Editorial fixes in response to review
diff --git a/source/documentation/io/rdf-input.md b/source/documentation/io/rdf-input.md
index 56786cd..e3429b8 100644
--- a/source/documentation/io/rdf-input.md
+++ b/source/documentation/io/rdf-input.md
@@ -82,7 +82,7 @@
 
 ### Example 1 : Using the RDFDataMgr {#using-rdfdatamgr}
 
-`RDFDataMgr` provide operations to load, read and write models and datasets.
+`RDFDataMgr` provides operations to load, read and write models and datasets.
 
 `RDFDataMgr` "load" operations create an
 in-memory container (model, or dataset as appropriate); "read" operations
@@ -101,7 +101,7 @@
 
 ### Example 2 : Common usage {#model-usage}
 
-The original Jena Model API operation for reade and write provide another way to the same machinery:
+The original Jena Model API operation for `read` and `write` provide another way to the same machinery:
 
     Model model = ModelFactory.createDefaultModel() ;
     model.read("data.ttl") ;
@@ -151,10 +151,10 @@
             .source("data.ttl")
             .parse(...);
 
-It can also be set in the chosen based on the `Context` object for the
+It can also be set in a `Context` object given the the RDFParser for the
 operation, but normally this defaults to the global `Context` available via
 `Context.get()`.  The constant `SysRIOT.sysStreamManager`, which is
-`http://jena.apache.org/riot/streamManager` is used.
+`http://jena.apache.org/riot/streamManager`, is used.
 
 Specialized StreamManagers can be configured with specific locators for
 data:
diff --git a/source/documentation/notes/stream-manager.md b/source/documentation/notes/stream-manager.md
index 448ca09..a7410c2 100644
--- a/source/documentation/notes/stream-manager.md
+++ b/source/documentation/notes/stream-manager.md
@@ -4,7 +4,7 @@
 
 The StreamManager is a utility to find and read files into models.
 There is a standard global StreamManager and applications may also
-define specific ones by constructing addition StreamManagers.
+define specific ones by constructing additional StreamManagers.
 
 The LocationMapper provides alternative locations for RDF data.
 
@@ -74,9 +74,9 @@
 - `location-mapping.ttl`
 - `location-mapping.rdf`
 - `etc/location-mapping.rdf`
-- `etc/location-mapping.ttl`"
+- `etc/location-mapping.ttl`
 
-This is a specified as a path - note the path separator is always
+This is specified as a path - note the path separator is always
 the character ';' regardless of operating system because URLs
 contain ':'.
 
diff --git a/source/documentation/notes/system-initialization.md b/source/documentation/notes/system-initialization.md
index 99e46f4..e289ff4 100644
--- a/source/documentation/notes/system-initialization.md
+++ b/source/documentation/notes/system-initialization.md
@@ -9,7 +9,7 @@
 must be done with care. Java initialization can lead to
 visibility of uninitialized data.
 
-The standard initialization sequence is<br/>
+The standard initialization sequence is  
 Core -> RIOT -> ARQ -> TDB -> other (SDB, jena text, jena spatial)
 
 The sequence from core to TDB should be executed before application
@@ -45,7 +45,7 @@
 
 ## The Initialization Process
 
-The process followed by `JenaSystem.init()` is to obtain an instance of 
+The process followed by `JenaSystem.init()` is to obtain an instance of
 `JenaSubsystemRegistry`, ask it to `load()` initialization code, then call
 that code in an order based on declared level. The order of invocation
 of different initialization code within the same level is undefined
@@ -86,7 +86,7 @@
 
 An application can change the `JenaSubsystemRegistry` instance.
 This must be done before any Jena code is called anywhere
-in the current JVM. 
+in the current JVM.
 
     // Example alternative registry.
     JenaSubsystemRegistry r = new JenaSubsystemRegistryBasic() {
@@ -122,4 +122,3 @@
     } finally {
         Thread.currentThread().setContextClassLoader(contextClassLoader);
     }
-
diff --git a/source/documentation/rdfstar/__index.md b/source/documentation/rdfstar/__index.md
index b98aa96..8e3afa1 100644
--- a/source/documentation/rdfstar/__index.md
+++ b/source/documentation/rdfstar/__index.md
@@ -75,7 +75,7 @@
 | -------- | ----------- |
 | `<< s p o >> apf:find t` . | Match the triple term. Any `s`, `p`, `o`, and `t` can be RDF terms or variables.|
 
-`apf:find` will result in all the variables being are set accorind to the match,
+`apf:find` will result in all the variables being set according to the match,
 If `t` is a variable, `?t`, it is bound to a triple term for the match of `<<s p o>>`.
 
 ### SPARQL results