SciVisAgentBench-tasks / statistics /statistics_report.md
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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: 68
  • Total Workflows: 53
  • Total Cases: 121 (Tasks + Workflows)

Breakdown by File

File Tasks Workflows Cases (Task+Workflow) Total Operations
bioimage_data 11 4 15 39
molecular_vis 13 2 15 45
sci_volume_data 34 0 34 68
topology 0 9 9 27
paraview 10 38 48 169
TOTAL 68 53 121 348

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 28
Others 27
Physics 26
Chemistry 17
Medical Science 14
Mathematics 9
Astronomy 4
Earth System Science 4

Total individual application tags: 129

Application Combinations

(Shows exact combinations as they appear in the data)

Application Combination Count
Others 27
Biology 26
Physics 24
Chemistry 14
Medical Science 13
Astronomy 4
Mathematics 3
Chemistry; Biology 2
Physics; Mathematics 2
Earth System Science; Mathematics 2
Earth System Science 2
Medical Science; Mathematics 1
Chemistry; Mathematics 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 74
Time-varying 16
Vector Fields 16
Scalar Field 15
Multivariate 15
Multi-variate 15
Tensor Fields 2

Total individual data type tags: 153

Data Type Combinations

(Shows exact combinations as they appear in the data)

Data Type Combination Count
Scalar Fields 71
Multi-variate 15
Vector Fields 12
Scalar Field; Multivariate; Time-varying 11
Scalar Field; Multivariate 4
Vector Fields; Time-varying 3
Tensor Fields 2
Scalar Fields; Time-varying 2
Scalar Fields; Vector Fields 1

4. Task Level 1: Complexity Level Statistics

Overall Distribution

Complexity Level Entry Count Counted as Case?
Task 68 ✅ YES
Workflow 53 ✅ YES
Total Cases 121 (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 95
2 View & Camera Control 57
3 Volume Rendering 51
4 Surface & Contour Extraction 30
5 Data Subsetting & Extraction 20
6 Field Computation 19
7 Glyph & Marker Placement 19
8 Temporal Processing 17
9 Dataset Restructuring 10
10 Feature Identification & Segmentation 10
11 Data Smoothing & Filtering 7
12 Scientific Insight Derivation 7
13 Plot & Chart Generation 3
14 Data Sampling & Resolution Control 2
15 Geometric & Topological Transformation 1

Total visualization operation tags: 348

Top 10 Most Common Visualization Operations

Rank Operation Count
1 Color & Opacity Mapping 95
2 View & Camera Control 57
3 Volume Rendering 51
4 Surface & Contour Extraction 30
5 Data Subsetting & Extraction 20
6 Field Computation 19
7 Glyph & Marker Placement 19
8 Temporal Processing 17
9 Dataset Restructuring 10
10 Feature Identification & Segmentation 10

Visualization Operations by Complexity Level (Cases Only)

Task Level (Top 10)

Rank Operation Count
1 Color & Opacity Mapping 54
2 Volume Rendering 36
3 Data Subsetting & Extraction 14
4 View & Camera Control 14
5 Surface & Contour Extraction 10
6 Glyph & Marker Placement 7
7 Field Computation 6
8 Dataset Restructuring 5
9 Temporal Processing 3
10 Data Smoothing & Filtering 1

Workflow Level (Top 10)

Rank Operation Count
1 View & Camera Control 43
2 Color & Opacity Mapping 41
3 Surface & Contour Extraction 20
4 Volume Rendering 15
5 Temporal Processing 14
6 Field Computation 13
7 Glyph & Marker Placement 12
8 Feature Identification & Segmentation 10
9 Scientific Insight Derivation 7
10 Data Subsetting & Extraction 6

6. Summary Statistics

  • Total number of CSV files analyzed: 5
  • Total Cases (Tasks + Workflows): 121
  • Unique application domains: 8
  • Unique data types: 7
  • Unique visualization operations: 15

File Contributions

File Cases Contributed Percentage
paraview 48 39.7%
sci_volume_data 34 28.1%
bioimage_data 15 12.4%
molecular_vis 15 12.4%
topology 9 7.4%