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@MarquiseRosier

@MarquiseRosier MarquiseRosier commented Jun 26, 2026

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Removed extraneous text from the README file.

@MarquiseRosier
Clean up README.md content
5f5e308 
Removed extraneous text from the README file.
@seldonqa

seldonqa Bot commented Jun 26, 2026 •
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Seldon QA — Clean up README.md content

Adjusted from baseline (132 → 133 cases): +1 new · ~0 updated · −0 removed · 132 unchanged

ID Δ Priority Area Test Criterion
TC-133 🆕 NEW P2 Documentation / README Content README.md: Garbage string 'BLAHBLAJHDkfla;' is absent and core product description is intact The README.md file does not contain the string 'BLAHBLAJHDkfla;', retains the '# Emotti' heading, and the pro…
132 unchanged cases (not affected by this diff)
ID Priority Area Test
TC-003 P0 Data Augmentation – Random Crop Random Crop Transform: Output Shape Validity and Bounding Box Handling Limitation
TC-004 P0 Data Augmentation – Random Rotation Random Rotation Transform: Verify Actual Rotation vs. Copy-Paste Bug
TC-005 P0 Emotion Classification - End-to-End Emotion Classification Pipeline Produces Valid Emotion Labels for All Supported States
TC-006 P0 Emotion Classification Model Emotion classification model loads and produces valid 7-class probability output
TC-007 P0 Emotion Detection Emotion Classification Pipeline: Webcam initializes and runs for 10-second capture window
TC-008 P0 Emotion Detection - CNN Inference Emotion CNN Inference Returns Correct 7-Class Label Mapping
TC-010 P0 Emotion Detection - Vote Accumulation &… Dominant Emotion Selection via Voting Across 10-Second Window
TC-014 P0 Emotion Label Mapping All 7 emotion labels are correctly identified and displayed by the application
TC-016 P0 Emotion Response - Happy Happy Emotion Handler: Compliment selected, TTS audio generated and played
TC-012 P0 Emotion Inference Emotion Model UI: Canonical Emotion Checkpoints Load and Produce 7-Class Output
TC-017 P0 Emotion Routing Emotion Routing Logic: All 7 emotions route to correct handlers via run_func()
TC-018 P0 Emotion-Triggered Browser Action Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-020 P0 End-to-End Flow End-to-end emotion detection flow produces correct output for a detected face
TC-015 P0 Emotion Response - Angry Angry Emotion Handler: Calming TTS message played and Google Images cute puppies page opens in new window
TC-021 P0 Face Detection Face Detection: Bounding Box Rendered Correctly on Detected Faces
TC-022 P0 Face Detection - Inference Pipeline Face Detection Pipeline Detects Faces and Displays Bounding Boxes on Live Camera Feed
TC-024 P0 Model Inference / Emotion Classification Emotion Model Inference — mini_XCEPTION Produces Valid Softmax Output (7 Classes)
TC-019 P0 End-to-End - Full Pipeline Full End-to-End Emotion Detection and Response Flow (Happy Path)
TC-025 P0 Model Inference / Gender Classification Gender Model Inference — mini_XCEPTION Produces Valid Softmax Output (2 Classes)
TC-026 P0 Per-Frame Face Detection Face detection identifies faces and returns valid bounding box coordinates per frame
TC-027 P0 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Hardcoded Azure Subscription Key Exposure Check
TC-023 P0 Grad-CAM Visualization Grad-CAM Heatmap Visualization Renders for a Predicted Emotion Class
TC-028 P0 UI / Emotion Detection Emotion Detection UI — Displays Predicted Emotion Label on Face Input
TC-029 P0 UI / Gender Detection Gender Detection UI — Displays Predicted Gender Label on Face Input
TC-030 P0 Webcam Capture Loop Webcam capture loop runs for approximately 10 seconds and terminates cleanly
TC-031 P1 Browser Integration Browser opens Google Images cute puppies search in new window on angry emotion
TC-032 P1 Browser Integration Google Images cute puppies URL is accessible and returns valid image results
TC-033 P1 Compliment Resource Loading Compliment JSON resource files exist, are valid, and contain non-empty string arrays
TC-034 P1 Data Augmentation – Batch Flow Batch Generation (flow()): Validation Mode — No Augmentation Applied
TC-035 P1 Data Augmentation – Brightness Brightness Transform: Pixel Values Stay Within [0, 255]
TC-036 P1 Data Augmentation – Contrast Contrast Transform: Adjustment Around Mean Grayscale and Valid Output Range
TC-037 P1 Data Augmentation – Horizontal Flip Horizontal Flip Transform: Image Reversal and Bounding Box Coordinate Update
TC-038 P1 Data Augmentation – Lighting Lighting (PCA Noise) Transform: Numerical Stability and Output Clipping
TC-040 P1 Data Augmentation – Transform Pipeline Color Jitter Pipeline (transform()): Random Order and Selective Application
TC-041 P1 Data Augmentation – Vertical Flip Vertical Flip Transform: Image Reversal and Bounding Box Y-Coordinate Update
TC-042 P1 Dataset Utilities / Error Handling Invalid dataset name raises a visible error in the application
TC-043 P1 Dataset Utilities / get_labels fer2013 dataset label mappings are correct and complete
TC-044 P1 Emotion Detection Emotion Classification Pipeline: Face detection handles multiple faces, no faces, and partial faces
TC-045 P1 Emotion Detection Emotion Classification Pipeline: Graceful handling of missing or corrupted model file
TC-046 P1 Emotion Detection - Angry Handler Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-047 P1 Emotion Detection - Camera Error Handli… Camera Unavailability Causes Graceful Failure Without Application Crash
TC-048 P1 Emotion Detection - Edge Case / No Face No Face Detected Defaults to 'Angry' Emotion (All-Zero Vote Array Edge Case)
TC-049 P1 Emotion Handler - Angry Dispatch Angry Emotion Handler Opens Google Images Cute Puppies in New Browser Window
TC-050 P1 Emotion Handler - Angry Dispatch / URL … Google Images Cute Puppies URL Returns Valid Image Search Results Page
TC-051 P1 Emotion Handler - Resource Loading JSON Resource Files Load Correctly and Provide Valid Compliment Strings
TC-054 P1 Emotion Handling - Angry State Angry Emotion Handler Opens Google Images Cute Puppies Page
TC-055 P1 Emotion Handling - Happy State Happy Emotion Handler Produces a Non-Empty Compliment (Random Selection from comps.json)
TC-056 P1 Emotion Handling - Neutral State Neutral Emotion Handler Produces a Non-Empty Anytime Compliment (Random Selection from compliments.json)
TC-052 P1 Emotion Handler - State Routing run_func() Routes Unmapped Emotions (surprise, disgust, fear) to Angry Handler
TC-057 P1 Emotion Inference Emotion Label Mapping: Predictions Display Correct Human-Readable Labels
TC-053 P1 Emotion Handler - TTS & Audio Playback gTTS Generates MP3 and mpg123 Plays Audio for Each Emotion Handler
TC-058 P1 Emotion Response - Neutral Neutral Emotion Handler: Random anytime compliment selected from compliments.json, TTS generated and played
TC-059 P1 Emotion Response - Sad Sad Emotion Handler: Supportive TTS message generated and played; browser action remains disabled
TC-060 P1 Emotion Response - Unimplemented Handle… Unimplemented Emotion Handlers (Surprise, Disgust, Fear): No crash and no user feedback produced
TC-061 P1 Emotion Response / UI Integration Angry emotion trigger opens Google Images cute puppies search
TC-062 P1 Emotion Response / UI Integration Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-063 P1 Emotion Routing Emotion Routing Defect: Surprise, disgust, and fear incorrectly trigger angry() handler instead of their own …
TC-064 P1 Emotion-Triggered Browser Action Google Images Cute Puppies URL Remains Accessible and Returns Valid Results
TC-065 P1 Error Handling / Path Resolution Missing Emotion Model File: Application Surfaces Informative Error
TC-066 P1 Error Handling / Path Resolution Missing Face Detection XML: Application Surfaces Informative Error
TC-067 P1 External URL Reachability Google Images Cute Puppies URL Loads Successfully
TC-068 P1 Face Detection - Edge Cases Face Detection Handles No-Face and Multi-Face Scenarios Gracefully
TC-069 P1 Face Detection - Inference Pipeline / U… Emotion Label Text Is Rendered on Video Feed Alongside Bounding Box
TC-070 P1 Gender Inference Gender Model UI: Canonical Gender Checkpoints Load and Produce Binary Output
TC-071 P1 Grad-CAM Visualization - Guided Backprop Guided Grad-CAM Visualization Renders for Emotion and Gender Tasks
TC-072 P1 Image Preprocessing Image preprocessing normalizes pixel values to [-1, 1] range and produces correct batch shape
TC-073 P1 Image Preprocessing - Grayscale Convers… Grayscale Conversion Produces Correct Output Shape and Values
TC-074 P1 Image Preprocessing - Load Image Image Load and Batch Dimension Expansion for Model Input
TC-075 P1 Image Preprocessing - Normalization Image Preprocessing Normalization Applied in Train/Val Modes but Not Demo Mode
TC-076 P1 Image Preprocessing - preprocess_input preprocess_input Normalization: v2=True Produces [-1,1] Range, v2=False Produces [0,1] Range
TC-077 P1 Image Preprocessing / load_image Image loading from valid file path produces correct output
TC-078 P1 Image Preprocessing / load_image Image loading with invalid or missing file path shows error
TC-079 P1 Model File Utilities Model File Utilities – Optimizer Weights Removal from HDF5 File
TC-080 P1 Model Inference / Emotion Classification Emotion Model Inference — simple_CNN Produces Valid Softmax Output (7 Classes)
TC-081 P1 Model Inference / Emotion Classification big_XCEPTION Emotion Model Checkpoint Loads and Produces Valid Inference
TC-082 P1 Model Inference / Emotion Classificatio… KDEF Emotion Model Inference — tiny_XCEPTION Checkpoint Loads and Predicts
TC-083 P1 Model Inference / Gender Classification Gender Model Inference — simple_CNN Produces Valid 2-Class Output
TC-086 P1 Path Resolution / Configuration Relative Path Resolution: Application Works When Launched from Project Root
TC-084 P1 Model Loading Application handles missing Haar Cascade or emotion model files gracefully
TC-085 P1 Negative / Error Handling No Face Input — Application Handles Gracefully Without Crash
TC-087 P1 Preprocessing - Input Normalization Pixel Normalization Produces Correct Output Range for Neural Network Input
TC-088 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis GUI – Text Input Capture and Commit Button Visibility
TC-089 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – API Request JSON Format Matches Azure Schema
TC-090 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Empty Input Handling
TC-091 P1 Test Infrastructure Baseline: Confirm absence of any test infrastructure in the repository
TC-092 P1 Text-to-Speech Audio Generation & Playb… Text-to-Speech audio is generated and played for detected emotions
TC-011 P0 Emotion Handler - State Routing run_func() Correctly Routes Happy, Sad, and Neutral Emotions to Their Handlers
TC-093 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Empty String Query Edge Case
TC-094 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Hardcoded Demographic Category Bias Audit
TC-095 P2 Audio Playback Application handles missing audio file gracefully when mpg123 attempts playback
TC-096 P2 Browser Integration Emotion response flow is not blocked after browser window is opened for angry emotion
TC-097 P2 Data Augmentation – Batch Flow Batch Generation (flow()): Demo Mode Applies Augmentation Without Preprocessing
TC-098 P2 Dataset Utilities / DataManager DataManager initializes with correct default dataset paths
TC-099 P2 Dataset Utilities / get_class_to_arg get_class_to_arg provides consistent round-trip mapping with get_labels for fer2013
TC-100 P2 Dataset Utilities / get_labels IMDB dataset label mappings correctly identify gender classes
TC-101 P2 Dataset Utilities / get_labels KDEF dataset emotion labels display correctly in prediction output
TC-102 P2 Dataset Utilities / split_data Data split produces correct 80/20 train-validation ratio
TC-103 P2 Emotion Detection - Error Handling Emotion Detection Resize Failure is Caught and Handled Gracefully
TC-104 P2 Emotion Detection – Angry Handler Angry Emotion Handler: Google Images Cute Puppies Page Opens in Browser
TC-105 P2 Emotion Handling - Stub States Stub Emotion Handlers (Surprise, Disgust, Fear) Execute Without Error
TC-106 P2 Emotion Response - Angry Angry Emotion Handler: Google Images cute puppies URL is reachable and displays image results
TC-107 P2 External URL / Smoke Google Images cute puppies page loads and displays image results
TC-108 P2 External URL Reachability Google Images Cute Puppies Page Loads Successfully
TC-109 P2 Grad-CAM Visualization - Error Handling Grad-CAM Invalid Layer Name Handling
TC-110 P2 Grad-CAM Visualization - Normalization Grad-CAM Heatmap Normalization Clamps Negative Values and Scales to [0,1]
TC-111 P2 Image Preprocessing - Grayscale Convers… Grayscale Conversion Applied Only When grayscale=True
TC-112 P2 Image Preprocessing / load_image Grayscale image conversion produces single-channel output
TC-113 P2 Model File Utilities Model File Utilities – Error Handling for Missing optimizer_weights Key
TC-039 P1 Data Augmentation – Train/Val Split Train/Validation Split: Mutual Exclusivity and No Data Leakage
TC-114 P2 Model File Utilities Model File Utilities – Error Handling for Invalid File Path
TC-115 P2 NLP / Sentiment Analysis Integration Azure Text Analytics sentiment endpoint is reachable from the application
TC-116 P2 NLP / Sentiment Analysis Integration Azure Sentiment API Endpoint Reachability Check
TC-117 P2 NLP / Sentiment Analysis Integration Azure Text Analytics Sentiment API Endpoint Reachability
TC-118 P2 NLP – Sentiment Analysis Sentiment Analysis API Endpoint: Reachability and Response Format
TC-119 P2 Negative / Edge Case Multiple Faces in Frame — Application Handles Multi-Face Input
TC-120 P2 Preprocessing / Deprecated API Deprecated scipy imread/imresize wrappers do not surface errors in production UI
TC-121 P2 Visualization - Draw Mosaic Error Handl… Draw Mosaic Raises Error When class_vectors Provided Without Decoder
TC-122 P2 Visualization - Image Display Helpers Image Display with Class Labels and Colorbar Renders Correctly
TC-127 P3 Model Selection / Training Artifacts Checkpoint Accuracy Progression: UI or Demo Reflects Best Model Selection
TC-123 P2 Visualization - Mosaic Grid Image Mosaic Grid Renders Correctly in Visualization Output
TC-124 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Out-of-Vocabulary Word Handling
TC-125 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Category Score Determinism and Reproducibility
TC-126 P3 Emotion Handler – UI Navigation Angry Emotion Handler – Google Images Cute Puppies Page Loads Correctly
TC-128 P3 NLP / Sentiment Analysis Azure Sentiment API Endpoint Accessibility Check
TC-129 P3 NLP Sentiment Analysis - API Connectivi… Sentiment Analysis API Endpoint Reachability Check
TC-130 P3 Training Logs / Model Management FER2013 Training Log — Verify Log File Is Accessible and Parseable via UI
TC-131 P3 Training Logs / Model Management KDEF Training Log — Verify Lower Accuracy vs FER2013 Is Reflected in UI
TC-001 P0 Application Startup Application Launches and Camera Feed Renders Without Errors (Smoke Test)
TC-002 P0 Data Augmentation – Batch Flow Batch Generation (flow()): Train Mode Augmentation and Correct Batch Output Format
TC-009 P0 Emotion Detection - End-to-End Emotion Detection End-to-End: Upload Image and Receive Emotion Label
TC-013 P0 Emotion Inference End-to-End Emotion Detection Pipeline: Face Detected → Emotion Labeled in UI
TC-132 P3 Visualization / get_colors Visualization color palette covers full spectrum with distinct colors

Running against: https://dev.seldon.com (from Seldon QA settings)

Generated by Seldon from MarquiseRosier/Emotti @ 5f5e308

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Running 1 test cases against https://dev.seldon.com.

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@MarquiseRosier

MarquiseRosier commented Jun 26, 2026

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seldonqa Bot commented Jun 26, 2026 •
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Seldon QA — Clean up README.md content

Adjusted from baseline (132 → 133 cases): +1 new · ~0 updated · −0 removed · 132 unchanged

ID Δ Priority Area Test Criterion
TC-133 🆕 NEW P2 Documentation / README Content README.md: Product title and description are present and nonsense text is absent The rendered README on the repository's root page displays the product title 'Emotti' and the full descriptio…
132 unchanged cases (not affected by this diff)
ID Priority Area Test
TC-003 P0 Data Augmentation – Random Crop Random Crop Transform: Output Shape Validity and Bounding Box Handling Limitation
TC-004 P0 Data Augmentation – Random Rotation Random Rotation Transform: Verify Actual Rotation vs. Copy-Paste Bug
TC-005 P0 Emotion Classification - End-to-End Emotion Classification Pipeline Produces Valid Emotion Labels for All Supported States
TC-006 P0 Emotion Classification Model Emotion classification model loads and produces valid 7-class probability output
TC-007 P0 Emotion Detection Emotion Classification Pipeline: Webcam initializes and runs for 10-second capture window
TC-008 P0 Emotion Detection - CNN Inference Emotion CNN Inference Returns Correct 7-Class Label Mapping
TC-010 P0 Emotion Detection - Vote Accumulation &… Dominant Emotion Selection via Voting Across 10-Second Window
TC-014 P0 Emotion Label Mapping All 7 emotion labels are correctly identified and displayed by the application
TC-016 P0 Emotion Response - Happy Happy Emotion Handler: Compliment selected, TTS audio generated and played
TC-012 P0 Emotion Inference Emotion Model UI: Canonical Emotion Checkpoints Load and Produce 7-Class Output
TC-017 P0 Emotion Routing Emotion Routing Logic: All 7 emotions route to correct handlers via run_func()
TC-018 P0 Emotion-Triggered Browser Action Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-020 P0 End-to-End Flow End-to-end emotion detection flow produces correct output for a detected face
TC-015 P0 Emotion Response - Angry Angry Emotion Handler: Calming TTS message played and Google Images cute puppies page opens in new window
TC-021 P0 Face Detection Face Detection: Bounding Box Rendered Correctly on Detected Faces
TC-022 P0 Face Detection - Inference Pipeline Face Detection Pipeline Detects Faces and Displays Bounding Boxes on Live Camera Feed
TC-024 P0 Model Inference / Emotion Classification Emotion Model Inference — mini_XCEPTION Produces Valid Softmax Output (7 Classes)
TC-019 P0 End-to-End - Full Pipeline Full End-to-End Emotion Detection and Response Flow (Happy Path)
TC-025 P0 Model Inference / Gender Classification Gender Model Inference — mini_XCEPTION Produces Valid Softmax Output (2 Classes)
TC-026 P0 Per-Frame Face Detection Face detection identifies faces and returns valid bounding box coordinates per frame
TC-027 P0 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Hardcoded Azure Subscription Key Exposure Check
TC-023 P0 Grad-CAM Visualization Grad-CAM Heatmap Visualization Renders for a Predicted Emotion Class
TC-028 P0 UI / Emotion Detection Emotion Detection UI — Displays Predicted Emotion Label on Face Input
TC-029 P0 UI / Gender Detection Gender Detection UI — Displays Predicted Gender Label on Face Input
TC-030 P0 Webcam Capture Loop Webcam capture loop runs for approximately 10 seconds and terminates cleanly
TC-031 P1 Browser Integration Browser opens Google Images cute puppies search in new window on angry emotion
TC-032 P1 Browser Integration Google Images cute puppies URL is accessible and returns valid image results
TC-033 P1 Compliment Resource Loading Compliment JSON resource files exist, are valid, and contain non-empty string arrays
TC-034 P1 Data Augmentation – Batch Flow Batch Generation (flow()): Validation Mode — No Augmentation Applied
TC-035 P1 Data Augmentation – Brightness Brightness Transform: Pixel Values Stay Within [0, 255]
TC-036 P1 Data Augmentation – Contrast Contrast Transform: Adjustment Around Mean Grayscale and Valid Output Range
TC-037 P1 Data Augmentation – Horizontal Flip Horizontal Flip Transform: Image Reversal and Bounding Box Coordinate Update
TC-038 P1 Data Augmentation – Lighting Lighting (PCA Noise) Transform: Numerical Stability and Output Clipping
TC-040 P1 Data Augmentation – Transform Pipeline Color Jitter Pipeline (transform()): Random Order and Selective Application
TC-041 P1 Data Augmentation – Vertical Flip Vertical Flip Transform: Image Reversal and Bounding Box Y-Coordinate Update
TC-042 P1 Dataset Utilities / Error Handling Invalid dataset name raises a visible error in the application
TC-043 P1 Dataset Utilities / get_labels fer2013 dataset label mappings are correct and complete
TC-044 P1 Emotion Detection Emotion Classification Pipeline: Face detection handles multiple faces, no faces, and partial faces
TC-045 P1 Emotion Detection Emotion Classification Pipeline: Graceful handling of missing or corrupted model file
TC-046 P1 Emotion Detection - Angry Handler Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-047 P1 Emotion Detection - Camera Error Handli… Camera Unavailability Causes Graceful Failure Without Application Crash
TC-048 P1 Emotion Detection - Edge Case / No Face No Face Detected Defaults to 'Angry' Emotion (All-Zero Vote Array Edge Case)
TC-049 P1 Emotion Handler - Angry Dispatch Angry Emotion Handler Opens Google Images Cute Puppies in New Browser Window
TC-050 P1 Emotion Handler - Angry Dispatch / URL … Google Images Cute Puppies URL Returns Valid Image Search Results Page
TC-051 P1 Emotion Handler - Resource Loading JSON Resource Files Load Correctly and Provide Valid Compliment Strings
TC-054 P1 Emotion Handling - Angry State Angry Emotion Handler Opens Google Images Cute Puppies Page
TC-055 P1 Emotion Handling - Happy State Happy Emotion Handler Produces a Non-Empty Compliment (Random Selection from comps.json)
TC-056 P1 Emotion Handling - Neutral State Neutral Emotion Handler Produces a Non-Empty Anytime Compliment (Random Selection from compliments.json)
TC-052 P1 Emotion Handler - State Routing run_func() Routes Unmapped Emotions (surprise, disgust, fear) to Angry Handler
TC-057 P1 Emotion Inference Emotion Label Mapping: Predictions Display Correct Human-Readable Labels
TC-053 P1 Emotion Handler - TTS & Audio Playback gTTS Generates MP3 and mpg123 Plays Audio for Each Emotion Handler
TC-058 P1 Emotion Response - Neutral Neutral Emotion Handler: Random anytime compliment selected from compliments.json, TTS generated and played
TC-059 P1 Emotion Response - Sad Sad Emotion Handler: Supportive TTS message generated and played; browser action remains disabled
TC-060 P1 Emotion Response - Unimplemented Handle… Unimplemented Emotion Handlers (Surprise, Disgust, Fear): No crash and no user feedback produced
TC-061 P1 Emotion Response / UI Integration Angry emotion trigger opens Google Images cute puppies search
TC-062 P1 Emotion Response / UI Integration Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-063 P1 Emotion Routing Emotion Routing Defect: Surprise, disgust, and fear incorrectly trigger angry() handler instead of their own …
TC-064 P1 Emotion-Triggered Browser Action Google Images Cute Puppies URL Remains Accessible and Returns Valid Results
TC-065 P1 Error Handling / Path Resolution Missing Emotion Model File: Application Surfaces Informative Error
TC-066 P1 Error Handling / Path Resolution Missing Face Detection XML: Application Surfaces Informative Error
TC-067 P1 External URL Reachability Google Images Cute Puppies URL Loads Successfully
TC-068 P1 Face Detection - Edge Cases Face Detection Handles No-Face and Multi-Face Scenarios Gracefully
TC-069 P1 Face Detection - Inference Pipeline / U… Emotion Label Text Is Rendered on Video Feed Alongside Bounding Box
TC-070 P1 Gender Inference Gender Model UI: Canonical Gender Checkpoints Load and Produce Binary Output
TC-071 P1 Grad-CAM Visualization - Guided Backprop Guided Grad-CAM Visualization Renders for Emotion and Gender Tasks
TC-072 P1 Image Preprocessing Image preprocessing normalizes pixel values to [-1, 1] range and produces correct batch shape
TC-073 P1 Image Preprocessing - Grayscale Convers… Grayscale Conversion Produces Correct Output Shape and Values
TC-074 P1 Image Preprocessing - Load Image Image Load and Batch Dimension Expansion for Model Input
TC-075 P1 Image Preprocessing - Normalization Image Preprocessing Normalization Applied in Train/Val Modes but Not Demo Mode
TC-076 P1 Image Preprocessing - preprocess_input preprocess_input Normalization: v2=True Produces [-1,1] Range, v2=False Produces [0,1] Range
TC-077 P1 Image Preprocessing / load_image Image loading from valid file path produces correct output
TC-078 P1 Image Preprocessing / load_image Image loading with invalid or missing file path shows error
TC-079 P1 Model File Utilities Model File Utilities – Optimizer Weights Removal from HDF5 File
TC-080 P1 Model Inference / Emotion Classification Emotion Model Inference — simple_CNN Produces Valid Softmax Output (7 Classes)
TC-081 P1 Model Inference / Emotion Classification big_XCEPTION Emotion Model Checkpoint Loads and Produces Valid Inference
TC-082 P1 Model Inference / Emotion Classificatio… KDEF Emotion Model Inference — tiny_XCEPTION Checkpoint Loads and Predicts
TC-083 P1 Model Inference / Gender Classification Gender Model Inference — simple_CNN Produces Valid 2-Class Output
TC-086 P1 Path Resolution / Configuration Relative Path Resolution: Application Works When Launched from Project Root
TC-084 P1 Model Loading Application handles missing Haar Cascade or emotion model files gracefully
TC-085 P1 Negative / Error Handling No Face Input — Application Handles Gracefully Without Crash
TC-087 P1 Preprocessing - Input Normalization Pixel Normalization Produces Correct Output Range for Neural Network Input
TC-088 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis GUI – Text Input Capture and Commit Button Visibility
TC-089 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – API Request JSON Format Matches Azure Schema
TC-090 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Empty Input Handling
TC-091 P1 Test Infrastructure Baseline: Confirm absence of any test infrastructure in the repository
TC-092 P1 Text-to-Speech Audio Generation & Playb… Text-to-Speech audio is generated and played for detected emotions
TC-011 P0 Emotion Handler - State Routing run_func() Correctly Routes Happy, Sad, and Neutral Emotions to Their Handlers
TC-093 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Empty String Query Edge Case
TC-094 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Hardcoded Demographic Category Bias Audit
TC-095 P2 Audio Playback Application handles missing audio file gracefully when mpg123 attempts playback
TC-096 P2 Browser Integration Emotion response flow is not blocked after browser window is opened for angry emotion
TC-097 P2 Data Augmentation – Batch Flow Batch Generation (flow()): Demo Mode Applies Augmentation Without Preprocessing
TC-098 P2 Dataset Utilities / DataManager DataManager initializes with correct default dataset paths
TC-099 P2 Dataset Utilities / get_class_to_arg get_class_to_arg provides consistent round-trip mapping with get_labels for fer2013
TC-100 P2 Dataset Utilities / get_labels IMDB dataset label mappings correctly identify gender classes
TC-101 P2 Dataset Utilities / get_labels KDEF dataset emotion labels display correctly in prediction output
TC-102 P2 Dataset Utilities / split_data Data split produces correct 80/20 train-validation ratio
TC-103 P2 Emotion Detection - Error Handling Emotion Detection Resize Failure is Caught and Handled Gracefully
TC-104 P2 Emotion Detection – Angry Handler Angry Emotion Handler: Google Images Cute Puppies Page Opens in Browser
TC-105 P2 Emotion Handling - Stub States Stub Emotion Handlers (Surprise, Disgust, Fear) Execute Without Error
TC-106 P2 Emotion Response - Angry Angry Emotion Handler: Google Images cute puppies URL is reachable and displays image results
TC-107 P2 External URL / Smoke Google Images cute puppies page loads and displays image results
TC-108 P2 External URL Reachability Google Images Cute Puppies Page Loads Successfully
TC-109 P2 Grad-CAM Visualization - Error Handling Grad-CAM Invalid Layer Name Handling
TC-110 P2 Grad-CAM Visualization - Normalization Grad-CAM Heatmap Normalization Clamps Negative Values and Scales to [0,1]
TC-111 P2 Image Preprocessing - Grayscale Convers… Grayscale Conversion Applied Only When grayscale=True
TC-112 P2 Image Preprocessing / load_image Grayscale image conversion produces single-channel output
TC-113 P2 Model File Utilities Model File Utilities – Error Handling for Missing optimizer_weights Key
TC-039 P1 Data Augmentation – Train/Val Split Train/Validation Split: Mutual Exclusivity and No Data Leakage
TC-114 P2 Model File Utilities Model File Utilities – Error Handling for Invalid File Path
TC-115 P2 NLP / Sentiment Analysis Integration Azure Text Analytics sentiment endpoint is reachable from the application
TC-116 P2 NLP / Sentiment Analysis Integration Azure Sentiment API Endpoint Reachability Check
TC-117 P2 NLP / Sentiment Analysis Integration Azure Text Analytics Sentiment API Endpoint Reachability
TC-118 P2 NLP – Sentiment Analysis Sentiment Analysis API Endpoint: Reachability and Response Format
TC-119 P2 Negative / Edge Case Multiple Faces in Frame — Application Handles Multi-Face Input
TC-120 P2 Preprocessing / Deprecated API Deprecated scipy imread/imresize wrappers do not surface errors in production UI
TC-121 P2 Visualization - Draw Mosaic Error Handl… Draw Mosaic Raises Error When class_vectors Provided Without Decoder
TC-122 P2 Visualization - Image Display Helpers Image Display with Class Labels and Colorbar Renders Correctly
TC-127 P3 Model Selection / Training Artifacts Checkpoint Accuracy Progression: UI or Demo Reflects Best Model Selection
TC-123 P2 Visualization - Mosaic Grid Image Mosaic Grid Renders Correctly in Visualization Output
TC-124 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Out-of-Vocabulary Word Handling
TC-125 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Category Score Determinism and Reproducibility
TC-126 P3 Emotion Handler – UI Navigation Angry Emotion Handler – Google Images Cute Puppies Page Loads Correctly
TC-128 P3 NLP / Sentiment Analysis Azure Sentiment API Endpoint Accessibility Check
TC-129 P3 NLP Sentiment Analysis - API Connectivi… Sentiment Analysis API Endpoint Reachability Check
TC-130 P3 Training Logs / Model Management FER2013 Training Log — Verify Log File Is Accessible and Parseable via UI
TC-131 P3 Training Logs / Model Management KDEF Training Log — Verify Lower Accuracy vs FER2013 Is Reflected in UI
TC-001 P0 Application Startup Application Launches and Camera Feed Renders Without Errors (Smoke Test)
TC-002 P0 Data Augmentation – Batch Flow Batch Generation (flow()): Train Mode Augmentation and Correct Batch Output Format
TC-009 P0 Emotion Detection - End-to-End Emotion Detection End-to-End: Upload Image and Receive Emotion Label
TC-013 P0 Emotion Inference End-to-End Emotion Detection Pipeline: Face Detected → Emotion Labeled in UI
TC-132 P3 Visualization / get_colors Visualization color palette covers full spectrum with distinct colors

Running against: https://dev.seldon.com (from Seldon QA settings)

Generated by Seldon from MarquiseRosier/Emotti @ 5f5e308

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Running 1 test cases against https://dev.seldon.com.

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@MarquiseRosier

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Seldon QA — Clean up README.md content

Adjusted from baseline (132 → 133 cases): +1 new · ~0 updated · −0 removed · 132 unchanged

ID Δ Priority Area Test Criterion
TC-133 🆕 NEW P3 Documentation / README Content README.md: Garbage text is absent and valid content is preserved after cleanup The README.md file does not contain the garbage string 'BLAHBLAJHDkfla;', retains the '# Emotti' header, and …
132 unchanged cases (not affected by this diff)
ID Priority Area Test
TC-003 P0 Data Augmentation – Random Crop Random Crop Transform: Output Shape Validity and Bounding Box Handling Limitation
TC-004 P0 Data Augmentation – Random Rotation Random Rotation Transform: Verify Actual Rotation vs. Copy-Paste Bug
TC-005 P0 Emotion Classification - End-to-End Emotion Classification Pipeline Produces Valid Emotion Labels for All Supported States
TC-006 P0 Emotion Classification Model Emotion classification model loads and produces valid 7-class probability output
TC-007 P0 Emotion Detection Emotion Classification Pipeline: Webcam initializes and runs for 10-second capture window
TC-008 P0 Emotion Detection - CNN Inference Emotion CNN Inference Returns Correct 7-Class Label Mapping
TC-010 P0 Emotion Detection - Vote Accumulation &… Dominant Emotion Selection via Voting Across 10-Second Window
TC-014 P0 Emotion Label Mapping All 7 emotion labels are correctly identified and displayed by the application
TC-016 P0 Emotion Response - Happy Happy Emotion Handler: Compliment selected, TTS audio generated and played
TC-012 P0 Emotion Inference Emotion Model UI: Canonical Emotion Checkpoints Load and Produce 7-Class Output
TC-017 P0 Emotion Routing Emotion Routing Logic: All 7 emotions route to correct handlers via run_func()
TC-018 P0 Emotion-Triggered Browser Action Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-020 P0 End-to-End Flow End-to-end emotion detection flow produces correct output for a detected face
TC-015 P0 Emotion Response - Angry Angry Emotion Handler: Calming TTS message played and Google Images cute puppies page opens in new window
TC-021 P0 Face Detection Face Detection: Bounding Box Rendered Correctly on Detected Faces
TC-022 P0 Face Detection - Inference Pipeline Face Detection Pipeline Detects Faces and Displays Bounding Boxes on Live Camera Feed
TC-024 P0 Model Inference / Emotion Classification Emotion Model Inference — mini_XCEPTION Produces Valid Softmax Output (7 Classes)
TC-019 P0 End-to-End - Full Pipeline Full End-to-End Emotion Detection and Response Flow (Happy Path)
TC-025 P0 Model Inference / Gender Classification Gender Model Inference — mini_XCEPTION Produces Valid Softmax Output (2 Classes)
TC-026 P0 Per-Frame Face Detection Face detection identifies faces and returns valid bounding box coordinates per frame
TC-027 P0 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Hardcoded Azure Subscription Key Exposure Check
TC-023 P0 Grad-CAM Visualization Grad-CAM Heatmap Visualization Renders for a Predicted Emotion Class
TC-028 P0 UI / Emotion Detection Emotion Detection UI — Displays Predicted Emotion Label on Face Input
TC-029 P0 UI / Gender Detection Gender Detection UI — Displays Predicted Gender Label on Face Input
TC-030 P0 Webcam Capture Loop Webcam capture loop runs for approximately 10 seconds and terminates cleanly
TC-031 P1 Browser Integration Browser opens Google Images cute puppies search in new window on angry emotion
TC-032 P1 Browser Integration Google Images cute puppies URL is accessible and returns valid image results
TC-033 P1 Compliment Resource Loading Compliment JSON resource files exist, are valid, and contain non-empty string arrays
TC-034 P1 Data Augmentation – Batch Flow Batch Generation (flow()): Validation Mode — No Augmentation Applied
TC-035 P1 Data Augmentation – Brightness Brightness Transform: Pixel Values Stay Within [0, 255]
TC-036 P1 Data Augmentation – Contrast Contrast Transform: Adjustment Around Mean Grayscale and Valid Output Range
TC-037 P1 Data Augmentation – Horizontal Flip Horizontal Flip Transform: Image Reversal and Bounding Box Coordinate Update
TC-038 P1 Data Augmentation – Lighting Lighting (PCA Noise) Transform: Numerical Stability and Output Clipping
TC-040 P1 Data Augmentation – Transform Pipeline Color Jitter Pipeline (transform()): Random Order and Selective Application
TC-041 P1 Data Augmentation – Vertical Flip Vertical Flip Transform: Image Reversal and Bounding Box Y-Coordinate Update
TC-042 P1 Dataset Utilities / Error Handling Invalid dataset name raises a visible error in the application
TC-043 P1 Dataset Utilities / get_labels fer2013 dataset label mappings are correct and complete
TC-044 P1 Emotion Detection Emotion Classification Pipeline: Face detection handles multiple faces, no faces, and partial faces
TC-045 P1 Emotion Detection Emotion Classification Pipeline: Graceful handling of missing or corrupted model file
TC-046 P1 Emotion Detection - Angry Handler Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-047 P1 Emotion Detection - Camera Error Handli… Camera Unavailability Causes Graceful Failure Without Application Crash
TC-048 P1 Emotion Detection - Edge Case / No Face No Face Detected Defaults to 'Angry' Emotion (All-Zero Vote Array Edge Case)
TC-049 P1 Emotion Handler - Angry Dispatch Angry Emotion Handler Opens Google Images Cute Puppies in New Browser Window
TC-050 P1 Emotion Handler - Angry Dispatch / URL … Google Images Cute Puppies URL Returns Valid Image Search Results Page
TC-051 P1 Emotion Handler - Resource Loading JSON Resource Files Load Correctly and Provide Valid Compliment Strings
TC-054 P1 Emotion Handling - Angry State Angry Emotion Handler Opens Google Images Cute Puppies Page
TC-055 P1 Emotion Handling - Happy State Happy Emotion Handler Produces a Non-Empty Compliment (Random Selection from comps.json)
TC-056 P1 Emotion Handling - Neutral State Neutral Emotion Handler Produces a Non-Empty Anytime Compliment (Random Selection from compliments.json)
TC-052 P1 Emotion Handler - State Routing run_func() Routes Unmapped Emotions (surprise, disgust, fear) to Angry Handler
TC-057 P1 Emotion Inference Emotion Label Mapping: Predictions Display Correct Human-Readable Labels
TC-053 P1 Emotion Handler - TTS & Audio Playback gTTS Generates MP3 and mpg123 Plays Audio for Each Emotion Handler
TC-058 P1 Emotion Response - Neutral Neutral Emotion Handler: Random anytime compliment selected from compliments.json, TTS generated and played
TC-059 P1 Emotion Response - Sad Sad Emotion Handler: Supportive TTS message generated and played; browser action remains disabled
TC-060 P1 Emotion Response - Unimplemented Handle… Unimplemented Emotion Handlers (Surprise, Disgust, Fear): No crash and no user feedback produced
TC-061 P1 Emotion Response / UI Integration Angry emotion trigger opens Google Images cute puppies search
TC-062 P1 Emotion Response / UI Integration Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-063 P1 Emotion Routing Emotion Routing Defect: Surprise, disgust, and fear incorrectly trigger angry() handler instead of their own …
TC-064 P1 Emotion-Triggered Browser Action Google Images Cute Puppies URL Remains Accessible and Returns Valid Results
TC-065 P1 Error Handling / Path Resolution Missing Emotion Model File: Application Surfaces Informative Error
TC-066 P1 Error Handling / Path Resolution Missing Face Detection XML: Application Surfaces Informative Error
TC-067 P1 External URL Reachability Google Images Cute Puppies URL Loads Successfully
TC-068 P1 Face Detection - Edge Cases Face Detection Handles No-Face and Multi-Face Scenarios Gracefully
TC-069 P1 Face Detection - Inference Pipeline / U… Emotion Label Text Is Rendered on Video Feed Alongside Bounding Box
TC-070 P1 Gender Inference Gender Model UI: Canonical Gender Checkpoints Load and Produce Binary Output
TC-071 P1 Grad-CAM Visualization - Guided Backprop Guided Grad-CAM Visualization Renders for Emotion and Gender Tasks
TC-072 P1 Image Preprocessing Image preprocessing normalizes pixel values to [-1, 1] range and produces correct batch shape
TC-073 P1 Image Preprocessing - Grayscale Convers… Grayscale Conversion Produces Correct Output Shape and Values
TC-074 P1 Image Preprocessing - Load Image Image Load and Batch Dimension Expansion for Model Input
TC-075 P1 Image Preprocessing - Normalization Image Preprocessing Normalization Applied in Train/Val Modes but Not Demo Mode
TC-076 P1 Image Preprocessing - preprocess_input preprocess_input Normalization: v2=True Produces [-1,1] Range, v2=False Produces [0,1] Range
TC-077 P1 Image Preprocessing / load_image Image loading from valid file path produces correct output
TC-078 P1 Image Preprocessing / load_image Image loading with invalid or missing file path shows error
TC-079 P1 Model File Utilities Model File Utilities – Optimizer Weights Removal from HDF5 File
TC-080 P1 Model Inference / Emotion Classification Emotion Model Inference — simple_CNN Produces Valid Softmax Output (7 Classes)
TC-081 P1 Model Inference / Emotion Classification big_XCEPTION Emotion Model Checkpoint Loads and Produces Valid Inference
TC-082 P1 Model Inference / Emotion Classificatio… KDEF Emotion Model Inference — tiny_XCEPTION Checkpoint Loads and Predicts
TC-083 P1 Model Inference / Gender Classification Gender Model Inference — simple_CNN Produces Valid 2-Class Output
TC-086 P1 Path Resolution / Configuration Relative Path Resolution: Application Works When Launched from Project Root
TC-084 P1 Model Loading Application handles missing Haar Cascade or emotion model files gracefully
TC-085 P1 Negative / Error Handling No Face Input — Application Handles Gracefully Without Crash
TC-087 P1 Preprocessing - Input Normalization Pixel Normalization Produces Correct Output Range for Neural Network Input
TC-088 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis GUI – Text Input Capture and Commit Button Visibility
TC-089 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – API Request JSON Format Matches Azure Schema
TC-090 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Empty Input Handling
TC-091 P1 Test Infrastructure Baseline: Confirm absence of any test infrastructure in the repository
TC-092 P1 Text-to-Speech Audio Generation & Playb… Text-to-Speech audio is generated and played for detected emotions
TC-011 P0 Emotion Handler - State Routing run_func() Correctly Routes Happy, Sad, and Neutral Emotions to Their Handlers
TC-093 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Empty String Query Edge Case
TC-094 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Hardcoded Demographic Category Bias Audit
TC-095 P2 Audio Playback Application handles missing audio file gracefully when mpg123 attempts playback
TC-096 P2 Browser Integration Emotion response flow is not blocked after browser window is opened for angry emotion
TC-097 P2 Data Augmentation – Batch Flow Batch Generation (flow()): Demo Mode Applies Augmentation Without Preprocessing
TC-098 P2 Dataset Utilities / DataManager DataManager initializes with correct default dataset paths
TC-099 P2 Dataset Utilities / get_class_to_arg get_class_to_arg provides consistent round-trip mapping with get_labels for fer2013
TC-100 P2 Dataset Utilities / get_labels IMDB dataset label mappings correctly identify gender classes
TC-101 P2 Dataset Utilities / get_labels KDEF dataset emotion labels display correctly in prediction output
TC-102 P2 Dataset Utilities / split_data Data split produces correct 80/20 train-validation ratio
TC-103 P2 Emotion Detection - Error Handling Emotion Detection Resize Failure is Caught and Handled Gracefully
TC-104 P2 Emotion Detection – Angry Handler Angry Emotion Handler: Google Images Cute Puppies Page Opens in Browser
TC-105 P2 Emotion Handling - Stub States Stub Emotion Handlers (Surprise, Disgust, Fear) Execute Without Error
TC-106 P2 Emotion Response - Angry Angry Emotion Handler: Google Images cute puppies URL is reachable and displays image results
TC-107 P2 External URL / Smoke Google Images cute puppies page loads and displays image results
TC-108 P2 External URL Reachability Google Images Cute Puppies Page Loads Successfully
TC-109 P2 Grad-CAM Visualization - Error Handling Grad-CAM Invalid Layer Name Handling
TC-110 P2 Grad-CAM Visualization - Normalization Grad-CAM Heatmap Normalization Clamps Negative Values and Scales to [0,1]
TC-111 P2 Image Preprocessing - Grayscale Convers… Grayscale Conversion Applied Only When grayscale=True
TC-112 P2 Image Preprocessing / load_image Grayscale image conversion produces single-channel output
TC-113 P2 Model File Utilities Model File Utilities – Error Handling for Missing optimizer_weights Key
TC-039 P1 Data Augmentation – Train/Val Split Train/Validation Split: Mutual Exclusivity and No Data Leakage
TC-114 P2 Model File Utilities Model File Utilities – Error Handling for Invalid File Path
TC-115 P2 NLP / Sentiment Analysis Integration Azure Text Analytics sentiment endpoint is reachable from the application
TC-116 P2 NLP / Sentiment Analysis Integration Azure Sentiment API Endpoint Reachability Check
TC-117 P2 NLP / Sentiment Analysis Integration Azure Text Analytics Sentiment API Endpoint Reachability
TC-118 P2 NLP – Sentiment Analysis Sentiment Analysis API Endpoint: Reachability and Response Format
TC-119 P2 Negative / Edge Case Multiple Faces in Frame — Application Handles Multi-Face Input
TC-120 P2 Preprocessing / Deprecated API Deprecated scipy imread/imresize wrappers do not surface errors in production UI
TC-121 P2 Visualization - Draw Mosaic Error Handl… Draw Mosaic Raises Error When class_vectors Provided Without Decoder
TC-122 P2 Visualization - Image Display Helpers Image Display with Class Labels and Colorbar Renders Correctly
TC-127 P3 Model Selection / Training Artifacts Checkpoint Accuracy Progression: UI or Demo Reflects Best Model Selection
TC-123 P2 Visualization - Mosaic Grid Image Mosaic Grid Renders Correctly in Visualization Output
TC-124 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Out-of-Vocabulary Word Handling
TC-125 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Category Score Determinism and Reproducibility
TC-126 P3 Emotion Handler – UI Navigation Angry Emotion Handler – Google Images Cute Puppies Page Loads Correctly
TC-128 P3 NLP / Sentiment Analysis Azure Sentiment API Endpoint Accessibility Check
TC-129 P3 NLP Sentiment Analysis - API Connectivi… Sentiment Analysis API Endpoint Reachability Check
TC-130 P3 Training Logs / Model Management FER2013 Training Log — Verify Log File Is Accessible and Parseable via UI
TC-131 P3 Training Logs / Model Management KDEF Training Log — Verify Lower Accuracy vs FER2013 Is Reflected in UI
TC-001 P0 Application Startup Application Launches and Camera Feed Renders Without Errors (Smoke Test)
TC-002 P0 Data Augmentation – Batch Flow Batch Generation (flow()): Train Mode Augmentation and Correct Batch Output Format
TC-009 P0 Emotion Detection - End-to-End Emotion Detection End-to-End: Upload Image and Receive Emotion Label
TC-013 P0 Emotion Inference End-to-End Emotion Detection Pipeline: Face Detected → Emotion Labeled in UI
TC-132 P3 Visualization / get_colors Visualization color palette covers full spectrum with distinct colors

Running against: https://dev.seldon.com (from Seldon QA settings)

Generated by Seldon from MarquiseRosier/Emotti @ 5f5e308

@seldonqa

seldonqa Bot commented Jun 29, 2026

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Running 1 test cases against https://dev.seldon.com.

View results in Seldon →

@MarquiseRosier

MarquiseRosier commented Jun 30, 2026

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seldonqa Bot commented Jun 30, 2026 •
edited
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Seldon QA — Clean up README.md content

Adjusted from baseline (132 → 133 cases): +1 new · ~0 updated · −0 removed · 132 unchanged

ID Δ Priority Area Test Criterion
TC-133 🆕 NEW P2 Documentation / README Content README.md: Garbage line 'BLAHBLAJHDkfla;' is absent and product description reads cleanly The README.md file does not contain the string 'BLAHBLAJHDkfla;', the '# Emotti' heading is present, and the …
132 unchanged cases (not affected by this diff)
ID Priority Area Test
TC-003 P0 Data Augmentation – Random Crop Random Crop Transform: Output Shape Validity and Bounding Box Handling Limitation
TC-004 P0 Data Augmentation – Random Rotation Random Rotation Transform: Verify Actual Rotation vs. Copy-Paste Bug
TC-005 P0 Emotion Classification - End-to-End Emotion Classification Pipeline Produces Valid Emotion Labels for All Supported States
TC-006 P0 Emotion Classification Model Emotion classification model loads and produces valid 7-class probability output
TC-007 P0 Emotion Detection Emotion Classification Pipeline: Webcam initializes and runs for 10-second capture window
TC-008 P0 Emotion Detection - CNN Inference Emotion CNN Inference Returns Correct 7-Class Label Mapping
TC-010 P0 Emotion Detection - Vote Accumulation &… Dominant Emotion Selection via Voting Across 10-Second Window
TC-014 P0 Emotion Label Mapping All 7 emotion labels are correctly identified and displayed by the application
TC-016 P0 Emotion Response - Happy Happy Emotion Handler: Compliment selected, TTS audio generated and played
TC-012 P0 Emotion Inference Emotion Model UI: Canonical Emotion Checkpoints Load and Produce 7-Class Output
TC-017 P0 Emotion Routing Emotion Routing Logic: All 7 emotions route to correct handlers via run_func()
TC-018 P0 Emotion-Triggered Browser Action Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-020 P0 End-to-End Flow End-to-end emotion detection flow produces correct output for a detected face
TC-015 P0 Emotion Response - Angry Angry Emotion Handler: Calming TTS message played and Google Images cute puppies page opens in new window
TC-021 P0 Face Detection Face Detection: Bounding Box Rendered Correctly on Detected Faces
TC-022 P0 Face Detection - Inference Pipeline Face Detection Pipeline Detects Faces and Displays Bounding Boxes on Live Camera Feed
TC-024 P0 Model Inference / Emotion Classification Emotion Model Inference — mini_XCEPTION Produces Valid Softmax Output (7 Classes)
TC-019 P0 End-to-End - Full Pipeline Full End-to-End Emotion Detection and Response Flow (Happy Path)
TC-025 P0 Model Inference / Gender Classification Gender Model Inference — mini_XCEPTION Produces Valid Softmax Output (2 Classes)
TC-026 P0 Per-Frame Face Detection Face detection identifies faces and returns valid bounding box coordinates per frame
TC-027 P0 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Hardcoded Azure Subscription Key Exposure Check
TC-023 P0 Grad-CAM Visualization Grad-CAM Heatmap Visualization Renders for a Predicted Emotion Class
TC-028 P0 UI / Emotion Detection Emotion Detection UI — Displays Predicted Emotion Label on Face Input
TC-029 P0 UI / Gender Detection Gender Detection UI — Displays Predicted Gender Label on Face Input
TC-030 P0 Webcam Capture Loop Webcam capture loop runs for approximately 10 seconds and terminates cleanly
TC-031 P1 Browser Integration Browser opens Google Images cute puppies search in new window on angry emotion
TC-032 P1 Browser Integration Google Images cute puppies URL is accessible and returns valid image results
TC-033 P1 Compliment Resource Loading Compliment JSON resource files exist, are valid, and contain non-empty string arrays
TC-034 P1 Data Augmentation – Batch Flow Batch Generation (flow()): Validation Mode — No Augmentation Applied
TC-035 P1 Data Augmentation – Brightness Brightness Transform: Pixel Values Stay Within [0, 255]
TC-036 P1 Data Augmentation – Contrast Contrast Transform: Adjustment Around Mean Grayscale and Valid Output Range
TC-037 P1 Data Augmentation – Horizontal Flip Horizontal Flip Transform: Image Reversal and Bounding Box Coordinate Update
TC-038 P1 Data Augmentation – Lighting Lighting (PCA Noise) Transform: Numerical Stability and Output Clipping
TC-040 P1 Data Augmentation – Transform Pipeline Color Jitter Pipeline (transform()): Random Order and Selective Application
TC-041 P1 Data Augmentation – Vertical Flip Vertical Flip Transform: Image Reversal and Bounding Box Y-Coordinate Update
TC-042 P1 Dataset Utilities / Error Handling Invalid dataset name raises a visible error in the application
TC-043 P1 Dataset Utilities / get_labels fer2013 dataset label mappings are correct and complete
TC-044 P1 Emotion Detection Emotion Classification Pipeline: Face detection handles multiple faces, no faces, and partial faces
TC-045 P1 Emotion Detection Emotion Classification Pipeline: Graceful handling of missing or corrupted model file
TC-046 P1 Emotion Detection - Angry Handler Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-047 P1 Emotion Detection - Camera Error Handli… Camera Unavailability Causes Graceful Failure Without Application Crash
TC-048 P1 Emotion Detection - Edge Case / No Face No Face Detected Defaults to 'Angry' Emotion (All-Zero Vote Array Edge Case)
TC-049 P1 Emotion Handler - Angry Dispatch Angry Emotion Handler Opens Google Images Cute Puppies in New Browser Window
TC-050 P1 Emotion Handler - Angry Dispatch / URL … Google Images Cute Puppies URL Returns Valid Image Search Results Page
TC-051 P1 Emotion Handler - Resource Loading JSON Resource Files Load Correctly and Provide Valid Compliment Strings
TC-054 P1 Emotion Handling - Angry State Angry Emotion Handler Opens Google Images Cute Puppies Page
TC-055 P1 Emotion Handling - Happy State Happy Emotion Handler Produces a Non-Empty Compliment (Random Selection from comps.json)
TC-056 P1 Emotion Handling - Neutral State Neutral Emotion Handler Produces a Non-Empty Anytime Compliment (Random Selection from compliments.json)
TC-052 P1 Emotion Handler - State Routing run_func() Routes Unmapped Emotions (surprise, disgust, fear) to Angry Handler
TC-057 P1 Emotion Inference Emotion Label Mapping: Predictions Display Correct Human-Readable Labels
TC-053 P1 Emotion Handler - TTS & Audio Playback gTTS Generates MP3 and mpg123 Plays Audio for Each Emotion Handler
TC-058 P1 Emotion Response - Neutral Neutral Emotion Handler: Random anytime compliment selected from compliments.json, TTS generated and played
TC-059 P1 Emotion Response - Sad Sad Emotion Handler: Supportive TTS message generated and played; browser action remains disabled
TC-060 P1 Emotion Response - Unimplemented Handle… Unimplemented Emotion Handlers (Surprise, Disgust, Fear): No crash and no user feedback produced
TC-061 P1 Emotion Response / UI Integration Angry emotion trigger opens Google Images cute puppies search
TC-062 P1 Emotion Response / UI Integration Angry Emotion Trigger Opens Google Images Cute Puppies Page
TC-063 P1 Emotion Routing Emotion Routing Defect: Surprise, disgust, and fear incorrectly trigger angry() handler instead of their own …
TC-064 P1 Emotion-Triggered Browser Action Google Images Cute Puppies URL Remains Accessible and Returns Valid Results
TC-065 P1 Error Handling / Path Resolution Missing Emotion Model File: Application Surfaces Informative Error
TC-066 P1 Error Handling / Path Resolution Missing Face Detection XML: Application Surfaces Informative Error
TC-067 P1 External URL Reachability Google Images Cute Puppies URL Loads Successfully
TC-068 P1 Face Detection - Edge Cases Face Detection Handles No-Face and Multi-Face Scenarios Gracefully
TC-069 P1 Face Detection - Inference Pipeline / U… Emotion Label Text Is Rendered on Video Feed Alongside Bounding Box
TC-070 P1 Gender Inference Gender Model UI: Canonical Gender Checkpoints Load and Produce Binary Output
TC-071 P1 Grad-CAM Visualization - Guided Backprop Guided Grad-CAM Visualization Renders for Emotion and Gender Tasks
TC-072 P1 Image Preprocessing Image preprocessing normalizes pixel values to [-1, 1] range and produces correct batch shape
TC-073 P1 Image Preprocessing - Grayscale Convers… Grayscale Conversion Produces Correct Output Shape and Values
TC-074 P1 Image Preprocessing - Load Image Image Load and Batch Dimension Expansion for Model Input
TC-075 P1 Image Preprocessing - Normalization Image Preprocessing Normalization Applied in Train/Val Modes but Not Demo Mode
TC-076 P1 Image Preprocessing - preprocess_input preprocess_input Normalization: v2=True Produces [-1,1] Range, v2=False Produces [0,1] Range
TC-077 P1 Image Preprocessing / load_image Image loading from valid file path produces correct output
TC-078 P1 Image Preprocessing / load_image Image loading with invalid or missing file path shows error
TC-079 P1 Model File Utilities Model File Utilities – Optimizer Weights Removal from HDF5 File
TC-080 P1 Model Inference / Emotion Classification Emotion Model Inference — simple_CNN Produces Valid Softmax Output (7 Classes)
TC-081 P1 Model Inference / Emotion Classification big_XCEPTION Emotion Model Checkpoint Loads and Produces Valid Inference
TC-082 P1 Model Inference / Emotion Classificatio… KDEF Emotion Model Inference — tiny_XCEPTION Checkpoint Loads and Predicts
TC-083 P1 Model Inference / Gender Classification Gender Model Inference — simple_CNN Produces Valid 2-Class Output
TC-086 P1 Path Resolution / Configuration Relative Path Resolution: Application Works When Launched from Project Root
TC-084 P1 Model Loading Application handles missing Haar Cascade or emotion model files gracefully
TC-085 P1 Negative / Error Handling No Face Input — Application Handles Gracefully Without Crash
TC-087 P1 Preprocessing - Input Normalization Pixel Normalization Produces Correct Output Range for Neural Network Input
TC-088 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis GUI – Text Input Capture and Commit Button Visibility
TC-089 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – API Request JSON Format Matches Azure Schema
TC-090 P1 Sentiment Analysis (Azure Text Analytic… Sentiment Analysis – Empty Input Handling
TC-091 P1 Test Infrastructure Baseline: Confirm absence of any test infrastructure in the repository
TC-092 P1 Text-to-Speech Audio Generation & Playb… Text-to-Speech audio is generated and played for detected emotions
TC-011 P0 Emotion Handler - State Routing run_func() Correctly Routes Happy, Sad, and Neutral Emotions to Their Handlers
TC-093 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Empty String Query Edge Case
TC-094 P1 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Hardcoded Demographic Category Bias Audit
TC-095 P2 Audio Playback Application handles missing audio file gracefully when mpg123 attempts playback
TC-096 P2 Browser Integration Emotion response flow is not blocked after browser window is opened for angry emotion
TC-097 P2 Data Augmentation – Batch Flow Batch Generation (flow()): Demo Mode Applies Augmentation Without Preprocessing
TC-098 P2 Dataset Utilities / DataManager DataManager initializes with correct default dataset paths
TC-099 P2 Dataset Utilities / get_class_to_arg get_class_to_arg provides consistent round-trip mapping with get_labels for fer2013
TC-100 P2 Dataset Utilities / get_labels IMDB dataset label mappings correctly identify gender classes
TC-101 P2 Dataset Utilities / get_labels KDEF dataset emotion labels display correctly in prediction output
TC-102 P2 Dataset Utilities / split_data Data split produces correct 80/20 train-validation ratio
TC-103 P2 Emotion Detection - Error Handling Emotion Detection Resize Failure is Caught and Handled Gracefully
TC-104 P2 Emotion Detection – Angry Handler Angry Emotion Handler: Google Images Cute Puppies Page Opens in Browser
TC-105 P2 Emotion Handling - Stub States Stub Emotion Handlers (Surprise, Disgust, Fear) Execute Without Error
TC-106 P2 Emotion Response - Angry Angry Emotion Handler: Google Images cute puppies URL is reachable and displays image results
TC-107 P2 External URL / Smoke Google Images cute puppies page loads and displays image results
TC-108 P2 External URL Reachability Google Images Cute Puppies Page Loads Successfully
TC-109 P2 Grad-CAM Visualization - Error Handling Grad-CAM Invalid Layer Name Handling
TC-110 P2 Grad-CAM Visualization - Normalization Grad-CAM Heatmap Normalization Clamps Negative Values and Scales to [0,1]
TC-111 P2 Image Preprocessing - Grayscale Convers… Grayscale Conversion Applied Only When grayscale=True
TC-112 P2 Image Preprocessing / load_image Grayscale image conversion produces single-channel output
TC-113 P2 Model File Utilities Model File Utilities – Error Handling for Missing optimizer_weights Key
TC-039 P1 Data Augmentation – Train/Val Split Train/Validation Split: Mutual Exclusivity and No Data Leakage
TC-114 P2 Model File Utilities Model File Utilities – Error Handling for Invalid File Path
TC-115 P2 NLP / Sentiment Analysis Integration Azure Text Analytics sentiment endpoint is reachable from the application
TC-116 P2 NLP / Sentiment Analysis Integration Azure Sentiment API Endpoint Reachability Check
TC-117 P2 NLP / Sentiment Analysis Integration Azure Text Analytics Sentiment API Endpoint Reachability
TC-118 P2 NLP – Sentiment Analysis Sentiment Analysis API Endpoint: Reachability and Response Format
TC-119 P2 Negative / Edge Case Multiple Faces in Frame — Application Handles Multi-Face Input
TC-120 P2 Preprocessing / Deprecated API Deprecated scipy imread/imresize wrappers do not surface errors in production UI
TC-121 P2 Visualization - Draw Mosaic Error Handl… Draw Mosaic Raises Error When class_vectors Provided Without Decoder
TC-122 P2 Visualization - Image Display Helpers Image Display with Class Labels and Colorbar Renders Correctly
TC-127 P3 Model Selection / Training Artifacts Checkpoint Accuracy Progression: UI or Demo Reflects Best Model Selection
TC-123 P2 Visualization - Mosaic Grid Image Mosaic Grid Renders Correctly in Visualization Output
TC-124 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Out-of-Vocabulary Word Handling
TC-125 P2 Word-Embedding Categoriser (GloVe Cosin… Word-Embedding Categoriser – Category Score Determinism and Reproducibility
TC-126 P3 Emotion Handler – UI Navigation Angry Emotion Handler – Google Images Cute Puppies Page Loads Correctly
TC-128 P3 NLP / Sentiment Analysis Azure Sentiment API Endpoint Accessibility Check
TC-129 P3 NLP Sentiment Analysis - API Connectivi… Sentiment Analysis API Endpoint Reachability Check
TC-130 P3 Training Logs / Model Management FER2013 Training Log — Verify Log File Is Accessible and Parseable via UI
TC-131 P3 Training Logs / Model Management KDEF Training Log — Verify Lower Accuracy vs FER2013 Is Reflected in UI
TC-001 P0 Application Startup Application Launches and Camera Feed Renders Without Errors (Smoke Test)
TC-002 P0 Data Augmentation – Batch Flow Batch Generation (flow()): Train Mode Augmentation and Correct Batch Output Format
TC-009 P0 Emotion Detection - End-to-End Emotion Detection End-to-End: Upload Image and Receive Emotion Label
TC-013 P0 Emotion Inference End-to-End Emotion Detection Pipeline: Face Detected → Emotion Labeled in UI
TC-132 P3 Visualization / get_colors Visualization color palette covers full spectrum with distinct colors

Running against: https://dev.seldon.com (from Seldon QA settings)

Generated by Seldon from MarquiseRosier/Emotti @ 5f5e308

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seldonqa Bot commented Jun 30, 2026

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Running 1 test cases against https://dev.seldon.com.

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@MarquiseRosier