diff --git a/code/csharp/Example.cs b/code/csharp/Example.cs
index 18b0e6d..e091a21 100644
--- a/code/csharp/Example.cs
+++ b/code/csharp/Example.cs
@@ -13,7 +13,7 @@
 namespace dotnet {
   class Example {
   static async Task Main() {
-    var driver = GraphDatabase.Driver("bolt://<HOST>:<BOLTPORT>", 
+    var driver = GraphDatabase.Driver("neo4j://<HOST>:<BOLTPORT>", 
                     AuthTokens.Basic("<USERNAME>", "<PASSWORD>"));
 
     var cypherQuery =
diff --git a/code/go/example.go b/code/go/example.go
index 16153b6..af43a0b 100644
--- a/code/go/example.go
+++ b/code/go/example.go
@@ -10,7 +10,7 @@ import (
 )
 
 func main() {
-	results, err := runQuery("bolt://<HOST>:<BOLTPORT>", "neo4j", "<USERNAME>", "<PASSWORD>")
+	results, err := runQuery("neo4j://<HOST>:<BOLTPORT>", "neo4j", "<USERNAME>", "<PASSWORD>")
 	if err != nil {
 		panic(err)
 	}
diff --git a/code/graphql/example.js b/code/graphql/example.js
index 2dc655e..09040f4 100644
--- a/code/graphql/example.js
+++ b/code/graphql/example.js
@@ -8,87 +8,210 @@ const driver = neo4j.driver(
 );
 
 const typeDefs = /* GraphQL */ `
-  type Tweet {
-    created_at: DateTime
-    favorites: Int
-    id: ID!
-    id_str: String
-    import_method: String
-    text: String
-    using: [Source] @relationship(type: "USING", direction: OUT)
-    tags: [Hashtag] @relationship(type: "TAGS", direction: OUT)
-    retweets: [Tweet] @relationship(type: "RETWEETS", direction: OUT)
-    reply_to: [Tweet] @relationship(type: "REPLY_TO", direction: OUT)
-    contains: [Link] @relationship(type: "CONTAINS", direction: OUT)
-    posted_by: User @relationship(type: "POSTS", direction: IN)
-  }
-
-  type Me {
-    followers: Int!
-    following: Int!
-    location: String!
-    name: String!
-    profile_image_url: String!
-    screen_name: ID!
-    posts: [Tweet] @relationship(type: "POSTS", direction: OUT)
-    users: [User] @relationship(type: "FOLLOWS", direction: IN)
-    tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN)
-  }
-
-  type Hashtag {
-    name: String!
-    tweets: [Tweet] @relationship(type: "TAGS", direction: IN)
-    num_tweets: Int
-      @cypher(statement: "RETURN SIZE( (this)<-[:TAGS]-(:Tweet) )")
-  }
-
-  type Link {
-    url: String!
-    tweets: [Tweet] @relationship(type: "CONTAINS", direction: IN)
-  }
-
-  type Source {
-    name: String!
-    tweets: [Tweet] @relationship(type: "USING", direction: IN)
-  }
-
-  type User {
-    followers: Int
-    following: Int
-    location: String
-    name: String!
-    profile_image_url: String
-    screen_name: String!
-    statuses: Int
-    url: String
-    posts: [Tweet] @relationship(type: "POSTS", direction: OUT)
-    tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN)
-  }
-
-  type UserCount {
+type Tweet {
+  created_at: DateTime
+  favorites: Int
+  id: ID!
+  id_str: String
+  import_method: String
+  text: String
+  using: [Source] @relationship(type: "USING", direction: OUT)
+  tags: [Hashtag] @relationship(type: "TAGS", direction: OUT)
+  retweets: [Tweet] @relationship(type: "RETWEETS", direction: OUT)
+  reply_to: [Tweet] @relationship(type: "REPLY_TO", direction: OUT)
+  contains: [Link] @relationship(type: "CONTAINS", direction: OUT)
+  posted_by: User @relationship(type: "POSTS", direction: IN)
+}
+
+type Me {
+  followers: Int!
+  following: Int!
+  location: String!
+  name: String!
+  profile_image_url: String!
+  screen_name: ID!
+  posts: [Tweet] @relationship(type: "POSTS", direction: OUT)
+  users: [User] @relationship(type: "FOLLOWS", direction: IN)
+  tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN)
+}
+
+type Hashtag {
+  name: String!
+  tweets: [Tweet] @relationship(type: "TAGS", direction: IN)
+  num_tweets: Int @cypher(statement: "RETURN SIZE( (this)<-[:TAGS]-(:Tweet) )")
+}
+
+type Link {
+  url: String!
+  tweets: [Tweet] @relationship(type: "CONTAINS", direction: IN)
+}
+
+type Source {
+  name: String!
+  tweets: [Tweet] @relationship(type: "USING", direction: IN)
+}
+
+type User {
+  followers: Int
+  following: Int
+  location: String
+  name: String!
+  profile_image_url: String
+  screen_name: String!
+  statuses: Int
+  url: String
+  posts: [Tweet] @relationship(type: "POSTS", direction: OUT)
+  tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN)
+}
+
+type UserCount {
+  count: Int
+  user: User
+}
+
+type HashtagCount {
     count: Int
-    user: User
-  }
+    name: String
+}
 
-  extend type User {
-    topMentions: UserCount
+type UserTweet {
+   screen_name: String
+   name: String
+   profile_pic: String
+   created_at: DateTime
+   text: String
+}
+
+extend type Me {
+   topMentions(first: Int = 5): [UserCount] 
+    @cypher(
+      statement: """
+      MATCH (this)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User)
+      WITH m, COUNT(m.screen_name) AS count 
+      ORDER BY count DESC
+      LIMIT $first
+      RETURN { 
+        user: m { .* }, 
+        count: count 
+      }
+      """
+    )
+   topHashtags(first: Int = 5): [HashtagCount]
+    @cypher(
+      statement: """
+      MATCH (this:Me)-[:POSTS]->(t:Tweet)-[:TAGS]->(h:Hashtag)
+      WITH h, COUNT(h) AS count
+      ORDER BY count DESC
+      LIMIT $first
+      RETURN {
+        name: h.name,
+        count: count
+      }
+      """
+    )
+   followbackCount: Int
+    @cypher(
+      statement: """
+      MATCH (me:Me)-[:FOLLOWS]->(f:User)
+      WHERE (f)-[:FOLLOWS]->(me)
+      RETURN count(f)
+      """
+    )
+   recommended(first: Int = 10): [UserCount]
+    @cypher(
+      statement: """
+      MATCH (u:User)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(me:Me)
+      WITH DISTINCT u, me, count(t) as count
+      WHERE (u)-[:FOLLOWS]->(me)
+      AND NOT (me)-[:FOLLOWS]->(u)
+      RETURN { 
+        user: u { .* }, 
+        count: count 
+      }
+      ORDER BY count DESC
+      LIMIT $first
+      """
+    )
+    priorityFeed: [UserTweet]
+    @cypher(
+      statement: """
+      MATCH (t:Tweet) WHERE t.created_at IS NOT NULL
+      WITH max(t.created_at) - duration('P3D') as recentDate
+      CALL {
+        WITH recentDate
+        MATCH (this:Me)-[r:SIMILAR_TO]-(u:User)
+        WITH u, recentDate
+        ORDER BY r.score DESC
+        LIMIT 10
+        MATCH (u)-[:POSTS]->(t:Tweet)
+        WHERE t.created_at >= recentDate
+        WITH u, t
+        ORDER BY t.created_at DESC
+        LIMIT 50
+        RETURN {
+          screen_name: u.screen_name,
+          name: u.name,
+          profile_pic: u.profile_image_url,
+          created_at: t.created_at,
+          text: t.text
+        } as tweets
+        UNION
+        WITH recentDate
+        MATCH (u:User)-[r:POSTS]->(t:Tweet)
+        WHERE t.created_at >= recentDate AND NOT u:Me
+        WITH u, t
+        ORDER BY t.created_at DESC
+        LIMIT 50
+        RETURN {
+          screen_name: u.screen_name,
+          name: u.name,
+          profile_pic: u.profile_image_url,
+          created_at: t.created_at,
+          text: t.text
+        } as tweets
+        ORDER BY t.created_at DESC
+        LIMIT 50
+      }
+      RETURN tweets
+      """
+    )
+}
+
+extend type User {
+  topMentions: UserCount
+    @cypher(
+      statement: """
+      MATCH (this)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User)
+      WITH m, COUNT(m.screen_name) AS count
+      ORDER BY count DESC
+      LIMIT 1
+      RETURN {
+         user: m {.*},
+         count: count
+      }
+      """
+    )
+}
+
+extend type Tweet {
+  mentions: [User] @relationship(type: "MENTIONS", direction: OUT)
+}
+
+extend type Hashtag {
+    trendingTags(first: Int = 5): [HashtagCount]
       @cypher(
         statement: """
-        MATCH (this)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User)
-        WITH m, COUNT(m.screen_name) AS count
+        MATCH (t:Tweet)-[:TAGS]->(h:Hashtag)
+        WITH h, count(h) as count
         ORDER BY count DESC
-        LIMIT 1
+        LIMIT $first
         RETURN {
-           user: m {.*},
-           count: count
+          name: h.name,
+          count: count
         }
         """
       )
-  }
-
-  extend type Tweet {
-    mentions: [User] @relationship(type: "MENTIONS", direction: OUT)
-  }
+}
 `;
 
 // Create executable GraphQL schema from GraphQL type definitions,
diff --git a/code/java/Example.java b/code/java/Example.java
index 8b2b047..39088ca 100644
--- a/code/java/Example.java
+++ b/code/java/Example.java
@@ -11,7 +11,7 @@ public class Example {
 
   public static void main(String...args) {
 
-    Driver driver = GraphDatabase.driver("bolt://<HOST>:<BOLTPORT>",
+    Driver driver = GraphDatabase.driver("neo4j://<HOST>:<BOLTPORT>",
               AuthTokens.basic("<USERNAME>","<PASSWORD>"));
 
     try (Session session = driver.session(SessionConfig.forDatabase("neo4j"))) {
diff --git a/code/javascript/example.js b/code/javascript/example.js
index 531c468..5f6c412 100644
--- a/code/javascript/example.js
+++ b/code/javascript/example.js
@@ -1,9 +1,9 @@
 // npm install --save neo4j-driver
 // node example.js
 const neo4j = require('neo4j-driver');
-const driver = neo4j.driver('bolt://<HOST>:<BOLTPORT>',
+const driver = neo4j.driver('neo4j://<HOST>:<BOLTPORT>',
                   neo4j.auth.basic('<USERNAME>', '<PASSWORD>'), 
-                  {/* encrypted: 'ENCRYPTION_OFF' */});
+                  {});
 
 const query =
   `
diff --git a/code/python/example.py b/code/python/example.py
index f77ad06..b157d83 100644
--- a/code/python/example.py
+++ b/code/python/example.py
@@ -1,22 +1,20 @@
-# pip3 install neo4j-driver
+# pip3 install neo4j
 # python3 example.py
 
 from neo4j import GraphDatabase, basic_auth
 
-driver = GraphDatabase.driver(
-  "bolt://<HOST>:<BOLTPORT>",
-  auth=basic_auth("<USERNAME>", "<PASSWORD>"))
-
 cypher_query = '''
 MATCH (u:User {screen_name: $screenName})<-[r:MENTIONS]-(t:Tweet)-[r2:TAGS]->(h:Hashtag)
 RETURN h.name as hashtag
 '''
 
-with driver.session(database="neo4j") as session:
-  results = session.read_transaction(
-    lambda tx: tx.run(cypher_query,
-                      screenName="NASA").data())
-  for record in results:
-    print(record['hashtag'])
-
-driver.close()
+with GraphDatabase.driver(
+    "neo4j://<HOST>:<BOLTPORT>",
+    auth=("<USERNAME>", "<PASSWORD>")
+) as driver:
+    result = driver.execute_query(
+        cypher_query,
+        screenName="NASA",
+        database_="neo4j")
+    for record in result.records:
+        print(record['hashtag'])