Typo fixes

content/quickstart/pipelines.md

@@ -46,10 +46,10 @@ kubectl get pods -n mdai -l app.kubernetes.io/part-of=mdai-log-generator
 Verify that logs are being generated by using the `kubectl logs` command with any one of the pods.
 
 ```
-kubectl logs -n mdai-logger-xnoisy-{replace with pod hash}
+kubectl logs -n mdai deployment/mdai-logger-xnoisy
 ```
 
-For examlpe, the logs from the pod named **mdai-logger-xnoisy-df6f984b8-ln8vz** should contain a variety of log levels.
+For example, the logs from the pod named **mdai-logger-xnoisy-df6f984b8-ln8vz** should contain a variety of log levels.
 
 ```
 2025-02-06T04:43:50+00:00 - service4321 - INFO - The algorithm successfully executed, triggering neural pathways and producing a burst of optimized data streams.
@@ -119,7 +119,7 @@ In this example, we'll use Fluentd to capture the synthetic log streams you crea
 3. Look at the Fluentd logs, which should indicate that various pod log files are being accessed.
 
     ```
-     kubectl logs fluent-fluentd-<your_pod_id_here>
+     kubectl logs svc/fluent-fluentd
     ```
 
     You should see log lines similar to the following.
@@ -142,7 +142,7 @@ In this example, we'll use Fluentd to capture the synthetic log streams you crea
 You just finished connecting your fluentD instance to your Otel collector. You should see a healthy stream of data flowing through the collector.
 
 ```
-kubectl logs gateway-collector-<your_pod_id_here> --tail 10
+kubectl logs svc/gateway-collector --tail 10 -n mdai
 ```
 
 You should see log lines similar to the following.

content/usage/grafana.md

@@ -29,9 +29,22 @@ title = 'Grafana Dashboards'
 With a cluster running and data flowing through the cluster:
 
 - Port Forward MDAI Grafana Instance:
-  - `kubectl port-forward svc/mdai-grafana 3000:3000 -n mdai`
+```
+  kubectl port-forward deployment/mdai-grafana 3000:3000 -n mdai
+```
 - Port forward MDAI event-handler-webservice
-  - `kubectl port-forward svc/event-handler-webservice 8081:8081 -n mdai`
+```
+kubectl port-forward svc/event-handler-webservice 8081:8081 -n mdai
+```
+#### Login
+Username: 
+```
+admin
+```
+Password: 
+```
+mdai
+```
 
 ## Dashboards
 ### MDAI Audit Stream
@@ -54,6 +67,8 @@ The **MDAI Data Management** dashboard shows the received and exported metrics f
 - Uses Prometheus as the primary datasource
 - Provides real-time insights into ingress and egress filtered through MDAI
 - Customizable metric options, data type, and group by label
+>Note: Group by Label will need to be selected. This will be the **labelResourceAttributes** from your [MDAI Hub Custom Resource](./configs/mdai_custom_resource_config.md)
+
 #### Metrics Tracked:
 - MDAI I/O by {groupByLabel}
   - Shows how many group by label monitored based on the current selected time interval