diff --git a/Jenkinsfile b/Jenkinsfile
index 58a6d77..66cf002 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -19,17 +19,18 @@ node ("docker-light") {
                 sh "docker run --rm -e API_KEY=${API_KEY} -e ALT_URL=${ALT_URL} -v ${SOURCEDIR}:/source rosette/docker-python"
             }
         }
-        slack(true)
+        postToTeams(true)
     } catch (e) {
         currentBuild.result = "FAILED"
-        slack(false)
+        postToTeams(false)
         throw e
     }
 }
 
-def slack(boolean success) {
+def postToTeams(boolean success) {
+    def webhookUrl = "${env.TEAMS_PNC_JENKINS_WEBHOOK_URL}"
     def color = success ? "#00FF00" : "#FF0000"
     def status = success ? "SUCCESSFUL" : "FAILED"
-    def message = status + ": Job '${env.JOB_NAME} [${env.BUILD_NUMBER}]' (${env.BUILD_URL})"
-    slackSend(color: color, channel: "#rapid", message: message)
+    def message = "*" + status + ":* '${env.JOB_NAME}' - [${env.BUILD_NUMBER}] - ${env.BUILD_URL}"
+    office365ConnectorSend(webhookUrl: webhookUrl, color: color, message: message, status: status)
 }
diff --git a/README.md b/README.md
index bc34f47..8a88e63 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,5 @@
-<a href="https://www.babelstreet.com/rosette">
-<picture>
-  <source media="(prefers-color-scheme: light)" srcset="https://charts.babelstreet.com/icon-dark.png">
-  <source media="(prefers-color-scheme: dark)" srcset="https://charts.babelstreet.com/icon-light.png">
-  <img src="https://charts.babelstreet.com/icon-dark.png" alt="Babel Street Logo" width="48" height="48">
-</picture>
+<a href="https://www.babelstreet.com/modules">
+    <img src="https://charts.babelstreet.com/icon.png" width="48" height="48" alt="Babel Street Logo"/>
 </a>
 
 # Analytics by Babel Street
@@ -38,10 +34,10 @@ in the [examples](https://github.com/rosette-api/python/tree/develop/examples) d
 
 #### Documentation & Support
 - [Binding API](https://rosette-api.github.io/python/)
-- [Analytics Platform API](https://docs.babelstreet.com/API/en/index-en.html)
+- [Analytics Platform API](https://documentation.babelstreet.com/analytics)
 - [Binding Release Notes](https://github.com/rosette-api/python/wiki/Release-Notes)
-- [Analytics Platform Release Notes](https://docs.babelstreet.com/Release/en/rosette-cloud.html)
-- [Support](https://babelstreet.my.site.com/support/s/)
+- [Analytics Platform Release Notes](https://docs.babelstreet.com/r/Hosted-Services-Release-Notes)
+- [Support](https://babelstreet.my.site.com/support/s/contactsupport)
 - [Binding License: Apache 2.0](https://github.com/rosette-api/python/blob/develop/LICENSE.txt)
 
 ## Binding Developer Information
diff --git a/examples/record_similarity.py b/examples/record_similarity.py
index 0ef1ea7..a2c1fe2 100644
--- a/examples/record_similarity.py
+++ b/examples/record_similarity.py
@@ -31,6 +31,18 @@ def run(key, alt_url='https://analytics.babelstreet.com/rest/v1/'):
         "dob2": {
             "type": "rni_date",
             "weight": 0.1
+        },
+        "jobTitle": {
+            "type": "rni_string",
+            "weight": 0.2
+        },
+        "age": {
+            "type": "rni_number",
+            "weight": 0.4
+        },
+        "isRetired": {
+            "type": "rni_boolean",
+            "weight": 0.05
         }
     }
     properties = {
@@ -52,7 +64,8 @@ def run(key, alt_url='https://analytics.babelstreet.com/rest/v1/'):
                 "dob2": {
                     "date": "04161993",
                     "format": "MMddyyyy"
-                }
+                },
+                "jobTitle": "software engineer"
             },
             {
                 "dob": {
@@ -60,7 +73,9 @@ def run(key, alt_url='https://analytics.babelstreet.com/rest/v1/'):
                 },
                 "primaryName": {
                     "text": "Evan R"
-                }
+                },
+                "age": 47,
+                "isRetired": False
             }
         ],
         "right": [
@@ -71,7 +86,9 @@ def run(key, alt_url='https://analytics.babelstreet.com/rest/v1/'):
                 "primaryName": {
                     "text": "Seth R",
                     "language": "eng"
-                }
+                },
+                "jobTitle": "manager",
+                "isRetired": True
             },
             {
                 "primaryName": "Ivan R",
@@ -84,7 +101,9 @@ def run(key, alt_url='https://analytics.babelstreet.com/rest/v1/'):
                 },
                 "dob2": {
                     "date": "1993/04/16"
-                }
+                },
+                "age": 72,
+                "isRetired": True
             }
         ]
     }