From 150c5850d9b8bcf5aea07bace17f6e4744132b7f Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Thu, 26 Oct 2023 14:26:46 -0600
Subject: [PATCH 01/17] created deployment yaml

---
 Usecases/Kubernetes Cluster/Readme.md       | 13 +++++-
 Usecases/Kubernetes Cluster/deployment.yaml | 45 +++++++++++++++++++++
 2 files changed, 57 insertions(+), 1 deletion(-)
 create mode 100644 Usecases/Kubernetes Cluster/deployment.yaml

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 9c00a77..3199102 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -1,3 +1,14 @@
 # Use-Case - Build a Kubernetes Cluster
 
-## Step-by-Step Instructions
\ No newline at end of file
+## Step-by-Step Instructions
+
+### Step-1 - Create a cluster in GKE Standard mode
+
+- In the Google Cloud Console, create a cluster on the **Kubernetes clusters** page
+- Cluster basics: specify a name and region for the cluster, and use default values for other fields:
+```
+name: ncar-autopilot-cluster-1
+zone: us-central1-a
+```
+- Networking: use default values and continue
+- Advanced settings: 
\ No newline at end of file
diff --git a/Usecases/Kubernetes Cluster/deployment.yaml b/Usecases/Kubernetes Cluster/deployment.yaml
new file mode 100644
index 0000000..7339792
--- /dev/null
+++ b/Usecases/Kubernetes Cluster/deployment.yaml	
@@ -0,0 +1,45 @@
+---
+apiVersion: "apps/v1"
+kind: "Deployment"
+metadata:
+  name: "ncar-subset-1"
+  namespace: "default"
+  labels:
+    app: "ncar-subset-1"
+spec:
+  replicas: 3
+  selector:
+    matchLabels:
+      app: "ncar-subset-1"
+  template:
+    metadata:
+      labels:
+        app: "ncar-subset-1"
+    spec:
+      containers:
+      - name: "nginx-1"
+        image: "nginx:latest"
+      - name: "ncar-subset-sha256-2"
+        image: "us-central1-docker.pkg.dev/i2class-fall2023-dmdevrie/ncar-transform/ncar-subset@sha256:7fcaf853a4262dc1f548d55a74753ac15a12a7a2490b1cd58cd24afb2bb4a0a2"
+---
+apiVersion: "autoscaling/v2"
+kind: "HorizontalPodAutoscaler"
+metadata:
+  name: "ncar-subset-1-hpa-s6qo"
+  namespace: "default"
+  labels:
+    app: "ncar-subset-1"
+spec:
+  scaleTargetRef:
+    kind: "Deployment"
+    name: "ncar-subset-1"
+    apiVersion: "apps/v1"
+  minReplicas: 1
+  maxReplicas: 5
+  metrics:
+  - type: "Resource"
+    resource:
+      name: "cpu"
+      target:
+        type: "Utilization"
+        averageUtilization: 80

From fe1858f95398f7bf8871020258724ef67c9dec86 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Thu, 26 Oct 2023 14:40:42 -0600
Subject: [PATCH 02/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 19 ++++++++++++++++---
 1 file changed, 16 insertions(+), 3 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 3199102..1483ee6 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -2,13 +2,26 @@
 
 ## Step-by-Step Instructions
 
-### Step-1 - Create a cluster in GKE Standard mode
+### Step-1 - Create a cluster in GKE Autopilot mode
 
 - In the Google Cloud Console, create a cluster on the **Kubernetes clusters** page
 - Cluster basics: specify a name and region for the cluster, and use default values for other fields:
 ```
 name: ncar-autopilot-cluster-1
-zone: us-central1-a
+region: us-central1
 ```
 - Networking: use default values and continue
-- Advanced settings: 
\ No newline at end of file
+- Advanced settings: use default values and continue
+
+### Step-2 - Add a deployment
+
+- From the **Kubernetes clusters** page, select `+DEPLOY`
+- In addition to the nginx container, add the NCAR subsetting container.  Select 'Add a container'.
+- Choose `Existing container` and select the container `us-central1-docker.pkg.dev/i2class-fall2023-dmdevrie/ncar-transform/ncar-subset` from the Artifact Registry.
+- Set the deployment name and app label (these should be the same):
+```
+Deployment name: ncar-subset
+Labels: {
+    app: ncar-subset
+}
+```

From 04428e4c45cec37ddf4be23d0b52e01c38fe564c Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 08:29:19 -0600
Subject: [PATCH 03/17] updates to yaml and readme

---
 Usecases/Kubernetes Cluster/Readme.md       | 4 ++++
 Usecases/Kubernetes Cluster/deployment.yaml | 9 +++++----
 2 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 1483ee6..88126ef 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -25,3 +25,7 @@ Labels: {
     app: ncar-subset
 }
 ```
+- Subsequent changes to the deployment can be made by modifying `deployment.yaml` and applying the changes:
+```
+kubectl apply -f deployment.yaml
+```
\ No newline at end of file
diff --git a/Usecases/Kubernetes Cluster/deployment.yaml b/Usecases/Kubernetes Cluster/deployment.yaml
index 7339792..1338fb7 100644
--- a/Usecases/Kubernetes Cluster/deployment.yaml	
+++ b/Usecases/Kubernetes Cluster/deployment.yaml	
@@ -17,15 +17,16 @@ spec:
         app: "ncar-subset-1"
     spec:
       containers:
-      - name: "nginx-1"
-        image: "nginx:latest"
-      - name: "ncar-subset-sha256-2"
+      - name: "ncar-subset-sha256-1"
         image: "us-central1-docker.pkg.dev/i2class-fall2023-dmdevrie/ncar-transform/ncar-subset@sha256:7fcaf853a4262dc1f548d55a74753ac15a12a7a2490b1cd58cd24afb2bb4a0a2"
+        command:
+        - "docker run -t test-ncar-subset https://stratus.rda.ucar.edu/ds633.0/e5.oper.an.sfc/198010/e5.oper.an.sfc.128_167_2t.ll025sc.1980100100_1980103123.nc\
+          \ 85 75 70 40 gs://ncar-subset-target/test-user-target/"
 ---
 apiVersion: "autoscaling/v2"
 kind: "HorizontalPodAutoscaler"
 metadata:
-  name: "ncar-subset-1-hpa-s6qo"
+  name: "ncar-subset-1-hpa-qauz"
   namespace: "default"
   labels:
     app: "ncar-subset-1"

From 1602a0bbabcc7fc65769f21f96c882ed813f30f5 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 08:47:56 -0600
Subject: [PATCH 04/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 88126ef..99679c2 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -25,7 +25,12 @@ Labels: {
     app: ncar-subset
 }
 ```
-- Subsequent changes to the deployment can be made by modifying `deployment.yaml` and applying the changes:
+- Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
 ```
+## First retrieve auth credentials for the cluster and verify
+gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1
+kubectl cluster-info
+
+## Apply deployment yaml
 kubectl apply -f deployment.yaml
 ```
\ No newline at end of file

From f94f5466301c98d7f9f2da6318d1cb447348f59f Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 08:51:30 -0600
Subject: [PATCH 05/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 99679c2..ee53520 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -26,11 +26,14 @@ Labels: {
 }
 ```
 - Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
+
+...First retrieve auth credentials for the cluster and verify
 ```
-## First retrieve auth credentials for the cluster and verify
 gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1
 kubectl cluster-info
+```
 
-## Apply deployment yaml
+...Apply deployment yaml
+```
 kubectl apply -f deployment.yaml
 ```
\ No newline at end of file

From 2b736a689c15c13ccd863300f9b85ea5570a0737 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 08:52:42 -0600
Subject: [PATCH 06/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index ee53520..e1aa838 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -27,13 +27,13 @@ Labels: {
 ```
 - Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
 
-...First retrieve auth credentials for the cluster and verify
+   First retrieve auth credentials for the cluster and verify
 ```
 gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1
 kubectl cluster-info
 ```
 
-...Apply deployment yaml
+   Then apply the deployment yaml file
 ```
 kubectl apply -f deployment.yaml
 ```
\ No newline at end of file

From 62289aa884edcf16e5ccb90ca08fe82ad3758af6 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 08:54:06 -0600
Subject: [PATCH 07/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index e1aa838..16e2a2e 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -27,13 +27,13 @@ Labels: {
 ```
 - Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
 
-   First retrieve auth credentials for the cluster and verify
-```
-gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1
-kubectl cluster-info
-```
+   First retrieve auth credentials for the cluster and verify  
+   ```  
+   gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1  
+   kubectl cluster-info  
+   ```
 
-   Then apply the deployment yaml file
-```
-kubectl apply -f deployment.yaml
-```
\ No newline at end of file
+   Then apply the deployment yaml file  
+   ```  
+   kubectl apply -f deployment.yaml  
+   ```
\ No newline at end of file

From df4d73f0571c3332b1f55f963c4c093f9c84994e Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 09:35:54 -0600
Subject: [PATCH 08/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 28 ++++++++++++++++-----------
 1 file changed, 17 insertions(+), 11 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 16e2a2e..4d5ff60 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -13,6 +13,20 @@ region: us-central1
 - Networking: use default values and continue
 - Advanced settings: use default values and continue
 
+### Step-1 (alternative) - Create a cluster from the command line
+- Open a Google Cloud Shell terminal and run the following commands
+
+   First retrieve auth credentials for the cluster and verify  
+   ```  
+   gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1  
+   kubectl cluster-info  
+   ```
+
+   Then create the cluster  
+   ```  
+   gcloud container --project "i2class-fall2023-dmdevrie" clusters create-auto "ncar-autopilot-cluster-2" --region "us-central1" --release-channel "regular" --network "projects/i2class-fall2023-dmdevrie/global/networks/default" --subnetwork "projects/i2class-fall2023-dmdevrie/regions/us-central1/subnetworks/default" --cluster-ipv4-cidr "/17"  
+   ```
+
 ### Step-2 - Add a deployment
 
 - From the **Kubernetes clusters** page, select `+DEPLOY`
@@ -26,14 +40,6 @@ Labels: {
 }
 ```
 - Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
-
-   First retrieve auth credentials for the cluster and verify  
-   ```  
-   gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1  
-   kubectl cluster-info  
-   ```
-
-   Then apply the deployment yaml file  
-   ```  
-   kubectl apply -f deployment.yaml  
-   ```
\ No newline at end of file
+```
+kubectl apply -f deployment.yaml
+```
\ No newline at end of file

From e68bfa70fa0343e0e4cf71b7cf6c348b1bd99ab4 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 09:37:31 -0600
Subject: [PATCH 09/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 4d5ff60..5c98265 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -24,7 +24,14 @@ region: us-central1
 
    Then create the cluster  
    ```  
-   gcloud container --project "i2class-fall2023-dmdevrie" clusters create-auto "ncar-autopilot-cluster-2" --region "us-central1" --release-channel "regular" --network "projects/i2class-fall2023-dmdevrie/global/networks/default" --subnetwork "projects/i2class-fall2023-dmdevrie/regions/us-central1/subnetworks/default" --cluster-ipv4-cidr "/17"  
+   gcloud container \
+   --project "i2class-fall2023-dmdevrie" \
+   clusters create-auto "ncar-autopilot-cluster-2" \
+   --region "us-central1" \
+   --release-channel "regular" \
+   --network "projects/i2class-fall2023-dmdevrie/global/networks/default" \
+   --subnetwork "projects/i2class-fall2023-dmdevrie/regions/us-central1/subnetworks/default" \
+   --cluster-ipv4-cidr "/17"  
    ```
 
 ### Step-2 - Add a deployment

From e58982accb2a3b7f153e76f0b7ed27ad2c4dcea0 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 09:38:47 -0600
Subject: [PATCH 10/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 5c98265..3b90be2 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -24,9 +24,8 @@ region: us-central1
 
    Then create the cluster  
    ```  
-   gcloud container \
+   gcloud container clusters create-auto "ncar-autopilot-cluster-2" \
    --project "i2class-fall2023-dmdevrie" \
-   clusters create-auto "ncar-autopilot-cluster-2" \
    --region "us-central1" \
    --release-channel "regular" \
    --network "projects/i2class-fall2023-dmdevrie/global/networks/default" \

From 9967758dd620d1cc0ea68ef093e99a603f9d6ddd Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 09:46:05 -0600
Subject: [PATCH 11/17] updated deployment yaml

---
 Usecases/Kubernetes Cluster/deployment.yaml | 20 ++++++++++++--------
 1 file changed, 12 insertions(+), 8 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/deployment.yaml b/Usecases/Kubernetes Cluster/deployment.yaml
index 1338fb7..62a2712 100644
--- a/Usecases/Kubernetes Cluster/deployment.yaml	
+++ b/Usecases/Kubernetes Cluster/deployment.yaml	
@@ -2,22 +2,26 @@
 apiVersion: "apps/v1"
 kind: "Deployment"
 metadata:
-  name: "ncar-subset-1"
+  name: "ncar-subset-2"
   namespace: "default"
   labels:
-    app: "ncar-subset-1"
+    app: "ncar-subset-2"
 spec:
   replicas: 3
   selector:
     matchLabels:
-      app: "ncar-subset-1"
+      app: "ncar-subset-2"
   template:
     metadata:
       labels:
-        app: "ncar-subset-1"
+        app: "ncar-subset-2"
     spec:
       containers:
-      - name: "ncar-subset-sha256-1"
+      - name: "nginx-1"
+        image: "nginx:latest"
+      - name: "docker-2"
+        image: "docker:latest"
+      - name: "ncar-subset-sha256-3"
         image: "us-central1-docker.pkg.dev/i2class-fall2023-dmdevrie/ncar-transform/ncar-subset@sha256:7fcaf853a4262dc1f548d55a74753ac15a12a7a2490b1cd58cd24afb2bb4a0a2"
         command:
         - "docker run -t test-ncar-subset https://stratus.rda.ucar.edu/ds633.0/e5.oper.an.sfc/198010/e5.oper.an.sfc.128_167_2t.ll025sc.1980100100_1980103123.nc\
@@ -26,14 +30,14 @@ spec:
 apiVersion: "autoscaling/v2"
 kind: "HorizontalPodAutoscaler"
 metadata:
-  name: "ncar-subset-1-hpa-qauz"
+  name: "ncar-subset-2-hpa-dtvf"
   namespace: "default"
   labels:
-    app: "ncar-subset-1"
+    app: "ncar-subset-2"
 spec:
   scaleTargetRef:
     kind: "Deployment"
-    name: "ncar-subset-1"
+    name: "ncar-subset-2"
     apiVersion: "apps/v1"
   minReplicas: 1
   maxReplicas: 5

From 5c4c1cd104c0dc3fd439eca45b280474f75cd5b0 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 09:47:31 -0600
Subject: [PATCH 12/17] updated deployment yaml

---
 Usecases/Kubernetes Cluster/deployment.yaml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/deployment.yaml b/Usecases/Kubernetes Cluster/deployment.yaml
index 62a2712..c0c4e99 100644
--- a/Usecases/Kubernetes Cluster/deployment.yaml	
+++ b/Usecases/Kubernetes Cluster/deployment.yaml	
@@ -2,19 +2,19 @@
 apiVersion: "apps/v1"
 kind: "Deployment"
 metadata:
-  name: "ncar-subset-2"
+  name: "ncar-subset-1"
   namespace: "default"
   labels:
-    app: "ncar-subset-2"
+    app: "ncar-subset-1"
 spec:
   replicas: 3
   selector:
     matchLabels:
-      app: "ncar-subset-2"
+      app: "ncar-subset-1"
   template:
     metadata:
       labels:
-        app: "ncar-subset-2"
+        app: "ncar-subset-1"
     spec:
       containers:
       - name: "nginx-1"
@@ -30,14 +30,14 @@ spec:
 apiVersion: "autoscaling/v2"
 kind: "HorizontalPodAutoscaler"
 metadata:
-  name: "ncar-subset-2-hpa-dtvf"
+  name: "ncar-subset-1-hpa-dtvf"
   namespace: "default"
   labels:
-    app: "ncar-subset-2"
+    app: "ncar-subset-1"
 spec:
   scaleTargetRef:
     kind: "Deployment"
-    name: "ncar-subset-2"
+    name: "ncar-subset-1"
     apiVersion: "apps/v1"
   minReplicas: 1
   maxReplicas: 5

From 1c5db63d0dcf7e13d94c4f7ad52f0fe17e334664 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 10:59:14 -0600
Subject: [PATCH 13/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 3b90be2..8dccb98 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -24,7 +24,7 @@ region: us-central1
 
    Then create the cluster  
    ```  
-   gcloud container clusters create-auto "ncar-autopilot-cluster-2" \
+   gcloud container clusters create-auto "ncar-autopilot-cluster-1" \
    --project "i2class-fall2023-dmdevrie" \
    --region "us-central1" \
    --release-channel "regular" \

From 0eba9b8f5735e8677bcbe361862d88e233dac159 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 11:01:03 -0600
Subject: [PATCH 14/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 8dccb98..4e3072e 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -14,15 +14,7 @@ region: us-central1
 - Advanced settings: use default values and continue
 
 ### Step-1 (alternative) - Create a cluster from the command line
-- Open a Google Cloud Shell terminal and run the following commands
-
-   First retrieve auth credentials for the cluster and verify  
-   ```  
-   gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1  
-   kubectl cluster-info  
-   ```
-
-   Then create the cluster  
+- Open a Google Cloud Shell terminal and run the following command
    ```  
    gcloud container clusters create-auto "ncar-autopilot-cluster-1" \
    --project "i2class-fall2023-dmdevrie" \
@@ -46,6 +38,14 @@ Labels: {
 }
 ```
 - Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
-```
-kubectl apply -f deployment.yaml
-```
\ No newline at end of file
+
+   First retrieve auth credentials for the cluster and verify  
+   ```  
+   gcloud container clusters get-credentials ncar-autopilot-cluster-1 --zone=us-central1  
+   kubectl cluster-info  
+   ```
+
+   Then apply the changes  
+   ```  
+   kubectl apply -f deployment.yaml  
+   ```
\ No newline at end of file

From 4f2427ba9a32f86ae370010f79bae5f7173c44b2 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 11:06:06 -0600
Subject: [PATCH 15/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 22 ++++++++++++----------
 1 file changed, 12 insertions(+), 10 deletions(-)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 4e3072e..3cb4e4c 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -6,10 +6,11 @@
 
 - In the Google Cloud Console, create a cluster on the **Kubernetes clusters** page
 - Cluster basics: specify a name and region for the cluster, and use default values for other fields:
-```
-name: ncar-autopilot-cluster-1
-region: us-central1
-```
+
+   ```  
+   name: ncar-autopilot-cluster-1  
+   region: us-central1  
+   ```
 - Networking: use default values and continue
 - Advanced settings: use default values and continue
 
@@ -31,12 +32,13 @@ region: us-central1
 - In addition to the nginx container, add the NCAR subsetting container.  Select 'Add a container'.
 - Choose `Existing container` and select the container `us-central1-docker.pkg.dev/i2class-fall2023-dmdevrie/ncar-transform/ncar-subset` from the Artifact Registry.
 - Set the deployment name and app label (these should be the same):
-```
-Deployment name: ncar-subset
-Labels: {
-    app: ncar-subset
-}
-```
+
+   ```  
+   Deployment name: ncar-subset  
+   Labels: {  
+      app: ncar-subset  
+   }  
+   ```
 - Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
 
    First retrieve auth credentials for the cluster and verify  

From 9efbfe22af89876d1bff488715178c84eca8a893 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 11:06:39 -0600
Subject: [PATCH 16/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 3cb4e4c..25ddd95 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -16,6 +16,7 @@
 
 ### Step-1 (alternative) - Create a cluster from the command line
 - Open a Google Cloud Shell terminal and run the following command
+
    ```  
    gcloud container clusters create-auto "ncar-autopilot-cluster-1" \
    --project "i2class-fall2023-dmdevrie" \

From 92fb8e6dc736920b0d7b85faeb528c72b85a2b69 Mon Sep 17 00:00:00 2001
From: Thomas Cram <tcram@ucar.edu>
Date: Fri, 27 Oct 2023 11:08:10 -0600
Subject: [PATCH 17/17] updated readme

---
 Usecases/Kubernetes Cluster/Readme.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/Usecases/Kubernetes Cluster/Readme.md b/Usecases/Kubernetes Cluster/Readme.md
index 25ddd95..85aa0c9 100644
--- a/Usecases/Kubernetes Cluster/Readme.md	
+++ b/Usecases/Kubernetes Cluster/Readme.md	
@@ -40,6 +40,8 @@
       app: ncar-subset  
    }  
    ```
+
+### Updating the deployment
 - Subsequent changes to the deployment can be made by modifying `deployment.yaml`.  Open a Google Cloud Shell terminal and run the following command to apply the changes:
 
    First retrieve auth credentials for the cluster and verify