GoogleCloudPlatform / python-docs-samples
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 2,788 files with 102,844 lines of code.
    • 0 files changed more than 100 times (0 lines of code)
    • 0 files changed 51-100 times (0 lines of code)
    • 6 files changed 21-50 times (1,560 lines of code)
    • 347 files changed 6-20 times (22,230 lines of code)
    • 2,435 files changed 1-5 times (79,054 lines of code)
0% | 0% | 1% | 21% | 76%
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 2,788 files with 102,844 lines of code.
    • 1 file changed by more than 25 contributors (628 lines of code)
    • 22 files changed by 11-25 contributors (2,625 lines of code)
    • 212 files changed by 6-10 contributors (9,887 lines of code)
    • 1,564 files changed by 2-5 contributors (62,146 lines of code)
    • 989 files changed by 1 contributor (27,558 lines of code)
<1% | 2% | 9% | 60% | 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
py, txt, md, yaml, rst, in, html, json, cfg, sh, gitignore, svg, ipynb, js, dockerignore, css, mo, ini, proto, po, toml, jinja2, pb, sql, jsonl
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
py0% | 0% | 1% | 24% | 73%
yaml0% | 0% | 0% | 22% | 77%
in0% | 0% | 0% | 6% | 93%
toml0% | 0% | 0% | 62% | 37%
ipynb0% | 0% | 0% | 0% | 100%
html0% | 0% | 0% | 0% | 100%
sql0% | 0% | 0% | 0% | 100%
proto0% | 0% | 0% | 0% | 100%
js0% | 0% | 0% | 0% | 100%
jinja20% | 0% | 0% | 0% | 100%
mo0% | 0% | 0% | 0% | 100%
css0% | 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
firestore0% | 0% | 49% | 36% | 13%
datastore0% | 0% | 65% | 12% | 22%
ROOT0% | 0% | 69% | 3% | 27%
composer0% | 0% | 2% | 32% | 65%
functions0% | 0% | 5% | 33% | 60%
appengine0% | 0% | <1% | 21% | 77%
healthcare0% | 0% | 0% | 61% | 38%
compute0% | 0% | 0% | 19% | 80%
speech0% | 0% | 0% | 61% | 38%
vision0% | 0% | 0% | 74% | 25%
endpoints0% | 0% | 0% | 48% | 51%
dataflow0% | 0% | 0% | 32% | 67%
jobs0% | 0% | 0% | 66% | 33%
language0% | 0% | 0% | 78% | 21%
documentai0% | 0% | 0% | 64% | 35%
run0% | 0% | 0% | 41% | 58%
monitoring0% | 0% | 0% | 60% | 39%
securitycenter0% | 0% | 0% | 32% | 67%
datalabeling0% | 0% | 0% | 97% | 2%
kms0% | 0% | 0% | 44% | 55%
cloud-sql0% | 0% | 0% | 26% | 73%
discoveryengine0% | 0% | 0% | 37% | 62%
dialogflow0% | 0% | 0% | 26% | 73%
video0% | 0% | 0% | 8% | 91%
dataproc0% | 0% | 0% | 44% | 55%
storagetransfer0% | 0% | 0% | 15% | 84%
recaptcha_enterprise0% | 0% | 0% | 15% | 84%
texttospeech0% | 0% | 0% | 50% | 49%
kubernetes_engine0% | 0% | 0% | 48% | 51%
secretmanager0% | 0% | 0% | 7% | 92%
auth0% | 0% | 0% | 33% | 66%
media_cdn0% | 0% | 0% | 57% | 42%
cdn0% | 0% | 0% | 93% | 6%
privateca0% | 0% | 0% | 16% | 83%
storage0% | 0% | 0% | 27% | 72%
servicedirectory0% | 0% | 0% | 70% | 29%
pubsub0% | 0% | 0% | 100% | 0%
people-and-planet-ai0% | 0% | 0% | 1% | 98%
iam0% | 0% | 0% | 8% | 91%
iap0% | 0% | 0% | 50% | 49%
datacatalog0% | 0% | 0% | 7% | 92%
workflows0% | 0% | 0% | 17% | 82%
generative_ai0% | 0% | 0% | 1% | 98%
genai0% | 0% | 0% | 1% | 98%
automl0% | 0% | 0% | 3% | 96%
error_reporting0% | 0% | 0% | 35% | 64%
bigquery0% | 0% | 0% | <1% | 99%
eventarc0% | 0% | 0% | 12% | 88%
pubsublite0% | 0% | 0% | 9% | 90%
cloudbuild0% | 0% | 0% | 27% | 72%
talent0% | 0% | 0% | <1% | 99%
dlp0% | 0% | 0% | 0% | 100%
notebooks0% | 0% | 0% | 0% | 100%
retail0% | 0% | 0% | 0% | 100%
dialogflow-cx0% | 0% | 0% | 0% | 100%
alloydb0% | 0% | 0% | 0% | 100%
batch0% | 0% | 0% | 0% | 100%
model_armor0% | 0% | 0% | 0% | 100%
service_extensions0% | 0% | 0% | 0% | 100%
parametermanager0% | 0% | 0% | 0% | 100%
dataplex0% | 0% | 0% | 0% | 100%
asset0% | 0% | 0% | 0% | 100%
tpu0% | 0% | 0% | 0% | 100%
contentwarehouse0% | 0% | 0% | 0% | 100%
logging0% | 0% | 0% | 0% | 100%
scripts0% | 0% | 0% | 0% | 100%
bigquery-datatransfer0% | 0% | 0% | 0% | 100%
managedkafka0% | 0% | 0% | 0% | 100%
vmwareengine0% | 0% | 0% | 0% | 100%
cloud_tasks0% | 0% | 0% | 0% | 100%
trace0% | 0% | 0% | 0% | 100%
enterpriseknowledgegraph0% | 0% | 0% | 0% | 100%
contact-center-insights0% | 0% | 0% | 0% | 100%
containeranalysis0% | 0% | 0% | 0% | 100%
storagecontrol0% | 0% | 0% | 0% | 100%
memorystore0% | 0% | 0% | 0% | 100%
bigquery-reservation0% | 0% | 0% | 0% | 100%
container0% | 0% | 0% | 0% | 100%
cloud-media-livestream0% | 0% | 0% | 0% | 100%
blog0% | 0% | 0% | 0% | 100%
media-translation0% | 0% | 0% | 0% | 100%
model_garden0% | 0% | 0% | 0% | 100%
webrisk0% | 0% | 0% | 0% | 100%
bigquery-connection0% | 0% | 0% | 0% | 100%
profiler0% | 0% | 0% | 0% | 100%
gemma20% | 0% | 0% | 0% | 100%
optimization0% | 0% | 0% | 0% | 100%
connectgateway0% | 0% | 0% | 0% | 100%
cloud_scheduler0% | 0% | 0% | 0% | 100%
bigquery-migration0% | 0% | 0% | 0% | 100%
billing0% | 0% | 0% | 0% | 100%
aml-ai0% | 0% | 0% | 0% | 100%
practice-folder0% | 0% | 0% | 0% | 100%
Most Frequently Changed Files (Top 50)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsfirst
contributor		latest
contributor
158 8 2019-12-04 2025-01-23 42 20 crwilcox@google.com jackwoth@google.com
snippets.py
in firestore/cloud-client
 628 71 2017-10-03 2024-08-29 38 28 jonwayne@google.com sanche@google.com
main.py
in functions/helloworld
 82 8 2018-07-19 2024-04-18 31 13 andrew.gorcester@gmail.com bot@renovateapp.com
snippets.py
in datastore/cloud-client
 525 53 2016-11-02 2024-09-20 25 19 jonwayne@google.com sanche@google.com
kubernetes_pod_operator.py
in composer/workflows
 105 - 2018-07-20 2022-11-16 23 12 cjmoberg@gmail.com 6719667+leahecole@users.nor...
create_app_engine_queue_task.py
in appengine/flexible/tasks
 62 1 2017-09-14 2023-06-15 22 11 gorcester@google.com 13262395+holtskinner@users....
airflow_db_cleanup.py
in composer/workflows
 390 6 2020-12-02 2025-04-23 20 12 6719667+leahecole@users.nor... apilaskowski@google.com
transcribe.py
in speech/snippets
 34 2 2017-02-01 2024-08-23 19 14 gguuss@gmail.com 112819029+thoughtseize1@use...
transcribe_streaming.py
in speech/snippets
 29 1 2017-03-30 2024-09-04 18 14 gguuss@gmail.com 112819029+thoughtseize1@use...
settings.py
in appengine/flexible/django_cloudsql/mysite
 104 - 2016-05-26 2025-02-03 18 13 waprin@gmail.com 64097272+eapl-gemugami@user...
beta_snippets.py
in speech/snippets
 213 8 2018-04-06 2023-06-15 18 13 dizcology@hotmail.com 13262395+holtskinner@users....
main.py
in cloud-sql/postgres/sqlalchemy
 20 1 2018-11-21 2023-08-31 17 13 31518063+kurtisvg@users.nor... jackwoth@google.com
main.py
in cloud-sql/mysql/sqlalchemy
 20 1 2018-11-13 2023-08-31 17 12 31518063+kurtisvg@users.nor... jackwoth@google.com
app.yaml
in appengine/standard/endpoints-frameworks-v2/echo
 23 - 2016-08-18 2025-03-24 17 15 friedmanb@google.com 64097272+eapl-gemugami@user...
openapi.yaml
in endpoints/getting-started
 126 - 2016-11-28 2025-01-10 17 12 jasmine.jaksic@gmail.com 64097272+eapl-gemugami@user...
main.py
in appengine/standard/endpoints-frameworks-v2/echo
 59 4 2016-08-18 2025-03-20 16 17 friedmanb@google.com 64097272+eapl-gemugami@user...
main.py
in cloud-sql/sql-server/sqlalchemy
 20 1 2020-04-15 2023-08-31 15 7 shubhadayini@google.com jackwoth@google.com
7 - 2020-05-15 2025-01-23 14 10 tmatsuo@google.com jackwoth@google.com
noxfile_config.py
in composer/workflows
 18 - 2021-01-16 2025-04-23 14 9 anassri@google.com apilaskowski@google.com
batch_process_documents_sample.py
in documentai/snippets
 78 1 2021-04-14 2024-08-13 14 5 erschmid@google.com 13262395+holtskinner@users....
settings.py
in run/django/mysite
 112 - 2020-12-02 2024-11-14 14 4 glasnt@google.com katie@glasnt.com
quickstart.py
in speech/snippets
 16 1 2016-11-15 2023-06-15 13 12 jmdobry@users.noreply.githu... 13262395+holtskinner@users....
59 2 2017-08-03 2024-09-04 13 12 jonwayne@google.com 112819029+thoughtseize1@use...
polls.yaml
in kubernetes_engine/django_tutorial
 74 - 2019-06-10 2025-02-05 13 9 sanche@google.com garciadiaz@google.com
noxfile-template.py
in appengine/standard
 118 9 2020-04-02 2025-01-23 13 9 31518063+kurtisvg@users.nor... jackwoth@google.com
submit_job_to_cluster.py
in dataproc/snippets
 122 5 2020-08-10 2023-06-15 13 9 58957152+arithmetic1728@use... 13262395+holtskinner@users....
service_account_ssh.py
in compute/oslogin
 139 4 2019-02-19 2025-01-23 13 9 dwightjl@users.noreply.gith... 64097272+eapl-gemugami@user...
setup.py
in people-and-planet-ai/land-cover-classification
 11 - 2022-05-20 2025-04-02 12 3 dcavazos@google.com bot@renovateapp.com
main.py
in appengine/flexible/tasks
 12 2 2017-09-14 2023-06-15 12 7 andrew.gorcester@gmail.com 13262395+holtskinner@users....
quickstart_sample.py
in documentai/snippets
 27 1 2021-04-14 2025-03-31 12 5 erschmid@google.com 64097272+eapl-gemugami@user...
sentiment_analysis.py
in language/snippets/sentiment
 29 2 2016-09-19 2023-06-15 12 12 jerjou@users.noreply.github... 13262395+holtskinner@users....
41 2 2018-02-26 2024-09-17 12 12 dizcology@hotmail.com 112819029+thoughtseize1@use...
47 2 2020-01-16 2023-06-15 12 11 em.schmidt78@gmail.com 13262395+holtskinner@users....
analyze.py
in language/snippets/api
 50 4 2016-07-21 2022-11-22 12 5 jonwayne@google.com 71398022+dandhlee@users.nor...
bq_copy_across_locations.py
in composer/workflows
 73 1 2018-09-08 2024-04-16 12 9 dsdinter@users.noreply.gith... alexhaynes93@gmail.com
generate_signed_urls.py
in storage/signed_urls
 117 1 2018-11-20 2023-06-15 12 6 frankyn@users.noreply.githu... 13262395+holtskinner@users....
snippets_findings.py
in securitycenter/snippets
 239 16 2020-07-14 2025-03-12 12 8 8822365+busunkim96@users.no... 64097272+eapl-gemugami@user...
quickstart.py
in language/snippets/cloud-client/v1
 14 1 2017-04-19 2025-02-24 11 10 gguuss@gmail.com 64097272+eapl-gemugami@user...
22 1 2018-09-21 2024-08-14 11 11 nnegrey@users.noreply.githu... 112819029+thoughtseize1@use...
main.py
in appengine/flexible/pubsub
 41 3 2016-05-26 2023-06-15 11 10 waprin@gmail.com 13262395+holtskinner@users....
main.py
in appengine/flexible/datastore
 48 3 2016-05-26 2023-06-15 11 9 waprin@gmail.com 13262395+holtskinner@users....
main.py
in functions/billing
 117 8 2018-10-05 2023-06-15 11 5 anassri@google.com 13262395+holtskinner@users....
classify_text_tutorial.py
in language/snippets/classify_text
 127 6 2017-09-19 2023-05-16 11 10 dizcology@hotmail.com 11586922+kweinmeister@users...
snippets.py
in appengine/flexible/tasks
 132 10 2019-08-06 2023-06-15 11 6 akitsch@google.com 13262395+holtskinner@users....
create_instance.py
in compute/api
 133 5 2015-09-18 2024-10-07 11 10 jon.wayne.parrott@gmail.com katie@glasnt.com
183 8 2019-07-09 2024-05-16 11 10 blechdom@gmail.com srasp@softserveinc.com
snippets.py
in firestore/cloud-async-client
 461 4 2020-08-12 2023-12-11 11 11 rafilong42@gmail.com 16424085+osteoporosis@users...
conftest.py
in dataflow
 679 42 2021-06-07 2024-10-04 11 5 dcavazos@google.com bot@renovateapp.com
noxfile_config.py
in dataflow/gpu-examples/tensorflow-minimal
 6 - 2021-07-13 2025-01-16 10 6 dcavazos@google.com partheniou@google.com
app.yaml
in endpoints/getting-started
 8 - 2016-11-03 2023-05-25 10 9 kdeus@google.com drewbr@google.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
snippets.py
in firestore/cloud-client
 628 71 2017-10-03 2024-08-29 38 28 jonwayne@google.com sanche@google.com
158 8 2019-12-04 2025-01-23 42 20 crwilcox@google.com jackwoth@google.com
snippets.py
in datastore/cloud-client
 525 53 2016-11-02 2024-09-20 25 19 jonwayne@google.com sanche@google.com
main.py
in appengine/standard/endpoints-frameworks-v2/echo
 59 4 2016-08-18 2025-03-20 16 17 friedmanb@google.com 64097272+eapl-gemugami@user...
app.yaml
in appengine/standard/endpoints-frameworks-v2/echo
 23 - 2016-08-18 2025-03-24 17 15 friedmanb@google.com 64097272+eapl-gemugami@user...
transcribe.py
in speech/snippets
 34 2 2017-02-01 2024-08-23 19 14 gguuss@gmail.com 112819029+thoughtseize1@use...
transcribe_streaming.py
in speech/snippets
 29 1 2017-03-30 2024-09-04 18 14 gguuss@gmail.com 112819029+thoughtseize1@use...
main.py
in functions/helloworld
 82 8 2018-07-19 2024-04-18 31 13 andrew.gorcester@gmail.com bot@renovateapp.com
settings.py
in appengine/flexible/django_cloudsql/mysite
 104 - 2016-05-26 2025-02-03 18 13 waprin@gmail.com 64097272+eapl-gemugami@user...
beta_snippets.py
in speech/snippets
 213 8 2018-04-06 2023-06-15 18 13 dizcology@hotmail.com 13262395+holtskinner@users....
main.py
in cloud-sql/postgres/sqlalchemy
 20 1 2018-11-21 2023-08-31 17 13 31518063+kurtisvg@users.nor... jackwoth@google.com
kubernetes_pod_operator.py
in composer/workflows
 105 - 2018-07-20 2022-11-16 23 12 cjmoberg@gmail.com 6719667+leahecole@users.nor...
airflow_db_cleanup.py
in composer/workflows
 390 6 2020-12-02 2025-04-23 20 12 6719667+leahecole@users.nor... apilaskowski@google.com
main.py
in cloud-sql/mysql/sqlalchemy
 20 1 2018-11-13 2023-08-31 17 12 31518063+kurtisvg@users.nor... jackwoth@google.com
openapi.yaml
in endpoints/getting-started
 126 - 2016-11-28 2025-01-10 17 12 jasmine.jaksic@gmail.com 64097272+eapl-gemugami@user...
quickstart.py
in speech/snippets
 16 1 2016-11-15 2023-06-15 13 12 jmdobry@users.noreply.githu... 13262395+holtskinner@users....
59 2 2017-08-03 2024-09-04 13 12 jonwayne@google.com 112819029+thoughtseize1@use...
sentiment_analysis.py
in language/snippets/sentiment
 29 2 2016-09-19 2023-06-15 12 12 jerjou@users.noreply.github... 13262395+holtskinner@users....
41 2 2018-02-26 2024-09-17 12 12 dizcology@hotmail.com 112819029+thoughtseize1@use...
create_app_engine_queue_task.py
in appengine/flexible/tasks
 62 1 2017-09-14 2023-06-15 22 11 gorcester@google.com 13262395+holtskinner@users....
47 2 2020-01-16 2023-06-15 12 11 em.schmidt78@gmail.com 13262395+holtskinner@users....
snippets.py
in firestore/cloud-async-client
 461 4 2020-08-12 2023-12-11 11 11 rafilong42@gmail.com 16424085+osteoporosis@users...
22 1 2018-09-21 2024-08-14 11 11 nnegrey@users.noreply.githu... 112819029+thoughtseize1@use...
7 - 2020-05-15 2025-01-23 14 10 tmatsuo@google.com jackwoth@google.com
main.py
in appengine/flexible/pubsub
 41 3 2016-05-26 2023-06-15 11 10 waprin@gmail.com 13262395+holtskinner@users....
quickstart.py
in language/snippets/cloud-client/v1
 14 1 2017-04-19 2025-02-24 11 10 gguuss@gmail.com 64097272+eapl-gemugami@user...
classify_text_tutorial.py
in language/snippets/classify_text
 127 6 2017-09-19 2023-05-16 11 10 dizcology@hotmail.com 11586922+kweinmeister@users...
183 8 2019-07-09 2024-05-16 11 10 blechdom@gmail.com srasp@softserveinc.com
create_instance.py
in compute/api
 133 5 2015-09-18 2024-10-07 11 10 jon.wayne.parrott@gmail.com katie@glasnt.com
bookstore_server.py
in endpoints/bookstore-grpc
 99 11 2016-11-18 2024-10-07 10 10 wlu2016@users.noreply.githu... katie@glasnt.com
main.py
in compute/metadata
 36 3 2016-04-21 2025-01-21 9 10 waprin@gmail.com 64097272+eapl-gemugami@user...
noxfile_config.py
in securitycenter/snippets
 10 - 2020-07-14 2025-01-23 8 10 8822365+busunkim96@users.no... jackwoth@google.com
noxfile_config.py
in composer/workflows
 18 - 2021-01-16 2025-04-23 14 9 anassri@google.com apilaskowski@google.com
noxfile-template.py
in appengine/standard
 118 9 2020-04-02 2025-01-23 13 9 31518063+kurtisvg@users.nor... jackwoth@google.com
polls.yaml
in kubernetes_engine/django_tutorial
 74 - 2019-06-10 2025-02-05 13 9 sanche@google.com garciadiaz@google.com
submit_job_to_cluster.py
in dataproc/snippets
 122 5 2020-08-10 2023-06-15 13 9 58957152+arithmetic1728@use... 13262395+holtskinner@users....
service_account_ssh.py
in compute/oslogin
 139 4 2019-02-19 2025-01-23 13 9 dwightjl@users.noreply.gith... 64097272+eapl-gemugami@user...
bq_copy_across_locations.py
in composer/workflows
 73 1 2018-09-08 2024-04-16 12 9 dsdinter@users.noreply.gith... alexhaynes93@gmail.com
main.py
in appengine/flexible/datastore
 48 3 2016-05-26 2023-06-15 11 9 waprin@gmail.com 13262395+holtskinner@users....
tasks.py
in datastore/cloud-client
 71 10 2016-11-02 2023-05-17 10 9 jonwayne@google.com dcavazos@google.com
main.py
in appengine/standard_python3/pubsub
 66 4 2020-05-14 2025-02-06 10 9 engelke@google.com 64097272+eapl-gemugami@user...
app.yaml
in endpoints/getting-started
 8 - 2016-11-03 2023-05-25 10 9 kdeus@google.com drewbr@google.com
grpc-bookstore.yaml
in endpoints/kubernetes
 43 - 2016-11-21 2021-08-12 10 9 yangguan@google.com simon.biggs@radiotherapy.ai
snippets.py
in monitoring/snippets/v3/cloud-client
 275 11 2020-09-28 2023-05-27 10 9 58957152+arithmetic1728@use... minherz@users.noreply.githu...
transcribe_streaming_mic.py
in speech/microphone
 102 7 2019-03-21 2024-02-01 10 9 nnegrey@users.noreply.githu... 80120204+jping0220@users.no...
transcribe_multichannel.py
in speech/snippets
 46 2 2019-02-22 2024-08-23 10 9 dizcology@hotmail.com 112819029+thoughtseize1@use...
26 1 2017-03-09 2024-10-07 10 9 matthewg@zevils.com katie@glasnt.com
main.py
in functions/ocr/app
 101 5 2018-07-20 2025-03-19 9 9 chenyumic@google.com 64097272+eapl-gemugami@user...
55 2 2020-01-16 2023-06-15 9 9 em.schmidt78@gmail.com 13262395+holtskinner@users....
bookstore_client.py
in endpoints/bookstore-grpc
 70 1 2016-11-18 2024-10-07 9 9 wlu2016@users.noreply.githu... katie@glasnt.com
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
1165 - 2024-11-20 2024-11-20 1 1 58483338+twishabansal@users... 58483338+twishabansal@users...
proto
service.proto
in service_extensions/callouts/add_header/protos
 504 - 2023-10-17 2023-10-17 1 1 sampathm@google.com sampathm@google.com
491 8 2025-03-12 2025-03-12 1 1 florian.feldhaus@gmail.com florian.feldhaus@gmail.com
composer_migrate.py
in composer/tools
 392 16 2025-04-17 2025-04-17 1 1 filip.stefaniuk@gmail.com filip.stefaniuk@gmail.com
Getting started with BigQuery ML.ipynb
in notebooks/tutorials/bigquery
 384 - 2019-02-11 2019-02-11 1 1 ajhamilton@google.com ajhamilton@google.com
Storage command-line tool.ipynb
in notebooks/tutorials/storage
 328 - 2019-02-11 2019-02-11 1 1 ajhamilton@google.com ajhamilton@google.com
Cloud Storage client library.ipynb
in notebooks/tutorials/storage
 312 - 2019-02-11 2019-02-11 1 1 ajhamilton@google.com ajhamilton@google.com
235 17 2023-05-17 2023-05-17 1 1 dcavazos@google.com dcavazos@google.com
security_health_analytics_custom_modules.py
in securitycenter/snippets_management_api
 210 9 2025-02-07 2025-03-02 2 1 vijaykanthm@google.com vijaykanthm@google.com
BigQuery command-line tool.ipynb
in notebooks/tutorials/bigquery
 209 - 2019-02-11 2019-02-11 1 1 ajhamilton@google.com ajhamilton@google.com
201 8 2024-06-10 2024-06-10 1 1 gangcchen@google.com gangcchen@google.com
main.py
in dataflow/gpu-examples/tensorflow-landsat-prime
 197 6 2022-01-10 2024-08-31 5 1 dcavazos@google.com dcavazos@google.com
main.py
in dataflow/gpu-examples/tensorflow-landsat
 189 6 2021-07-13 2024-08-31 3 1 dcavazos@google.com dcavazos@google.com
175 1 2022-02-04 2023-07-25 4 1 irataxy@users.noreply.githu... irataxy@users.noreply.githu...
event_threat_detection_custom_modules.py
in securitycenter/snippets_management_api
 163 9 2025-02-28 2025-03-03 2 1 vijaykanthm@google.com vijaykanthm@google.com
148 1 2022-01-24 2023-07-25 2 1 irataxy@users.noreply.githu... irataxy@users.noreply.githu...
tf_model.py
in people-and-planet-ai/land-cover-classification/trainer
 146 5 2022-10-04 2022-10-04 1 1 dcavazos@google.com dcavazos@google.com
main.py
in logging/import-logs
 145 12 2023-09-12 2025-02-06 4 1 minherz@users.noreply.githu... minherz@users.noreply.githu...
k_map.py
in dlp/snippets/Risk
 145 4 2023-10-25 2023-10-25 1 1 129363704+avani-thakker-cre... 129363704+avani-thakker-cre...
conftest.py
in alloydb
 145 11 2024-11-20 2024-11-20 1 1 58483338+twishabansal@users... 58483338+twishabansal@users...
142 6 2023-07-12 2023-07-12 1 1 rogers140@gmail.com rogers140@gmail.com
cloud-trace-demo.yaml
in trace/cloud-trace-demo-app-opentelemetry/app
 142 - 2022-11-02 2022-11-02 1 1 minherz@users.noreply.githu... minherz@users.noreply.githu...
helper_class.py
in compute/client_library/snippets/instances/custom_machine_types
 141 8 2022-11-15 2022-11-15 1 1 strzelczyk@google.com strzelczyk@google.com
create_dataset.py
in people-and-planet-ai/weather-forecasting
 140 6 2023-01-18 2023-05-17 2 1 dcavazos@google.com dcavazos@google.com
quickstart.py
in dataplex/quickstart
 134 1 2024-11-28 2024-11-28 1 1 69755075+jacspa96@users.nor... 69755075+jacspa96@users.nor...
133 1 2022-02-04 2023-07-25 4 1 irataxy@users.noreply.githu... irataxy@users.noreply.githu...
124 1 2022-01-24 2023-07-25 3 1 irataxy@users.noreply.githu... irataxy@users.noreply.githu...
trainer.py
in people-and-planet-ai/weather-forecasting/serving/weather-model/weather
 124 4 2023-01-18 2023-01-18 1 1 dcavazos@google.com dcavazos@google.com
create_with_regional_disk.py
in compute/client_library/snippets/instances/create_start_instance
 118 3 2024-12-19 2024-12-19 1 1 112819029+thoughtseize1@use... 112819029+thoughtseize1@use...
create_folder_link_document_sample.py
in contentwarehouse/snippets
 117 3 2023-03-23 2023-03-23 1 1 126553303+valentinhuerta199... 126553303+valentinhuerta199...
custom_model_gemma.py
in dataflow/gemma-flex-template
 117 4 2024-08-18 2024-08-18 1 1 34928439+jrmccluskey@users.... 34928439+jrmccluskey@users....
main.py
in people-and-planet-ai/timeseries-classification
 116 4 2021-09-29 2023-05-09 4 1 dcavazos@google.com dcavazos@google.com
112 1 2022-01-24 2023-07-25 3 1 irataxy@users.noreply.githu... irataxy@users.noreply.githu...
deploy_function.py
in functions/v2/deploy-function
 106 5 2024-04-29 2024-04-29 1 1 102029188+irudykss@users.no... 102029188+irudykss@users.no...
visualize.py
in people-and-planet-ai/weather-forecasting
 100 8 2023-01-18 2023-01-18 1 1 dcavazos@google.com dcavazos@google.com
consume_specific_shared_reservation.py
in compute/client_library/snippets/compute_reservations
 100 2 2024-11-14 2024-11-14 1 1 112819029+thoughtseize1@use... 112819029+thoughtseize1@use...
download_model.py
in dataflow/run-inference
 99 2 2023-07-24 2023-07-24 1 1 dcavazos@google.com dcavazos@google.com
conftest.py
in bigquery-datatransfer/snippets
 98 14 2020-12-10 2021-07-01 3 1 swast@google.com swast@google.com
import_products_inline_source.py
in retail/interactive-tutorials/product
 94 3 2022-12-02 2022-12-02 1 1 erschmid@google.com erschmid@google.com
detect_intent_stream.py
in dialogflow-cx
 92 2 2023-02-08 2023-02-08 1 1 49654056+soheilazangeneh@us... 49654056+soheilazangeneh@us...
91 1 2022-01-24 2023-07-25 2 1 irataxy@users.noreply.githu... irataxy@users.noreply.githu...
crud_product.py
in retail/interactive-tutorials/product
 91 6 2022-12-02 2022-12-02 1 1 erschmid@google.com erschmid@google.com
consume_single_project_reservation.py
in compute/client_library/snippets/compute_reservations
 91 2 2024-11-14 2024-11-14 1 1 112819029+thoughtseize1@use... 112819029+thoughtseize1@use...
90 1 2022-01-24 2023-07-25 2 1 irataxy@users.noreply.githu... irataxy@users.noreply.githu...
deidentify_dataset.py
in healthcare/api-client/v1/datasets
 88 1 2023-07-13 2023-07-13 1 1 32459203+noerog@users.norep... 32459203+noerog@users.norep...
data.py
in people-and-planet-ai/weather-forecasting/serving/weather-data/weather
 88 10 2023-01-18 2023-01-18 1 1 dcavazos@google.com dcavazos@google.com
consume_any_project_reservation.py
in compute/client_library/snippets/compute_reservations
 88 2 2024-11-14 2024-11-14 1 1 112819029+thoughtseize1@use... 112819029+thoughtseize1@use...
main.py
in dataflow/run-inference
 86 4 2023-07-24 2023-07-24 1 1 dcavazos@google.com dcavazos@google.com
inspect_bigquery_send_to_scc.py
in dlp/snippets/Inspect
 83 1 2023-10-25 2023-10-25 1 1 129363704+avani-thakker-cre... 129363704+avani-thakker-cre...
model.py
in people-and-planet-ai/weather-forecasting/serving/weather-model/weather
 83 10 2023-01-18 2023-05-17 2 1 dcavazos@google.com dcavazos@google.com
Correlations

File Size vs. Number of Changes: 2788 points

genai/image_generation/imggen_mmflash_edit_img_with_txt_img.py x: 21 lines of code y: 1 # changes genai/image_generation/imggen_mmflash_txt_and_img_with_txt.py x: 25 lines of code y: 1 # changes genai/image_generation/noxfile_config.py x: 7 lines of code y: 2 # changes workflows/cloud-client/execute_with_arguments.py x: 43 lines of code y: 1 # changes workflows/cloud-client/execute_without_arguments.py x: 36 lines of code y: 1 # changes connectgateway/get_namespace.py x: 55 lines of code y: 1 # changes connectgateway/noxfile_config.py x: 7 lines of code y: 1 # changes genai/text_generation/model_optimizer_textgen_with_txt.py x: 22 lines of code y: 2 # changes workflows/cloud-client/conftest.py x: 61 lines of code y: 2 # changes workflows/cloud-client/main.py x: 36 lines of code y: 9 # changes workflows/cloud-client/myFirstWorkflow.workflows.yaml x: 27 lines of code y: 3 # changes appengine/standard_python3/building-an-app/building-an-app-1/app.yaml x: 6 lines of code y: 4 # changes genai/image_generation/imggen_canny_ctrl_type_with_txt_img.py x: 26 lines of code y: 1 # changes genai/count_tokens/counttoken_compute_with_txt.py x: 12 lines of code y: 3 # changes genai/count_tokens/counttoken_with_txt_vid.py x: 19 lines of code y: 3 # changes secretmanager/snippets/create_secret_with_delayed_destroy.py x: 31 lines of code y: 1 # changes composer/workflows/airflow_db_cleanup.py x: 390 lines of code y: 20 # changes composer/workflows/noxfile_config.py x: 18 lines of code y: 14 # changes generative_ai/rag/import_files_example.py x: 29 lines of code y: 3 # changes dataflow/snippets/noxfile_config.py x: 7 lines of code y: 3 # changes dataflow/snippets/read_kafka.py x: 33 lines of code y: 3 # changes composer/tools/composer_migrate.py x: 392 lines of code y: 1 # changes model_armor/snippets/quickstart.py x: 65 lines of code y: 2 # changes model_armor/snippets/screen_pdf_file.py x: 31 lines of code y: 2 # changes model_armor/snippets/create_template.py x: 33 lines of code y: 1 # changes model_armor/snippets/create_template_with_advanced_sdp.py x: 53 lines of code y: 1 # changes model_armor/snippets/create_template_with_basic_sdp.py x: 49 lines of code y: 1 # changes model_armor/snippets/create_template_with_labels.py x: 39 lines of code y: 1 # changes model_armor/snippets/create_template_with_metadata.py x: 44 lines of code y: 1 # changes model_armor/snippets/delete_template.py x: 17 lines of code y: 1 # changes model_armor/snippets/get_folder_floor_settings.py x: 10 lines of code y: 1 # changes run/service-auth/app.py x: 17 lines of code y: 4 # changes run/service-auth/receive.py x: 17 lines of code y: 5 # changes genai/text_generation/textgen_with_pdf.py x: 18 lines of code y: 2 # changes discoveryengine/answer_query_sample.py x: 51 lines of code y: 3 # changes discoveryengine/session_sample.py x: 74 lines of code y: 2 # changes discoveryengine/site_search_engine_sample.py x: 1 lines of code y: 4 # changes genai/content_cache/contentcache_create_with_txt_gcs_pdf.py x: 34 lines of code y: 2 # changes generative_ai/chat_completions/chat_completions_function_calling_basic.py x: 50 lines of code y: 3 # 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changes generative_ai/rag/retrieval_query_example.py x: 27 lines of code y: 4 # changes workflows/cloud-client/noxfile_config.py x: 7 lines of code y: 5 # changes people-and-planet-ai/land-cover-classification/setup.py x: 11 lines of code y: 12 # changes people-and-planet-ai/weather-forecasting/serving/weather-data/pyproject.toml x: 20 lines of code y: 6 # changes documentai/snippets/quickstart_sample.py x: 27 lines of code y: 12 # changes parametermanager/snippets/create_param_with_kms_key.py x: 15 lines of code y: 1 # changes genai/bounding_box/boundingbox_with_txt_img.py x: 58 lines of code y: 2 # changes genai/controlled_generation/ctrlgen_with_class_schema.py x: 21 lines of code y: 4 # changes genai/controlled_generation/ctrlgen_with_nullable_schema.py x: 36 lines of code y: 3 # changes genai/text_generation/textgen_chat_stream_with_txt.py x: 12 lines of code y: 4 # changes genai/text_generation/textgen_chat_with_txt.py x: 18 lines of code y: 6 # changes genai/tools/tools_func_desc_with_txt.py x: 57 lines of code y: 3 # 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changes dialogflow-cx/streaming_detect_intent_infinite.py x: 491 lines of code y: 1 # changes securitycenter/snippets/snippets_findings.py x: 239 lines of code y: 12 # changes securitycenter/snippets/snippets_notification_receiver.py x: 26 lines of code y: 7 # changes generative_ai/model_tuning/supervised_advanced_example.py x: 23 lines of code y: 5 # changes securitycenter/snippets_management_api/event_threat_detection_custom_modules.py x: 163 lines of code y: 2 # changes datastore/cloud-ndb/quickstart.py x: 11 lines of code y: 6 # changes securitycenter/snippets_management_api/security_health_analytics_custom_modules.py x: 210 lines of code y: 2 # changes parametermanager/snippets/delete_param.py x: 6 lines of code y: 1 # changes appengine/standard/ndb/async/shopping_cart.py x: 84 lines of code y: 4 # changes appengine/standard/ndb/properties/snippets.py x: 83 lines of code y: 5 # changes appengine/standard/ndb/queries/snippets.py x: 149 lines of code y: 6 # changes appengine/standard/ndb/transactions/main.py x: 114 lines of code y: 4 # 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min: 1.0 | average: 36.89 | 25th percentile: 8.0 | median: 21.0 | 75th percentile: 39.0 | max: 1732.0

Number of Contributors vs. Number of Changes: 2788 points

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contributors y: 4 # changes workflows/cloud-client/noxfile_config.py x: 5 # contributors y: 5 # changes people-and-planet-ai/land-cover-classification/setup.py x: 3 # contributors y: 12 # changes people-and-planet-ai/weather-forecasting/serving/weather-data/pyproject.toml x: 2 # contributors y: 6 # changes documentai/snippets/quickstart_sample.py x: 5 # contributors y: 12 # changes genai/text_generation/textgen_chat_with_txt.py x: 3 # contributors y: 6 # changes recaptcha_enterprise/demosite/app/urls.py x: 7 # contributors y: 10 # changes texttospeech/snippets/synthesize_text.py x: 7 # contributors y: 7 # changes appengine/standard/endpoints-frameworks-v2/echo/app.yaml x: 15 # contributors y: 17 # changes appengine/standard/endpoints-frameworks-v2/echo/main.py x: 17 # contributors y: 16 # changes functions/ocr/app/main.py x: 9 # contributors y: 9 # changes functions/ocr/app/noxfile_config.py x: 8 # contributors y: 10 # changes datastore/cloud-ndb/flask_app.py x: 4 # contributors y: 6 # changes securitycenter/snippets/snippets_findings.py x: 8 # contributors y: 12 # changes datastore/cloud-ndb/quickstart.py x: 5 # contributors y: 6 # changes appengine/standard/ndb/async/shopping_cart.py x: 5 # contributors y: 4 # changes appengine/standard/ndb/properties/snippets.py x: 6 # contributors y: 5 # changes appengine/standard/ndb/queries/snippets.py x: 7 # contributors y: 6 # changes language/snippets/cloud-client/v1/quickstart.py x: 10 # contributors y: 11 # changes genai/text_generation/textgen_with_mute_video.py x: 3 # contributors y: 5 # changes generative_ai/chat_completions/chat_completions_credentials_refresher.py x: 4 # contributors y: 7 # changes endpoints/getting-started/openapi-appengine.yaml x: 5 # contributors y: 8 # changes appengine/standard_python3/pubsub/main.py x: 9 # contributors y: 10 # changes logging/import-logs/main.py x: 1 # contributors y: 4 # changes kubernetes_engine/django_tutorial/polls.yaml x: 9 # contributors y: 13 # changes appengine/flexible/django_cloudsql/app.yaml x: 8 # contributors y: 9 # changes appengine/flexible/django_cloudsql/mysite/settings.py x: 13 # contributors y: 18 # changes run/django/cloudmigrate.yaml x: 3 # contributors y: 8 # changes jobs/v3/api_client/auto_complete_sample.py x: 5 # contributors y: 7 # changes appengine/flexible/django_cloudsql/noxfile_config.py x: 7 # contributors y: 8 # changes cloudbuild/snippets/noxfile_config.py x: 6 # contributors y: 6 # changes noxfile-template.py x: 20 # contributors y: 42 # changes noxfile_config.py x: 10 # contributors y: 14 # changes securitycenter/snippets/noxfile_config.py x: 10 # contributors y: 8 # changes compute/metadata/main.py x: 10 # contributors y: 9 # changes appengine/standard/ndb/overview/main.py x: 8 # contributors y: 7 # changes composer/airflow_1_samples/noxfile_config.py x: 4 # contributors y: 9 # changes dataflow/gpu-examples/pytorch-minimal/noxfile_config.py x: 6 # contributors y: 10 # changes dataflow/gpu-examples/tensorflow-landsat/noxfile_config.py x: 5 # contributors y: 9 # changes people-and-planet-ai/geospatial-classification/noxfile_config.py x: 6 # contributors y: 8 # changes secretmanager/snippets/noxfile_config.py x: 6 # contributors y: 7 # changes endpoints/getting-started/openapi.yaml x: 12 # contributors y: 17 # changes discoveryengine/search_sample.py x: 1 # contributors y: 10 # changes managedkafka/snippets/clusters/create_cluster.py x: 2 # contributors y: 5 # changes run/django/mysite/settings.py x: 4 # contributors y: 14 # changes appengine/standard/modules/backend.py x: 4 # contributors y: 3 # changes endpoints/bookstore-grpc/bookstore_server.py x: 10 # contributors y: 10 # changes endpoints/getting-started/main.py x: 8 # contributors y: 8 # changes healthcare/api-client/v1/fhir/fhir_resources.py x: 5 # contributors y: 10 # changes dataflow/conftest.py x: 5 # contributors y: 11 # changes people-and-planet-ai/weather-forecasting/serving/weather-model/pyproject.toml x: 2 # contributors y: 9 # changes discoveryengine/import_documents_sample.py x: 2 # contributors y: 8 # changes datastore/cloud-client/snippets.py x: 19 # contributors y: 25 # changes speech/snippets/transcribe_model_selection.py x: 12 # contributors y: 12 # changes speech/snippets/transcribe_streaming.py x: 14 # contributors y: 18 # changes speech/snippets/transcribe_streaming_v2.py x: 7 # contributors y: 9 # changes speech/snippets/transcribe_word_time_offsets.py x: 12 # contributors y: 13 # changes dataflow/gpu-examples/tensorflow-landsat-prime/main.py x: 1 # contributors y: 5 # changes firestore/cloud-client/snippets.py x: 28 # contributors y: 38 # changes speech/snippets/transcribe.py x: 14 # contributors y: 19 # changes speech/snippets/transcribe_enhanced_model.py x: 11 # contributors y: 11 # changes documentai/snippets/batch_process_documents_sample.py x: 5 # contributors y: 14 # changes documentai/snippets/handle_response_sample_v1beta3.py x: 2 # contributors y: 7 # changes functions/helloworld/main.py x: 13 # contributors y: 31 # changes composer/workflows/bq_copy_across_locations.py x: 9 # contributors y: 12 # changes cloud-sql/postgres/sqlalchemy/main.py x: 13 # contributors y: 17 # changes cloud-sql/sql-server/sqlalchemy/main.py x: 7 # contributors y: 15 # changes video/stitcher/create_cdn_key.py x: 3 # contributors y: 7 # changes compute/oslogin/oslogin_service_account_ssh.py x: 4 # contributors y: 10 # changes appengine/flexible/datastore/main.py x: 9 # contributors y: 11 # changes appengine/flexible/tasks/create_app_engine_queue_task.py x: 11 # contributors y: 22 # changes appengine/flexible/tasks/main.py x: 7 # contributors y: 12 # changes appengine/flexible/tasks/snippets.py x: 6 # contributors y: 11 # changes appengine/standard/appstats/appengine_config.py x: 3 # contributors y: 2 # changes batch/create/create_with_container_no_mounting.py x: 4 # contributors y: 2 # changes batch/list/list_jobs.py x: 5 # contributors y: 3 # changes composer/workflows/dataflowtemplateoperator_tutorial.py x: 4 # contributors y: 8 # changes functions/firebase/main.py x: 3 # contributors y: 9 # changes functions/memorystore/redis/main.py x: 7 # contributors y: 5 # changes language/v1/language_syntax_text.py x: 11 # contributors y: 12 # changes storage/signed_urls/generate_signed_urls.py x: 6 # contributors y: 12 # changes composer/workflows/kubernetes_pod_operator.py x: 12 # contributors y: 23 # changes batch/__init__.py x: 3 # contributors y: 1 # changes appengine/flexible/django_cloudsql/mysite/__init__.py x: 2 # contributors y: 1 # changes
42.0
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  min: 1.0
  average: 3.08
  25th percentile: 1.0
  median: 2.0
  75th percentile: 4.0
  max: 42.0
0 28.0
# contributors
min: 1.0 | average: 2.6 | 25th percentile: 1.0 | median: 2.0 | 75th percentile: 3.0 | max: 28.0

Number of Contributors vs. File Size: 2788 points

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