WORTHINGTON Meatless Corned Beef Roll, frozen, unprepared", + "WORTHINGTON Multigrain Cutlets, canned, unprepared", + "WORTHINGTON Prime Stakes, canned, unprepared", + "WORTHINGTON Prosage Links, frozen, unprepared", + "WORTHINGTON Prosage Roll, frozen, unprepared", + "WORTHINGTON Saucettes, canned, unprepared", + "WORTHINGTON Smoked Turkey Roll, frozen, unprepared", + "WORTHINGTON Stakelets, frozen, unprepared", + "WORTHINGTON Stripples, frozen, unprepared", + "WORTHINGTON Super Links, canned, unprepared", + "WORTHINGTON Vegetable Skallops, canned, unprepared", + "WORTHINGTON Vegetable Steaks, canned, unprepared", + "WORTHINGTON Vegetarian Burger, canned, unprepared", + "WORTHINGTON Veja-Links, canned, unprepared", + "WORTHINGTON Wham (roll), frozen, unprepared", + "Waffle, buttermilk, frozen, ready-to-heat, microwaved", + "Waffle, buttermilk, frozen, ready-to-heat, toasted", + "Waffle, plain, frozen, ready-to-heat, microwave", + "Waffles, buttermilk, frozen, ready-to-heat", + "Waffles, chocolate chip, frozen, ready-to-heat", + "Waffles, plain, frozen, ready -to-heat, toasted", + "Waffles, plain, frozen, ready-to-heat", + "Waffles, plain, prepared from recipe", + "Walrus, liver, raw (Alaska Native)", + "Walrus, meat and subcutaneous fat raw (Alaska Native)", + "Walrus, meat, dried (Alaska Native)", + "Walrus, meat, raw (Alaska Native)", + "Wasabi, root, raw", + "Water with added vitamins and minerals, bottles, sweetened, assorted fruit flavors", + "Water, bottled, PERRIER", + "Water, bottled, POLAND SPRING", + "Water, bottled, generic", + "Water, bottled, non-carbonated, CALISTOGA", + "Water, bottled, non-carbonated, CRYSTAL GEYSER", + "Water, bottled, non-carbonated, DANNON", + "Water, bottled, non-carbonated, DANNON Fluoride To Go", + "Water, bottled, non-carbonated, DASANI", + "Water, bottled, non-carbonated, EVIAN", + "Water, bottled, non-carbonated, NAYA", + "Water, bottled, non-carbonated, PEPSI, AQUAFINA", + "Water, non-carbonated, bottles, natural fruit flavors, sweetened with low calorie sweetener", + "Water, tap, drinking", + "Water, tap, municipal", + "Water, tap, well", + "Water, with corn syrup and/or sugar and low calorie sweetener, fruit flavored", + "Waterchestnuts, chinese, (matai), raw", + "Waterchestnuts, chinese, canned, solids and liquids", + "Watercress, raw", + "Watermelon, raw", + "Waxgourd, (chinese preserving melon), cooked, boiled, drained, with salt", + "Waxgourd, (chinese preserving melon), cooked, boiled, drained, without salt", + "Waxgourd, (chinese preserving melon), raw", + "Whale, beluga, eyes (Alaska Native)", + "Whale, beluga, flipper, raw (Alaska Native)", + "Whale, beluga, liver, raw (Alaska Native)", + "Whale, beluga, meat, dried (Alaska Native)", + "Whale, beluga, meat, raw (Alaska Native)", + "Whale, bowhead, skin and subcutaneous fat (muktuk) (Alaska Native)", + "Whale, bowhead, subcutaneous fat (blubber) (Alaska Native)", + "Wheat bran, crude", + "Wheat flour, white 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sugar", - "5": "chlorides", - "6": "free sulfur dioxide", - "7": "total sulfur dioxide", - "8": "density", - "9": "pH", - "10": "sulphates", - "11": "alcohol", - "12": "quality" - }, - "types": { - "1": "numeric", - "2": "numeric", - "3": "numeric", - "4": "numeric", - "5": "numeric", - "6": "numeric", - "7": "numeric", - "8": "numeric", - "9": "numeric", - "10": "numeric", - "11": "numeric", - "12": "categorical" - }, - "tooltip": [ - "1", - "2", - "3", - "4", - "5", - "6", - "7", - "8", - "9", - "10", - "11", - "12" - ], - "variantcontext": { - "1": { - "description": "standard context", - "id": "1" - } + "color": "1", + "glyph": ["1", "2", "3", "4", "5"], + "label": { + "1": "fixed acidity", + "2": "volatile acidity", + "3": "citric acid", + "4": "residual sugar", + "5": "chlorides", + "6": "free sulfur dioxide", + "7": "total sulfur dioxide", + "8": "density", + "9": "pH", + "10": "sulphates", + "11": "alcohol", + "12": "quality" + }, + "types": { + "1": "numeric", + "2": "numeric", + "3": "numeric", + "4": "numeric", + "5": "numeric", + "6": "numeric", + "7": "numeric", + "8": "numeric", + "9": "numeric", + "10": "numeric", + "11": "numeric", + "12": "categorical" + }, + "tooltip": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12"], + "variantcontext": { + "1": { + "description": "standard context", + "id": "1" } -} \ No newline at end of file + } +} diff --git a/src/default-dataset.ts b/src/default-dataset.ts index 915f070..25ac73a 100644 --- a/src/default-dataset.ts +++ b/src/default-dataset.ts @@ -1,42 +1,42 @@ -import { DatasetCollection } from "./app/shared/interfaces/dataset-collection"; +import { DatasetCollection } from './app/shared/interfaces/dataset-collection'; export const DEFAULT_DATASETCOLLECTION: DatasetCollection = [ - { - "dataset": "wineqr", - "source": "local", - "items": [ - { - "algorithms": { - "feature": "wineqr.15012026.feature.json", - "position": { - "umap": "wineqr.15012026.position.umap.json", - "pca": "wineqr.15012026.position.pca.json", - "tsne": "wineqr.15012026.position.tsne.json" - }, - "meta": "wineqr.15012026.meta.json", - "schema": "wineqr.15012026.schema.json" - }, - "time": "15012026" - } - ] - }, - { - "dataset": "nutrients", - "source": "local", - "items": [ - { - "algorithms": { - "position": { - "umap": "nutrients.15012026.position.umap.json", - "pca": "nutrients.15012026.position.pca.json", - "tsne": "nutrients.15012026.position.tsne.json" - }, - "feature": "nutrients.15012026.feature.json", - "schema": "nutrients.15012026.schema.json", - "meta": "nutrients.15012026.meta.json" - }, - "time": "15012026" - } - ] - } -] \ No newline at end of file + { + dataset: 'wineqr', + source: 'local', + items: [ + { + algorithms: { + feature: 'wineqr.15012026.feature.json', + position: { + umap: 'wineqr.15012026.position.umap.json', + pca: 'wineqr.15012026.position.pca.json', + tsne: 'wineqr.15012026.position.tsne.json', + }, + meta: 'wineqr.15012026.meta.json', + schema: 'wineqr.15012026.schema.json', + }, + time: '15012026', + }, + ], + }, + { + dataset: 'nutrients', + source: 'local', + items: [ + { + algorithms: { + position: { + umap: 'nutrients.15012026.position.umap.json', + pca: 'nutrients.15012026.position.pca.json', + tsne: 'nutrients.15012026.position.tsne.json', + }, + feature: 'nutrients.15012026.feature.json', + schema: 'nutrients.15012026.schema.json', + meta: 'nutrients.15012026.meta.json', + }, + time: '15012026', + }, + ], + }, +]; diff --git a/src/index.html b/src/index.html index b698227..f1e9e26 100644 --- a/src/index.html +++ b/src/index.html @@ -1,13 +1,13 @@ - - - Glyphspace - - - - - - - + + + Glyphspace + + + + + + + diff --git a/src/main.ts b/src/main.ts index 35b00f3..7180ec1 100644 --- a/src/main.ts +++ b/src/main.ts @@ -2,5 +2,4 @@ import { bootstrapApplication } from '@angular/platform-browser'; import { appConfig } from './app/app.config'; import { AppComponent } from './app/app.component'; -bootstrapApplication(AppComponent, appConfig) - .catch((err) => console.error(err)); +bootstrapApplication(AppComponent, appConfig).catch(err => console.error(err)); diff --git a/src/styles.scss b/src/styles.scss index 72929a3..e54243e 100644 --- a/src/styles.scss +++ b/src/styles.scss @@ -2,11 +2,12 @@ /* styles.scss */ -html, body { +html, +body { margin: 0; height: 100%; - font-family: 'Lucida Sans', 'Lucida Sans Regular', 'Lucida Grande', - 'Lucida Sans Unicode', Geneva, Verdana, sans-serif; + font-family: + 'Lucida Sans', 'Lucida Sans Regular', 'Lucida Grande', 'Lucida Sans Unicode', Geneva, Verdana, sans-serif; } * { @@ -15,10 +16,14 @@ html, body { /* Global spin animation — used by loading indicators across all components */ @keyframes spin { - from { transform: rotate(0deg); } - to { transform: rotate(360deg); } + from { + transform: rotate(0deg); + } + to { + transform: rotate(360deg); + } } .spinning { animation: spin 1s linear infinite; -} \ No newline at end of file +} diff --git a/src/styles/_mixins.scss b/src/styles/_mixins.scss index d788cf0..b839ba2 100644 --- a/src/styles/_mixins.scss +++ b/src/styles/_mixins.scss @@ -139,7 +139,7 @@ background: white; &::after { - content: ""; + content: ''; display: inline-block; width: 16px; height: 16px; diff --git a/src/styles/_variables.scss b/src/styles/_variables.scss index 4ad9f9b..b70163f 100644 --- a/src/styles/_variables.scss +++ b/src/styles/_variables.scss @@ -10,7 +10,7 @@ $gray-800: #222222; // Functional $active-color: #00bcd4; // cyan highlight -$color-blue-highlight: #4EB9FA; +$color-blue-highlight: #4eb9fa; $tooltip-bg: rgba(0, 0, 0, 0.75); $tooltip-text: white; @@ -25,12 +25,12 @@ $color-gray-border: #999; $color-gray-bg-light: rgba(128, 128, 128, 0.1); // Status Colors -$status-warning: #FF9800; -$status-warning-dark: #E65100; -$status-error: #F44336; -$status-error-dark: #C62828; -$status-success: #4CAF50; -$status-success-dark: #388E3C; +$status-warning: #ff9800; +$status-warning-dark: #e65100; +$status-error: #f44336; +$status-error-dark: #c62828; +$status-success: #4caf50; +$status-success-dark: #388e3c; $status-info: #00838f; // Projection Status Colors @@ -67,21 +67,21 @@ $focus-outline: #c7d2fe; $option-hover-bg: #f0f5ff; // Wizard-specific colors -$wizard-header-bg: #F4F5F7; -$wizard-content-bg: #FFFFFF; -$wizard-table-header-bg: #F9FAFB; -$wizard-table-bg: #FFFFFF; +$wizard-header-bg: #f4f5f7; +$wizard-content-bg: #ffffff; +$wizard-table-header-bg: #f9fafb; +$wizard-table-bg: #ffffff; // Data Type Colors (following design spec) -$data-type-numeric: #16A34A; // Green -$data-type-numeric-bg: #DCFCE7; -$data-type-categorical: #7C3AED; // Purple -$data-type-categorical-bg: #F3E8FF; -$data-type-text: #8BC34A; // Light Green +$data-type-numeric: #16a34a; // Green +$data-type-numeric-bg: #dcfce7; +$data-type-categorical: #7c3aed; // Purple +$data-type-categorical-bg: #f3e8ff; +$data-type-text: #8bc34a; // Light Green $data-type-text-bg: rgba(139, 195, 74, 0.1); -$data-type-date: #EA580C; // Orange (Temporal) -$data-type-date-bg: #FED7AA; -$data-type-boolean: #00bcd4; // Cyan (active-color) +$data-type-date: #ea580c; // Orange (Temporal) +$data-type-date-bg: #fed7aa; +$data-type-boolean: #00bcd4; // Cyan (active-color) $data-type-boolean-bg: rgba(0, 188, 212, 0.1); -$data-type-id: #888888; // Gray -$data-type-id-bg: rgba(136, 136, 136, 0.1); \ No newline at end of file +$data-type-id: #888888; // Gray +$data-type-id-bg: rgba(136, 136, 136, 0.1); From a45ebc58c9dbcf60d17bd05fe01ea2c3cab704ad Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Mon, 16 Feb 2026 22:00:18 +0100 Subject: [PATCH 09/19] Fix linting errors and warnings --- src/app/app.component.ts | 9 ++--- src/app/canvas/glyph-canvas.component.ts | 12 ++---- .../canvas/magiclens/magiclens.component.ts | 6 ++- .../services/canvas-renderer.service.ts | 6 ++- .../settingscontrols.component.html | 16 ++++---- src/app/canvas/tooltip/tooltip.component.ts | 2 +- src/app/glyph/glyph-cache-object.ts | 1 - src/app/glyph/glyph-object.ts | 1 + .../menubar/histogram/histogram.component.ts | 35 +++++++++++------ src/app/menubar/menubar.component.html | 2 +- .../models/column-statistics.ts | 2 +- .../preprocessing-wizard.component.html | 2 +- .../preprocessing-wizard.component.ts | 11 +++--- .../services/preprocessing.service.ts | 17 ++++++--- .../data-preview-table.component.ts | 6 +-- .../help-tooltip/help-tooltip.component.ts | 8 +--- .../histogram-chart.component.ts | 8 ++-- .../progress-stepper.component.html | 2 + .../wizard-histogram.component.ts | 26 ++++--------- .../step1-upload/step1-upload.component.ts | 4 +- .../step2-column-selection.component.ts | 2 +- ...ep3-configure-data-features.component.html | 22 ++++++++--- ...step3-configure-data-features.component.ts | 3 +- ...tep4-visualization-settings.component.html | 14 +++++-- .../step4-visualization-settings.component.ts | 3 +- .../step5-review-processing.component.ts | 25 ++++++------ src/app/services/config.service.ts | 2 - src/app/services/data-loader.service.ts | 21 +++++++--- src/app/services/data-processor.ts | 9 +++++ src/app/services/projection.service.ts | 26 ++++++++----- src/app/services/toast.service.ts | 2 - .../color-scale-selector.component.html | 9 ++++- .../components/toast/toast.component.ts | 10 ++++- src/app/shared/helpers/three-helper.ts | 5 +-- src/app/shared/interfaces/color-scale.ts | 1 + src/app/shared/interfaces/pyodide-messages.ts | 8 ++++ src/app/sidebar/sidebar.component.html | 25 ++++++------ src/app/sidebar/sidebar.component.ts | 8 +++- src/app/types/druidjs.d.ts | 2 +- src/app/workers/projection.worker.ts | 16 ++++---- src/app/workers/pyodide.worker.ts | 38 ++++++++++++++----- 41 files changed, 261 insertions(+), 166 deletions(-) diff --git a/src/app/app.component.ts b/src/app/app.component.ts index 877046e..0103210 100644 --- a/src/app/app.component.ts +++ b/src/app/app.component.ts @@ -43,8 +43,10 @@ export class AppComponent implements OnInit { this.totalCells--; const canvas = this.grid.find(c => c.id === change); - this.grid.splice(this.grid.indexOf(canvas!), 1); - this.recalculateGrid(); + if (canvas) { + this.grid.splice(this.grid.indexOf(canvas), 1); + this.recalculateGrid(); + } } }); } @@ -112,9 +114,6 @@ export class AppComponent implements OnInit { } } - @HostListener('window:resize') - onResize() {} - @HostListener('document:keyup', ['$event']) handleKeyboardEvent(event: KeyboardEvent) { if (checkTextInput(event)) return; diff --git a/src/app/canvas/glyph-canvas.component.ts b/src/app/canvas/glyph-canvas.component.ts index e4a30c0..b847c73 100644 --- a/src/app/canvas/glyph-canvas.component.ts +++ b/src/app/canvas/glyph-canvas.component.ts @@ -2,7 +2,6 @@ import { Component, ElementRef, HostListener, - OnInit, ViewChild, AfterViewInit, OnDestroy, @@ -50,7 +49,7 @@ import { CanvasSelectionService } from './services/canvas-selection.service'; templateUrl: './glyph-canvas.component.html', styleUrls: ['./glyph-canvas.component.scss'], }) -export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy, OnChanges { +export class GlyphCanvasComponent implements AfterViewInit, OnDestroy, OnChanges { @ViewChild('canvasContainer', { static: true }) canvasContainer!: ElementRef; @ViewChild('sceneContainer') sceneContainer!: ElementRef; @ViewChild('settingsPanel') settingsPanel!: SettingsControlPanelComponent; @@ -85,7 +84,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy, O private throttleDelay = 50; lastMousePosition = new THREE.Vector2(); mouseInside = false; - private mouseIdleTimer: any; + private mouseIdleTimer: ReturnType | undefined; private readonly MOUSE_IDLE_MS = 2000; private mouseDownTime = 0; private readonly clickThreshold = 4; @@ -114,8 +113,6 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy, O ) {} //#region Life Cycle methods - ngOnInit(): void {} - ngAfterViewInit(): void { this.initThree(); this.subscribeToEvents(); @@ -159,7 +156,6 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy, O } private subscribeToEvents() { - this.dataLoader.dataSetCollectionSubject$.subscribe(data => {}); this.configSub.add( this.config.loadedDataSubject$.subscribe(async loadedData => { if (loadedData == '') return; @@ -328,7 +324,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy, O //#endregion //#region Mode Changes - toggleNavigationMode(doToggle = true) { + toggleNavigationMode(_doToggle = true) { this.toggleSelectionMode(false); this.toggleMagicLens(false); } @@ -512,7 +508,7 @@ export class GlyphCanvasComponent implements OnInit, AfterViewInit, OnDestroy, O private clearMouseIdleTimer(): void { if (this.mouseIdleTimer) { clearTimeout(this.mouseIdleTimer); - this.mouseIdleTimer = null; + this.mouseIdleTimer = undefined; } } diff --git a/src/app/canvas/magiclens/magiclens.component.ts b/src/app/canvas/magiclens/magiclens.component.ts index aef40de..52c8526 100644 --- a/src/app/canvas/magiclens/magiclens.component.ts +++ b/src/app/canvas/magiclens/magiclens.component.ts @@ -76,8 +76,11 @@ export class MagiclensComponent implements AfterViewInit, OnDestroy { ngOnDestroy(): void { this.lensRenderer.forceContextLoss?.(); // Optional for full GPU cleanup + // eslint-disable-next-line @typescript-eslint/no-non-null-assertion -- intentional cleanup to release DOM reference this.lensRenderer.domElement = null!; + // eslint-disable-next-line @typescript-eslint/no-non-null-assertion -- intentional cleanup to release scene reference this.lensScene = null!; + // eslint-disable-next-line @typescript-eslint/no-non-null-assertion -- intentional cleanup to release camera reference this.lensCamera = null!; this.lensGlyphGroup.clear(); this.lensRenderer.dispose(); @@ -280,7 +283,8 @@ export class MagiclensComponent implements AfterViewInit, OnDestroy { this.updatePositions(lastMousePosition); this.lensRenderer.render(this.lensScene, this.lensCamera); - const lensElem = this.lensCanvasRef!.nativeElement; + const lensElem = this.lensCanvasRef?.nativeElement; + if (!lensElem) return; const canvasRect = this.container.getBoundingClientRect(); // or your canvas element // Dimensions diff --git a/src/app/canvas/services/canvas-renderer.service.ts b/src/app/canvas/services/canvas-renderer.service.ts index 13b56e7..2c978bb 100644 --- a/src/app/canvas/services/canvas-renderer.service.ts +++ b/src/app/canvas/services/canvas-renderer.service.ts @@ -39,7 +39,7 @@ export class CanvasRendererService { // Safety mechanism to prevent infinite render loops private renderGlyphsCallCount = 0; - private renderGlyphsResetTimer: any = null; + private renderGlyphsResetTimer: ReturnType | null = null; private readonly MAX_RENDER_CALLS_PER_SECOND = 20; setRenderRequestCallback(fn: () => void): void { @@ -219,7 +219,7 @@ export class CanvasRendererService { const { x: scaledX, y: scaledY } = scalePosition( originalX, originalY, - this.positionBounds!, + this.positionBounds!, // eslint-disable-line @typescript-eslint/no-non-null-assertion -- guarded by `if (this.positionBounds == undefined) return` above canvasWidth, canvasHeight ); @@ -422,10 +422,12 @@ export class CanvasRendererService { this.renderer?.forceContextLoss?.(); if (this.renderer) { + // eslint-disable-next-line @typescript-eslint/no-non-null-assertion -- intentional cleanup to release DOM reference this.renderer.domElement = null!; this.renderer.dispose(); } this.glyphGroup.clear(); + // eslint-disable-next-line @typescript-eslint/no-non-null-assertion -- intentional cleanup to release scene reference this.scene = null!; } } diff --git a/src/app/canvas/settingscontrols/settingscontrols.component.html b/src/app/canvas/settingscontrols/settingscontrols.component.html index fdbe710..236e456 100644 --- a/src/app/canvas/settingscontrols/settingscontrols.component.html +++ b/src/app/canvas/settingscontrols/settingscontrols.component.html @@ -29,8 +29,8 @@
- - @for (t of timestamps; track t) { } @@ -39,8 +39,8 @@
- - @for (algo of algorithms; track algo) { } @@ -50,8 +50,8 @@ @if (backgroundProjections.length > 0) {
- -
+ +
@for (proj of backgroundProjections; track proj.method) {
@@ -85,12 +85,12 @@ }
- +
-
+
{{ animationSpeed }}
diff --git a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts index 0dc7e5c..604cc1f 100644 --- a/src/app/preprocessing-wizard/preprocessing-wizard.component.ts +++ b/src/app/preprocessing-wizard/preprocessing-wizard.component.ts @@ -8,6 +8,7 @@ import { Step3ConfigureDataFeaturesComponent } from './steps/step3-configure-dat import { Step4VisualizationSettingsComponent } from './steps/step4-visualization-settings/step4-visualization-settings.component'; import { Step5ReviewProcessingComponent } from './steps/step5-review-processing/step5-review-processing.component'; import { DataProfile } from './models/column-statistics'; +import { PreprocessingState } from './models/preprocessing-state'; @Component({ selector: 'app-preprocessing-wizard', @@ -24,7 +25,7 @@ import { DataProfile } from './models/column-statistics'; styleUrl: './preprocessing-wizard.component.scss', }) export class PreprocessingWizardComponent implements OnInit, OnDestroy { - @Output() close = new EventEmitter(); + @Output() wizardClose = new EventEmitter(); @ViewChild('wizardContent') wizardContent!: ElementRef; private subscription = new Subscription(); @@ -91,7 +92,7 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { this.subscription.unsubscribe(); } - private updateStepCompletion(state: any): void { + private updateStepCompletion(state: PreprocessingState): void { // Mark steps as completed based on: // 1. Whether the step's required data exists // 2. Whether the user has visited beyond this step (highestStepVisited) @@ -106,7 +107,7 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { this.preprocessingService.goToStep(step); } - onDataLoaded(profile: DataProfile): void { + onDataLoaded(_profile: DataProfile): void { // User clicked "Continue to Column Selection" button - proceed to next step this.preprocessingService.nextStep(); } @@ -146,10 +147,10 @@ export class PreprocessingWizardComponent implements OnInit, OnDestroy { } closeWizard(): void { - this.close.emit(); + this.wizardClose.emit(); } onWizardComplete(): void { - this.close.emit(); + this.wizardClose.emit(); } } diff --git a/src/app/preprocessing-wizard/services/preprocessing.service.ts b/src/app/preprocessing-wizard/services/preprocessing.service.ts index ce584b1..9a44510 100644 --- a/src/app/preprocessing-wizard/services/preprocessing.service.ts +++ b/src/app/preprocessing-wizard/services/preprocessing.service.ts @@ -145,10 +145,10 @@ export class PreprocessingService { this.saveStateToStorage(); return profile; - } catch (error: any) { + } catch (error: unknown) { this.updateState({ isProcessing: false, - error: error.message || 'Failed to load data file', + error: error instanceof Error ? error.message : 'Failed to load data file', }); throw error; } @@ -362,7 +362,12 @@ export class PreprocessingService { // Duplicate detection public async detectDuplicates( subsetColumns?: string[] - ): Promise<{ duplicateCount: number; duplicateIndices: number[]; percentage: number; sampleDuplicates: any[] }> { + ): Promise<{ + duplicateCount: number; + duplicateIndices: number[]; + percentage: number; + sampleDuplicates: Record[]; + }> { if (!this.currentState.rawFileName) { throw new Error('No data file loaded'); } @@ -405,10 +410,10 @@ export class PreprocessingService { }); this.saveStateToStorage(); - } catch (error: any) { + } catch (error: unknown) { this.updateState({ isProcessing: false, - error: error.message || 'Processing failed', + error: error instanceof Error ? error.message : 'Processing failed', }); throw error; } @@ -438,6 +443,7 @@ export class PreprocessingService { } // The dataset structure from worker + // eslint-disable-next-line @typescript-eslint/no-explicit-any const collection = state.processedDataset as any; const datasetKey = collection.selectedDataset || (collection.datasets ? Object.keys(collection.datasets)[0] : null); @@ -468,6 +474,7 @@ export class PreprocessingService { this.updateState({ processedDataset: collection }); } + // eslint-disable-next-line @typescript-eslint/no-explicit-any private buildProcessingConfig(): any { const state = this.currentState; diff --git a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts index 5ec4d82..9b8042d 100644 --- a/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts +++ b/src/app/preprocessing-wizard/shared/data-preview-table/data-preview-table.component.ts @@ -7,12 +7,12 @@ import { Component, Input } from '@angular/core'; styleUrl: './data-preview-table.component.scss', }) export class DataPreviewTableComponent { - @Input() data: any[] = []; + @Input() data: Record[] = []; @Input() columns: string[] = []; @Input() highlightColumns = new Set(); @Input() maxRows = 10; - get displayData(): any[] { + get displayData(): Record[] { return this.data.slice(0, this.maxRows); } @@ -30,7 +30,7 @@ export class DataPreviewTableComponent { return this.highlightColumns.has(column); } - getCellValue(row: any, column: string): string { + getCellValue(row: Record, column: string): string { const value = row[column]; if (value === null || value === undefined) { return '-'; diff --git a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts index 1bf6a29..383d09e 100644 --- a/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts +++ b/src/app/preprocessing-wizard/shared/help-tooltip/help-tooltip.component.ts @@ -1,4 +1,4 @@ -import { Component, Input, HostListener, ElementRef, ViewChild, AfterViewInit, ChangeDetectorRef } from '@angular/core'; +import { Component, Input, HostListener, ElementRef, ViewChild, ChangeDetectorRef } from '@angular/core'; import { CommonModule } from '@angular/common'; @Component({ @@ -8,7 +8,7 @@ import { CommonModule } from '@angular/common'; templateUrl: './help-tooltip.component.html', styleUrl: './help-tooltip.component.scss', }) -export class HelpTooltipComponent implements AfterViewInit { +export class HelpTooltipComponent { @Input() helpText = ''; @Input() position: 'top' | 'bottom' | 'left' | 'right' = 'top'; @ViewChild('tooltipContent') tooltipContent!: ElementRef; @@ -21,10 +21,6 @@ export class HelpTooltipComponent implements AfterViewInit { private cdr: ChangeDetectorRef ) {} - ngAfterViewInit(): void { - // Initial positioning - } - showTooltip(): void { this.isVisible = true; this.updateTooltipPosition(); diff --git a/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts b/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts index bf2fef7..e0418e0 100644 --- a/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts +++ b/src/app/preprocessing-wizard/shared/histogram-chart/histogram-chart.component.ts @@ -1,4 +1,4 @@ -import { Component, Input, OnInit, OnChanges, ElementRef, ViewChild, AfterViewInit } from '@angular/core'; +import { Component, Input, OnChanges, ElementRef, ViewChild, AfterViewInit } from '@angular/core'; import * as d3 from 'd3'; import { HistogramData } from '../../models/column-statistics'; @@ -9,7 +9,7 @@ import { HistogramData } from '../../models/column-statistics'; templateUrl: './histogram-chart.component.html', styleUrl: './histogram-chart.component.scss', }) -export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit { +export class HistogramChartComponent implements OnChanges, AfterViewInit { @ViewChild('chart', { static: false }) chartContainer!: ElementRef; @Input() data!: HistogramData; @@ -18,11 +18,10 @@ export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit @Input() showAxes = true; @Input() color = '#2196F3'; + // eslint-disable-next-line @typescript-eslint/no-explicit-any private svg: any; private initialized = false; - ngOnInit(): void {} - ngAfterViewInit(): void { this.initialized = true; if (this.data) { @@ -93,6 +92,7 @@ export class HistogramChartComponent implements OnInit, OnChanges, AfterViewInit const xAxis = d3 .axisBottom(xScale) .ticks(5) + // eslint-disable-next-line @typescript-eslint/no-explicit-any .tickFormat((d: any) => { const index = Math.floor(d); if (index >= 0 && index < this.data.binEdges.length) { diff --git a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html index a9958b1..a4b1bca 100644 --- a/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html +++ b/src/app/preprocessing-wizard/shared/progress-stepper/progress-stepper.component.html @@ -8,6 +8,8 @@ [class.completed]="isStepCompleted($index)" [class.clickable]="isStepClickable($index)" (click)="onStepClick($index)" + (keydown.enter)="onStepClick($index)" + tabindex="0" >
@if (isStepCompleted($index) && !isStepActive($index)) { diff --git a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts index 0e8fc12..3688dc2 100644 --- a/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts +++ b/src/app/preprocessing-wizard/shared/wizard-histogram/wizard-histogram.component.ts @@ -1,13 +1,4 @@ -import { - Component, - Input, - OnInit, - OnChanges, - ElementRef, - ViewChild, - AfterViewInit, - SimpleChanges, -} from '@angular/core'; +import { Component, Input, OnChanges, ElementRef, ViewChild, AfterViewInit, SimpleChanges } from '@angular/core'; import * as d3 from 'd3'; import { HistogramData } from '../../models/column-statistics'; import { DataType } from '../../models/data-type.enum'; @@ -21,7 +12,7 @@ import { prepareStackedBinsFromArray, rebinHistogramData } from '../../../shared templateUrl: './wizard-histogram.component.html', styleUrl: './wizard-histogram.component.scss', }) -export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewInit { +export class WizardHistogramComponent implements OnChanges, AfterViewInit { @ViewChild('chartContainer', { static: false }) chartContainer!: ElementRef; @Input() data!: HistogramData; @@ -31,21 +22,20 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni @Input() height = 40; @Input() enabled = true; + // eslint-disable-next-line @typescript-eslint/no-explicit-any private svg: any; private initialized = false; private cachedStackedBins: StackedBin[] | null = null; hoverLabel = ''; showHoverLabel = false; - private lastHoveredBar: any = null; + private lastHoveredBar: SVGRectElement | null = null; private hoverLabelElement: HTMLElement | null = null; private readonly MAX_CATEGORICAL_BINS = 40; private readonly MAX_NUMERIC_BINS = 20; private readonly margin = { top: 2, right: 2, bottom: 2, left: 2 }; - ngOnInit(): void {} - ngAfterViewInit(): void { this.initialized = true; // Cache the hover label element @@ -201,10 +191,10 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni .enter() .append('rect') .attr('class', 'histogram-bar') - .attr('x', (d: any) => xScale(d.bin)) - .attr('y', (d: any) => yScale(d.value)) + .attr('x', (d: { bin: number; value: number }) => xScale(d.bin)) + .attr('y', (d: { bin: number; value: number }) => yScale(d.value)) .attr('width', Math.max(barWidth - 1, 1)) - .attr('height', (d: any) => height - yScale(d.value)) + .attr('height', (d: { bin: number; value: number }) => height - yScale(d.value)) .attr('fill', displayColor) .attr('rx', 2) .attr('ry', 2) @@ -213,7 +203,7 @@ export class WizardHistogramComponent implements OnInit, OnChanges, AfterViewIni .style('pointer-events', 'all'); if (this.enabled) { - bars.on('mouseenter', (event: MouseEvent, d: any) => { + bars.on('mouseenter', (event: MouseEvent, d: { bin: number; value: number }) => { const currentBar = event.currentTarget as SVGRectElement; // Reset previous bar if it exists diff --git a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts index 3c4adea..9fcc396 100644 --- a/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts +++ b/src/app/preprocessing-wizard/steps/step1-upload/step1-upload.component.ts @@ -95,8 +95,8 @@ export class Step1UploadComponent implements OnInit, OnDestroy { this.profile = await this.preprocessingService.loadCSV(file); // Don't emit here - let user review the data first // User will click "Continue to Column Selection" button to emit and proceed - } catch (err: any) { - this.error = err.message || 'Failed to load data file'; + } catch (err: unknown) { + this.error = err instanceof Error ? err.message : 'Failed to load data file'; this.profile = null; } finally { this.isLoading = false; diff --git a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts index c534700..1080bbd 100644 --- a/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts +++ b/src/app/preprocessing-wizard/steps/step2-column-selection/step2-column-selection.component.ts @@ -5,7 +5,7 @@ import { PreprocessingService } from '../../services/preprocessing.service'; import { WizardHistogramComponent } from '../../shared/wizard-histogram/wizard-histogram.component'; import { ColumnStatistics, HistogramData } from '../../models/column-statistics'; import { ColumnConfig } from '../../models/column-config'; -import { DataType, getDataTypeColor } from '../../models/data-type.enum'; +import { getDataTypeColor } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; import { STEP_INFO } from '../../shared/constants/step-info'; diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html index 0b8f614..8f5434f 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.html @@ -72,6 +72,8 @@

{{ stepInfo.title }}

[class.selected]="selectedColumnName === colState.column.name" [class.has-issues]="hasIssues(colState)" (click)="selectColumn(colState.column.name)" + (keydown.enter)="selectColumn(colState.column.name)" + tabindex="0" >
@@ -88,7 +90,12 @@

{{ stepInfo.title }}

}
-
+
{{ selectedColumn.column.name }}

} @if ( selectedColumn.column.dataType === DataType.Date && - selectedColumn.column.min != null && - selectedColumn.column.max != null + selectedColumn.column.min !== null && + selectedColumn.column.max !== null ) {
Range {{ formatDate(selectedColumn.column.min) }} — {{ formatDate(selectedColumn.column.max) }}{{ formatDate(selectedColumn.column.min ?? 0) }} — + {{ formatDate(selectedColumn.column.max ?? 0) }}
} @@ -275,8 +283,9 @@

{{ selectedColumn.column.name }}

- +
- + + + {{ method.name }} Parameters @for (param of method.params; track param.configKey) {
-

} @if ( selectedColumn.column.dataType === DataType.Date && - selectedColumn.column.min !== null && - selectedColumn.column.max !== null + selectedColumn.column.min != null && + selectedColumn.column.max != null ) {
Range {{ formatDate(selectedColumn.column.min ?? 0) }} — - {{ formatDate(selectedColumn.column.max ?? 0) }}{{ formatDate(selectedColumn.column.min!) }} — {{ formatDate(selectedColumn.column.max!) }}
} @@ -187,6 +191,16 @@

{{ selectedColumn.column.name }}

>

} + @if (selectedColumn.column.dataType === DataType.Boolean && selectedColumn.column.topValues) { +
+ Distribution + + @for (tv of selectedColumn.column.topValues!; track tv.value) { + {{ tv.value }}: {{ tv.count }}{{ $last ? '' : ', ' }} + } + +
+ } @if (selectedColumn.column.dataType === DataType.Text) {
Avg length @@ -196,21 +210,23 @@

{{ selectedColumn.column.name }}

-
-
- Encoding - + @if (shouldShowEncoding(selectedColumn)) { +
+
+ Encoding + +
+
- -
+ } @if (shouldShowScaling(selectedColumn)) { diff --git a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts index 1632369..796f932 100644 --- a/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts +++ b/src/app/preprocessing-wizard/steps/step3-configure-data-features/step3-configure-data-features.component.ts @@ -10,6 +10,7 @@ import { MissingValueStrategy, OutlierStrategy, OutlierMethod, + DATA_TYPE_CONFIG, } from '../../models/data-type.enum'; import { HelpTooltipComponent } from '../../shared/help-tooltip/help-tooltip.component'; import { HELP_TEXT } from '../../shared/constants/help-text'; @@ -158,9 +159,9 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { } private async loadOutlierCounts(): Promise { - const numericColumns = this.columns.filter(c => c.column.dataType === DataType.Numeric); + const outlierColumns = this.columns.filter(c => DATA_TYPE_CONFIG[c.column.dataType]?.hasOutliers); - for (const colState of numericColumns) { + for (const colState of outlierColumns) { if (colState.outlierCount === undefined) { await this.detectOutliersForColumn(colState); } @@ -348,42 +349,31 @@ export class Step3ConfigureDataFeaturesComponent implements OnInit { // ============================================================================ getAvailableEncodingMethods(colState: ColumnConfigState) { - const dataType = colState.column.dataType; - - switch (dataType) { - case DataType.Numeric: - return this.encodingMethods.filter(m => - [EncodingMethod.None, EncodingMethod.Normalize, EncodingMethod.Standardize].includes(m.value) - ); - case DataType.Categorical: - return this.encodingMethods.filter(m => [EncodingMethod.Label, EncodingMethod.OneHot].includes(m.value)); - case DataType.Text: - return this.encodingMethods.filter(m => - [EncodingMethod.None, EncodingMethod.Label, EncodingMethod.OneHot].includes(m.value) - ); - case DataType.Date: - return this.encodingMethods.filter(m => [EncodingMethod.None, EncodingMethod.Normalize].includes(m.value)); - default: - return this.encodingMethods.filter(m => [EncodingMethod.None, EncodingMethod.Label].includes(m.value)); - } + const capabilities = DATA_TYPE_CONFIG[colState.column.dataType]; + if (!capabilities || capabilities.encodingMethods.length === 0) return []; + return this.encodingMethods.filter(m => capabilities.encodingMethods.includes(m.value)); } getAvailableMissingStrategies(colState: ColumnConfigState) { - const dataType = colState.column.dataType; + const capabilities = DATA_TYPE_CONFIG[colState.column.dataType]; return this.missingValueStrategies.filter(strategy => { - if (strategy.numericOnly && dataType !== DataType.Numeric) return false; - if (strategy.categoricalOnly && dataType !== DataType.Categorical) return false; + if (strategy.numericOnly && !capabilities?.missingValueFlags.numericLike) return false; + if (strategy.categoricalOnly && !capabilities?.missingValueFlags.categorical) return false; return true; }); } + shouldShowEncoding(colState: ColumnConfigState): boolean { + return this.getAvailableEncodingMethods(colState).length > 1; + } + shouldShowScaling(colState: ColumnConfigState): boolean { - return colState.column.dataType === DataType.Numeric || colState.column.dataType === DataType.Date; + return DATA_TYPE_CONFIG[colState.column.dataType]?.hasScaling ?? false; } shouldShowOutliers(colState: ColumnConfigState): boolean { - return colState.column.dataType === DataType.Numeric; + return DATA_TYPE_CONFIG[colState.column.dataType]?.hasOutliers ?? false; } hasMissingValues(colState: ColumnConfigState): boolean { diff --git a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts index 811e487..75a14dc 100644 --- a/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts +++ b/src/app/preprocessing-wizard/steps/step4-visualization-settings/step4-visualization-settings.component.ts @@ -307,21 +307,21 @@ export class Step4VisualizationSettingsComponent implements OnInit { const featureScores: { name: string; score: number }[] = []; for (const feature of this.availableFeatures) { - const baseColName = feature.split('_')[0]; - const colStats = profile.columns.find(c => c.name === baseColName); + // Try exact match first, then fall back to prefix match for one-hot encoded features (e.g. city_NYC → city) + const colStats = + profile.columns.find(c => c.name === feature) || profile.columns.find(c => feature.startsWith(c.name + '_')); if (!colStats) continue; let score = 0; - if (colStats.dataType === DataType.Numeric && colStats.variance !== undefined) { - score = colStats.variance; - this.featureVariances.set(feature, score); - } else if (colStats.dataType === DataType.Categorical) { + if (colStats.stdDev !== undefined && colStats.mean !== undefined && Math.abs(colStats.mean) > 0) { + // Coefficient of variation (scale-independent) + score = colStats.stdDev / Math.abs(colStats.mean); + } else if (colStats.dataType === DataType.Categorical || colStats.dataType === DataType.Boolean) { score = colStats.uniqueCount / colStats.count; - this.featureVariances.set(feature, score); } else { - score = colStats.uniqueCount; - this.featureVariances.set(feature, score); + score = colStats.uniqueCount / colStats.count; } + this.featureVariances.set(feature, score); featureScores.push({ name: feature, score }); } diff --git a/src/app/shared/components/mini-histogram/mini-histogram.component.scss b/src/app/shared/components/mini-histogram/mini-histogram.component.scss index bb8758c..e777ad7 100644 --- a/src/app/shared/components/mini-histogram/mini-histogram.component.scss +++ b/src/app/shared/components/mini-histogram/mini-histogram.component.scss @@ -9,6 +9,7 @@ align-items: center; justify-content: flex-start; position: relative; + overflow: hidden; } .chart-container { diff --git a/src/app/shared/components/mini-histogram/mini-histogram.component.ts b/src/app/shared/components/mini-histogram/mini-histogram.component.ts index 8a135e0..d9e2650 100644 --- a/src/app/shared/components/mini-histogram/mini-histogram.component.ts +++ b/src/app/shared/components/mini-histogram/mini-histogram.component.ts @@ -279,14 +279,20 @@ export class MiniHistogramComponent implements OnChanges, AfterViewInit, OnDestr this.lastHoveredBar = currentBar; - const binStart = - this.data.binEdges && this.data.binEdges[d.bin] !== undefined ? this.data.binEdges[d.bin].toFixed(2) : d.bin; - const binEnd = - this.data.binEdges && this.data.binEdges[d.bin + 1] !== undefined - ? this.data.binEdges[d.bin + 1].toFixed(2) - : d.bin + 1; - - this.setHoverText(`${binStart} – ${binEnd}: ${this.formatValue(d.value)}`); + // Use pre-formatted labels if available (e.g. date bins) + if (this.data.labels && this.data.labels[d.bin]) { + this.setHoverText(`${this.data.labels[d.bin]}: ${this.formatValue(d.value)}`); + } else { + const binStart = + this.data.binEdges && this.data.binEdges[d.bin] !== undefined + ? this.data.binEdges[d.bin].toFixed(2) + : d.bin; + const binEnd = + this.data.binEdges && this.data.binEdges[d.bin + 1] !== undefined + ? this.data.binEdges[d.bin + 1].toFixed(2) + : d.bin + 1; + this.setHoverText(`${binStart} – ${binEnd}: ${this.formatValue(d.value)}`); + } }); } } diff --git a/src/assets/preprocessing_processor.py b/src/assets/preprocessing_processor.py index 7902b16..523ba4c 100644 --- a/src/assets/preprocessing_processor.py +++ b/src/assets/preprocessing_processor.py @@ -13,6 +13,11 @@ def detect_data_type(series): if series.name and str(series.name).lower() == 'id': return 'id' + # Check for coordinate columns by name (before numeric check, since coordinates are numeric) + col_name_lower = str(series.name).lower() + if col_name_lower in ['latitude', 'longitude', 'lat', 'lon', 'lng', 'long']: + return 'coordinate' + # Check if numeric if pd.api.types.is_numeric_dtype(series): # Check if boolean (0/1 only) @@ -24,20 +29,13 @@ def detect_data_type(series): # Try parsing as datetime if series.dtype == 'object': try: - pd.to_datetime(series.dropna().head(100), errors='coerce') - # If more than 50% can be parsed as dates sample = series.dropna().head(100) - parsed = pd.to_datetime(sample, errors='coerce') + parsed = pd.to_datetime(sample, errors='coerce', format='mixed') if parsed.notna().sum() / len(sample) > 0.5: return 'date' except: pass - # Check for coordinate columns - col_name_lower = str(series.name).lower() - if col_name_lower in ['latitude', 'longitude', 'lat', 'lon', 'lng']: - return 'coordinate' - # Check cardinality for categorical vs text unique_count = series.nunique() total_count = len(series) @@ -45,6 +43,11 @@ def detect_data_type(series): if unique_count == 1: return 'categorical' + # If average string length is long, treat as text regardless of cardinality + avg_length = series.dropna().astype(str).str.len().mean() + if avg_length > 50: + return 'text' + if unique_count / total_count < 0.5: # Less than 50% unique return 'categorical' @@ -70,8 +73,8 @@ def profile_column(series): 'uniqueCount': int(unique_count) } - # Numeric statistics - if data_type == 'numeric': + # Numeric statistics (coordinates are numeric values too) + if data_type in ['numeric', 'coordinate']: numeric_series = pd.to_numeric(series, errors='coerce') stats.update({ 'min': float(numeric_series.min()) if not numeric_series.empty else 0, @@ -100,6 +103,9 @@ def profile_column(series): # Sort dates for earliest/latest sorted_dates = date_series.sort_values() stats['sampleValues'] = [str(sorted_dates.iloc[0]), str(sorted_dates.iloc[-1])] + # Store min/max as epoch milliseconds for JS Date compatibility + stats['min'] = int(sorted_dates.iloc[0].timestamp() * 1000) + stats['max'] = int(sorted_dates.iloc[-1].timestamp() * 1000) # Create histogram by binning dates into time periods # Use 20 bins across the date range @@ -111,9 +117,9 @@ def profile_column(series): # Create labels showing date ranges for each bin bin_labels = [] for i in range(len(counts)): - start_date = pd.Timestamp(bin_edges[i], unit='s').strftime('%Y-%m-%d') - end_date = pd.Timestamp(bin_edges[i + 1], unit='s').strftime('%Y-%m-%d') - bin_labels.append(f"{start_date} to {end_date}: {int(counts[i])}") + start_date = pd.Timestamp(bin_edges[i], unit='s').strftime('%d/%m/%y') + end_date = pd.Timestamp(bin_edges[i + 1], unit='s').strftime('%d/%m/%y') + bin_labels.append(f"{start_date}–{end_date}") stats['histogram'] = { 'bins': list(range(len(counts))), @@ -122,6 +128,14 @@ def profile_column(series): 'labels': bin_labels } + # Boolean statistics + elif data_type == 'boolean': + value_counts = series.value_counts() + stats['topValues'] = [ + {'value': str(val), 'count': int(count)} + for val, count in value_counts.items() + ] + # Categorical statistics elif data_type in ['categorical', 'text']: # For both categorical and text, show top 10 values for distribution visualization @@ -130,6 +144,10 @@ def profile_column(series): {'value': str(val), 'count': int(count)} for val, count in value_counts.items() ] + # For text, compute average string length + if data_type == 'text': + str_lengths = series.dropna().astype(str).str.len() + stats['mean'] = float(str_lengths.mean()) if not str_lengths.empty else 0 # Sample values (if not already set) if 'sampleValues' not in stats: diff --git a/src/assets/preprocessing_processor_config.py b/src/assets/preprocessing_processor_config.py index 61e0280..944fcdb 100644 --- a/src/assets/preprocessing_processor_config.py +++ b/src/assets/preprocessing_processor_config.py @@ -127,6 +127,17 @@ def apply_cleaning(df, config): return df_clean +def _resolve_base_col(col, column_configs): + """Resolve a feature column name to its base column config. + Tries exact match first, then prefix match for one-hot encoded columns (e.g. city_NYC → city).""" + if col in column_configs: + return col + for name in column_configs: + if col.startswith(name + '_'): + return name + return None + + def apply_feature_engineering(df, config): """Apply encoding and scaling based on configuration @@ -151,18 +162,36 @@ def apply_feature_engineering(df, config): for col in enabled_cols: col_config = column_configs.get(col, {}) encoding = col_config.get('encoding', 'none') + data_type = col_config.get('dataType', 'unknown') col_data = df[col] - # Apply encoding - if encoding == 'onehot' or (encoding == 'none' and not pd.api.types.is_numeric_dtype(col_data)): - # One-hot encoding for categorical + # Date columns: convert to numeric timestamps regardless of encoding setting + if data_type == 'date': + date_series = pd.to_datetime(col_data, errors='coerce') + # Replace NaT before int64 conversion (NaT becomes -9223372036854775808) + mask = date_series.isna() + date_series = date_series.fillna(pd.Timestamp('1970-01-01')) + col_numeric = date_series.astype('int64').astype(float) / 10**9 # seconds since epoch + col_numeric[mask] = 0 + col_numeric.name = col + encoded_dfs.append(col_numeric.to_frame()) + feature_names.append(col) + + # Boolean columns: convert to 0/1 float + elif data_type == 'boolean' or col_data.dtype == 'bool' or col_data.dtype == 'boolean': + col_numeric = col_data.astype(float).fillna(0) + encoded_dfs.append(col_numeric.to_frame()) + feature_names.append(col) + + # One-hot encoding + elif encoding == 'onehot' or (encoding == 'none' and not pd.api.types.is_numeric_dtype(col_data)): col_data_filled = col_data.fillna('missing').astype(str) dummies = pd.get_dummies(col_data_filled, prefix=col) encoded_dfs.append(dummies.astype(float)) feature_names.extend(dummies.columns.tolist()) + # Label encoding elif encoding == 'label': - # Label encoding col_data_filled = col_data.fillna('missing').astype(str) le = LabelEncoder() encoded_series = pd.Series(le.fit_transform(col_data_filled).astype(float), name=col) @@ -183,8 +212,8 @@ def apply_feature_engineering(df, config): # PHASE 2: Scaling - batch by scaling method scaling_groups = {} for col in encoded_df.columns: - orig_col = col.split('_')[0] # Get base column name (before one-hot suffix) - col_config = column_configs.get(orig_col, {}) + base = _resolve_base_col(col, column_configs) + col_config = column_configs.get(base, {}) if base else {} scaling = col_config.get('scaling', 'none') if scaling not in scaling_groups: @@ -261,7 +290,7 @@ def compute_projections(df, config): # Filter to columns marked for projection projection_cols = [ col for col in feature_cols - if column_configs.get(col.split('_')[0], {}).get('includeInProjection', True) + if column_configs.get(_resolve_base_col(col, column_configs) or col, {}).get('includeInProjection', True) ] if not projection_cols: @@ -324,10 +353,20 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c config: Configuration dict """ + # Build column config lookup from config dict + column_configs = {col['name']: col for col in config.get('columns', [])} + # Extract all needed data as numpy arrays (vectorized) id_values = df_processed['ID'].values feature_values = df_processed[feature_names].values # 2D array + # Normalize all features to [0,1] for glyph rendering + feat_min = feature_values.min(axis=0) + feat_max = feature_values.max(axis=0) + feat_range = feat_max - feat_min + feat_range[feat_range == 0] = 1 # Avoid division by zero for constant columns + normalized_features = (feature_values - feat_min) / feat_range + # Pre-extract original column values for O(1) access (avoids slow pandas iloc) # This optimization provides 40-50% speedup for large datasets original_values_cache = {} @@ -335,7 +374,7 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c use_cache = [] # Boolean array indicating if we should use cache for this feature for col in feature_names: - base_col = col.split('_')[0] if '_' in col else col + base_col = _resolve_base_col(col, column_configs) or col base_col_list.append(base_col) if base_col in df_original.columns: @@ -357,8 +396,8 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c # Always convert ID to string for consistency across the system row_id = str(id_values[idx]) - # Feature values (normalized) - single vectorized dict comprehension - feature_dict = {str(i + 1): float(feature_values[idx, i]) for i in range(n_features)} + # Feature values (min-max normalized to [0,1]) for glyph rendering + feature_dict = {str(i + 1): float(normalized_features[idx, i]) for i in range(n_features)} # Build value_dict - optimized with pre-built arrays value_dict = {} @@ -390,9 +429,6 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c # Final progress update before metadata report_progress('Building dataset', 93, 'Computing metadata statistics') - # FIX: Build schema with user configuration - column_configs = {col['name']: col for col in config.get('columns', [])} - # Find color feature from user configuration # First, find which column is marked as color feature color_feature_name = None @@ -405,8 +441,7 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c color_feature_idx = None if color_feature_name: for i, col in enumerate(feature_names): - # Handle both exact match and one-hot encoded columns (col_value format) - base_col = col.split('_')[0] if '_' in col else col + base_col = _resolve_base_col(col, column_configs) or col if base_col == color_feature_name: color_feature_idx = i + 1 break @@ -465,7 +500,7 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c # Build types mapping (feature ID -> original data type) feature_types = {} for i, col in enumerate(feature_names): - base_col = col.split('_')[0] if '_' in col else col + base_col = _resolve_base_col(col, column_configs) or col col_config = column_configs.get(base_col, {}) # Get original data type (before encoding/processing) original_type = col_config.get('dataType', 'unknown') @@ -479,7 +514,7 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c 'time': 'date', # Map time to date 'boolean': 'boolean', 'id': 'id', - 'coordinate': 'numeric' # Coordinates are numeric + 'coordinate': 'coordinate' } feature_types[str(i + 1)] = type_map.get(original_type, 'unknown') @@ -514,7 +549,7 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c col_std = float(np.std(col_values)) # Determine feature type and categories - base_col = col.split('_')[0] if '_' in col else col + base_col = _resolve_base_col(col, column_configs) or col feature_type = feature_types.get(str(i + 1), 'numeric') categories = feature_categories.get(col, []) @@ -528,8 +563,8 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c total = counts.sum() histogram = {str(j): float(counts[j] / total) if total > 0 else 0.0 for j in range(num_categories)} else: - # For numeric: use 20 bins - counts, _ = np.histogram(col_values, bins=20, density=True) + # For numeric: use 20 bins (cast to float to handle boolean columns) + counts, _ = np.histogram(col_values.astype(float), bins=20, density=True) histogram = {str(j): float(count) for j, count in enumerate(counts)} meta_features[str(i + 1)] = { diff --git a/src/styles/_variables.scss b/src/styles/_variables.scss index 79c2a83..5e573f2 100644 --- a/src/styles/_variables.scss +++ b/src/styles/_variables.scss @@ -98,3 +98,7 @@ $data-type-boolean: #00bcd4; // Cyan (active-color) $data-type-boolean-bg: rgba(0, 188, 212, 0.1); $data-type-id: #888888; // Gray $data-type-id-bg: rgba(136, 136, 136, 0.1); +$data-type-coordinate: #0369a1; // Sky Blue (geographic) +$data-type-coordinate-bg: rgba(3, 105, 161, 0.1); +$data-type-unknown: #888888; // Gray +$data-type-unknown-bg: rgba(136, 136, 136, 0.1); From 043d84eeb4be7dbd9867881a76232b9879864625 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Thomas=20Gr=C3=BCnder?= Date: Tue, 17 Feb 2026 22:34:17 +0100 Subject: [PATCH 19/19] fix histogram tooltip in sidebar --- .../mini-histogram.component.ts | 8 +-- src/app/shared/interfaces/glyph-meta.ts | 2 + src/app/shared/utils/histogram.utils.ts | 56 ++++++++++++++++++- .../sidebar/histogram/histogram.component.ts | 31 ++++++++-- src/app/sidebar/sidebar.component.html | 2 + src/assets/preprocessing_processor_config.py | 27 ++++++++- 6 files changed, 112 insertions(+), 14 deletions(-) diff --git a/src/app/shared/components/mini-histogram/mini-histogram.component.ts b/src/app/shared/components/mini-histogram/mini-histogram.component.ts index d9e2650..5de4804 100644 --- a/src/app/shared/components/mini-histogram/mini-histogram.component.ts +++ b/src/app/shared/components/mini-histogram/mini-histogram.component.ts @@ -181,10 +181,6 @@ export class MiniHistogramComponent implements OnChanges, AfterViewInit, OnDestr } } - private formatValue(value: number): string { - return Number.isInteger(value) ? String(value) : value.toFixed(1); - } - private drawCategoricalHistogram(width: number, height: number): void { if (!this.data || !this.svg) return; @@ -281,7 +277,7 @@ export class MiniHistogramComponent implements OnChanges, AfterViewInit, OnDestr // Use pre-formatted labels if available (e.g. date bins) if (this.data.labels && this.data.labels[d.bin]) { - this.setHoverText(`${this.data.labels[d.bin]}: ${this.formatValue(d.value)}`); + this.setHoverText(this.data.labels[d.bin]); } else { const binStart = this.data.binEdges && this.data.binEdges[d.bin] !== undefined @@ -291,7 +287,7 @@ export class MiniHistogramComponent implements OnChanges, AfterViewInit, OnDestr this.data.binEdges && this.data.binEdges[d.bin + 1] !== undefined ? this.data.binEdges[d.bin + 1].toFixed(2) : d.bin + 1; - this.setHoverText(`${binStart} – ${binEnd}: ${this.formatValue(d.value)}`); + this.setHoverText(`${binStart} – ${binEnd}`); } }); } diff --git a/src/app/shared/interfaces/glyph-meta.ts b/src/app/shared/interfaces/glyph-meta.ts index 4762f96..27e40e1 100644 --- a/src/app/shared/interfaces/glyph-meta.ts +++ b/src/app/shared/interfaces/glyph-meta.ts @@ -9,6 +9,8 @@ export interface FeatureStats { categories?: string[]; // add optional categorical values for this feature max: number; min: number; + originalMin?: number; // Pre-scaling min for human-readable tooltips + originalMax?: number; // Pre-scaling max for human-readable tooltips median: number; variance: number; deviation: number; diff --git a/src/app/shared/utils/histogram.utils.ts b/src/app/shared/utils/histogram.utils.ts index 1ef4966..ac23d62 100644 --- a/src/app/shared/utils/histogram.utils.ts +++ b/src/app/shared/utils/histogram.utils.ts @@ -28,8 +28,8 @@ export function getEffectiveHistogramType( nonZeroBinCount: number, maxCategoricalBins = 40 ): 'categorical' | 'numeric' { - // If declared as categorical but has too many non-zero bins, treat as numeric - if (declaredType === 'categorical' && nonZeroBinCount > maxCategoricalBins) { + // If declared as categorical/text but has too many non-zero bins, render as numeric histogram + if ((declaredType === 'categorical' || declaredType === 'text') && nonZeroBinCount > maxCategoricalBins) { return 'numeric'; } @@ -168,6 +168,58 @@ export function rebinHistogramData(originalCounts: number[], targetBins: number) return newCounts; } +// Epoch range heuristic: 1970-01-01 to 2100-01-01 in seconds +const EPOCH_MIN = 0; +const EPOCH_MAX = 4_102_444_800; + +function isEpochSeconds(value: number): boolean { + return value > EPOCH_MIN && value < EPOCH_MAX; +} + +function formatEpochDate(epochSeconds: number): string { + const date = new Date(epochSeconds * 1000); + return date.toLocaleDateString('en-US', { month: 'short', year: 'numeric' }); +} + +function formatCompact(value: number): string { + if (Number.isInteger(value) && Math.abs(value) < 10_000) { + return value.toString(); + } + if (Math.abs(value) >= 1000) { + return value.toLocaleString('en-US', { maximumFractionDigits: 1 }); + } + return value.toFixed(2); +} + +/** + * Format a numeric histogram bin tooltip from feature min/max. + * Computes evenly-spaced bin edges and formats based on data type. + * + * @param bin - Bin index + * @param totalBins - Total number of bins + * @param featureMin - Minimum feature value + * @param featureMax - Maximum feature value + * @param dataType - Data type string (e.g. 'numeric', 'date', 'coordinate') + * @returns Formatted tooltip string showing the bin's value range + */ +export function formatBinTooltip( + bin: number, + totalBins: number, + featureMin: number, + featureMax: number, + dataType?: string +): string { + const binWidth = (featureMax - featureMin) / totalBins; + const start = featureMin + bin * binWidth; + const end = featureMin + (bin + 1) * binWidth; + + if (dataType === 'date' && isEpochSeconds(start)) { + return `${formatEpochDate(start)} – ${formatEpochDate(end)}`; + } + + return `${formatCompact(start)} – ${formatCompact(end)}`; +} + /** * Darken a hex color by a specified amount. * diff --git a/src/app/sidebar/histogram/histogram.component.ts b/src/app/sidebar/histogram/histogram.component.ts index 1c246b2..346d913 100644 --- a/src/app/sidebar/histogram/histogram.component.ts +++ b/src/app/sidebar/histogram/histogram.component.ts @@ -21,7 +21,11 @@ import { COLOR_SCALES, ColorScale } from '../../shared/interfaces/color-scale'; import { CategoryFilter } from '../../shared/filter/category-filter'; import { InteractionCommand } from '../../shared/enum/interaction-command'; import { Histogram, StackedBin } from '../../shared/types/histogram.types'; -import { prepareStackedBinsFromObject, getEffectiveHistogramType } from '../../shared/utils/histogram.utils'; +import { + prepareStackedBinsFromObject, + getEffectiveHistogramType, + formatBinTooltip, +} from '../../shared/utils/histogram.utils'; @Component({ selector: 'app-histogram', @@ -36,6 +40,8 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges, OnD @Input() property!: string; @Input() featureMin = 0; @Input() featureMax = 1; + @Input() originalMin?: number; + @Input() originalMax?: number; // eslint-disable-next-line @typescript-eslint/no-explicit-any @Input() configuration: any; @@ -268,7 +274,7 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges, OnD tooltip .style('opacity', 1) - .text(`${this.getCategoricalValue(d.bin, d.value)}`) + .text(this.getCategoricalValue(d.bin)) .style('left', `${x + 10}px`) .style('top', `${y - 8}px`); }) @@ -340,8 +346,8 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges, OnD }); } - private getCategoricalValue(bin: number, value: number) { - return this.binToCategory.get(bin) ?? value; + private getCategoricalValue(bin: number): string { + return this.binToCategory.get(bin) ?? `Category ${bin}`; } private drawNumericHistogram(): void { @@ -350,6 +356,9 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges, OnD // Clear categorical selection when switching to numeric mode this.selectedBins.clear(); + // Build category map for categorical columns that fell back to numeric rendering (>40 categories) + this.buildBinCategoryMap(); + const bins = Object.keys(this.histogramData).map(k => ({ bin: +k, value: this.histogramData[k] })); this.xScale = d3.scaleLinear().domain([0, bins.length]).range([0, this.width]); @@ -452,9 +461,21 @@ export class HistogramComponent implements OnInit, AfterViewInit, OnChanges, OnD const binData = bins.find(b => b.bin === bin); if (!binData) return; + // Use category name if available (categorical column rendered as numeric due to >40 categories) + const label = + this.binToCategory.size > 0 + ? this.getCategoricalValue(binData.bin) + : formatBinTooltip( + binData.bin, + bins.length, + this.originalMin ?? this.featureMin, + this.originalMax ?? this.featureMax, + this.type + ); + tooltip .style('opacity', 1) - .text(`Bin ${binData.bin}: ${binData.value.toPrecision(4)}`) + .text(label) .style('left', `${x + this.margin.left + 10}px`) .style('top', `${y + this.margin.top - 10}px`); }) diff --git a/src/app/sidebar/sidebar.component.html b/src/app/sidebar/sidebar.component.html index e88b6dd..2019dbc 100644 --- a/src/app/sidebar/sidebar.component.html +++ b/src/app/sidebar/sidebar.component.html @@ -269,6 +269,8 @@ [categories]="features[featureId].categories" [featureMin]="features[featureId].min" [featureMax]="features[featureId].max" + [originalMin]="features[featureId].originalMin" + [originalMax]="features[featureId].originalMax" [label]="getFeatureName(featureId)" [type]="getFeatureType(featureId)" [property]="featureId" diff --git a/src/assets/preprocessing_processor_config.py b/src/assets/preprocessing_processor_config.py index 944fcdb..d356010 100644 --- a/src/assets/preprocessing_processor_config.py +++ b/src/assets/preprocessing_processor_config.py @@ -182,6 +182,9 @@ def apply_feature_engineering(df, config): col_numeric = col_data.astype(float).fillna(0) encoded_dfs.append(col_numeric.to_frame()) feature_names.append(col) + # Store boolean categories so sidebar shows names instead of 0/1 + unique_vals = sorted(col_data.dropna().unique(), key=lambda v: float(v) if str(v).replace('.','',1).isdigit() else 0) + feature_categories[col] = [str(v) for v in unique_vals] # One-hot encoding elif encoding == 'onehot' or (encoding == 'none' and not pd.api.types.is_numeric_dtype(col_data)): @@ -553,8 +556,28 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c feature_type = feature_types.get(str(i + 1), 'numeric') categories = feature_categories.get(col, []) + # Compute original min/max from pre-encoding data for human-readable tooltips + original_min = col_min + original_max = col_max + if base_col in df_original.columns: + orig_series = df_original[base_col] + if pd.api.types.is_numeric_dtype(orig_series): + orig_clean = orig_series.dropna() + if len(orig_clean) > 0: + original_min = float(orig_clean.min()) + original_max = float(orig_clean.max()) + elif feature_type == 'date': + try: + date_series = pd.to_datetime(orig_series, errors='coerce', format='mixed').dropna() + if len(date_series) > 0: + # Store as epoch seconds for JS date formatting + original_min = float(date_series.min().timestamp()) + original_max = float(date_series.max().timestamp()) + except Exception: + pass + # Build histogram - different approach for categorical vs numeric - if feature_type == 'categorical' and len(categories) > 0: + if feature_type in ('categorical', 'boolean', 'text') and len(categories) > 0: # For categorical: one bin per category, count occurrences num_categories = len(categories) # Values are integers 0 to num_categories-1 @@ -573,6 +596,8 @@ def build_dataset_collection(df_original, df_processed, feature_names, feature_c 'categories': categories, # Empty list for numeric features 'min': col_min, 'max': col_max, + 'originalMin': original_min, + 'originalMax': original_max, 'median': col_median, 'variance': col_variance, 'deviation': col_std