diff --git a/docs/source/includes/_user_groups.md b/docs/source/includes/_user_groups.md
index b1acda9f6..f8339b214 100644
--- a/docs/source/includes/_user_groups.md
+++ b/docs/source/includes/_user_groups.md
@@ -1,7 +1,79 @@
-#Group User Group
-Resources related to _Panoptes User Groups_
+# UserGroups
+```json
+{
+        "links": {
+        "user_groups.projects": {
+            "href": "/projects?owner={user_groups.owner_name}",
+            "type": "projects"
+        },
+        "user_groups.classifications": {
+            "href": "/classifications?user_group_id={user_groups.id}",
+            "type": "classifications"
+        },
+        "user_groups.collections": {
+            "href": "/collections?owner={user_groups.owner_name}"
+            "type": "collections"
+        },
+        "user_groups.users": {
+            "href": "/users?user_group_id={user_groups.id}",
+            "type": "users"
+        },
+        "user_groups.memberships": {
+            "href": "/memberships?user_group_id={user_groups.id}",
+            "type": "memberships"
+        }
+    },
+    "meta": {
+        "user_groups": {
+            "page": 1,
+            "page_size": 2,
+            "count": 28,
+            "include": [],
+            "page_count": 14,
+            "previous_page": 14,
+            "next_page": 2,
+            "first_href": "/user_groups?page_size=2",
+            "previous_href": "/user_groups?page=14page_size=2",
+            "next_href": "/user_groups?page=2&page_size=2",
+            "last_href": "/user_groups?page=14&page_size=2"
+        }
+    },
+    "user_groups": [{
+        "id": "42",
+        "name": "a_cool_group",
+        "display_name": "A Cool Group",
+        "owner_name": "a_cool_group",
+        "created_at": "2014-08-11T10:11:34Z",
+        "updated_at": "2014-12-11T00:11:34Z",
+        "classifications_count": "1002340",
+        "activated_state": "active",
+        "stats_visibility": "private_agg_only",
+        "links": {
+            "memberships": ["101", "102"],
+            "users": ["10001", "9102"],
+            "projects": ["10"],
+            "collections": ["11"]
+        }
+    },{
+        "id": "44",
+        "name": "a_cool_gang",
+        "display_name": "A Cool Gang",
+        "owner_name": "a_cool_gang",
+        "created_at": "2014-09-10T10:41:54Z",
+        "updated_at": "2014-11-11T01:21:33Z",
+        "classifications_count": "2341",
+        "activated_state": "active",
+        "stats_visibility": "public_show_all",
+        "links": {
+            "memberships": ["101", "102"],
+            "users": ["10001", "9102"],
+            "projects": ["10"],
+            "collections": ["11"]
+        }
+    }]
+}
+```
 
-## UserGroup [/user_groups/{id}{?include}]
 A user group represents a collection of users that share ownership of
 projects, collections, and classifications. Individual users within
 the group can be given different levels of permissions to act on
@@ -9,78 +81,110 @@ group owned resources.
 
 A User Group has the following attributes:
 
-- id
-- created_at
-- updated_at
-- classifications_count
-- activated_state
-- name
-- display_name
+Attribute | Type | Description
+--------- | ---- | -----------
+id | integer | read-only
+classifications_count | integer |
+activated_state | string |
+name | string |
+display_name | string |
+stats_visibility | string |
+created_at | datetime | read-only
+updated_at | datetime | read-only
+
 
 *id*, *created_at*, *updated_at*, and *classifications_count* are all
  set by the API.
 
-+ Model
-
-    + Body
-
-            {
-                "links": {
-                    "user_groups.projects": {
-                        "href": "/projects?owner={user_groups.owner_name}",
-                        "type": "projects"
-                    },
-                    "user_groups.classifications": {
-                        "href": "/classifications?user_group_id={user_groups.id}",
-                        "type": "classifications"
-                    },
-                    "user_groups.collections": {
-                        "href": "/collections?owner={user_groups.owner_name}"
-                        "type": "collections"
-                    },
-                    "user_groups.users": {
-                        "href": "/users?user_group_id={user_groups.id}",
-                        "type": "users"
-                    },
-                    "user_groups.memberships": {
-                        "href": "/memberships?user_group_id={user_groups.id}",
-                        "type": "memberships"
-                    }
-                },
-                "user_groups": [{
-                    "id": "42",
-                    "name": "a_cool_group",
-                    "display_name": "A Cool Group",
-                    "owner_name": "a_cool_group",
-                    "created_at": "2014-08-11T10:11:34Z",
-                    "updated_at": "2014-12-11T00:11:34Z",
-                    "classifications_count": "1002340",
-                    "activated_state": "active",
-                    "links": {
-                        "memberships": ["101", "102"],
-                        "users": ["10001", "9102"],
-                        "projects": ["10"],
-                        "collections": ["11"]
-                    }
-                }]
-            }
-
-### Retrieve a single User Group [GET]
+## Stats Visibility Levels
+We have added Stats Visibility Levels for new stats features on User Groups. The `stats_visibility` is an enum type on the `user_group` model on Panoptes.
+
+**Currently there are 5 Levels of Visibility.**
+
+**Stats Visibility Levels (Matching number with its corresponding numeric in Panoptes):**
+
+0) `private_agg_only` (DEFAULT) : Only members of a user group can view aggregate stats. Individual stats are ONLY viewable by ADMINS of the user group. <br/>
+1)  `private_show_agg_and_ind`: Only members of a user group can view aggregate stats. Individual stats is viewable by BOTH members and admins of the user group. <br/>
+2) `public_agg_only`: Anyone can view aggregate stats of the user group. Only ADMINS of the user group can view individual stats. <br/>
+3) `public_agg_show_ind_if_member`: Anyone can view aggregate stats of the user group. Both members and admins of the user group can view individual stats. <br/>
+4) `public_show_all`: Anyone can view aggregate stats of the user group and can view individual stats of the user group. Authentication/Authorization to view user_group stats is NOT needed.
+
+
+## List all User Groups
+```http
+GET /api/user_groups HTTP/1.1
+Accept: application/vnd.api+json; version=1
+Content-Type: application/json
+```
+
 + Parameters
+  + page (optional, integer) ... index of the page to retrieve 1 by default
+  + page_size (optional, integer) ... number of items per page 20 by default
+  + sort (optional, string) ... field to sort by, id by default
+  + user_id (optional, integer) ... filter list to groups a user is part of
   + include (optional, string) ... comma separated list of linked resources to include in the response
 
-+ Request
+Response has a meta attribute hash containing paging
+information.
 
-    + Headers
+User Groups are returned as an array under *user_groups*.
 
-            Accept: application/vnd.api+json; version=1
-            Content-Type: application/json
+## Retrieve a single User Group
+```http
+GET /api/user_groups/123 HTTP/1.1
+Accept: application/vnd.api+json; version=1
+Content-Type: application/json
+```
 
-+ Response 200
++ Parameters
+    + id (required, integer) ... integer, id of the user group
+    + include (optional, string) ... comma separated list of linked resources to include in the response
+
+## Create a User Group
+```http
+POST /api/user_groups HTTP/1.1
+Accept: application/vnd.api+json; version=1
+Content-Type: application/json
+
+{
+    "user_groups": {
+        "display_name": "A Super Grouper!",
+        "links": {
+            "users": ["10", "22"]
+        }
+    }
+}
+```
 
-    [UserGroup][]
+A user can create new group by just giving it a name (how it appears
+in a @mention and url) or display name (how it shown to other users).
+
+In the case where only a display name is provided, the name will be
+set to the underscored, downcased, and url escaped version of the
+display name. When only a name is provided, display_name will be set
+to the same string as name.
+
+Optionally links to other users who will be given
+memberships with the 'invited' state.
+
+
+## Edit a single User Group
+```http
+PUT /api/user_groups/123 HTTP/1.1
+Accept: application/vnd.api+json; version=1
+Content-Type: application/json
+
+{
+    "user_groups": {
+        "display_name": "A Uncool Group",
+        "links": {
+            "projects": [],
+            "collections": []
+        }
+    }
+}
+```
 
-### Edit a single User Group [PUT]
 A user with edit permissions on a user group may edit the group's
 name, display_name, or links to projects, collections and
 users. Projects and Collections may only be removed. Removing a
@@ -91,224 +195,48 @@ membership state to inactive.
 Adding a user creates a membership link with an 'invited'
 state. Membership and Classification links cannot be modified.
 
-This is not the recommended way to modify links.
-
-+ Request
-
-    + Headers
-
-            Accept: application/vnd.api+json; version=1
-            Content-Type: application/json
-
-    + Body
-
-            {
-                "user_groups": {
-                    "display_name": "A Uncool Group",
-                    "links": {
-                        "projects": [],
-                        "collections": []
-                    }
-                }
-            }
-
-+ Response 200
-
-    [UserGroup][]
+**This is NOT the recommended way to modify links.**
 
+## Destroy a User Group
+```http
+DELETE /api/user_groups/123 HTTP/1.1
+Accept: application/vnd.api+json; version=1
+Content-Type: application/json
+```
 
-### Destroy a User Group [DELETE]
 A user may destroy a group if they have the requisite permissions. A
 destroyed group and linked projects, collections, and memberships will
 be placed in an 'inactive' state.
 
-+ Request
 
-    + Headers
+## Add user links
+```http
+POST /user_groups/123/links/users HTTP/1.1
+Accept: application/vnd.api+json; version=1
+Content-Type: application/json
 
-            Accept: application/vnd.api+json; version=1
-            Content-Type: application/json
+{
+    "users": ["123", "23"]
+}
+```
 
-+ Response 204
-
-## Add a link [/user_groups/{id}/links/users]
-Only links to users may be added.
-
-### Add user links [POST]
-Creates a membership for a user. The membership will be immediately
+Only links to users may be added. Creates a membership for a user. The membership will be immediately
 added, but a user won't show up in the group's links until they set
 their membership to 'active'.
+Only links to users may be added.
 
-+ Request
-
-    + Headers
-
-            Accept: application/vnd.api+json; version=1
-            Content-Type: application/json
-
-    + Body
-
-            {
-                "users": ["123", "23"]
-            }
-
-+ Response 200
-
-    [UserGroup][]
-
-## Remove a Link [/user_groups/{id}/links/{link_type}/{link_ids}]
-Allows links to users, projects, or collections to be removed. Removed
-projects and collections are deleted. Removed users have their
-membership set to 'inactive'.
+## Remove links
+```http
+DELETE /user_groups/123/links/users/1,2,3 HTTP/1.1
+Accept: application/vnd.api+json; version=1
+Content-Type: application/json
+```
 
 + Parameters
   + id (required, integer) ... id of the group to be edited.
   + link_type (required, string) ... name of the link to modify
   + link_ids (required, string) ... comma separated list of ids to remove
 
-### Remove links [DELETE]
-
-+ Request
-
-    + Headers
-
-            Accept: application/vnd.api+json; version=1
-            Content-Type: application/json
-
-+ Response 204
-
-## UserGroup Collection [/user_groups{?page,page_size,sort,user_id,include}]
-A collection of User Group resources.
-
-All collections add a meta attribute hash containing paging
-information.
-
-User Groups are returned as an array under *user_groups*.
-
-+ Model
-
-    + Body
-
-            {
-                 "links": {
-                    "user_groups.projects": {
-                        "href": "/projects?owner={user_groups.owner_name}",
-                        "type": "projects"
-                    },
-                    "user_groups.classifications": {
-                        "href": "/classifications?user_group_id={user_groups.id}",
-                        "type": "classifications"
-                    },
-                    "user_groups.collections": {
-                        "href": "/collections?owner={user_groups.owner_name}"
-                        "type": "collections"
-                    },
-                    "user_groups.users": {
-                        "href": "/users?user_group_id={user_groups.id}",
-                        "type": "users"
-                    },
-                    "user_groups.memberships": {
-                        "href": "/memberships?user_group_id={user_groups.id}",
-                        "type": "memberships"
-                    }
-                },
-                "meta": {
-                    "user_groups": {
-                        "page": 1,
-                        "page_size": 2,
-                        "count": 28,
-                        "include": [],
-                        "page_count": 14,
-                        "previous_page": 14,
-                        "next_page": 2,
-                        "first_href": "/user_groups?page_size=2",
-                        "previous_href": "/user_groups?page=14page_size=2",
-                        "next_href": "/user_groups?page=2&page_size=2",
-                        "last_href": "/user_groups?page=14&page_size=2"
-                    }
-                },
-                "user_groups": [{
-                    "id": "42",
-                    "name": "a_cool_group",
-                    "display_name": "A Cool Group",
-                    "owner_name": "a_cool_group",
-                    "created_at": "2014-08-11T10:11:34Z",
-                    "updated_at": "2014-12-11T00:11:34Z",
-                    "classifications_count": "1002340",
-                    "activated_state": "active"
-                    "links": {
-                        "memberships": ["101", "102"],
-                        "users": ["10001", "9102"],
-                        "projects": ["10"],
-                        "collections": ["11"]
-                    }
-                },{
-                    "id": "44",
-                    "name": "a_cool_gang",
-                    "display_name": "A Cool Gang",
-                    "owner_name": "a_cool_gang",
-                    "created_at": "2014-09-10T10:41:54Z",
-                    "updated_at": "2014-11-11T01:21:33Z",
-                    "classifications_count": "2341",
-                    "activated_state": "active"
-                    "links": {
-                        "memberships": ["101", "102"],
-                        "users": ["10001", "9102"],
-                        "projects": ["10"],
-                        "collections": ["11"]
-                    }
-                }]
-            }
-
-### List all User Groups [GET]
-+ Parameters
-  + page (optional, integer) ... index of the page to retrieve 1 by default
-  + page_size (optional, integer) ... number of items per page 20 by default
-  + sort (optional, string) ... field to sort by, id by default
-  + user_id (optional, integer) ... filter list to groups a user is part of
-  + include (optional, string) ... comma separated list of linked resources to include in the response
-
-+ Request
-
-    + Headers
-
-            Accept: application/vnd.api+json; version=1
-            Content-Type: application/json
-
-+ Response 200
-
-    [UserGroup Collection][]
-
-### Create a User Group [POST]
-A user can create new group by just giving it a name (how it appears
-in a @mention and url) or display name (how it shown to other users).
-
-In the case where only a display name is provided, the name will be
-set to the underscored, downcased, and url escaped version of the
-display name. When only a name is provided, display_name will be set
-to the same string as name.
-
-Optionally links to other users who will be given
-memberships with the 'invited' state.
-
-+ Request
-
-    + Headers
-
-            Accept: application/vnd.api+json; version=1
-            Content-Type: application/json
-
-    + Body
-
-            {
-                "user_groups": {
-                    "display_name": "A Super Grouper!",
-                    "links": {
-                        "users": ["10", "22"]
-                    }
-                }
-            }
-
-+ Response 201
-
-    [UserGroup][]
+Allows links to users, projects, or collections to be removed. Removed
+projects and collections are deleted. Removed users have their
+membership set to 'inactive'.