Embedding Space Analyzer

Analyze the quality and structure of our embedding space.

## Embedding Model
{{embedding_model}}

## Sample Data
{{sample_data_description}}

## Quality Concerns
{{quality_concerns}}

Perform comprehensive analysis:

**Structural Analysis**
- Dimensionality analysis
- Clustering patterns
- Outlier detection
- Isotropy measurement

**Semantic Analysis**
- Nearest neighbor quality
- Analogy tests
- Semantic coherence
- Domain coverage

**Retrieval Analysis**
- Query-document similarity distributions
- Hard negative identification
- Failure case clustering

**Visualization**
- t-SNE/UMAP projections
- Similarity heatmaps
- Cluster boundaries

Provide:
- Analysis code
- Visualization notebooks
- Quality metrics
- Improvement recommendations