GoogleCloudPlatform / analytics-componentized-patterns
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 41 files with 12,365 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)
    • 3 files changed 6-20 times (265 lines of code)
    • 38 files changed 1-5 times (12,100 lines of code)
0% | 0% | 0% | 2% | 97%
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 41 files with 12,365 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)
    • 14 files changed by 2-5 contributors (4,970 lines of code)
    • 27 files changed by 1 contributor (7,395 lines of code)
0% | 0% | 0% | 40% | 59%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
py, ipynb, md, sql, txt, sh, yaml, gitignore, json
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
py0% | 0% | 0% | 22% | 77%
ipynb0% | 0% | 0% | 0% | 100%
sql0% | 0% | 0% | 0% | 100%
yaml0% | 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
retail0% | 0% | 0% | 2% | 97%
gaming0% | 0% | 0% | 0% | 100%
Most Frequently Changed Files (Top 41)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsfirst
contributor		latest
contributor
pipeline.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 33 3 2020-10-22 2020-11-27 8 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
indexer.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 67 4 2020-10-23 2020-11-30 8 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
pipeline.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 165 1 2020-11-10 2020-12-02 8 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
setup.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 9 - 2020-10-22 2020-10-31 5 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
sp_ExractEmbeddings.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 34 - 2020-10-22 2020-11-22 5 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
bq_components.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 76 3 2020-11-09 2020-11-24 5 2 khalidsalama@google.com khalid.m.salama@gmail.com
scann_indexer.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 80 4 2020-11-09 2020-11-22 5 2 khalidsalama@google.com khalid.m.salama@gmail.com
sp_ComputePMI.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 85 - 2020-10-22 2020-11-27 5 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
bqml_retail_recommendation_system.ipynb
in retail/recommendation-system/bqml
 1097 - 2020-09-08 2021-06-24 5 3 dpanigra@outlook.com polong-lin@users.noreply.gi...
sp_TrainItemMatchingModel.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 22 - 2020-10-25 2020-11-10 4 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
runner.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 25 2 2020-10-22 2020-10-28 4 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
scann_evaluator.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 144 2 2020-11-16 2020-12-02 4 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
__init__.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 1 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
config.yaml
in retail/recommendation-system/bqml-scann/index_builder
 3 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
setup.py
in retail/recommendation-system/bqml-scann/index_builder
 11 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
lookup.py
in retail/recommendation-system/bqml-scann/index_server
 16 2 2020-10-24 2020-10-30 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
task.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 34 2 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
main.py
in retail/recommendation-system/bqml-scann/index_server
 47 3 2020-10-24 2020-10-30 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
runner.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 76 - 2020-11-10 2020-11-16 3 2 khalid.m.salama@gmail.com khalidsalama@google.com
bqml_ga4_gaming_propensity_to_churn.ipynb
in gaming/propensity-model/bqml
 1640 - 2021-04-09 2021-05-05 3 3 polong-lin@users.noreply.gi... marcacohen@gmail.com
__init__.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 1 - 2020-10-22 2020-10-28 2 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
10_procedure_match.sql
in retail/ltv/bqml/scripts
 15 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
30_procedure_train.sql
in retail/ltv/bqml/scripts
 16 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
matching.py
in retail/recommendation-system/bqml-scann/index_server
 21 2 2020-10-24 2020-10-28 2 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
50_procedure_top.sql
in retail/ltv/bqml/scripts
 33 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
40_procedure_predict.sql
in retail/ltv/bqml/scripts
 65 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
match_pb2_grpc.py
in retail/recommendation-system/bqml-scann/ann_grpc
 72 6 2021-01-11 2021-01-15 2 2 jarokaz@no-reply.com khalid.m.salama@gmail.com
20_procedure_prepare.sql
in retail/ltv/bqml/scripts
 158 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
ann02_run_pipeline.ipynb
in retail/recommendation-system/bqml-scann
 1464 - 2021-01-15 2025-02-05 2 2 khalid.m.salama@gmail.com polong-lin@users.noreply.gi...
__init__.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 1 - 2020-11-11 2020-11-11 1 2 khalid.m.salama@gmail.com khalidsalama@google.com
cloudbuild.yaml
in retail/recommendation-system/bqml-scann/index_server
 5 - 2020-10-30 2020-10-30 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
00_procedure_persist.sql
in retail/ltv/bqml/scripts
 8 - 2020-09-16 2020-09-16 1 1 mayran@google.com mayran@google.com
cloudbuild.yaml
in retail/recommendation-system/bqml-mlops/part_2
 9 - 2021-06-10 2021-06-10 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
config.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 14 - 2020-11-10 2020-11-10 1 2 khalid.m.salama@gmail.com khalidsalama@google.com
item_matcher.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 36 4 2020-11-22 2020-11-22 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
lookup_creator.py
in retail/recommendation-system/bqml-scann/embeddings_lookup
 56 3 2020-12-01 2020-12-01 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
lookup_creator.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 68 3 2020-12-01 2020-12-01 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
pipeline.py
in retail/recommendation-system/bqml-mlops/part_2
 134 11 2021-06-10 2021-06-10 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
vertex_ai_pipeline.ipynb
in retail/recommendation-system/bqml-mlops/part_3
 766 - 2021-07-01 2021-07-01 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
ann01_create_index.ipynb
in retail/recommendation-system/bqml-scann
 2518 - 2021-01-15 2021-01-15 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
bqml_kfp_retail_propensity_to_purchase.ipynb
in retail/propensity-model/bqml
 3240 - 2020-09-08 2020-09-08 1 1 dpanigra@outlook.com dpanigra@outlook.com
Files With Most Contributors (Top 41)
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
bqml_retail_recommendation_system.ipynb
in retail/recommendation-system/bqml
 1097 - 2020-09-08 2021-06-24 5 3 dpanigra@outlook.com polong-lin@users.noreply.gi...
bqml_ga4_gaming_propensity_to_churn.ipynb
in gaming/propensity-model/bqml
 1640 - 2021-04-09 2021-05-05 3 3 polong-lin@users.noreply.gi... marcacohen@gmail.com
pipeline.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 165 1 2020-11-10 2020-12-02 8 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
sp_ComputePMI.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 85 - 2020-10-22 2020-11-27 5 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
sp_ExractEmbeddings.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 34 - 2020-10-22 2020-11-22 5 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
bq_components.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 76 3 2020-11-09 2020-11-24 5 2 khalidsalama@google.com khalid.m.salama@gmail.com
scann_indexer.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 80 4 2020-11-09 2020-11-22 5 2 khalidsalama@google.com khalid.m.salama@gmail.com
sp_TrainItemMatchingModel.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 22 - 2020-10-25 2020-11-10 4 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
scann_evaluator.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 144 2 2020-11-16 2020-12-02 4 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
runner.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 76 - 2020-11-10 2020-11-16 3 2 khalid.m.salama@gmail.com khalidsalama@google.com
match_pb2_grpc.py
in retail/recommendation-system/bqml-scann/ann_grpc
 72 6 2021-01-11 2021-01-15 2 2 jarokaz@no-reply.com khalid.m.salama@gmail.com
ann02_run_pipeline.ipynb
in retail/recommendation-system/bqml-scann
 1464 - 2021-01-15 2025-02-05 2 2 khalid.m.salama@gmail.com polong-lin@users.noreply.gi...
__init__.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 1 - 2020-11-11 2020-11-11 1 2 khalid.m.salama@gmail.com khalidsalama@google.com
config.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 14 - 2020-11-10 2020-11-10 1 2 khalid.m.salama@gmail.com khalidsalama@google.com
pipeline.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 33 3 2020-10-22 2020-11-27 8 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
indexer.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 67 4 2020-10-23 2020-11-30 8 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
setup.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 9 - 2020-10-22 2020-10-31 5 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
runner.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 25 2 2020-10-22 2020-10-28 4 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
main.py
in retail/recommendation-system/bqml-scann/index_server
 47 3 2020-10-24 2020-10-30 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
lookup.py
in retail/recommendation-system/bqml-scann/index_server
 16 2 2020-10-24 2020-10-30 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
setup.py
in retail/recommendation-system/bqml-scann/index_builder
 11 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
config.yaml
in retail/recommendation-system/bqml-scann/index_builder
 3 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
__init__.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 1 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
task.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 34 2 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
matching.py
in retail/recommendation-system/bqml-scann/index_server
 21 2 2020-10-24 2020-10-28 2 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
__init__.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 1 - 2020-10-22 2020-10-28 2 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
10_procedure_match.sql
in retail/ltv/bqml/scripts
 15 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
30_procedure_train.sql
in retail/ltv/bqml/scripts
 16 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
20_procedure_prepare.sql
in retail/ltv/bqml/scripts
 158 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
40_procedure_predict.sql
in retail/ltv/bqml/scripts
 65 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
50_procedure_top.sql
in retail/ltv/bqml/scripts
 33 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
pipeline.py
in retail/recommendation-system/bqml-mlops/part_2
 134 11 2021-06-10 2021-06-10 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
cloudbuild.yaml
in retail/recommendation-system/bqml-mlops/part_2
 9 - 2021-06-10 2021-06-10 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
vertex_ai_pipeline.ipynb
in retail/recommendation-system/bqml-mlops/part_3
 766 - 2021-07-01 2021-07-01 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
cloudbuild.yaml
in retail/recommendation-system/bqml-scann/index_server
 5 - 2020-10-30 2020-10-30 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
ann01_create_index.ipynb
in retail/recommendation-system/bqml-scann
 2518 - 2021-01-15 2021-01-15 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
lookup_creator.py
in retail/recommendation-system/bqml-scann/embeddings_lookup
 56 3 2020-12-01 2020-12-01 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
lookup_creator.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 68 3 2020-12-01 2020-12-01 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
item_matcher.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 36 4 2020-11-22 2020-11-22 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
00_procedure_persist.sql
in retail/ltv/bqml/scripts
 8 - 2020-09-16 2020-09-16 1 1 mayran@google.com mayran@google.com
bqml_kfp_retail_propensity_to_purchase.ipynb
in retail/propensity-model/bqml
 3240 - 2020-09-08 2020-09-08 1 1 dpanigra@outlook.com dpanigra@outlook.com
Files With Least Contributors (Top 41)
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
bqml_kfp_retail_propensity_to_purchase.ipynb
in retail/propensity-model/bqml
 3240 - 2020-09-08 2020-09-08 1 1 dpanigra@outlook.com dpanigra@outlook.com
ann01_create_index.ipynb
in retail/recommendation-system/bqml-scann
 2518 - 2021-01-15 2021-01-15 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
vertex_ai_pipeline.ipynb
in retail/recommendation-system/bqml-mlops/part_3
 766 - 2021-07-01 2021-07-01 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
20_procedure_prepare.sql
in retail/ltv/bqml/scripts
 158 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
pipeline.py
in retail/recommendation-system/bqml-mlops/part_2
 134 11 2021-06-10 2021-06-10 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
lookup_creator.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 68 3 2020-12-01 2020-12-01 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
indexer.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 67 4 2020-10-23 2020-11-30 8 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
40_procedure_predict.sql
in retail/ltv/bqml/scripts
 65 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
lookup_creator.py
in retail/recommendation-system/bqml-scann/embeddings_lookup
 56 3 2020-12-01 2020-12-01 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
main.py
in retail/recommendation-system/bqml-scann/index_server
 47 3 2020-10-24 2020-10-30 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
item_matcher.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 36 4 2020-11-22 2020-11-22 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
task.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 34 2 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
pipeline.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 33 3 2020-10-22 2020-11-27 8 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
50_procedure_top.sql
in retail/ltv/bqml/scripts
 33 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
runner.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 25 2 2020-10-22 2020-10-28 4 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
matching.py
in retail/recommendation-system/bqml-scann/index_server
 21 2 2020-10-24 2020-10-28 2 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
lookup.py
in retail/recommendation-system/bqml-scann/index_server
 16 2 2020-10-24 2020-10-30 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
30_procedure_train.sql
in retail/ltv/bqml/scripts
 16 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
10_procedure_match.sql
in retail/ltv/bqml/scripts
 15 - 2020-09-16 2020-09-23 2 1 mayran@google.com mayran@google.com
setup.py
in retail/recommendation-system/bqml-scann/index_builder
 11 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
cloudbuild.yaml
in retail/recommendation-system/bqml-mlops/part_2
 9 - 2021-06-10 2021-06-10 1 1 41023659+codingphun@users.n... 41023659+codingphun@users.n...
setup.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 9 - 2020-10-22 2020-10-31 5 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
00_procedure_persist.sql
in retail/ltv/bqml/scripts
 8 - 2020-09-16 2020-09-16 1 1 mayran@google.com mayran@google.com
cloudbuild.yaml
in retail/recommendation-system/bqml-scann/index_server
 5 - 2020-10-30 2020-10-30 1 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
config.yaml
in retail/recommendation-system/bqml-scann/index_builder
 3 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
__init__.py
in retail/recommendation-system/bqml-scann/embeddings_exporter
 1 - 2020-10-22 2020-10-28 2 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
__init__.py
in retail/recommendation-system/bqml-scann/index_builder/builder
 1 - 2020-10-23 2020-10-28 3 1 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
ann02_run_pipeline.ipynb
in retail/recommendation-system/bqml-scann
 1464 - 2021-01-15 2025-02-05 2 2 khalid.m.salama@gmail.com polong-lin@users.noreply.gi...
pipeline.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 165 1 2020-11-10 2020-12-02 8 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
scann_evaluator.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 144 2 2020-11-16 2020-12-02 4 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
sp_ComputePMI.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 85 - 2020-10-22 2020-11-27 5 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
scann_indexer.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 80 4 2020-11-09 2020-11-22 5 2 khalidsalama@google.com khalid.m.salama@gmail.com
bq_components.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 76 3 2020-11-09 2020-11-24 5 2 khalidsalama@google.com khalid.m.salama@gmail.com
runner.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 76 - 2020-11-10 2020-11-16 3 2 khalid.m.salama@gmail.com khalidsalama@google.com
match_pb2_grpc.py
in retail/recommendation-system/bqml-scann/ann_grpc
 72 6 2021-01-11 2021-01-15 2 2 jarokaz@no-reply.com khalid.m.salama@gmail.com
sp_ExractEmbeddings.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 34 - 2020-10-22 2020-11-22 5 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
sp_TrainItemMatchingModel.sql
in retail/recommendation-system/bqml-scann/sql_scripts
 22 - 2020-10-25 2020-11-10 4 2 khalid.m.salama@gmail.com khalid.m.salama@gmail.com
config.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 14 - 2020-11-10 2020-11-10 1 2 khalid.m.salama@gmail.com khalidsalama@google.com
__init__.py
in retail/recommendation-system/bqml-scann/tfx_pipeline
 1 - 2020-11-11 2020-11-11 1 2 khalid.m.salama@gmail.com khalidsalama@google.com
bqml_ga4_gaming_propensity_to_churn.ipynb
in gaming/propensity-model/bqml
 1640 - 2021-04-09 2021-05-05 3 3 polong-lin@users.noreply.gi... marcacohen@gmail.com
bqml_retail_recommendation_system.ipynb
in retail/recommendation-system/bqml
 1097 - 2020-09-08 2021-06-24 5 3 dpanigra@outlook.com polong-lin@users.noreply.gi...
Correlations

File Size vs. Number of Changes: 41 points

retail/recommendation-system/bqml-scann/ann02_run_pipeline.ipynb x: 1464 lines of code y: 2 # changes retail/recommendation-system/bqml-mlops/part_3/vertex_ai_pipeline.ipynb x: 766 lines of code y: 1 # changes retail/recommendation-system/bqml/bqml_retail_recommendation_system.ipynb x: 1097 lines of code y: 5 # changes retail/recommendation-system/bqml-mlops/part_2/cloudbuild.yaml x: 9 lines of code y: 1 # changes retail/recommendation-system/bqml-mlops/part_2/pipeline.py x: 134 lines of code y: 1 # changes gaming/propensity-model/bqml/bqml_ga4_gaming_propensity_to_churn.ipynb x: 1640 lines of code y: 3 # changes retail/recommendation-system/bqml-scann/ann01_create_index.ipynb x: 2518 lines of code y: 1 # changes retail/recommendation-system/bqml-scann/ann_grpc/match_pb2_grpc.py x: 72 lines of code y: 2 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/pipeline.py x: 165 lines of code y: 8 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/scann_evaluator.py x: 144 lines of code y: 4 # changes retail/recommendation-system/bqml-scann/embeddings_lookup/lookup_creator.py x: 56 lines of code y: 1 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/lookup_creator.py x: 68 lines of code y: 1 # changes retail/recommendation-system/bqml-scann/index_builder/builder/indexer.py x: 67 lines of code y: 8 # changes retail/recommendation-system/bqml-scann/embeddings_exporter/pipeline.py x: 33 lines of code y: 8 # changes retail/recommendation-system/bqml-scann/sql_scripts/sp_ComputePMI.sql x: 85 lines of code y: 5 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/bq_components.py x: 76 lines of code y: 5 # changes retail/recommendation-system/bqml-scann/sql_scripts/sp_ExractEmbeddings.sql x: 34 lines of code y: 5 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/item_matcher.py x: 36 lines of code y: 1 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/scann_indexer.py x: 80 lines of code y: 5 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/runner.py x: 76 lines of code y: 3 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/__init__.py x: 1 lines of code y: 1 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/config.py x: 14 lines of code y: 1 # changes retail/recommendation-system/bqml-scann/sql_scripts/sp_TrainItemMatchingModel.sql x: 22 lines of code y: 4 # changes retail/recommendation-system/bqml-scann/embeddings_exporter/setup.py x: 9 lines of code y: 5 # changes retail/recommendation-system/bqml-scann/index_server/lookup.py x: 16 lines of code y: 3 # changes retail/recommendation-system/bqml-scann/index_server/main.py x: 47 lines of code y: 3 # changes retail/recommendation-system/bqml-scann/embeddings_exporter/__init__.py x: 1 lines of code y: 2 # changes retail/recommendation-system/bqml-scann/embeddings_exporter/runner.py x: 25 lines of code y: 4 # changes retail/recommendation-system/bqml-scann/index_builder/builder/__init__.py x: 1 lines of code y: 3 # changes retail/recommendation-system/bqml-scann/index_builder/builder/task.py x: 34 lines of code y: 3 # changes retail/recommendation-system/bqml-scann/index_builder/setup.py x: 11 lines of code y: 3 # changes retail/recommendation-system/bqml-scann/index_server/matching.py x: 21 lines of code y: 2 # changes retail/ltv/bqml/scripts/10_procedure_match.sql x: 15 lines of code y: 2 # changes retail/ltv/bqml/scripts/20_procedure_prepare.sql x: 158 lines of code y: 2 # changes retail/ltv/bqml/scripts/40_procedure_predict.sql x: 65 lines of code y: 2 # changes retail/ltv/bqml/scripts/50_procedure_top.sql x: 33 lines of code y: 2 # changes retail/propensity-model/bqml/bqml_kfp_retail_propensity_to_purchase.ipynb x: 3240 lines of code y: 1 # changes
8.0
# changes
  min: 1.0
  average: 2.93
  25th percentile: 1.0
  median: 2.0
  75th percentile: 4.0
  max: 8.0
0 3240.0
lines of code
min: 1.0 | average: 301.59 | 25th percentile: 14.5 | median: 36.0 | 75th percentile: 109.5 | max: 3240.0

Number of Contributors vs. Number of Changes: 41 points

retail/recommendation-system/bqml-scann/ann02_run_pipeline.ipynb x: 2 # contributors y: 2 # changes retail/recommendation-system/bqml-mlops/part_3/vertex_ai_pipeline.ipynb x: 1 # contributors y: 1 # changes retail/recommendation-system/bqml/bqml_retail_recommendation_system.ipynb x: 3 # contributors y: 5 # changes gaming/propensity-model/bqml/bqml_ga4_gaming_propensity_to_churn.ipynb x: 3 # contributors y: 3 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/pipeline.py x: 2 # contributors y: 8 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/scann_evaluator.py x: 2 # contributors y: 4 # changes retail/recommendation-system/bqml-scann/index_builder/builder/indexer.py x: 1 # contributors y: 8 # changes retail/recommendation-system/bqml-scann/sql_scripts/sp_ComputePMI.sql x: 2 # contributors y: 5 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/runner.py x: 2 # contributors y: 3 # changes retail/recommendation-system/bqml-scann/tfx_pipeline/__init__.py x: 2 # contributors y: 1 # changes retail/recommendation-system/bqml-scann/embeddings_exporter/setup.py x: 1 # contributors y: 5 # changes retail/recommendation-system/bqml-scann/index_server/lookup.py x: 1 # contributors y: 3 # changes retail/recommendation-system/bqml-scann/embeddings_exporter/__init__.py x: 1 # contributors y: 2 # changes retail/recommendation-system/bqml-scann/embeddings_exporter/runner.py x: 1 # contributors y: 4 # changes
8.0
# changes
  min: 1.0
  average: 2.93
  25th percentile: 1.0
  median: 2.0
  75th percentile: 4.0
  max: 8.0
0 3.0
# contributors
min: 1.0 | average: 1.39 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 2.0 | max: 3.0

Number of Contributors vs. File Size: 41 points

retail/recommendation-system/bqml-scann/ann02_run_pipeline.ipynb x: 2 # contributors y: 1464 lines of code retail/recommendation-system/bqml-mlops/part_3/vertex_ai_pipeline.ipynb x: 1 # contributors y: 766 lines of code retail/recommendation-system/bqml/bqml_retail_recommendation_system.ipynb x: 3 # contributors y: 1097 lines of code retail/recommendation-system/bqml-mlops/part_2/cloudbuild.yaml x: 1 # contributors y: 9 lines of code retail/recommendation-system/bqml-mlops/part_2/pipeline.py x: 1 # contributors y: 134 lines of code gaming/propensity-model/bqml/bqml_ga4_gaming_propensity_to_churn.ipynb x: 3 # contributors y: 1640 lines of code retail/recommendation-system/bqml-scann/ann01_create_index.ipynb x: 1 # contributors y: 2518 lines of code retail/recommendation-system/bqml-scann/ann_grpc/match_pb2_grpc.py x: 2 # contributors y: 72 lines of code retail/recommendation-system/bqml-scann/tfx_pipeline/pipeline.py x: 2 # contributors y: 165 lines of code retail/recommendation-system/bqml-scann/tfx_pipeline/scann_evaluator.py x: 2 # contributors y: 144 lines of code retail/recommendation-system/bqml-scann/embeddings_lookup/lookup_creator.py x: 1 # contributors y: 56 lines of code retail/recommendation-system/bqml-scann/tfx_pipeline/lookup_creator.py x: 1 # contributors y: 68 lines of code retail/recommendation-system/bqml-scann/embeddings_exporter/pipeline.py x: 1 # contributors y: 33 lines of code retail/recommendation-system/bqml-scann/sql_scripts/sp_ComputePMI.sql x: 2 # contributors y: 85 lines of code retail/recommendation-system/bqml-scann/sql_scripts/sp_ExractEmbeddings.sql x: 2 # contributors y: 34 lines of code retail/recommendation-system/bqml-scann/tfx_pipeline/__init__.py x: 2 # contributors y: 1 lines of code retail/recommendation-system/bqml-scann/tfx_pipeline/config.py x: 2 # contributors y: 14 lines of code retail/recommendation-system/bqml-scann/index_server/lookup.py x: 1 # contributors y: 16 lines of code retail/recommendation-system/bqml-scann/index_server/main.py x: 1 # contributors y: 47 lines of code retail/ltv/bqml/scripts/20_procedure_prepare.sql x: 1 # contributors y: 158 lines of code retail/propensity-model/bqml/bqml_kfp_retail_propensity_to_purchase.ipynb x: 1 # contributors y: 3240 lines of code
3240.0
lines of code
  min: 1.0
  average: 301.59
  25th percentile: 14.5
  median: 36.0
  75th percentile: 109.5
  max: 3240.0
0 3.0
# contributors
min: 1.0 | average: 1.39 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 2.0 | max: 3.0