azure / azureml-assets
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 2,305 files with 116,881 lines of code.
    • 0 files changed more than 100 times (0 lines of code)
    • 40 files changed 51-100 times (7,112 lines of code)
    • 81 files changed 21-50 times (16,573 lines of code)
    • 319 files changed 6-20 times (33,693 lines of code)
    • 1,865 files changed 1-5 times (59,503 lines of code)
0% | 6% | 14% | 28% | 50%
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 2,305 files with 116,881 lines of code.
    • 0 files changed by more than 25 contributors (0 lines of code)
    • 133 files changed by 11-25 contributors (23,286 lines of code)
    • 144 files changed by 6-10 contributors (19,501 lines of code)
    • 823 files changed by 2-5 contributors (43,267 lines of code)
    • 1,205 files changed by 1 contributor (30,827 lines of code)
0% | 19% | 16% | 37% | 26%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
yaml, py, md, json, jsonl, txt, sh, gitignore, ini, pkl, in, patch, jinja2
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
yaml0% | 14% | 26% | 31% | 27%
py0% | 1% | 7% | 27% | 64%
pkl0% | 0% | 0% | 0% | 100%
jsonl0% | 0% | 0% | 0% | 100%
in0% | 0% | 0% | 0% | 100%
jinja20% | 0% | 0% | 0% | 100%
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
assets0% | 5% | 13% | 28% | 52%
scripts0% | 16% | 20% | 38% | 23%
Most Frequently Changed Files (Top 50)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsfirst
contributor		latest
contributor
setup.py
in scripts/azureml-assets
 34 - 2022-05-20 2025-04-22 98 19 lolarson@microsoft.com 40868256+lykelly19@users.no...
spec.yaml
in assets/large_language_models/components_pipelines/data_ingestion_dataset_to_faiss_basic
 177 - 2023-06-29 2025-04-11 80 20 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/components_pipelines/data_ingestion_dataset_to_acs_basic
 190 - 2023-06-29 2025-04-11 80 20 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_classification
 596 - 2023-06-27 2025-04-21 78 18 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/translation
 588 - 2023-06-27 2025-04-21 76 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/token_classification
 582 - 2023-06-27 2025-04-21 75 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/summarization
 596 - 2023-06-27 2025-04-21 75 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/question_answering
 625 - 2023-06-27 2025-04-21 75 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/validate_deployments
 51 - 2023-06-29 2025-04-11 72 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/generate_embeddings
 54 - 2023-07-12 2025-04-11 71 18 tot0@users.noreply.github.com 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/crack_and_chunk
 84 - 2023-06-29 2025-04-11 71 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/create_promptflow
 54 - 2023-06-29 2025-04-11 70 20 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
conda_dependencies.yaml
in assets/large_language_models/rag/environments/rag_embeddings/context
 40 - 2023-06-29 2024-12-30 69 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/generate_embeddings_parallel
 62 - 2023-06-29 2025-04-11 68 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/create_faiss_index
 26 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/register_mlindex_asset
 30 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/token_classification
 38 - 2023-06-27 2025-04-21 67 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/text_classification
 38 - 2023-06-27 2025-04-21 67 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/git_clone
 40 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/update_acs_index
 44 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/qa_data_generation
 65 - 2023-06-29 2025-04-11 67 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation
 616 - 2023-08-31 2025-04-21 67 17 lolarson@microsoft.com hnamburi@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/register_qa_data_asset
 38 - 2023-06-29 2025-04-11 66 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
conda_dependencies.yaml
in assets/large_language_models/rag/environments/rag/context
 41 - 2023-06-29 2024-12-30 66 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/token_classification
 73 - 2023-06-27 2025-04-21 65 16 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/text_classification
 92 - 2023-06-27 2025-04-21 65 16 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/validation/common
 181 - 2023-08-16 2025-04-21 65 15 amaniitm.gupta26@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/summarization
 38 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/question_answering
 38 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/translation
 38 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/data_import_acs
 42 - 2023-06-29 2025-04-11 63 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/translation
 81 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/model_monitoring/components/data_drift/data_drift_signal_monitor
 230 - 2023-06-27 2025-04-02 60 15 elesel@gmail.com vaibhj@microsoft.com
spec.yaml
in assets/model_monitoring/components/generation_safety_quality/generation_safety_quality_signal_monitor
 224 - 2023-08-24 2025-04-02 58 13 42190563+hawestra@users.nor... vaibhj@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/text_generation
 43 - 2023-08-31 2025-04-21 57 14 117632441+aggarwal-k@users.... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/text_generation
 82 - 2023-08-31 2025-04-21 56 14 117632441+aggarwal-k@users.... hnamburi@microsoft.com
spec.yaml
in assets/model_monitoring/components/data_quality/data_quality_signal_monitor
 222 - 2023-06-27 2025-04-02 56 13 elesel@gmail.com vaibhj@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_converter/common
 26 - 2023-10-18 2025-04-21 52 14 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/model_monitoring/components/prediction_drift/prediction_drift_signal_monitor
 203 - 2023-06-27 2025-04-02 52 14 elesel@gmail.com vaibhj@microsoft.com
config.py
in scripts/azureml-assets/azureml/assets
 790 128 2022-05-20 2025-04-01 52 16 lolarson@microsoft.com thwagne@microsoft.com
spec.yaml
in assets/model_monitoring/components/generation_safety_quality/annotation_compute_histogram
 5 - 2023-08-24 2025-04-23 50 11 42190563+hawestra@users.nor... 131976564+ricardrao@users.n...
spec.yaml
in assets/large_language_models/rag/components/crack_and_chunk_and_embed
 99 - 2023-09-27 2025-04-11 50 16 tot0@users.noreply.github.com 83468449+shpengmsft@users.n...
spec.yaml
in assets/model_monitoring/components/feature_attribution_drift/feature_attribution_drift_signal_monitor
 133 - 2023-06-27 2025-04-02 48 12 elesel@gmail.com vaibhj@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_medium
 587 - 2023-10-19 2025-04-21 48 13 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_low
 587 - 2023-10-19 2025-04-21 48 13 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_medium
 587 - 2023-10-19 2025-04-21 48 13 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_high
 587 - 2023-10-19 2025-04-21 48 13 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_low
 587 - 2023-10-19 2025-04-21 48 13 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_high
 587 - 2023-10-19 2025-04-21 48 13 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_high
 587 - 2023-10-19 2025-04-21 48 13 116672436+skanakamedal@user... hnamburi@microsoft.com
Files With Most Contributors (Top 50)
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
spec.yaml
in assets/large_language_models/components_pipelines/data_ingestion_dataset_to_faiss_basic
 177 - 2023-06-29 2025-04-11 80 20 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/components_pipelines/data_ingestion_dataset_to_acs_basic
 190 - 2023-06-29 2025-04-11 80 20 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/create_promptflow
 54 - 2023-06-29 2025-04-11 70 20 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/models/system/Mistral-7B-v0-1
 74 - 2023-11-15 2025-01-08 33 20 142586261+suvratpalt@users.... utkshukla@microsoft.com
setup.py
in scripts/azureml-assets
 34 - 2022-05-20 2025-04-22 98 19 lolarson@microsoft.com 40868256+lykelly19@users.no...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_classification
 596 - 2023-06-27 2025-04-21 78 18 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/validate_deployments
 51 - 2023-06-29 2025-04-11 72 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/generate_embeddings
 54 - 2023-07-12 2025-04-11 71 18 tot0@users.noreply.github.com 83468449+shpengmsft@users.n...
conda_dependencies.yaml
in assets/large_language_models/rag/environments/rag_embeddings/context
 40 - 2023-06-29 2024-12-30 69 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/generate_embeddings_parallel
 62 - 2023-06-29 2025-04-11 68 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/qa_data_generation
 65 - 2023-06-29 2025-04-11 67 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
conda_dependencies.yaml
in assets/large_language_models/rag/environments/rag/context
 41 - 2023-06-29 2024-12-30 66 18 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/translation
 588 - 2023-06-27 2025-04-21 76 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/question_answering
 625 - 2023-06-27 2025-04-21 75 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/summarization
 596 - 2023-06-27 2025-04-21 75 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/token_classification
 582 - 2023-06-27 2025-04-21 75 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/crack_and_chunk
 84 - 2023-06-29 2025-04-11 71 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/text_classification
 38 - 2023-06-27 2025-04-21 67 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/token_classification
 38 - 2023-06-27 2025-04-21 67 17 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation
 616 - 2023-08-31 2025-04-21 67 17 lolarson@microsoft.com hnamburi@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/create_faiss_index
 26 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/git_clone
 40 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/register_mlindex_asset
 30 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/update_acs_index
 44 - 2023-06-29 2025-04-11 67 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/register_qa_data_asset
 38 - 2023-06-29 2025-04-11 66 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/rag/components/data_import_acs
 42 - 2023-06-29 2025-04-11 63 17 99283778+gjwoods@users.nore... 83468449+shpengmsft@users.n...
spec.yaml
in assets/training/model_management/components/import_model
 294 - 2023-06-27 2025-03-18 46 17 elesel@gmail.com 47007177+addi-11@users.nore...
spec.yaml
in assets/models/system/openai-whisper-large
 51 - 2023-06-27 2025-04-03 29 17 elesel@gmail.com utkshukla@microsoft.com
spec.yaml
in assets/models/system/Mixtral-8x7B-v0-1
 44 - 2023-12-14 2024-11-29 26 17 msp8955@gmail.com 13473111+sarthaks95@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/text_classification
 92 - 2023-06-27 2025-04-21 65 16 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/token_classification
 73 - 2023-06-27 2025-04-21 65 16 elesel@gmail.com hnamburi@microsoft.com
config.py
in scripts/azureml-assets/azureml/assets
 790 128 2022-05-20 2025-04-01 52 16 lolarson@microsoft.com thwagne@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/crack_and_chunk_and_embed
 99 - 2023-09-27 2025-04-11 50 16 tot0@users.noreply.github.com 83468449+shpengmsft@users.n...
spec.yaml
in assets/models/system/microsoft-phi-2
 61 - 2023-12-19 2024-10-07 31 16 bhavana.tumma@gmail.com 13473111+sarthaks95@users.n...
spec.yaml
in assets/models/system/Mistral-7B-Instruct-v0-1
 33 - 2023-11-15 2024-11-29 23 16 38472520+choudharykartik@us... 13473111+sarthaks95@users.n...
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/validation/common
 181 - 2023-08-16 2025-04-21 65 15 amaniitm.gupta26@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/translation
 81 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/translation
 38 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/question_answering
 38 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/summarization
 38 - 2023-06-27 2025-04-21 63 15 elesel@gmail.com hnamburi@microsoft.com
spec.yaml
in assets/model_monitoring/components/data_drift/data_drift_signal_monitor
 230 - 2023-06-27 2025-04-02 60 15 elesel@gmail.com vaibhj@microsoft.com
spec.yaml
in assets/model_monitoring/components/data_drift/data_drift_compute_metrics
 5 - 2023-06-27 2025-04-23 40 15 elesel@gmail.com 131976564+ricardrao@users.n...
convertors.py
in assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc
 905 65 2023-09-13 2025-03-18 23 15 30535191+phanishekhar@users... 47007177+addi-11@users.nore...
spec.yaml
in assets/models/system/microsoft-phi-1-5
 38 - 2023-09-18 2025-04-02 20 15 61145377+novaturient95@user... v-bishalc@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/text_generation
 43 - 2023-08-31 2025-04-21 57 14 117632441+aggarwal-k@users.... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/text_generation
 82 - 2023-08-31 2025-04-21 56 14 117632441+aggarwal-k@users.... hnamburi@microsoft.com
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_converter/common
 26 - 2023-10-18 2025-04-21 52 14 116672436+skanakamedal@user... hnamburi@microsoft.com
spec.yaml
in assets/model_monitoring/components/prediction_drift/prediction_drift_signal_monitor
 203 - 2023-06-27 2025-04-02 52 14 elesel@gmail.com vaibhj@microsoft.com
spec.yaml
in assets/large_language_models/rag/components/update_pinecone_index
 42 - 2023-10-18 2025-04-11 45 14 131494842+datdo-msft@users.... 83468449+shpengmsft@users.n...
spec.yaml
in assets/large_language_models/components_pipelines/data_ingestion_dataset_to_acs_user_id
 198 - 2023-10-24 2025-04-11 41 14 83468449+shpengmsft@users.n... 83468449+shpengmsft@users.n...
Files With Least Contributors (Top 50)
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
mscoco.py
in assets/aml-benchmark/scripts/data_loaders
 881 49 2024-07-09 2024-07-16 2 1 98922913+rdondera-microsoft... 98922913+rdondera-microsoft...
_rai_insight_data.py
in assets/responsibleai/tabular/components/src/_score_card
 525 35 2023-06-27 2023-06-27 1 1 elesel@gmail.com elesel@gmail.com
mlflow_score_script.py
in assets/inference/environments/mlflow-py312-inference/context
 465 16 2025-01-28 2025-03-07 2 1 v-tchevula@microsoft.com v-tchevula@microsoft.com
mlflow_score_script.py
in assets/training/model_management/environments/mlflow-model-inference/context
 465 16 2025-03-25 2025-03-25 1 1 utkshukla@microsoft.com utkshukla@microsoft.com
generate_data_preprocess.py
in assets/training/distillation/src
 429 6 2024-11-04 2024-11-12 2 1 visahanmohan@microsoft.com visahanmohan@microsoft.com
main.py
in assets/aml-benchmark/components/src/aml_benchmark/compute_performance_metrics
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classification_components.py
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Correlations

File Size vs. Number of Changes: 2305 points

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Number of Contributors vs. Number of Changes: 2305 points

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Number of Contributors vs. File Size: 2305 points

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