diff --git a/ai-credit-fraud-workflow/Dockerfile b/ai-credit-fraud-workflow/Dockerfile
index 43d2c7c..531c234 100644
--- a/ai-credit-fraud-workflow/Dockerfile
+++ b/ai-credit-fraud-workflow/Dockerfile
@@ -1,3 +1,17 @@
+# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+
+# http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
FROM nvcr.io/nvidia/pyg:24.09-py3
WORKDIR /ai-credit-fraud-workflow
COPY requirements.txt /ai-credit-fraud-workflow
diff --git a/ai-credit-fraud-workflow/README.md b/ai-credit-fraud-workflow/README.md
index 7653a14..2539aee 100644
--- a/ai-credit-fraud-workflow/README.md
+++ b/ai-credit-fraud-workflow/README.md
@@ -1,4 +1,4 @@
-#
Graph Neural Network Based Model Building
for Credit Card Fraud Dectection
+# Graph Neural Network Based Model Building
for Credit Card Fraud Detection
diff --git a/ai-credit-fraud-workflow/conda/fraud_conda_env.yaml b/ai-credit-fraud-workflow/conda/fraud_conda_env.yaml
index 0af8bd8..11c8e6b 100644
--- a/ai-credit-fraud-workflow/conda/fraud_conda_env.yaml
+++ b/ai-credit-fraud-workflow/conda/fraud_conda_env.yaml
@@ -1,3 +1,18 @@
+# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+
+# http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
# This file is generated by `rapids-dependency-file-generator`.
# To make changes, edit ../../dependencies.yaml and run `rapids-dependency-file-generator`.
channels:
@@ -58,3 +73,5 @@ dependencies:
- wget
- wheel
name: fraud_conda_env
+
+
diff --git a/ai-credit-fraud-workflow/data/Sparkov/README.md b/ai-credit-fraud-workflow/data/Sparkov/README.md
index 36d258b..4827df9 100644
--- a/ai-credit-fraud-workflow/data/Sparkov/README.md
+++ b/ai-credit-fraud-workflow/data/Sparkov/README.md
@@ -4,4 +4,21 @@ please download the data here
https://www.kaggle.com/datasets/kartik2112/fraud-detection
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/data/Sparkov/raw/READEME.md b/ai-credit-fraud-workflow/data/Sparkov/raw/READEME.md
index 4e20a2a..e0a50b8 100644
--- a/ai-credit-fraud-workflow/data/Sparkov/raw/READEME.md
+++ b/ai-credit-fraud-workflow/data/Sparkov/raw/READEME.md
@@ -2,4 +2,23 @@
Place the extract files here.
* fraudTest.csv
-* fraudTrain.csv
\ No newline at end of file
+* fraudTrain.csv
+
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/data/Sparkov/xgb/README.md b/ai-credit-fraud-workflow/data/Sparkov/xgb/README.md
deleted file mode 100644
index b41ac3c..0000000
--- a/ai-credit-fraud-workflow/data/Sparkov/xgb/README.md
+++ /dev/null
@@ -1,2 +0,0 @@
-# # Sparkov XGB data folder
-
\ No newline at end of file
diff --git a/ai-credit-fraud-workflow/data/TabFormer/README.md b/ai-credit-fraud-workflow/data/TabFormer/README.md
index 6b17487..0c0f4e9 100644
--- a/ai-credit-fraud-workflow/data/TabFormer/README.md
+++ b/ai-credit-fraud-workflow/data/TabFormer/README.md
@@ -1,3 +1,22 @@
# IBM TabFormer Dataset
-The data needs to be downloaded manually. Please go https://ibm.ent.box.com/v/tabformer-data/folder/130747715605 and download the "transaction.tgz" file
\ No newline at end of file
+The data needs to be downloaded manually. Please go https://ibm.ent.box.com/v/tabformer-data/folder/130747715605 and download the "transaction.tgz" file
+
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/data/TabFormer/gnn/README.md b/ai-credit-fraud-workflow/data/TabFormer/gnn/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/ai-credit-fraud-workflow/data/TabFormer/raw/README.md b/ai-credit-fraud-workflow/data/TabFormer/raw/README.md
index e69de29..484f052 100644
--- a/ai-credit-fraud-workflow/data/TabFormer/raw/README.md
+++ b/ai-credit-fraud-workflow/data/TabFormer/raw/README.md
@@ -0,0 +1,18 @@
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/data/TabFormer/xgb/README.md b/ai-credit-fraud-workflow/data/TabFormer/xgb/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/ai-credit-fraud-workflow/docs/background.md b/ai-credit-fraud-workflow/docs/background.md
index dd4b0ed..a4f6592 100644
--- a/ai-credit-fraud-workflow/docs/background.md
+++ b/ai-credit-fraud-workflow/docs/background.md
@@ -44,3 +44,22 @@ Laundering.
[<-- Back](../README.md)
[--> Next: This Workflow](./workflow.md)
+
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/docs/datasets.md b/ai-credit-fraud-workflow/docs/datasets.md
index 82f6c13..15058b0 100644
--- a/ai-credit-fraud-workflow/docs/datasets.md
+++ b/ai-credit-fraud-workflow/docs/datasets.md
@@ -94,3 +94,22 @@ NOTE: Binary encoding and scaling performed using a column transformer, which is
[<-- Top](../README.md)
[<-- Back: Workflow](./workflow.md)
[--> Next: Setup](./setup.md)
+
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/docs/run_notebooks.md b/ai-credit-fraud-workflow/docs/run_notebooks.md
index d62a0a2..b2d4d67 100644
--- a/ai-credit-fraud-workflow/docs/run_notebooks.md
+++ b/ai-credit-fraud-workflow/docs/run_notebooks.md
@@ -77,3 +77,22 @@ run `notebooks/inference_xgboost_Sparkov.ipynb`
[<-- Top](../README.md)
+
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/docs/setup.md b/ai-credit-fraud-workflow/docs/setup.md
index 98dd1ea..5c2f792 100644
--- a/ai-credit-fraud-workflow/docs/setup.md
+++ b/ai-credit-fraud-workflow/docs/setup.md
@@ -189,3 +189,22 @@ Then follow the steps described under section `Launch Jupyter Notebook inside th
[<-- Top](../README.md)
[<-- Back: Datasets](./datasets.md)
+
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/ai-credit-fraud-workflow/docs/workflow.md b/ai-credit-fraud-workflow/docs/workflow.md
index dfa3809..8cf4561 100644
--- a/ai-credit-fraud-workflow/docs/workflow.md
+++ b/ai-credit-fraud-workflow/docs/workflow.md
@@ -48,3 +48,22 @@ The above architecture would be typical within a larger financial system where i
[<-- Top](../README.md)
[<-- Back: Background](./background.md)
[--> Next: Datasets](./datasets.md)
+
+
+
+## Copyright and License
+Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
+
+
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.