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‎README.md

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This repository contains the code, instructions, resources and materials associated with the Lab called **Streamlining insurance claims with OpenShift AI**.
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To consult the static version of the instructions, please use [this URL](https://rh-aiservices-bu.github.io/insurance-claim-processing/)
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To consult the static version of the instructions, please use [this URL](https://rh-aiservices-bu.github.io/parasol-insurance/)
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If you want to participate in the creation and update of this content, please consult the sections below.
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‎app/Containerfile

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WORKDIR /tmp
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RUN git clone https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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RUN git clone https://github.com/rh-aiservices-bu/parasol-insurance.git
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FROM registry.access.redhat.com/ubi9/nodejs-18
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USER root
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COPY --from=stage /tmp/insurance-claim-processing/app/ /tmp/src
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COPY --from=stage /tmp/parasol-insurance/app/ /tmp/src
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RUN chown -R 1001:0 /tmp/src
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‎app/frontend/package.json

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{
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"name": "insurance-claim-processing",
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"name": "parasol-insurance",
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"version": "1.0.0",
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"description": "Backend for the RAG Chatbot Patternfly.",
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"repository": {
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"type": "git",
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"url": "git+https://https://github.com/rh-aiservices-bu/insurance-claim-processing.git"
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"url": "git+https://https://github.com/rh-aiservices-bu/parasol-insurance.git"
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},
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"homepage": "https://github.com/rh-aiservices-bu/insurance-claim-processing/README.md",
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"homepage": "https://github.com/rh-aiservices-bu/parasol-insurance/README.md",
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"bugs": {
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"url": "https://github.com/rh-aiservices-bu/insurance-claim-processing/issues"
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"url": "https://github.com/rh-aiservices-bu/parasol-insurance/issues"
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},
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"license": "MIT",
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"private": true,

‎app/package.json

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{
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"name": "insurance-claim-processing",
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"name": "parasol-insurance",
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"version": "1.0.0",
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"description": "Insurance Claim Processing.",
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"author": "",
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"license": "MIT",
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"private": true,
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"repository": {
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"type": "git",
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"url": "git+https://https://github.com/rh-aiservices-bu/insurance-claim-processing.git"
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"url": "git+https://https://github.com/rh-aiservices-bu/parasol-insurance.git"
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},
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"homepage": "https://github.com/rh-aiservices-bu/insurance-claim-processing/README.md",
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"homepage": "https://github.com/rh-aiservices-bu/parasol-insurance/README.md",
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"bugs": {
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"url": "https://github.com/rh-aiservices-bu/insurance-claim-processing/issues"
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"url": "https://github.com/rh-aiservices-bu/parasol-insurance/issues"
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},
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"engines": {
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"node": ">=18.0.0"

‎bootstrap/applicationset/applicationset-bootstrap.yaml

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elements:
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- cluster: in-cluster
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name: ic-shared-minio-app
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repoURL: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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repoURL: https://github.com/rh-aiservices-bu/parasol-insurance.git
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targetRevision: dev
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path: bootstrap/ic-shared-minio
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- cluster: in-cluster
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name: ic-shared-database-app
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repoURL: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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repoURL: https://github.com/rh-aiservices-bu/parasol-insurance.git
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targetRevision: dev
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path: bootstrap/ic-shared-database
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- cluster: in-cluster
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name: ic-shared-llm-app
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repoURL: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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repoURL: https://github.com/rh-aiservices-bu/parasol-insurance.git
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targetRevision: dev
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path: bootstrap/ic-shared-llm
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- cluster: in-cluster
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name: ic-shared-img-det
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repoURL: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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repoURL: https://github.com/rh-aiservices-bu/parasol-insurance.git
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targetRevision: dev
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path: bootstrap/ic-shared-img-det
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- cluster: in-cluster
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name: ic-rhoai-configuration
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repoURL: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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repoURL: https://github.com/rh-aiservices-bu/parasol-insurance.git
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targetRevision: dev
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path: bootstrap/ic-rhoai-configuration
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- cluster: in-cluster
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name: ic-user-projects
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repoURL: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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repoURL: https://github.com/rh-aiservices-bu/parasol-insurance.git
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targetRevision: dev
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path: bootstrap/ic-user-projects
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template:

‎bootstrap/bootstrap.md

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```bash
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GITEA_INT_URL="http://gitea.gitea.svc:3000/"
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GITEA_REPO="opentlc-mgr/insurance-claim-processing-mirror/"
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GITEA_REPO="opentlc-mgr/parasol-insurance-mirror/"
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GITEA_BRANCH="dev/"
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GITEA_APP_PATH="bootstrap/applications/ic-shared-minio-app.yaml"
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```
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<!--
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# https://gitea.apps.cluster-rvl84.sandbox483.opentlc.com/opentlc-mgr/insurance-claim-processing-mirror/raw/branch/feature/minio-in-gitops/bootstrap/applications/ic-shared-minio-app.yaml
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#echo "http://gitea.gitea.svc:3000/opentlc-mgr/insurance-claim-processing-mirror/raw/branch/feature/minio-in-gitops/bootstrap/applications/ic-shared-minio-app.yaml"
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# https://gitea.apps.cluster-rvl84.sandbox483.opentlc.com/opentlc-mgr/parasol-insurance-mirror/raw/branch/feature/minio-in-gitops/bootstrap/applications/ic-shared-minio-app.yaml
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#echo "http://gitea.gitea.svc:3000/opentlc-mgr/parasol-insurance-mirror/raw/branch/feature/minio-in-gitops/bootstrap/applications/ic-shared-minio-app.yaml"
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-->

‎bootstrap/ic-rhoai-configuration/workbench-imagestream.yaml

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annotations:
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opendatahub.io/notebook-image-order: '01'
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opendatahub.io/notebook-image-url: >-
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https://github.com/rh-aiservices-bu/insurance-claim-processing/tree/main/bootstrap/workbench-image
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https://github.com/rh-aiservices-bu/parasol-insurance/tree/main/bootstrap/workbench-image
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internal.config.kubernetes.io/previousNamespaces: default
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internal.config.kubernetes.io/previousKinds: ImageStream
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opendatahub.io/notebook-image-name: CUSTOM - Insurance Claim Processing Lab Workbench

‎bootstrap/ic-shared-database/populate-images.yaml

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args:
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- -ec
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- |-
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git clone https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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git clone https://github.com/rh-aiservices-bu/parasol-insurance.git
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cat << 'EOF' | python3
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import boto3, os, botocore
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s3.create_bucket(Bucket=bucket_name)
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# Upload original images to minio
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for filename in os.listdir("insurance-claim-processing/bootstrap/ic-shared-database/images/original_images"):
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with open(f"insurance-claim-processing/bootstrap/ic-shared-database/images/original_images/{filename}", "rb") as f:
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for filename in os.listdir("parasol-insurance/bootstrap/ic-shared-database/images/original_images"):
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with open(f"parasol-insurance/bootstrap/ic-shared-database/images/original_images/{filename}", "rb") as f:
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s3.upload_fileobj(f, bucket_name, f"original_images/{filename}")
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for filename in os.listdir("insurance-claim-processing/bootstrap/ic-shared-database/images/processed_images"):
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with open(f"insurance-claim-processing/bootstrap/ic-shared-database/images/processed_images/{filename}", "rb") as f:
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for filename in os.listdir("parasol-insurance/bootstrap/ic-shared-database/images/processed_images"):
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with open(f"parasol-insurance/bootstrap/ic-shared-database/images/processed_images/{filename}", "rb") as f:
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s3.upload_fileobj(f, bucket_name, f"processed_images/{filename}")
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EOF

‎content/antora.yml

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minio-user: minio
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minio-pass: minio123
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minio-endpoint: http://minio.ic-shared-minio.svc.cluster.local:9000/
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git-clone-repo-url: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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git-clone-repo-url: https://github.com/rh-aiservices-bu/parasol-insurance.git
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git-clone-repo-branch: dev
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user: userX
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password: openshift

‎content/modules/ROOT/pages/02-04-validating-env.adoc

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In your workbench:
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. In the left hand navigation menu, navigate to the folder called: `insurance-claim-processing/lab-materials/02`
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. In the left hand navigation menu, navigate to the folder called: `parasol-insurance/lab-materials/02`
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. Open the notebook called `02-04-validating.ipynb`
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‎content/modules/ROOT/pages/03-01-notebook-based-llm.adoc

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In this exercise, we will use a notebook to investigate how LLMs can be used.
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From the `insurance-claim-processing/lab-materials/03` folder, please open the notebook called `03-01-nb-llm-example.ipynb` and follow the instructions.
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From the `parasol-insurance/lab-materials/03` folder, please open the notebook called `03-01-nb-llm-example.ipynb` and follow the instructions.
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When done, you can close the notebook and head to the next page.

‎content/modules/ROOT/pages/03-02-summarization.adoc

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As part of our claim processing, we want to summarize the text of a claim. In the next notebook we will investigate how the LLM can be used to do this task.
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From the `insurance-claim-processing/lab-materials/03` folder, please open the notebook called `03-02-summarization.ipynb` and follow the instructions.
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From the `parasol-insurance/lab-materials/03` folder, please open the notebook called `03-02-summarization.ipynb` and follow the instructions.
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When done, you can close the notebook and head to the next page.

‎content/modules/ROOT/pages/03-03-information-extractions.adoc

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As part of our claim processing, we want to extract some information from the text of a claim. In the next notebook we will investigate how the LLM can be used to do this task.
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From the `insurance-claim-processing/lab-materials/03` folder, please open the notebook called `03-03-information-extraction.ipynb` and follow the instructions.
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From the `parasol-insurance/lab-materials/03` folder, please open the notebook called `03-03-information-extraction.ipynb` and follow the instructions.
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When done, you can close the notebook and head to the next page.

‎content/modules/ROOT/pages/04-01-over-approach.adoc

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[.bordershadow]
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image::04/sample-car-image.png[car image]
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- In your running workbench, navigate to the folder `parasol-insurance/lab-materials/04`.
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- Look for (and open) the notebook called `04-01-over-approach.ipynb`.
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- Execute the cells of the notebook, and ensure you understand what is happening.

‎content/modules/ROOT/pages/04-02-car-recog.adoc

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If you want to dig deeper into this section, follow the instructions below. If you are pressed for time, you can skip to the next section.
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- In your running workbench, navigate to the folder `insurance-claim-processing/lab-materials/04`.
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- In your running workbench, navigate to the folder `parasol-insurance/lab-materials/04`.
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- Execute the cells of the notebook, and ensure you understand what is happening

‎content/modules/ROOT/pages/04-03-model-retraining.adoc

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We have provided the following training data set, available as a zip file, and located in an S3 bucket: `accident-sample.zip` (as we don,t have time in this {ic-lab} to fully retrain the model, we will use a sample of the training data set).
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- In your running workbench, navigate to the folder `insurance-claim-processing/lab-materials/04`.
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- In your running workbench, navigate to the folder `parasol-insurance/lab-materials/04`.
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- Execute the cells of the notebook.
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‎content/modules/ROOT/pages/04-04-accident-recog.adoc

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- Look for (and open) the notebook called `04-04-accident-recog.ipynb`
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‎content/modules/ROOT/pages/04-05-model-serving.adoc

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We will now use this URL to query the model.
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‎content/modules/ROOT/pages/05-03-web-app-deploy-application.adoc

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project: default
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source:
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repoURL: https://github.com/rh-aiservices-bu/insurance-claim-processing.git
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repoURL: https://github.com/rh-aiservices-bu/parasol-insurance.git
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targetRevision: dev
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syncPolicy:
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automated:

‎content/modules/ROOT/pages/05-05-process-claims.adoc

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== What's inside the pipeline?
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If you navigate to `insurance-claim-processing/lab-materials/05/05-05` you can see a variety of files. +
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If you navigate to `parasol-insurance/lab-materials/05/05-05` you can see a variety of files. +
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[.bordershadow]
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image::05/05-process-claims-yaml.jpg[]

‎content/modules/ROOT/pages/06-01-potential-imp-ref.adoc

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== To the {ic} materials
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If you have any feedback regarding this {ic}, please use https://github.com/rh-aiservices-bu/insurance-claim-processing/issues[Issues,window=_blank] and https://github.com/rh-aiservices-bu/insurance-claim-processing/pulls[Pull Requests,window=_blank].
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If you have any feedback regarding this {ic}, please use https://github.com/rh-aiservices-bu/parasol-insurance/issues[Issues,window=_blank] and https://github.com/rh-aiservices-bu/parasol-insurance/pulls[Pull Requests,window=_blank].
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But this section of the {ic} is not meant for Improvements and Refinements **to the lab**. Instead it is about...
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‎content/modules/ROOT/pages/07-01-end-of-lab.adoc

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We hope that the materials we used during this time together were useful and gave you a better appreciation and understanding of what goes into an intelligent application.
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If you notice https://github.com/rh-aiservices-bu/insurance-claim-processing/issues[issues,window=_blank] with the content and/or want to send us a https://github.com/rh-aiservices-bu/insurance-claim-processing/pulls[pull request,window=_blank], we'll appreciate it very much.
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If you notice https://github.com/rh-aiservices-bu/parasol-insurance/issues[issues,window=_blank] with the content and/or want to send us a https://github.com/rh-aiservices-bu/parasol-insurance/pulls[pull request,window=_blank], we'll appreciate it very much.
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The instructions of this {ic} are always available at https://rh-aiservices-bu.github.io/insurance-claim-processing/[https://rh-aiservices-bu.github.io/insurance-claim-processing/,window=_blank]. Make note of this URL as it will be updated with new content as we continue to improve the {ic-lab}.
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The instructions of this {ic} are always available at https://rh-aiservices-bu.github.io/parasol-insurance/[https://rh-aiservices-bu.github.io/parasol-insurance/,window=_blank]. Make note of this URL as it will be updated with new content as we continue to improve the {ic-lab}.
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== Acknowledgements
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Thanks to everyone who helped create this {ic}, https://github.com/rh-aiservices-bu/insurance-claim-processing/graphs/contributors[contributors,window=_blank] and reviewers!
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Thanks to everyone who helped create this {ic}, https://github.com/rh-aiservices-bu/parasol-insurance/graphs/contributors[contributors,window=_blank] and reviewers!

‎content/modules/ROOT/pages/index.adoc

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== Contributing
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If you are interested in contributing to this project, consult this GitHub Repo: https://github.com/rh-aiservices-bu/insurance-claim-processing/[https://github.com/rh-aiservices-bu/insurance-claim-processing/,window=_blank]
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If you are interested in contributing to this project, consult this GitHub Repo: https://github.com/rh-aiservices-bu/parasol-insurance/[https://github.com/rh-aiservices-bu/parasol-insurance/,window=_blank]

‎default-site.yml

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supplemental_files: ./content/supplemental-ui
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content:
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edit_url: 'https://github.com/rh-aiservices-bu/insurance-claim-processing/edit/dev/{path}'
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edit_url: 'https://github.com/rh-aiservices-bu/parasol-insurance/edit/dev/{path}'
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sources:
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- url: ./
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start_path: content

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