SciVisAgentBench-tasks / statistics /statistics_report.md
KuangshiAi
update with new case names
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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%