diff --git a/x-pack/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js b/x-pack/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js
index 0f3b4844028195..eed57aaf1b4918 100644
--- a/x-pack/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js
+++ b/x-pack/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js
@@ -402,7 +402,14 @@ class RuleEditorFlyoutUI extends Component {
               }
             )
           );
-          this.closeFlyout();
+          const updatedJob = mlJobService.getJob(anomaly.jobId);
+          const updatedDetector = updatedJob.analysis_config.detectors[detectorIndex];
+          const updatedRules = updatedDetector.custom_rules;
+          if (!updatedRules) {
+            this.closeFlyout();
+          } else {
+            this.setState({ job: { ...updatedJob } });
+          }
         } else {
           toasts.addDanger(
             i18n.translate(
diff --git a/x-pack/plugins/ml/public/application/components/rule_editor/select_rule_action/select_rule_action.js b/x-pack/plugins/ml/public/application/components/rule_editor/select_rule_action/select_rule_action.js
index 309e271ad26a41..c2f5820f84a9ee 100644
--- a/x-pack/plugins/ml/public/application/components/rule_editor/select_rule_action/select_rule_action.js
+++ b/x-pack/plugins/ml/public/application/components/rule_editor/select_rule_action/select_rule_action.js
@@ -32,7 +32,7 @@ export function SelectRuleAction({
   if (rules.length > 0) {
     ruleActionPanels = rules.map((rule, index) => {
       return (
-        <React.Fragment key={`rule_panel_${index}`}>
+        <React.Fragment key={`rule_panel_${index}_${rules.length}`}>
           <RuleActionPanel
             job={job}
             ruleIndex={index}
diff --git a/x-pack/plugins/ml/public/application/explorer/explorer_charts/explorer_charts_container_service.js b/x-pack/plugins/ml/public/application/explorer/explorer_charts/explorer_charts_container_service.js
index c2dd8e63783056..8b30dccc253067 100644
--- a/x-pack/plugins/ml/public/application/explorer/explorer_charts/explorer_charts_container_service.js
+++ b/x-pack/plugins/ml/public/application/explorer/explorer_charts/explorer_charts_container_service.js
@@ -518,7 +518,6 @@ function processRecordsForDisplay(anomalyRecords) {
     }
   });
 
-  console.log('explorer charts aggregatedData is:', aggregatedData);
   let recordsForSeries = [];
   // Convert to an array of the records with the highest record_score per unique series.
   _.each(aggregatedData, (detectorsForJob) => {
diff --git a/x-pack/plugins/ml/public/application/explorer/explorer_utils.js b/x-pack/plugins/ml/public/application/explorer/explorer_utils.js
index f35a000b7f9e15..bd6a7ee59c942b 100644
--- a/x-pack/plugins/ml/public/application/explorer/explorer_utils.js
+++ b/x-pack/plugins/ml/public/application/explorer/explorer_utils.js
@@ -715,7 +715,6 @@ export async function loadDataForCharts(
           (selectedCells !== undefined && Object.keys(selectedCells).length > 0) ||
           influencersFilterQuery !== undefined
         ) {
-          console.log('Explorer anomaly charts data set:', resp.records);
           resolve(resp.records);
         }
 
@@ -764,7 +763,6 @@ export function loadOverallData(selectedJobs, interval, bounds) {
           interval.asSeconds()
         );
 
-        console.log('Explorer overall swimlane data set:', overallSwimlaneData);
         resolve({
           loading: false,
           overallSwimlaneData,
@@ -795,7 +793,6 @@ export function loadViewBySwimlane(
             getSwimlaneContainerWidth(noInfluencersConfigured)
           ).asSeconds()
         );
-        console.log('Explorer view by swimlane data set:', viewBySwimlaneData);
 
         resolve({
           viewBySwimlaneData,
@@ -879,7 +876,6 @@ export async function loadTopInfluencers(
         )
         .then((resp) => {
           // TODO - sort the influencers keys so that the partition field(s) are first.
-          console.log('Explorer top influencers data set:', resp.influencers);
           resolve(resp.influencers);
         });
     } else {
diff --git a/x-pack/plugins/ml/public/application/services/job_service.js b/x-pack/plugins/ml/public/application/services/job_service.js
index ce485d883dcb61..a3be4795717028 100644
--- a/x-pack/plugins/ml/public/application/services/job_service.js
+++ b/x-pack/plugins/ml/public/application/services/job_service.js
@@ -412,8 +412,7 @@ class JobService {
     // return the promise chain
     return ml
       .updateJob({ jobId, job })
-      .then((resp) => {
-        console.log('update job', resp);
+      .then(() => {
         return { success: true };
       })
       .catch((err) => {
@@ -423,7 +422,7 @@ class JobService {
             values: { jobId },
           })
         );
-        console.log('update job', err);
+        console.error('update job', err);
         return { success: false, message: err.message };
       });
   }