GoogleCloudPlatform / training-data-analyst
File Size

The distribution of size of files (measured in lines of code).

Intro
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File Size Overall
33% | 18% | 16% | 7% | 22%
Legend:
1001+
501-1000
201-500
101-200
1-100


explore: grouped by folders | grouped by size | sunburst | 3D view
File Size per Extension
1001+
501-1000
201-500
101-200
1-100
ipynb56% | 26% | 16% | <1% | <1%
py11% | 20% | 26% | 19% | 22%
sql96% | 0% | 0% | 2% | 1%
go82% | 0% | 12% | 1% | 3%
proto54% | 0% | 26% | 3% | 15%
js0% | 1% | <1% | 1% | 96%
yaml0% | 7% | 5% | 4% | 83%
lookml0% | 71% | 28% | 0% | 0%
jinja0% | 0% | 87% | 0% | 12%
c0% | 0% | 100% | 0% | 0%
java0% | 0% | 2% | 28% | 69%
cc0% | 0% | 84% | 0% | 15%
css0% | 0% | 32% | 36% | 31%
tf0% | 0% | 15% | 6% | 78%
ts0% | 0% | 17% | 21% | 60%
html0% | 0% | 0% | 4% | 95%
xml0% | 0% | 0% | 70% | 29%
cs0% | 0% | 0% | 43% | 56%
scala0% | 0% | 0% | 28% | 71%
pug0% | 0% | 0% | 0% | 100%
pig0% | 0% | 0% | 0% | 100%
cfg0% | 0% | 0% | 0% | 100%
sbt0% | 0% | 0% | 0% | 100%
jsonnet0% | 0% | 0% | 0% | 100%
tfvars0% | 0% | 0% | 0% | 100%
bash0% | 0% | 0% | 0% | 100%
in0% | 0% | 0% | 0% | 100%
htm0% | 0% | 0% | 0% | 100%
ddl0% | 0% | 0% | 0% | 100%
r0% | 0% | 0% | 0% | 100%
File Size per Logical Decomposition
primary
1001+
501-1000
201-500
101-200
1-100
courses30% | 19% | 17% | 7% | 24%
quests51% | 16% | 12% | 8% | 10%
blogs47% | 13% | 16% | 8% | 15%
self-paced-labs68% | 15% | 1% | 5% | 9%
CPB10086% | 0% | 0% | 0% | 13%
bootcamps0% | 0% | 73% | 13% | 12%
iot0% | 0% | 0% | 0% | 100%
Longest Files (Top 50)
File# lines# units
arc_dual_lstm_clean.ipynb
in courses/machine_learning/asl/open_project/question_answering
 9767 -
penguin_transform.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/labs
 5295 -
penguin_transform.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/solutions
 5295 -
word2vec.ipynb
in courses/machine_learning/deepdive2/text_classification/solutions
 5211 -
word2vec.ipynb
in courses/machine_learning/deepdive2/text_classification/labs
 5195 -
sdsoln.ipynb
in courses/machine_learning/packaged
 4508 -
youtube_8m_video_level_datasets.ipynb
in courses/machine_learning/asl/open_project/ASL_youtube8m_models/video_using_datasets
 4457 -
99_baseline_queries.sql
in quests/bq-teradata/01_teradata_bq_essentials/solution/sql
 4336 -
99_baseline_queries.sql
in quests/bq-teradata/01_teradata_bq_essentials/labs/sql
 4336 -
99_baseline_queries.sql
in quests/bq-optimize/01_baseline_performance/solution/sql
 4336 -
full_performance_benchmark.sql
in quests/bq-optimize/02_partition_and_clustering/solution/sql
 4325 -
model_selection_anomaly_detection_module.ipynb
in courses/machine_learning/asl/open_project/time_series_anomaly_detection/tf_anomaly_detection_model_selection
 4126 -
mobile_gaming_feature_store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/solutions
 4036 -
mobile_gaming_feature_store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/labs
 4031 -
arc_cbow_clean.ipynb
in courses/machine_learning/asl/open_project/question_answering
 4006 -
momentum_backtest_losing_money.ipynb
in courses/ai-for-finance/solution
 2916 -
explore_and_benchmark.ipynb
in quests/bq-optimize/01_baseline_performance/solution
 2846 -
energy_meta_models.ipynb
in courses/machine_learning/asl/open_project/ASL_energy_prediction_models/meta_models
 2744 -
sample_babyweight.ipynb
in courses/machine_learning/deepdive2/end_to_end_ml/solutions
 2687 -
4a_sample_babyweight.ipynb
in courses/machine_learning/deepdive2/structured/solutions
 2671 -
sample_babyweight.ipynb
in courses/machine_learning/deepdive2/end_to_end_ml/labs
 2660 -
featurization.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/solutions
 2619 -
featurization.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/labs
 2614 -
tensors-variables.ipynb
in courses/machine_learning/deepdive2/introduction_to_tensorflow/solutions
 2501 -
penguin_simple.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/solutions
 2491 -
penguin_simple.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/labs
 2485 -
tensors-variables.ipynb
in courses/machine_learning/deepdive2/introduction_to_tensorflow/labs
 2477 -
sdk_custom_tabular_regression_online_explain.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/solutions
 2370 -
sdk_custom_tabular_regression_online_explain.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 2366 -
partition_and_cluster.ipynb
in quests/bq-optimize/02_partition_and_clustering/solution
 2331 -
b_estimator.ipynb
in courses/machine_learning/deepdive/03_tensorflow
 2326 -
tf_semi_supervised_self_training_classification_mnist.ipynb
in courses/machine_learning/asl/open_project/semi_supervised_self_training
 2325 -
analyze_with_bigquery_solution.ipynb
in courses/machine_learning/deepdive2/how_google_does_ml/bigquery/solution
 2288 -
content_based_using_neural_networks.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/solutions
 2268 -
content_based_using_neural_networks.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/labs
 2266 -
hybrid_recommendations.ipynb
in courses/machine_learning/deepdive/10_recommend/hybrid_recommendations
 2194 -
demo.pb.go
in blogs/microservices-demo-1/src/shippingservice/genproto
 2114 402
demo.pb.go
in blogs/microservices-demo-1/src/checkoutservice/genproto
 2114 402
demo.pb.go
in blogs/microservices-demo-1/src/frontend/genproto
 2114 402
demo.pb.go
in blogs/microservices-demo-1/src/productcatalogservice/genproto
 2114 402
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/solutions
 2084 -
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/production_ml/solutions
 2084 -
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 2080 -
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/production_ml/labs
 2080 -
content_based_using_neural_networks.ipynb
in courses/machine_learning/deepdive/10_recommend
 2042 -
model_monitoring_for_custom_model_batch_prediction_job.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 2028 -
lab_exercise.ipynb
in self-paced-labs/vertex-ai/vertex-pipelines/tfx
 1956 -
7_get_started_with_feature_store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/solutions
 1941 -
lab_exercise_long.ipynb
in self-paced-labs/vertex-ai/vertex-ai-qwikstart
 1931 -
lab_exercise_long.ipynb
in self-paced-labs/vertex-ai/train-deploy-tf-model
 1931 -
Files With Most Units (Top 50)
File# lines# units
demo.pb.go
in blogs/microservices-demo-1/src/shippingservice/genproto
 2114 402
demo.pb.go
in blogs/microservices-demo-1/src/checkoutservice/genproto
 2114 402
demo.pb.go
in blogs/microservices-demo-1/src/frontend/genproto
 2114 402
demo.pb.go
in blogs/microservices-demo-1/src/productcatalogservice/genproto
 2114 402
datastructures.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/werkzeug
 1557 274
datastructures.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/werkzeug
 1557 274
datastructures.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/werkzeug
 1557 274
datastructures.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/werkzeug
 1557 274
univ.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/pyasn1/type
 1528 243
univ.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/pyasn1/type
 1528 243
univ.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/pyasn1/type
 1528 243
univ.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/pyasn1/type
 1528 243
core.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/click
 993 104
core.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/click
 993 104
core.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/click
 993 104
core.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/click
 993 104
compiler.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/jinja2
 1300 100
compiler.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/jinja2
 1300 100
compiler.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/jinja2
 1300 100
compiler.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/jinja2
 1300 100
client.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/oauth2client
 988 87
client.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/oauth2client
 988 87
client.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/oauth2client
 988 87
client.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/oauth2client
 988 87
app.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/flask
 687 78
app.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/flask
 687 78
app.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/flask
 687 78
app.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/flask
 687 78
__init__.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/httplib2
 1584 77
__init__.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/httplib2
 1584 77
__init__.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/httplib2
 1584 77
__init__.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/httplib2
 1584 77
routing.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/werkzeug
 984 75
cache.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/werkzeug/contrib
 506 75
routing.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/werkzeug
 984 75
cache.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/werkzeug/contrib
 506 75
routing.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/werkzeug
 984 75
cache.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/werkzeug/contrib
 506 75
routing.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/werkzeug
 984 75
cache.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/werkzeug/contrib
 506 75
environment.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/jinja2
 638 65
environment.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/jinja2
 638 65
environment.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/jinja2
 638 65
environment.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/jinja2
 638 65
_compat.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib/click
 488 62
_compat.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib/click
 488 62
_compat.py
in courses/machine_learning/deepdive2/end_to_end_ml/labs/serving/application/lib/click
 488 62
_compat.py
in courses/machine_learning/deepdive2/end_to_end_ml/solutions/serving/application/lib/click
 488 62
six.py
in courses/machine_learning/deepdive2/structured/labs/serving/application/lib
 652 60
six.py
in courses/machine_learning/deepdive2/structured/solutions/serving/application/lib
 652 60
Files With Long Lines (Top 50)

There are 1246 files with lines longer than 120 characters. In total, there are 25313 long lines.

File# lines# units# long lines
mobile_gaming_feature_store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/labs
 4031 - 1192
mobile_gaming_feature_store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/solutions
 4036 - 1192
arc_dual_lstm_clean.ipynb
in courses/machine_learning/asl/open_project/question_answering
 9767 - 1136
energy_meta_models.ipynb
in courses/machine_learning/asl/open_project/ASL_energy_prediction_models/meta_models
 2744 - 499
arc_cbow_clean.ipynb
in courses/machine_learning/asl/open_project/question_answering
 4006 - 474
penguin_transform.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/labs
 5295 - 339
penguin_transform.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/solutions
 5295 - 339
multitask.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/labs
 1807 - 245
multitask.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/solutions
 1813 - 245
penguin_simple.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/labs
 2485 - 242
penguin_simple.ipynb
in courses/machine_learning/deepdive2/tensorflow_extended/solutions
 2491 - 242
youtube_8m_frame_level.ipynb
in courses/machine_learning/asl/open_project/ASL_youtube8m_models/frame
 1762 - 214
lab_exercise.ipynb
in self-paced-labs/vertex-ai/vertex-pipelines/tfx
 1956 - 211
word2vec.ipynb
in courses/machine_learning/deepdive2/text_classification/labs
 5195 - 202
word2vec.ipynb
in courses/machine_learning/deepdive2/text_classification/solutions
 5211 - 202
automl_text_classification.ipynb
in courses/machine_learning/deepdive2/launching_into_ml/labs
 1566 - 180
automl_text_classification.ipynb
in courses/machine_learning/deepdive2/launching_into_ml/solutions
 1566 - 180
content_based_using_neural_networks.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/labs
 2266 - 166
content_based_using_neural_networks.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/solutions
 2268 - 166
sdk_custom_tabular_regression_online_explain.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 2366 - 155
sdk_custom_tabular_regression_online_explain.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/solutions
 2370 - 155
babyweight_tft_keras_01.ipynb
in blogs/babyweight_tft
 1311 - 150
preproc.ipynb
in courses/machine_learning/deepdive2/end_to_end_ml/solutions
 664 - 150
preproc.ipynb
in courses/machine_learning/deepdive2/end_to_end_ml/labs
 638 - 149
housing_question_answering.ipynb
in self-paced-labs/genai
 1143 - 137
basic_retrieval.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/labs
 1672 - 133
basic_retrieval.ipynb
in courses/machine_learning/deepdive2/recommendation_systems/solutions
 1681 - 133
model_monitoring_for_custom_model_batch_prediction_job.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 2028 - 128
sdk-custom-image-classification-batch.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 1418 - 125
sdk-custom-image-classification-batch.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/solutions
 1423 - 125
automl-tabular-classification.ipynb
in courses/machine_learning/deepdive2/how_google_does_ml/labs
 924 - 125
automl-tabular-classification.ipynb
in courses/machine_learning/deepdive2/how_google_does_ml/solutions
 932 - 125
hybrid_recommendations.ipynb
in courses/machine_learning/deepdive/10_recommend/hybrid_recommendations
 2194 - 121
youtube_8m_video_level_datasets.ipynb
in courses/machine_learning/asl/open_project/ASL_youtube8m_models/video_using_datasets
 4457 - 118
sdk-custom-image-classification-online.ipynb
in courses/machine_learning/deepdive2/art_and_science_of_ml/labs
 1242 - 115
sdk-custom-image-classification-online.ipynb
in courses/machine_learning/deepdive2/art_and_science_of_ml/solutions
 1308 - 115
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 2080 - 114
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/solutions
 2084 - 114
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/production_ml/labs
 2080 - 114
comparing_local_trained_models.ipynb
in courses/machine_learning/deepdive2/production_ml/solutions
 2084 - 114
sdk-feature-store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/labs
 1698 - 112
sdk-feature-store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/solutions
 1703 - 112
sdk_custom_xgboost.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs
 1293 - 107
sdk_custom_xgboost.ipynb
in courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/solutions
 1313 - 107
comparing_pipeline_runs.ipynb
in courses/machine_learning/deepdive2/production_ml/labs
 1858 - 107
comparing_pipeline_runs.ipynb
in courses/machine_learning/deepdive2/production_ml/solutions
 1854 - 107
distributed_training_with_TF.ipynb
in courses/machine_learning/deepdive2/production_ml/labs
 1296 - 105
distributed_training_with_TF.ipynb
in courses/machine_learning/deepdive2/production_ml/solutions
 1303 - 105
youtube_8m_video_level.ipynb
in courses/machine_learning/asl/open_project/ASL_youtube8m_models/video
 1454 - 92
6_gapic_feature_store.ipynb
in courses/machine_learning/deepdive2/feature_engineering/labs
 1803 - 91
Correlations

File Size vs. Commits (all time): 8572 points

quests/dataflow/4_SQL_Batch_Analytics/solution/src/main/java/com/mypackage/pipeline/BatchUserTrafficSQLPipeline.java x: 16 commits (all time) y: 68 lines of code courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs/model_monitoring_for_custom_model_batch_prediction_job.ipynb x: 8 commits (all time) y: 2028 lines of code courses/machine_learning/feateng/feateng.ipynb x: 174 commits (all time) y: 731 lines of code self-paced-labs/vertex-ai/train-deploy-tf-model/lab_exercise.ipynb x: 2 commits (all time) y: 1062 lines of code self-paced-labs/vertex-ai/train-deploy-tf-model/lab_exercise_long.ipynb x: 2 commits (all time) y: 1931 lines of code self-paced-labs/vertex-ai/train-deploy-tf-model/online-retail-clv-3M/cloudbuild.yaml x: 2 commits (all time) y: 5 lines of code self-paced-labs/vertex-ai/train-deploy-tf-model/online-retail-clv-3M/trainer/model.py x: 2 commits (all time) y: 91 lines of code quests/sparktobq/05_functions_dw.ipynb x: 14 commits (all time) y: 287 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min: 2.0 | average: 2.0 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 2.0 | max: 2.0

File Size vs. Contributors (30 days): 1 points

quests/dataflow/4_SQL_Batch_Analytics/solution/src/main/java/com/mypackage/pipeline/BatchUserTrafficSQLPipeline.java x: 2 contributors (30d) y: 68 lines of code
68.0
lines of code
  min: 68.0
  average: 68.0
  25th percentile: 68.0
  median: 68.0
  75th percentile: 68.0
  max: 68.0
0 2.0
contributors (30d)
min: 2.0 | average: 2.0 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 2.0 | max: 2.0

File Size vs. Commits (90 days): 2 points

quests/dataflow/4_SQL_Batch_Analytics/solution/src/main/java/com/mypackage/pipeline/BatchUserTrafficSQLPipeline.java x: 2 commits (90d) y: 68 lines of code courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs/model_monitoring_for_custom_model_batch_prediction_job.ipynb x: 2 commits (90d) y: 2028 lines of code
2028.0
lines of code
  min: 68.0
  average: 1048.0
  25th percentile: 68.0
  median: 1048.0
  75th percentile: 2028.0
  max: 2028.0
0 2.0
commits (90d)
min: 2.0 | average: 2.0 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 2.0 | max: 2.0

File Size vs. Contributors (90 days): 2 points

quests/dataflow/4_SQL_Batch_Analytics/solution/src/main/java/com/mypackage/pipeline/BatchUserTrafficSQLPipeline.java x: 2 contributors (90d) y: 68 lines of code courses/machine_learning/deepdive2/machine_learning_in_the_enterprise/labs/model_monitoring_for_custom_model_batch_prediction_job.ipynb x: 2 contributors (90d) y: 2028 lines of code
2028.0
lines of code
  min: 68.0
  average: 1048.0
  25th percentile: 68.0
  median: 1048.0
  75th percentile: 2028.0
  max: 2028.0
0 2.0
contributors (90d)
min: 2.0 | average: 2.0 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 2.0 | max: 2.0