statistics/statistics_report.md

# SciVisAgentBench - Comprehensive Statistics Report
*Generated from 5 CSV files in the benchmark*
---
## 1. Total Cases Count
**Important**: Cases = Tasks + Workflows only (Operation-level entries are NOT counted as cases)

### Overall Summary
- **Total Tasks**: 74
- **Total Workflows**: 34
- **Total Cases**: **108** (Tasks + Workflows)

### Breakdown by File
| File | Tasks | Workflows | Cases (Task+Workflow) | Total Operations |
|------|-------|-----------|----------------------|-----------------|
| bioimage_data | 10 | 1 | **11** | 24 |
| molecular_vis | 10 | 3 | **13** | 33 |
| sci_volume_data | 27 | 0 | **27** | 54 |
| topology | 0 | 9 | **9** | 27 |
| paraview | 27 | 21 | **48** | 158 |
| **TOTAL** | **74** | **34** | **108** | **296** |

## 2. Application Domain Statistics
**Note**: These statistics include ONLY cases (Tasks + Workflows). Operation-level entries are excluded.

### Individual Application Counts
*(Counts individual tags, so multi-tagged entries contribute to multiple categories)*

| Application | Count |
|-------------|-------|
| Biology | 33 |
| Others | 25 |
| Physics | 24 |
| Medical Science | 12 |
| Mathematics | 9 |
| Earth System Science | 5 |
| Astronomy | 4 |
| Chemistry | 3 |

**Total individual application tags**: 115

### Application Combinations
*(Shows exact combinations as they appear in the data)*

| Application Combination | Count |
|------------------------|-------|
| Biology | 32 |
| Others | 25 |
| Physics | 22 |
| Medical Science | 11 |
| Astronomy | 4 |
| Earth System Science | 3 |
| Mathematics | 3 |
| Physics; Mathematics | 2 |
| Earth System Science; Mathematics | 2 |
| Biology; Chemistry | 1 |
| Medical Science; Mathematics | 1 |
| Chemistry; Mathematics | 1 |
| Chemistry | 1 |

## 3. Data Type Statistics
**Note**: These statistics include ONLY cases (Tasks + Workflows). Operation-level entries are excluded.

### Individual Data Type Counts
*(Counts individual tags, so multi-tagged entries contribute to multiple categories)*

| Data Type | Count |
|-----------|-------|
| Scalar Fields | 78 |
| Vector Fields | 17 |
| Multivariate | 8 |
| Time-varying | 7 |
| Tensor Fields | 2 |

**Total individual data type tags**: 112

### Data Type Combinations
*(Shows exact combinations as they appear in the data)*

| Data Type Combination | Count |
|-----------------------|-------|
| Scalar Fields | 78 |
| Vector Fields | 14 |
| Multivariate | 7 |
| Time-varying | 3 |
| Time-varying; Vector Fields | 3 |
| Tensor Fields | 2 |
| Multivariate; Time-varying | 1 |

## 4. Task Level 1: Complexity Level Statistics

### Overall Distribution
| Complexity Level | Entry Count | Counted as Case? |
|------------------|-------------|------------------|
| Task | 74 | ✅ YES |
| Workflow | 34 | ✅ YES |
| **Total Cases** | **108** | **(Tasks + Workflows)** |

## 5. Task Level 2: Visualization Operations Statistics
**Note**: These statistics include ONLY cases (Tasks + Workflows). Operation-level entries are excluded.

### All Visualization Operations (Sorted by Frequency)
| Rank | Visualization Operation | Total Count |
|------|------------------------|-------------|
| 1 | Color & Opacity Mapping | 77 |
| 2 | View & Camera Control | 62 |
| 3 | Volume Rendering | 40 |
| 4 | Glyph & Marker Placement | 28 |
| 5 | Field Computation | 26 |
| 6 | Scientific Insight Derivation | 17 |
| 7 | Feature Identification & Segmentation | 10 |
| 8 | Surface & Contour Extraction | 9 |
| 9 | Temporal Processing | 7 |
| 10 | Data Subsetting & Extraction | 6 |
| 11 | Data Smoothing & Filtering | 5 |
| 12 | Plot & Chart Generation | 4 |
| 13 | Dataset Restructuring | 3 |
| 14 | Geometric & Topological Transformation | 2 |

**Total visualization operation tags**: 296

### Top 10 Most Common Visualization Operations
| Rank | Operation | Count |
|------|-----------|-------|
| 1 | Color & Opacity Mapping | 77 |
| 2 | View & Camera Control | 62 |
| 3 | Volume Rendering | 40 |
| 4 | Glyph & Marker Placement | 28 |
| 5 | Field Computation | 26 |
| 6 | Scientific Insight Derivation | 17 |
| 7 | Feature Identification & Segmentation | 10 |
| 8 | Surface & Contour Extraction | 9 |
| 9 | Temporal Processing | 7 |
| 10 | Data Subsetting & Extraction | 6 |

### Visualization Operations by Complexity Level (Cases Only)

#### Task Level (Top 10)
| Rank | Operation | Count |
|------|-----------|-------|
| 1 | Color & Opacity Mapping | 53 |
| 2 | View & Camera Control | 37 |
| 3 | Volume Rendering | 37 |
| 4 | Glyph & Marker Placement | 12 |
| 5 | Surface & Contour Extraction | 6 |
| 6 | Field Computation | 6 |
| 7 | Scientific Insight Derivation | 5 |
| 8 | Plot & Chart Generation | 3 |
| 9 | Data Subsetting & Extraction | 3 |
| 10 | Dataset Restructuring | 3 |

#### Workflow Level (Top 10)
| Rank | Operation | Count |
|------|-----------|-------|
| 1 | View & Camera Control | 25 |
| 2 | Color & Opacity Mapping | 24 |
| 3 | Field Computation | 20 |
| 4 | Glyph & Marker Placement | 16 |
| 5 | Scientific Insight Derivation | 12 |
| 6 | Feature Identification & Segmentation | 9 |
| 7 | Temporal Processing | 5 |
| 8 | Data Smoothing & Filtering | 5 |
| 9 | Volume Rendering | 3 |
| 10 | Surface & Contour Extraction | 3 |

## 6. Summary Statistics
- **Total number of CSV files analyzed**: 5
- **Total Cases (Tasks + Workflows)**: **108**
- **Unique application domains**: 8
- **Unique data types**: 5
- **Unique visualization operations**: 14

### File Contributions
| File | Cases Contributed | Percentage |
|------|-------------------|------------|
| paraview | 48 | 44.4% |
| sci_volume_data | 27 | 25.0% |
| molecular_vis | 13 | 12.0% |
| bioimage_data | 11 | 10.2% |
| topology | 9 | 8.3% |