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% |