diff --git a/.github/Architecture.md b/.github/Architecture.md
index c381f867..e1be534c 100644
--- a/.github/Architecture.md
+++ b/.github/Architecture.md
@@ -5,24 +5,16 @@
 ```
 📦 training
 |  |- 📂 training:
-|  |  |- 📂 core:
-|  |  |  |- 📜 dataset.py : read in the dataset through URL or file upload
-|  |  |  |- 📜 criterion.py
-|  |  |  |- 📜 optimizer.py : what optimizer to use (ie: SGD or Adam for now)
-|  |  |  |- 📜 __init__.py
-|  |  |  |- 📜 dl_model.py : torch model based on user specifications from drag and drop
-|  |  |  |- 📜 trainer.py
-|  |  |  |- 📜 authenticator.py
 |  |  |- 📂 routes:
+|  |  |  |- 📂 image:
+|  |  |  |  |- 📜 schemas.py
+|  |  |  |  |- 📜 __init__.py
+|  |  |  |  |- 📜 image.py
 |  |  |  |- 📂 datasets:
 |  |  |  |  |- 📂 default:
 |  |  |  |  |  |- 📜 schemas.py
-|  |  |  |  |  |- 📜 __init__.py
 |  |  |  |  |  |- 📜 columns.py
-|  |  |  |  |- 📜 __init__.py
-|  |  |  |- 📂 image:
-|  |  |  |  |- 📜 image.py
-|  |  |  |  |- 📜 schemas.py
+|  |  |  |  |  |- 📜 __init__.py
 |  |  |  |  |- 📜 __init__.py
 |  |  |  |- 📂 tabular:
 |  |  |  |  |- 📜 tabular.py
@@ -33,198 +25,206 @@
 |  |  |- 📂 middleware:
 |  |  |  |- 📜 health_check_middleware.py
 |  |  |  |- 📜 __init__.py
+|  |  |- 📂 core:
+|  |  |  |- 📜 optimizer.py : what optimizer to use (ie: SGD or Adam for now)
+|  |  |  |- 📜 criterion.py
+|  |  |  |- 📜 dl_model.py : torch model based on user specifications from drag and drop
+|  |  |  |- 📜 dataset.py : read in the dataset through URL or file upload
+|  |  |  |- 📜 authenticator.py
+|  |  |  |- 📜 __init__.py
+|  |  |  |- 📜 trainer.py
+|  |  |- 📜 wsgi.py
+|  |  |- 📜 settings.py
 |  |  |- 📜 urls.py
 |  |  |- 📜 asgi.py
 |  |  |- 📜 __init__.py
-|  |  |- 📜 wsgi.py
-|  |  |- 📜 settings.py
-|  |- 📜 README.md
-|  |- 📜 docker-compose.prod.yml
 |  |- 📜 pytest.ini
-|  |- 📜 poetry.lock
 |  |- 📜 cli.py
+|  |- 📜 README.md
+|  |- 📜 Dockerfile.prod
 |  |- 📜 pyproject.toml
-|  |- 📜 environment.yml
+|  |- 📜 docker-compose.yml
+|  |- 📜 poetry.lock
 |  |- 📜 Dockerfile
-|  |- 📜 Dockerfile.prod
 |  |- 📜 manage.py
-|  |- 📜 docker-compose.yml
+|  |- 📜 docker-compose.prod.yml
+|  |- 📜 environment.yml
 ```
 
 ## Frontend Architecture
 
 ```
 📦 frontend
+|  |- 📂 public:
+|  |  |- 📂 images:
+|  |  |  |- 📂 learn_mod_images:
+|  |  |  |  |- 📜 LeakyReLUactivation.png
+|  |  |  |  |- 📜 neuralnet.png
+|  |  |  |  |- 📜 tanhactivation.png
+|  |  |  |  |- 📜 lossExample.png
+|  |  |  |  |- 📜 sigmoidfunction.png
+|  |  |  |  |- 📜 neuron.png
+|  |  |  |  |- 📜 ReLUactivation.png
+|  |  |  |  |- 📜 sigmoidactivation.png
+|  |  |  |  |- 📜 lossExampleEquation.png
+|  |  |  |  |- 📜 neuronWithEquation.png
+|  |  |  |  |- 📜 robotImage.jpg
+|  |  |  |  |- 📜 binarystepactivation.png
+|  |  |  |  |- 📜 lossExampleTable.png
+|  |  |  |- 📂 wiki_images:
+|  |  |  |  |- 📜 avgpool_maxpool.gif
+|  |  |  |  |- 📜 tanh_equation.png
+|  |  |  |  |- 📜 maxpool2d.gif
+|  |  |  |  |- 📜 dropout_diagram.png
+|  |  |  |  |- 📜 batchnorm_diagram.png
+|  |  |  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
+|  |  |  |  |- 📜 tanh_plot.png
+|  |  |  |  |- 📜 sigmoid_equation.png
+|  |  |  |  |- 📜 conv2d.gif
+|  |  |  |  |- 📜 conv2d2.gif
+|  |  |  |- 📂 logos:
+|  |  |  |  |- 📂 dlp_branding:
+|  |  |  |  |  |- 📜 dlp-logo.svg : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
+|  |  |  |  |  |- 📜 dlp-logo.png : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
+|  |  |  |  |- 📜 pytorch-logo.png
+|  |  |  |  |- 📜 dsgt-logo-dark.png
+|  |  |  |  |- 📜 flask-logo.png
+|  |  |  |  |- 📜 dsgt-logo-light.png
+|  |  |  |  |- 📜 aws-logo.png
+|  |  |  |  |- 📜 github.png
+|  |  |  |  |- 📜 google.png
+|  |  |  |  |- 📜 pandas-logo.png
+|  |  |  |  |- 📜 python-logo.png
+|  |  |  |  |- 📜 dsgt-logo-white-back.png
+|  |  |  |  |- 📜 react-logo.png
+|  |  |  |- 📜 demo_video.gif : GIF tutorial of a simple classification training session
+|  |  |- 📜 dlp-logo.ico : DLP Logo
+|  |  |- 📜 manifest.json : Default React file for choosing icon based on
+|  |  |- 📜 index.html : Base HTML file that will be initially rendered
+|  |  |- 📜 robots.txt
+|  |- 📂 layer_docs:
+|  |  |- 📜 Linear.md : Doc for Linear layer
+|  |  |- 📜 Softmax.md : Doc for Softmax layer
+|  |  |- 📜 ReLU.md : Doc for ReLU later
+|  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
 |  |- 📂 src:
-|  |  |- 📂 pages:
-|  |  |  |- 📂 train:
-|  |  |  |  |- 📜 [train_space_id].tsx
-|  |  |  |  |- 📜 index.tsx
-|  |  |  |- 📜 settings.tsx
-|  |  |  |- 📜 feedback.tsx
-|  |  |  |- 📜 forgot.tsx
-|  |  |  |- 📜 learn.tsx
-|  |  |  |- 📜 dashboard.tsx
-|  |  |  |- 📜 login.tsx
-|  |  |  |- 📜 _document.tsx
-|  |  |  |- 📜 _app.tsx
-|  |  |  |- 📜 about.tsx
-|  |  |  |- 📜 wiki.tsx
-|  |  |  |- 📜 LearnContent.tsx
 |  |  |- 📂 features:
-|  |  |  |- 📂 Feedback:
-|  |  |  |  |- 📂 redux:
-|  |  |  |  |  |- 📜 feedbackApi.ts
 |  |  |  |- 📂 Dashboard:
+|  |  |  |  |- 📂 redux:
+|  |  |  |  |  |- 📜 dashboardApi.ts
 |  |  |  |  |- 📂 components:
 |  |  |  |  |  |- 📜 TrainDataGrid.tsx
 |  |  |  |  |  |- 📜 TrainBarChart.tsx
 |  |  |  |  |  |- 📜 TrainDoughnutChart.tsx
+|  |  |  |- 📂 LearnMod:
+|  |  |  |  |- 📜 FRQuestion.tsx
+|  |  |  |  |- 📜 MCQuestion.tsx
+|  |  |  |  |- 📜 ClassCard.tsx
+|  |  |  |  |- 📜 ImageComponent.tsx
+|  |  |  |  |- 📜 LearningModulesContent.tsx
+|  |  |  |  |- 📜 ModulesSideBar.tsx
+|  |  |  |  |- 📜 Exercise.tsx
+|  |  |  |- 📂 Feedback:
 |  |  |  |  |- 📂 redux:
-|  |  |  |  |  |- 📜 dashboardApi.ts
+|  |  |  |  |  |- 📜 feedbackApi.ts
 |  |  |  |- 📂 Train:
-|  |  |  |  |- 📂 constants:
-|  |  |  |  |  |- 📜 trainConstants.ts
-|  |  |  |  |- 📂 components:
-|  |  |  |  |  |- 📜 DatasetStepLayout.tsx
-|  |  |  |  |  |- 📜 CreateTrainspace.tsx
-|  |  |  |  |  |- 📜 TrainspaceLayout.tsx
 |  |  |  |  |- 📂 redux:
 |  |  |  |  |  |- 📜 trainspaceApi.ts
 |  |  |  |  |  |- 📜 trainspaceSlice.ts
 |  |  |  |  |- 📂 features:
-|  |  |  |  |  |- 📂 Image:
-|  |  |  |  |  |  |- 📂 constants:
-|  |  |  |  |  |  |  |- 📜 imageConstants.ts
-|  |  |  |  |  |  |- 📂 components:
-|  |  |  |  |  |  |  |- 📜 ImageTrainspace.tsx
-|  |  |  |  |  |  |  |- 📜 ImageFlow.tsx
-|  |  |  |  |  |  |  |- 📜 ImageReviewStep.tsx
-|  |  |  |  |  |  |  |- 📜 ImageParametersStep.tsx
-|  |  |  |  |  |  |  |- 📜 ImageDatasetStep.tsx
-|  |  |  |  |  |  |- 📂 redux:
-|  |  |  |  |  |  |  |- 📜 imageApi.ts
-|  |  |  |  |  |  |  |- 📜 imageActions.ts
-|  |  |  |  |  |  |- 📂 types:
-|  |  |  |  |  |  |  |- 📜 imageTypes.ts
-|  |  |  |  |  |  |- 📜 index.ts
 |  |  |  |  |  |- 📂 Tabular:
+|  |  |  |  |  |  |- 📂 redux:
+|  |  |  |  |  |  |  |- 📜 tabularActions.ts
+|  |  |  |  |  |  |  |- 📜 tabularApi.ts
 |  |  |  |  |  |  |- 📂 constants:
 |  |  |  |  |  |  |  |- 📜 tabularConstants.ts
+|  |  |  |  |  |  |- 📂 types:
+|  |  |  |  |  |  |  |- 📜 tabularTypes.ts
 |  |  |  |  |  |  |- 📂 components:
-|  |  |  |  |  |  |  |- 📜 TabularTrainspace.tsx
+|  |  |  |  |  |  |  |- 📜 TabularFlow.tsx
 |  |  |  |  |  |  |  |- 📜 TabularParametersStep.tsx
+|  |  |  |  |  |  |  |- 📜 TabularTrainspace.tsx
 |  |  |  |  |  |  |  |- 📜 TabularDatasetStep.tsx
-|  |  |  |  |  |  |  |- 📜 TabularFlow.tsx
 |  |  |  |  |  |  |  |- 📜 TabularReviewStep.tsx
+|  |  |  |  |  |  |- 📜 index.ts
+|  |  |  |  |  |- 📂 Image:
 |  |  |  |  |  |  |- 📂 redux:
-|  |  |  |  |  |  |  |- 📜 tabularActions.ts
-|  |  |  |  |  |  |  |- 📜 tabularApi.ts
+|  |  |  |  |  |  |  |- 📜 imageApi.ts
+|  |  |  |  |  |  |  |- 📜 imageActions.ts
+|  |  |  |  |  |  |- 📂 constants:
+|  |  |  |  |  |  |  |- 📜 imageConstants.ts
 |  |  |  |  |  |  |- 📂 types:
-|  |  |  |  |  |  |  |- 📜 tabularTypes.ts
+|  |  |  |  |  |  |  |- 📜 imageTypes.ts
+|  |  |  |  |  |  |- 📂 components:
+|  |  |  |  |  |  |  |- 📜 ImageReviewStep.tsx
+|  |  |  |  |  |  |  |- 📜 ImageFlow.tsx
+|  |  |  |  |  |  |  |- 📜 ImageParametersStep.tsx
+|  |  |  |  |  |  |  |- 📜 ImageDatasetStep.tsx
+|  |  |  |  |  |  |  |- 📜 ImageTrainspace.tsx
 |  |  |  |  |  |  |- 📜 index.ts
+|  |  |  |  |- 📂 constants:
+|  |  |  |  |  |- 📜 trainConstants.ts
 |  |  |  |  |- 📂 types:
 |  |  |  |  |  |- 📜 trainTypes.ts
+|  |  |  |  |- 📂 components:
+|  |  |  |  |  |- 📜 CreateTrainspace.tsx
+|  |  |  |  |  |- 📜 DatasetStepLayout.tsx
+|  |  |  |  |  |- 📜 TrainspaceLayout.tsx
 |  |  |  |- 📂 OpenAi:
 |  |  |  |  |- 📜 openAiUtils.ts
-|  |  |  |- 📂 LearnMod:
-|  |  |  |  |- 📜 ModulesSideBar.tsx
-|  |  |  |  |- 📜 Exercise.tsx
-|  |  |  |  |- 📜 LearningModulesContent.tsx
-|  |  |  |  |- 📜 FRQuestion.tsx
-|  |  |  |  |- 📜 ImageComponent.tsx
-|  |  |  |  |- 📜 ClassCard.tsx
-|  |  |  |  |- 📜 MCQuestion.tsx
-|  |  |- 📂 backend_outputs:
-|  |  |  |- 📜 model.pkl
-|  |  |  |- 📜 my_deep_learning_model.onnx : Last ONNX file output
-|  |  |  |- 📜 model.pt : Last model.pt output
 |  |  |- 📂 common:
-|  |  |  |- 📂 components:
-|  |  |  |  |- 📜 Spacer.tsx
-|  |  |  |  |- 📜 Footer.tsx
-|  |  |  |  |- 📜 DlpTooltip.tsx
-|  |  |  |  |- 📜 EmailInput.tsx
-|  |  |  |  |- 📜 HtmlTooltip.tsx
-|  |  |  |  |- 📜 NavBarMain.tsx
-|  |  |  |  |- 📜 TitleText.tsx
-|  |  |  |  |- 📜 ClientOnlyPortal.tsx
+|  |  |  |- 📂 styles:
+|  |  |  |  |- 📜 globals.css
+|  |  |  |  |- 📜 Home.module.css
 |  |  |  |- 📂 redux:
-|  |  |  |  |- 📜 store.ts
-|  |  |  |  |- 📜 train.ts
 |  |  |  |  |- 📜 userLogin.ts
+|  |  |  |  |- 📜 store.ts
 |  |  |  |  |- 📜 hooks.ts
 |  |  |  |  |- 📜 backendApi.ts
+|  |  |  |  |- 📜 train.ts
 |  |  |  |- 📂 utils:
-|  |  |  |  |- 📜 dateFormat.ts
 |  |  |  |  |- 📜 firebase.ts
 |  |  |  |  |- 📜 dndHelpers.ts
-|  |  |  |- 📂 styles:
-|  |  |  |  |- 📜 Home.module.css
-|  |  |  |  |- 📜 globals.css
-|  |  |- 📜 next-env.d.ts
-|  |  |- 📜 GlobalStyle.ts
-|  |  |- 📜 iris.csv : Sample CSV data
+|  |  |  |  |- 📜 dateFormat.ts
+|  |  |  |- 📂 components:
+|  |  |  |  |- 📜 NavBarMain.tsx
+|  |  |  |  |- 📜 Footer.tsx
+|  |  |  |  |- 📜 ClientOnlyPortal.tsx
+|  |  |  |  |- 📜 Spacer.tsx
+|  |  |  |  |- 📜 EmailInput.tsx
+|  |  |  |  |- 📜 TitleText.tsx
+|  |  |  |  |- 📜 HtmlTooltip.tsx
+|  |  |  |  |- 📜 DlpTooltip.tsx
+|  |  |- 📂 backend_outputs:
+|  |  |  |- 📜 model.pkl
+|  |  |  |- 📜 my_deep_learning_model.onnx : Last ONNX file output
+|  |  |  |- 📜 model.pt : Last model.pt output
+|  |  |- 📂 pages:
+|  |  |  |- 📂 train:
+|  |  |  |  |- 📜 [train_space_id].tsx
+|  |  |  |  |- 📜 index.tsx
+|  |  |  |- 📜 login.tsx
+|  |  |  |- 📜 feedback.tsx
+|  |  |  |- 📜 _app.tsx
+|  |  |  |- 📜 forgot.tsx
+|  |  |  |- 📜 learn.tsx
+|  |  |  |- 📜 LearnContent.tsx
+|  |  |  |- 📜 settings.tsx
+|  |  |  |- 📜 dashboard.tsx
+|  |  |  |- 📜 about.tsx
+|  |  |  |- 📜 wiki.tsx
+|  |  |  |- 📜 _document.tsx
 |  |  |- 📜 constants.ts
-|  |- 📂 layer_docs:
-|  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
-|  |  |- 📜 Linear.md : Doc for Linear layer
-|  |  |- 📜 Softmax.md : Doc for Softmax layer
-|  |  |- 📜 ReLU.md : Doc for ReLU later
-|  |- 📂 public:
-|  |  |- 📂 images:
-|  |  |  |- 📂 wiki_images:
-|  |  |  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
-|  |  |  |  |- 📜 tanh_plot.png
-|  |  |  |  |- 📜 conv2d.gif
-|  |  |  |  |- 📜 conv2d2.gif
-|  |  |  |  |- 📜 avgpool_maxpool.gif
-|  |  |  |  |- 📜 sigmoid_equation.png
-|  |  |  |  |- 📜 batchnorm_diagram.png
-|  |  |  |  |- 📜 maxpool2d.gif
-|  |  |  |  |- 📜 tanh_equation.png
-|  |  |  |  |- 📜 dropout_diagram.png
-|  |  |  |- 📂 learn_mod_images:
-|  |  |  |  |- 📜 neuronWithEquation.png
-|  |  |  |  |- 📜 robotImage.jpg
-|  |  |  |  |- 📜 neuralnet.png
-|  |  |  |  |- 📜 sigmoidactivation.png
-|  |  |  |  |- 📜 lossExample.png
-|  |  |  |  |- 📜 binarystepactivation.png
-|  |  |  |  |- 📜 tanhactivation.png
-|  |  |  |  |- 📜 LeakyReLUactivation.png
-|  |  |  |  |- 📜 sigmoidfunction.png
-|  |  |  |  |- 📜 lossExampleTable.png
-|  |  |  |  |- 📜 lossExampleEquation.png
-|  |  |  |  |- 📜 neuron.png
-|  |  |  |  |- 📜 ReLUactivation.png
-|  |  |  |- 📂 logos:
-|  |  |  |  |- 📂 dlp_branding:
-|  |  |  |  |  |- 📜 dlp-logo.svg : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
-|  |  |  |  |  |- 📜 dlp-logo.png : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
-|  |  |  |  |- 📜 dsgt-logo-white-back.png
-|  |  |  |  |- 📜 pytorch-logo.png
-|  |  |  |  |- 📜 google.png
-|  |  |  |  |- 📜 flask-logo.png
-|  |  |  |  |- 📜 dsgt-logo-dark.png
-|  |  |  |  |- 📜 pandas-logo.png
-|  |  |  |  |- 📜 dsgt-logo-light.png
-|  |  |  |  |- 📜 github.png
-|  |  |  |  |- 📜 react-logo.png
-|  |  |  |  |- 📜 python-logo.png
-|  |  |  |  |- 📜 aws-logo.png
-|  |  |  |- 📜 demo_video.gif : GIF tutorial of a simple classification training session
-|  |  |- 📜 manifest.json : Default React file for choosing icon based on
-|  |  |- 📜 dlp-logo.ico : DLP Logo
-|  |  |- 📜 index.html : Base HTML file that will be initially rendered
-|  |  |- 📜 robots.txt
-|  |- 📜 .eslintrc.json
+|  |  |- 📜 iris.csv : Sample CSV data
+|  |  |- 📜 GlobalStyle.ts
+|  |  |- 📜 next-env.d.ts
 |  |- 📜 .eslintignore
+|  |- 📜 tsconfig.json
+|  |- 📜 .eslintrc.json
 |  |- 📜 pnpm-lock.yaml
+|  |- 📜 jest.config.js
 |  |- 📜 package.json
 |  |- 📜 next.config.js
-|  |- 📜 jest.config.js
 |  |- 📜 next-env.d.ts
-|  |- 📜 tsconfig.json
 ```
 
diff --git a/.github/workflows/aws.yml b/.github/workflows/aws.yml
index 4a3c97f5..911142f1 100644
--- a/.github/workflows/aws.yml
+++ b/.github/workflows/aws.yml
@@ -26,26 +26,27 @@
 
 name: Deploy to Amazon ECS
 
-
 # Only trigger, when we push to prod-deploy
 on:
   push:
     branches:
-       - "prod-deploy"
+      - "prod-deploy"
 
 env:
-  AWS_REGION: "us-west-2"                    # set this to your preferred AWS region, e.g. us-west-1
-  ECR_REPOSITORY: "deep-learning-playground"           # set this to your Amazon ECR repository name
-  ECS_SERVICE: "deep-learning-playground-service"                 # set this to your Amazon ECS service name
-  ECS_CLUSTER: "deep-learning-playground"                 # set this to your Amazon ECS cluster name
-  ECS_TASK_DEFINITION: ".aws/task-definition.json" # set this to the path to your Amazon ECS task definition
-                                               # file, e.g. .aws/task-definition.json
-  CONTAINER_NAME: "deep-learning-playground-container"           # set this to the name of the container in the
-                                               # containerDefinitions section of your task definition
+  AWS_REGION: "us-west-2" # set this to your preferred AWS region, e.g. us-west-1
+  ECR_REPOSITORY: "deep-learning-playground" # set this to your Amazon ECR repository name
+  ECS_SERVICE: "deep-learning-playground-service" # set this to your Amazon ECS service name
+  ECS_CLUSTER: "deep-learning-playground" # set this to your Amazon ECS cluster name
+  ECS_TASK_DEFINITION:
+    ".aws/task-definition.json" # set this to the path to your Amazon ECS task definition
+    # file, e.g. .aws/task-definition.json
+  CONTAINER_NAME:
+    "deep-learning-playground-container" # set this to the name of the container in the
+    # containerDefinitions section of your task definition
 
 permissions:
-   contents: read
-   actions: write
+  contents: read
+  actions: write
 
 jobs:
   deploy:
@@ -53,59 +54,59 @@ jobs:
     runs-on: ubuntu-latest
     environment: production
     steps:
-    - name: Get current branch
-      run: echo running on branch ${GITHUB_REF##*/}
-      
-    - name: Wait for tests to succeed
-      if: ${{ github.ref }} = "refs/heads/prod-deploy"
-      uses: lewagon/wait-on-check-action@v1.1.1
-      with:
-        ref: ${{ github.sha }}
-        check-name: 'build-linux'
-        repo-token: ${{ secrets.PAT }}
-        allowed-conclusions: success,skipped
-        verbose: true
-        wait-interval: 10
-    
-    - name: Checkout
-      uses: actions/checkout@v3
+      - name: Get current branch
+        run: echo running on branch ${GITHUB_REF##*/}
+
+      - name: Wait for tests to succeed
+        if: ${{ github.ref }} = "refs/heads/prod-deploy"
+        uses: lewagon/wait-on-check-action@v1.1.1
+        with:
+          ref: ${{ github.sha }}
+          check-name: "build-linux"
+          repo-token: ${{ secrets.PAT }}
+          allowed-conclusions: success,skipped
+          verbose: true
+          wait-interval: 10
+
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v1
+        with:
+          aws-access-key-id: ${{ secrets.AWS_DEPLOY_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_DEPLOY_SECRET_ACCESS_KEY }}
+          aws-region: ${{ env.AWS_REGION }}
 
-    - name: Configure AWS credentials
-      uses: aws-actions/configure-aws-credentials@v1
-      with:
-        aws-access-key-id: ${{ secrets.AWS_DEPLOY_ACCESS_KEY_ID }}
-        aws-secret-access-key: ${{ secrets.AWS_DEPLOY_SECRET_ACCESS_KEY }}
-        aws-region: ${{ env.AWS_REGION }}
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v1
 
-    - name: Login to Amazon ECR
-      id: login-ecr
-      uses: aws-actions/amazon-ecr-login@v1
+      - name: Build, tag, and push image to Amazon ECR
+        id: build-image
+        env:
+          ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
+          IMAGE_TAG: ${{ github.sha }}
+        run: |
+          # Build a docker container and
+          # push it to ECR so that it can
+          # be deployed to ECS.
+          docker build -t $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG --build-arg TARGETARCH="x86" --build-arg AWS_REGION=${{ secrets.AWS_REGION }} --build-arg AWS_DEPLOY_ACCESS_KEY_ID=${{ secrets.AWS_DEPLOY_ACCESS_KEY_ID }} --build-arg AWS_DEPLOY_SECRET_ACCESS_KEY=${{ secrets.AWS_DEPLOY_SECRET_ACCESS_KEY }} .
+          docker push $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG
+          echo "::set-output name=image::$ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG"
 
-    - name: Build, tag, and push image to Amazon ECR
-      id: build-image
-      env:
-        ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
-        IMAGE_TAG: ${{ github.sha }}
-      run: |
-        # Build a docker container and
-        # push it to ECR so that it can
-        # be deployed to ECS.
-        docker build -t $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG --build-arg TARGETARCH="x86" --build-arg AWS_REGION=${{ secrets.AWS_REGION }} --build-arg AWS_DEPLOY_ACCESS_KEY_ID=${{ secrets.AWS_DEPLOY_ACCESS_KEY_ID }} --build-arg AWS_DEPLOY_SECRET_ACCESS_KEY=${{ secrets.AWS_DEPLOY_SECRET_ACCESS_KEY }} .
-        docker push $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG
-        echo "::set-output name=image::$ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG"
+      - name: Fill in the new image ID in the Amazon ECS task definition
+        id: task-def
+        uses: aws-actions/amazon-ecs-render-task-definition@v1
+        with:
+          task-definition: ${{ env.ECS_TASK_DEFINITION }}
+          container-name: ${{ env.CONTAINER_NAME }}
+          image: ${{ steps.build-image.outputs.image }}
 
-    - name: Fill in the new image ID in the Amazon ECS task definition
-      id: task-def
-      uses: aws-actions/amazon-ecs-render-task-definition@v1
-      with:
-        task-definition: ${{ env.ECS_TASK_DEFINITION }}
-        container-name: ${{ env.CONTAINER_NAME }}
-        image: ${{ steps.build-image.outputs.image }}
-        
-    - name: Deploy Amazon ECS task definition
-      uses: aws-actions/amazon-ecs-deploy-task-definition@v1
-      with:
-        task-definition: ${{ steps.task-def.outputs.task-definition }}
-        service: ${{ env.ECS_SERVICE }}
-        cluster: ${{ env.ECS_CLUSTER }}
-        wait-for-service-stability: true
+      - name: Deploy Amazon ECS task definition
+        uses: aws-actions/amazon-ecs-deploy-task-definition@v1
+        with:
+          task-definition: ${{ steps.task-def.outputs.task-definition }}
+          service: ${{ env.ECS_SERVICE }}
+          cluster: ${{ env.ECS_CLUSTER }}
+          wait-for-service-stability: true
diff --git a/.github/workflows/backend.yml b/.github/workflows/backend.yml
index 24adeeba..f282a62a 100644
--- a/.github/workflows/backend.yml
+++ b/.github/workflows/backend.yml
@@ -18,15 +18,15 @@ jobs:
       #       check-out repo and set-up mamba env
       #----------------------------------------------
       - name: Check out repository
-        uses: actions/checkout@v3
-      
+        uses: actions/checkout@v4
+
       - name: Setup Mamba
         uses: conda-incubator/setup-miniconda@v2
         with:
           miniforge-version: latest
           use-mamba: true
           activate-environment: dlp
-      
+
       - name: Cache Mamba env
         id: cached-mamba-env
         uses: actions/cache@v3
@@ -35,15 +35,13 @@ jobs:
           CACHE_NUMBER: 0
         with:
           path: /usr/share/miniconda3/envs/
-          key:
-            mamba-${{ runner.os }}-${{env.CACHE_NUMBER }}-${{hashFiles('**/training/environment.yml') }}
+          key: mamba-${{ runner.os }}-${{env.CACHE_NUMBER }}-${{hashFiles('**/training/environment.yml') }}
 
       - name: Update environment
-        run:
-          mamba env update -n dlp -f
+        run: mamba env update -n dlp -f
           training/environment.yml
         if: steps.cached-mamba-env.outputs.cache-hit != 'true'
-      
+
       #----------------------------------------------
       #       load cached venv if cache exists
       #----------------------------------------------
@@ -58,7 +56,7 @@ jobs:
       #---------------------------------------------------
       #       install dependencies if cache does not exist
       #---------------------------------------------------
-        
+
       - name: Install dependencies
         if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
         run: pwd && cd training && poetry install --no-interaction --no-root && poetry env info -p
@@ -76,7 +74,7 @@ jobs:
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }} # You need this
           reporter: github-pr-review # Change reporter.
-      
+
       #----------------------------------------------
       #       black formatter
       #----------------------------------------------
@@ -84,15 +82,15 @@ jobs:
         id: action_black
         with:
           black_args: "."
-          
+
       - uses: stefanzweifel/git-auto-commit-action@v4
         if: steps.action_black.outputs.is_formatted == 'true'
         with:
           commit_message: ":art: Format Python code with psf/black"
-          commit_options: '--no-verify'
+          commit_options: "--no-verify"
           commit_user_name: github-actions
           commit_user_email: ghaction@github.com
-  
+
   test:
     needs: lint
     runs-on: ubuntu-22.04
@@ -101,7 +99,7 @@ jobs:
       #       check-out repo and set-up mamba env
       #----------------------------------------------
       - name: Check out repository
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Setup Mamba
         uses: conda-incubator/setup-miniconda@v2
@@ -109,7 +107,7 @@ jobs:
           miniforge-version: latest
           use-mamba: true
           activate-environment: dlp
-      
+
       - name: Cache Mamba env
         id: cached-mamba-env
         uses: actions/cache@v3
@@ -118,19 +116,17 @@ jobs:
           CACHE_NUMBER: 0
         with:
           path: /usr/share/miniconda3/envs/
-          key:
-            mamba-${{ runner.os }}-${{env.CACHE_NUMBER }}-${{hashFiles('**/training/environment.yml') }}
+          key: mamba-${{ runner.os }}-${{env.CACHE_NUMBER }}-${{hashFiles('**/training/environment.yml') }}
 
       - name: Update environment
-        run:
-          mamba env update -n dlp -f
+        run: mamba env update -n dlp -f
           training/environment.yml
         if: steps.cached-mamba-env.outputs.cache-hit != 'true'
-      
+
       #----------------------------------------------
       #       load cached venv if cache exists
       #----------------------------------------------
-      
+
       - name: Load cached venv
         id: cached-poetry-dependencies
         uses: actions/cache@v3
@@ -138,7 +134,7 @@ jobs:
           path: /usr/share/miniconda3/envs/dlp
           key: training-venv-${{ runner.os }}-${{ hashFiles('**/training/poetry.lock') }}
           restore-keys: training-venv-${{ runner.os }}-
-      
+
       #----------------------------------------------
       # install dependencies if cache does not exist
       #----------------------------------------------
@@ -160,4 +156,3 @@ jobs:
           export AWS_DEFAULT_REGION=us-west-2
           cd training && poetry run pytest tests
         shell: bash -el {0}
-     
diff --git a/.github/workflows/black.yml b/.github/workflows/black.yml
index 64e5fc7a..4e50b675 100644
--- a/.github/workflows/black.yml
+++ b/.github/workflows/black.yml
@@ -7,7 +7,7 @@ jobs:
     name: Black Formatter
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - uses: rickstaa/action-black@v1
         id: action_black
         with:
@@ -16,7 +16,6 @@ jobs:
         if: steps.action_black.outputs.is_formatted == 'true'
         with:
           commit_message: ":art: Format Python code with psf/black"
-          commit_options: '--no-verify'
+          commit_options: "--no-verify"
           commit_user_name: github-actions
           commit_user_email: ghaction@github.com
-          
\ No newline at end of file
diff --git a/.github/workflows/frontend.yml b/.github/workflows/frontend.yml
index ba77050f..096ee952 100644
--- a/.github/workflows/frontend.yml
+++ b/.github/workflows/frontend.yml
@@ -9,10 +9,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Install pnpm
-        run: npm install -g pnpm 
+        run: npm install -g pnpm
         working-directory: ./frontend
 
       - name: Install
@@ -20,7 +20,6 @@ jobs:
         id: install
         working-directory: ./frontend
 
-
       - name: Run ESLint
         run: pnpm run lint
         working-directory: ./frontend
@@ -30,10 +29,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Install pnpm
-        run: npm install -g pnpm 
+        run: npm install -g pnpm
         working-directory: ./frontend
 
       - name: Install
@@ -43,5 +42,3 @@ jobs:
       - name: Test
         run: echo "pnpm run test should be here"
         working-directory: ./frontend
-    
-    
\ No newline at end of file
diff --git a/.github/workflows/generate-directory-tree.yml b/.github/workflows/generate-directory-tree.yml
index c17ee9c3..7c21b28a 100644
--- a/.github/workflows/generate-directory-tree.yml
+++ b/.github/workflows/generate-directory-tree.yml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
 
     - name: Generate File Tree
       run: |
diff --git a/.github/workflows/node.js.yml b/.github/workflows/node.js.yml
index 5d010c89..c166b38c 100644
--- a/.github/workflows/node.js.yml
+++ b/.github/workflows/node.js.yml
@@ -9,13 +9,13 @@ on:
       - "frontend/**"
   pull_request:
     paths:
-       - "frontend/**"
+      - "frontend/**"
 jobs:
   build:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
 
       - name: Install Node.js
         uses: actions/setup-node@v3
@@ -50,5 +50,5 @@ jobs:
       - name: Run depcheck
         run: npx depcheck --ignore-bin-package
         working-directory: ./frontend
-        
+
       # future: add yarn build once build errors are resolved
diff --git a/.github/workflows/push-django-ecs.yml b/.github/workflows/push-django-ecs.yml
index c5a6752b..08c3db64 100644
--- a/.github/workflows/push-django-ecs.yml
+++ b/.github/workflows/push-django-ecs.yml
@@ -51,7 +51,7 @@ jobs:
         run: echo running on branch ${GITHUB_REF##*/}
 
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Configure AWS credentials
         uses: aws-actions/configure-aws-credentials@v1
diff --git a/.github/workflows/python-package-poetry.yml b/.github/workflows/python-package-poetry.yml
index 00b4577b..2d066bc8 100644
--- a/.github/workflows/python-package-poetry.yml
+++ b/.github/workflows/python-package-poetry.yml
@@ -18,7 +18,7 @@ jobs:
       #       check-out repo and set-up python
       #----------------------------------------------
       - name: Check out repository
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Set up python
         id: setup-python
diff --git a/.github/workflows/python-static-checker.yml b/.github/workflows/python-static-checker.yml
index 609ad7f0..6b31a095 100644
--- a/.github/workflows/python-static-checker.yml
+++ b/.github/workflows/python-static-checker.yml
@@ -5,9 +5,9 @@ jobs:
     name: pyright
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - uses: jordemort/action-pyright@v1
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }} # You need this
           reporter: github-pr-review # Change reporter.
-          lib: true
\ No newline at end of file
+          lib: true
diff --git a/.github/workflows/terraform-validate.yml b/.github/workflows/terraform-validate.yml
index 6ef18cb5..e575a415 100644
--- a/.github/workflows/terraform-validate.yml
+++ b/.github/workflows/terraform-validate.yml
@@ -36,7 +36,7 @@ jobs:
     steps:
       # Checkout the repository to the GitHub Actions runner
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       # Install the latest version of Terraform CLI and configure the Terraform CLI configuration file with a Terraform Cloud user API token
       - name: Setup Terraform
diff --git a/.github/workflows/training-container.yml b/.github/workflows/training-container.yml
index 3bc2f1a4..dd536ec8 100644
--- a/.github/workflows/training-container.yml
+++ b/.github/workflows/training-container.yml
@@ -26,24 +26,25 @@
 
 name: ECS Training Container Deployment
 
-
 # Only trigger when user clicks "run workflow"
 on:
   workflow_dispatch:
 
 env:
-  AWS_REGION: "us-east-1"                    # set this to your preferred AWS region, e.g. us-west-1
-  ECR_REPOSITORY: "dlp-backend-image"           # set this to your Amazon ECR repository name
-  ECS_SERVICE: "BackendService"                 # set this to your Amazon ECS service name
-  ECS_CLUSTER: "BackendCluster"                 # set this to your Amazon ECS cluster name
-  ECS_TASK_DEFINITION: ".aws/training-task-definition.json" # set this to the path to your Amazon ECS task definition
-                                               # file, e.g. .aws/task-definition.json
-  CONTAINER_NAME: "backend"           # set this to the name of the container in the
-                                               # containerDefinitions section of your task definition
+  AWS_REGION: "us-east-1" # set this to your preferred AWS region, e.g. us-west-1
+  ECR_REPOSITORY: "dlp-backend-image" # set this to your Amazon ECR repository name
+  ECS_SERVICE: "BackendService" # set this to your Amazon ECS service name
+  ECS_CLUSTER: "BackendCluster" # set this to your Amazon ECS cluster name
+  ECS_TASK_DEFINITION:
+    ".aws/training-task-definition.json" # set this to the path to your Amazon ECS task definition
+    # file, e.g. .aws/task-definition.json
+  CONTAINER_NAME:
+    "backend" # set this to the name of the container in the
+    # containerDefinitions section of your task definition
 
 permissions:
-   contents: read
-   actions: write
+  contents: read
+  actions: write
 
 jobs:
   deploy:
@@ -51,48 +52,48 @@ jobs:
     runs-on: ubuntu-latest
     environment: production
     steps:
-    - name: Get current branch
-      run: echo running on branch ${GITHUB_REF##*/}
-    
-    - name: Checkout
-      uses: actions/checkout@v3
+      - name: Get current branch
+        run: echo running on branch ${GITHUB_REF##*/}
+
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v1
+        with:
+          aws-access-key-id: ${{ secrets.AWS_DEPLOY_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_DEPLOY_SECRET_ACCESS_KEY }}
+          aws-region: ${{ env.AWS_REGION }}
 
-    - name: Configure AWS credentials
-      uses: aws-actions/configure-aws-credentials@v1
-      with:
-        aws-access-key-id: ${{ secrets.AWS_DEPLOY_ACCESS_KEY_ID }}
-        aws-secret-access-key: ${{ secrets.AWS_DEPLOY_SECRET_ACCESS_KEY }}
-        aws-region: ${{ env.AWS_REGION }}
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v1
 
-    - name: Login to Amazon ECR
-      id: login-ecr
-      uses: aws-actions/amazon-ecr-login@v1
+      - name: Build, tag, and push image to Amazon ECR
+        id: build-image
+        env:
+          ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
+          IMAGE_TAG: ${{ github.sha }}
+        run: |
+          # Build a docker container and
+          # push it to ECR so that it can
+          # be deployed to ECS.
+          docker build -t $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG training -f training/Dockerfile.prod
+          docker push $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG
+          echo "image=$ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG" >> $GITHUB_OUTPUT
 
-    - name: Build, tag, and push image to Amazon ECR
-      id: build-image
-      env:
-        ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
-        IMAGE_TAG: ${{ github.sha }}
-      run: |
-        # Build a docker container and
-        # push it to ECR so that it can
-        # be deployed to ECS.
-        docker build -t $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG training -f training/Dockerfile.prod
-        docker push $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG
-        echo "image=$ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG" >> $GITHUB_OUTPUT
+      - name: Fill in the new image ID in the Amazon ECS task definition
+        id: task-def
+        uses: aws-actions/amazon-ecs-render-task-definition@v1
+        with:
+          task-definition: ${{ env.ECS_TASK_DEFINITION }}
+          container-name: ${{ env.CONTAINER_NAME }}
+          image: ${{ steps.build-image.outputs.image }}
 
-    - name: Fill in the new image ID in the Amazon ECS task definition
-      id: task-def
-      uses: aws-actions/amazon-ecs-render-task-definition@v1
-      with:
-        task-definition: ${{ env.ECS_TASK_DEFINITION }}
-        container-name: ${{ env.CONTAINER_NAME }}
-        image: ${{ steps.build-image.outputs.image }}
-        
-    - name: Deploy Amazon ECS task definition
-      uses: aws-actions/amazon-ecs-deploy-task-definition@v1
-      with:
-        task-definition: ${{ steps.task-def.outputs.task-definition }}
-        service: ${{ env.ECS_SERVICE }}
-        cluster: ${{ env.ECS_CLUSTER }}
-        wait-for-service-stability: true
+      - name: Deploy Amazon ECS task definition
+        uses: aws-actions/amazon-ecs-deploy-task-definition@v1
+        with:
+          task-definition: ${{ steps.task-def.outputs.task-definition }}
+          service: ${{ env.ECS_SERVICE }}
+          cluster: ${{ env.ECS_CLUSTER }}
+          wait-for-service-stability: true
diff --git a/backend/poetry.lock b/backend/poetry.lock
index 01143a23..744a5eec 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -853,43 +853,43 @@ test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 
 [[package]]
 name = "cryptography"
-version = "42.0.0"
+version = "42.0.2"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cryptography-42.0.0-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:c640b0ef54138fde761ec99a6c7dc4ce05e80420262c20fa239e694ca371d434"},
-    {file = "cryptography-42.0.0-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:678cfa0d1e72ef41d48993a7be75a76b0725d29b820ff3cfd606a5b2b33fda01"},
-    {file = "cryptography-42.0.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:146e971e92a6dd042214b537a726c9750496128453146ab0ee8971a0299dc9bd"},
-    {file = "cryptography-42.0.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:87086eae86a700307b544625e3ba11cc600c3c0ef8ab97b0fda0705d6db3d4e3"},
-    {file = "cryptography-42.0.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:0a68bfcf57a6887818307600c3c0ebc3f62fbb6ccad2240aa21887cda1f8df1b"},
-    {file = "cryptography-42.0.0-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:5a217bca51f3b91971400890905a9323ad805838ca3fa1e202a01844f485ee87"},
-    {file = "cryptography-42.0.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:ca20550bb590db16223eb9ccc5852335b48b8f597e2f6f0878bbfd9e7314eb17"},
-    {file = "cryptography-42.0.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:33588310b5c886dfb87dba5f013b8d27df7ffd31dc753775342a1e5ab139e59d"},
-    {file = "cryptography-42.0.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:9515ea7f596c8092fdc9902627e51b23a75daa2c7815ed5aa8cf4f07469212ec"},
-    {file = "cryptography-42.0.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:35cf6ed4c38f054478a9df14f03c1169bb14bd98f0b1705751079b25e1cb58bc"},
-    {file = "cryptography-42.0.0-cp37-abi3-win32.whl", hash = "sha256:8814722cffcfd1fbd91edd9f3451b88a8f26a5fd41b28c1c9193949d1c689dc4"},
-    {file = "cryptography-42.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:a2a8d873667e4fd2f34aedab02ba500b824692c6542e017075a2efc38f60a4c0"},
-    {file = "cryptography-42.0.0-cp39-abi3-macosx_10_12_universal2.whl", hash = "sha256:8fedec73d590fd30c4e3f0d0f4bc961aeca8390c72f3eaa1a0874d180e868ddf"},
-    {file = "cryptography-42.0.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:be41b0c7366e5549265adf2145135dca107718fa44b6e418dc7499cfff6b4689"},
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 [package.dependencies]
diff --git a/dlp-cli b/dlp-cli
index fb1fc52f..b49009ac 160000
--- a/dlp-cli
+++ b/dlp-cli
@@ -1 +1 @@
-Subproject commit fb1fc52fe13d9ba26fc2e9a8f123d84b83db9785
+Subproject commit b49009ac04a20a193e07024b70537d508d7d182d