anthropics / knowledge-work-plugins
File Change Frequency

File change frequency (churn) shows the distribution of file updates (days with at least one commit).

Overview
File Change Frequency Overall
  • There are 2 files with 549 lines of code.
    • 0 files changed more than 100 times (0 lines of code)
    • 0 files changed 51-100 times (0 lines of code)
    • 0 files changed 21-50 times (0 lines of code)
    • 0 files changed 6-20 times (0 lines of code)
    • 2 files changed 1-5 times (549 lines of code)
0% | 0% | 0% | 0% | 100%
Legend:
101+
51-100
21-50
6-20
1-5

explore: grouped by folders | grouped by update frequency | data
Contributors Count Frequency Overall
  • There are 2 files with 549 lines of code.
    • 0 files changed by more than 25 contributors (0 lines of code)
    • 0 files changed by 11-25 contributors (0 lines of code)
    • 0 files changed by 6-10 contributors (0 lines of code)
    • 2 files changed by 2-5 contributors (549 lines of code)
    • 0 files changed by 1 contributor (0 lines of code)
0% | 0% | 0% | 100% | 0%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
md, json, py, txt, yaml, html
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
py0% | 0% | 0% | 0% | 100%
yaml0% | 0% | 0% | 0% | 0%
html0% | 0% | 0% | 0% | 0%
File Change Frequency per Logical Decomposition
primary
primary (file change frequency)
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
bio-research0% | 0% | 0% | 0% | 100%
productivity0% | 0% | 0% | 0% | 0%
data0% | 0% | 0% | 0% | 0%
Most Frequently Changed Files (Top 31)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)
# contributorsfirst
contributor
latest
contributor
detect_data_type.py
in bio-research/skills/nextflow-development/scripts
201 6 2026-03-18 2026-03-26 2 2 167664334+haosenwang1018@us... bthompson@anthropic.com
check_environment.py
in bio-research/skills/nextflow-development/scripts
348 9 2026-03-18 2026-03-26 2 2 167664334+haosenwang1018@us... bthompson@anthropic.com
__init__.py
in bio-research/skills/nextflow-development/scripts/utils
47 -
package_data_skill.py
in data/skills/data-context-extractor/scripts
68 3
qc_core.py
in bio-research/skills/single-cell-rna-qc/scripts
80 6
prepare_data.py
in bio-research/skills/scvi-tools/scripts
87 2
file_discovery.py
in bio-research/skills/nextflow-development/scripts/utils
101 5
genomes.yaml
in bio-research/skills/nextflow-development/scripts/config
108 -
cluster_embed.py
in bio-research/skills/scvi-tools/scripts
111 3
transfer_labels.py
in bio-research/skills/scvi-tools/scripts
125 3
differential_expression.py
in bio-research/skills/scvi-tools/scripts
129 3
rnaseq.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
130 -
integrate_datasets.py
in bio-research/skills/scvi-tools/scripts
135 3
qc_plotting.py
in bio-research/skills/single-cell-rna-qc/scripts
153 3
flatten_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
153 7
qc_analysis.py
in bio-research/skills/single-cell-rna-qc/scripts
155 -
sample_inference.py
in bio-research/skills/nextflow-development/scripts/utils
161 7
atacseq.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
167 -
validators.py
in bio-research/skills/nextflow-development/scripts/utils
171 8
sarek.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
209 -
train_model.py
in bio-research/skills/scvi-tools/scripts
233 7
export_parser.py
in bio-research/skills/instrument-data-to-allotrope/scripts
234 6
validate_adata.py
in bio-research/skills/scvi-tools/scripts
253 7
generate_samplesheet.py
in bio-research/skills/nextflow-development/scripts
288 10
model_utils.py
in bio-research/skills/scvi-tools/scripts
319 10
manage_genomes.py
in bio-research/skills/nextflow-development/scripts
368 9
convert_to_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
386 11
ncbi_utils.py
in bio-research/skills/nextflow-development/scripts/utils
509 16
sra_geo_fetch.py
in bio-research/skills/nextflow-development/scripts
511 11
validate_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
815 24
dashboard.html
in productivity/skills
2679 -
Files With Most Contributors (Top 31)
Based on the number of unique email addresses found in commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)
# contributorsfirst
contributor
latest
contributor
detect_data_type.py
in bio-research/skills/nextflow-development/scripts
201 6 2026-03-18 2026-03-26 2 2 167664334+haosenwang1018@us... bthompson@anthropic.com
check_environment.py
in bio-research/skills/nextflow-development/scripts
348 9 2026-03-18 2026-03-26 2 2 167664334+haosenwang1018@us... bthompson@anthropic.com
flatten_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
153 7
export_parser.py
in bio-research/skills/instrument-data-to-allotrope/scripts
234 6
validate_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
815 24
convert_to_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
386 11
qc_plotting.py
in bio-research/skills/single-cell-rna-qc/scripts
153 3
qc_analysis.py
in bio-research/skills/single-cell-rna-qc/scripts
155 -
qc_core.py
in bio-research/skills/single-cell-rna-qc/scripts
80 6
validate_adata.py
in bio-research/skills/scvi-tools/scripts
253 7
train_model.py
in bio-research/skills/scvi-tools/scripts
233 7
prepare_data.py
in bio-research/skills/scvi-tools/scripts
87 2
integrate_datasets.py
in bio-research/skills/scvi-tools/scripts
135 3
cluster_embed.py
in bio-research/skills/scvi-tools/scripts
111 3
differential_expression.py
in bio-research/skills/scvi-tools/scripts
129 3
transfer_labels.py
in bio-research/skills/scvi-tools/scripts
125 3
model_utils.py
in bio-research/skills/scvi-tools/scripts
319 10
manage_genomes.py
in bio-research/skills/nextflow-development/scripts
368 9
genomes.yaml
in bio-research/skills/nextflow-development/scripts/config
108 -
rnaseq.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
130 -
sarek.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
209 -
atacseq.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
167 -
__init__.py
in bio-research/skills/nextflow-development/scripts/utils
47 -
validators.py
in bio-research/skills/nextflow-development/scripts/utils
171 8
sample_inference.py
in bio-research/skills/nextflow-development/scripts/utils
161 7
file_discovery.py
in bio-research/skills/nextflow-development/scripts/utils
101 5
ncbi_utils.py
in bio-research/skills/nextflow-development/scripts/utils
509 16
sra_geo_fetch.py
in bio-research/skills/nextflow-development/scripts
511 11
generate_samplesheet.py
in bio-research/skills/nextflow-development/scripts
288 10
dashboard.html
in productivity/skills
2679 -
package_data_skill.py
in data/skills/data-context-extractor/scripts
68 3
Files With Least Contributors (Top 31)
Based on the number of unique email addresses found in commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)
# contributorsfirst
contributor
latest
contributor
dashboard.html
in productivity/skills
2679 -
validate_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
815 24
sra_geo_fetch.py
in bio-research/skills/nextflow-development/scripts
511 11
ncbi_utils.py
in bio-research/skills/nextflow-development/scripts/utils
509 16
convert_to_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
386 11
manage_genomes.py
in bio-research/skills/nextflow-development/scripts
368 9
model_utils.py
in bio-research/skills/scvi-tools/scripts
319 10
generate_samplesheet.py
in bio-research/skills/nextflow-development/scripts
288 10
validate_adata.py
in bio-research/skills/scvi-tools/scripts
253 7
export_parser.py
in bio-research/skills/instrument-data-to-allotrope/scripts
234 6
train_model.py
in bio-research/skills/scvi-tools/scripts
233 7
sarek.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
209 -
validators.py
in bio-research/skills/nextflow-development/scripts/utils
171 8
atacseq.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
167 -
sample_inference.py
in bio-research/skills/nextflow-development/scripts/utils
161 7
qc_analysis.py
in bio-research/skills/single-cell-rna-qc/scripts
155 -
flatten_asm.py
in bio-research/skills/instrument-data-to-allotrope/scripts
153 7
qc_plotting.py
in bio-research/skills/single-cell-rna-qc/scripts
153 3
integrate_datasets.py
in bio-research/skills/scvi-tools/scripts
135 3
rnaseq.yaml
in bio-research/skills/nextflow-development/scripts/config/pipelines
130 -
differential_expression.py
in bio-research/skills/scvi-tools/scripts
129 3
transfer_labels.py
in bio-research/skills/scvi-tools/scripts
125 3
cluster_embed.py
in bio-research/skills/scvi-tools/scripts
111 3
genomes.yaml
in bio-research/skills/nextflow-development/scripts/config
108 -
file_discovery.py
in bio-research/skills/nextflow-development/scripts/utils
101 5
prepare_data.py
in bio-research/skills/scvi-tools/scripts
87 2
qc_core.py
in bio-research/skills/single-cell-rna-qc/scripts
80 6
package_data_skill.py
in data/skills/data-context-extractor/scripts
68 3
__init__.py
in bio-research/skills/nextflow-development/scripts/utils
47 -
check_environment.py
in bio-research/skills/nextflow-development/scripts
348 9 2026-03-18 2026-03-26 2 2 167664334+haosenwang1018@us... bthompson@anthropic.com
detect_data_type.py
in bio-research/skills/nextflow-development/scripts
201 6 2026-03-18 2026-03-26 2 2 167664334+haosenwang1018@us... bthompson@anthropic.com