diff --git a/server/normalization/truth/speaker_mapping.xml b/server/normalization/truth/speaker_mapping.xml
index 0bc5771..bf901b9 100644
--- a/server/normalization/truth/speaker_mapping.xml
+++ b/server/normalization/truth/speaker_mapping.xml
@@ -173,7 +173,7 @@
     </Mapping>
     <Mapping count="55">
         <Source>Packer</Source>
-        <Destination>Packer</Destination>
+        <Destination>Todd Packer</Destination>
     </Mapping>
     <Mapping count="54">
         <Source>Nate</Source>
@@ -405,7 +405,7 @@
     </Mapping>
     <Mapping count="18">
         <Source>Pam's Mom</Source>
-        <Destination>Pam's Mom</Destination>
+        <Destination>Helene</Destination>
     </Mapping>
     <Mapping count="18">
         <Source>Photographer</Source>
@@ -449,7 +449,7 @@
     </Mapping>
     <Mapping count="17">
         <Source>Ryan Howard</Source>
-        <Destination>Ryan Howard</Destination>
+        <Destination>Ryan</Destination>
     </Mapping>
     <Mapping count="16">
         <Source>Lynn</Source>
@@ -737,7 +737,7 @@
     </Mapping>
     <Mapping count="10">
         <Source>Wolf</Source>
-        <Destination>Wolf</Destination>
+        <Destination>Rolf</Destination>
     </Mapping>
     <Mapping count="9">
         <Source>Devon</Source>
@@ -1073,7 +1073,7 @@
     </Mapping>
     <Mapping count="5">
         <Source>Marie</Source>
-        <Destination>Marie</Destination>
+        <Destination>Concierge Marie</Destination>
     </Mapping>
     <Mapping count="5">
         <Source>Mr. Halpert</Source>
@@ -1249,7 +1249,7 @@
     </Mapping>
     <Mapping count="4">
         <Source>VRG 1</Source>
-        <Destination>Van Refrigeration Guy #1</Destination>
+        <Destination>Vance Refrigeration Guy #1</Destination>
     </Mapping>
     <Mapping count="4">
         <Source>Hotel Manager</Source>
@@ -1537,7 +1537,7 @@
     </Mapping>
     <Mapping count="3">
         <Source>Male church member</Source>
-        <Destination>Male church member</Destination>
+        <Destination>Male Church Member</Destination>
     </Mapping>
     <Mapping count="3">
         <Source>Bus driver</Source>
@@ -1705,7 +1705,7 @@
     </Mapping>
     <Mapping count="2">
         <Source>Hank the Security Guard</Source>
-        <Destination>Hank the Security Guard</Destination>
+        <Destination>Hank</Destination>
     </Mapping>
     <Mapping count="2">
         <Source>Billy's Girlfriend</Source>
@@ -1713,7 +1713,7 @@
     </Mapping>
     <Mapping count="2">
         <Source>Dwight </Source>
-        <Destination>Dwight </Destination>
+        <Destination>Dwight</Destination>
     </Mapping>
     <Mapping count="2">
         <Source>Chef</Source>
@@ -1929,7 +1929,7 @@
     </Mapping>
     <Mapping count="2">
         <Source>Darryl's sister</Source>
-        <Destination>Darryl's sister</Destination>
+        <Destination>Darryl's Sister</Destination>
     </Mapping>
     <Mapping count="2">
         <Source>Rory</Source>
@@ -2581,7 +2581,7 @@
     </Mapping>
     <Mapping count="1">
         <Source>Jo Bennett</Source>
-        <Destination>Jo Bennett</Destination>
+        <Destination>Jo</Destination>
     </Mapping>
     <Mapping count="1">
         <Source>Teddy Wallace</Source>
@@ -2633,7 +2633,7 @@
     </Mapping>
     <Mapping count="1">
         <Source>Old lady</Source>
-        <Destination>Old lady</Destination>
+        <Destination>Old Lady</Destination>
     </Mapping>
     <Mapping count="1">
         <Source>Glen</Source>