v0.2.47..v0.2.48 changeset Places.asciidoc

diff --git a/docs/algorithms/Places.asciidoc b/docs/algorithms/Places.asciidoc
index 3619d0d..f3b0f7c 100644
--- a/docs/algorithms/Places.asciidoc
+++ b/docs/algorithms/Places.asciidoc
@@ -15,7 +15,7 @@ PLACES conflation as closely as is reasonable. PLACES provides a lot of
 functionality that is not available through Hootenanny such as user workflows
 and a convenient web interface for editing and distributing point data. PLACES
 also maintains a database of all the conflated results with links to the source
-data. These sections are only concerned with the POI conflation and do not 
+data. These sections are only concerned with the POI conflation and do not
 address the database, web interface or persisting source data.
 
 === PLACES Conflation Process
@@ -71,7 +71,7 @@ A Levenshtein Similarity score is calculated for each candidate POI. To calculat
 
 * M - The maximum length of the two strings.
 
-image::algorthms/images/places/image007.png[]
+image::images/places/image007.png[]
 
 ===== Calculating Goodness
 
@@ -84,9 +84,9 @@ Goodness is calculated as:
 * s - The Levenshtein similarity score
 * ws - Weight of s [0, 1] (defaults to .9)
 
-image::algorithms/images/places/image008.png[]
+image::images/places/image008.png[]
 
-image::algorithms/images/places/image009.png[]
+image::images/places/image009.png[]
 
 Any goodness score greater than or equal to a threshold is considered a match. The threshold defaults to 0.3.
 
@@ -178,17 +178,17 @@ _The Starbucks Problem_ below.
 
 [[placesinput1]]
 .Input 1
-image::algorithms/images/places/image010.jpg[scale="75"]
+image::images/places/image010.jpg[scale="75"]
 
 [[placesinput2]]
 .Input 2
-image::algorithms/images/places/image011.jpg[scale="75"]
+image::images/places/image011.jpg[scale="75"]
 
 [[placesconflated]]
 .Conflated Result
-image::algorithms/images/places/image012.jpg[scale="75"]
+image::images/places/image012.jpg[scale="75"]
 
-_The Starbucks Problem_ 
+_The Starbucks Problem_
 
 On the right hand side are a string of Starbucks coffee shops along Powers Blvd.
 These are real world coffee shops that are spaced from about 150m apart at the