├── .gitignore ├── README.adoc ├── bloom └── twitter.bloom-perspective ├── code ├── csharp │ └── Example.cs ├── go │ └── example.go ├── graphql │ └── example.js ├── java │ └── Example.java ├── javascript │ └── example.js └── python │ └── example.py ├── data ├── twitter-40.dump ├── twitter-v2-40.dump ├── twitter-v2-43.dump └── twitter-v2-50.dump ├── documentation ├── img │ ├── example.png │ ├── model.png │ └── twitter.svg ├── twitter.adoc └── twitter.neo4j-browser-guide ├── graphql ├── .env ├── README.md ├── img │ └── playground1.png ├── index.js ├── lambda │ └── graphql │ │ └── graphql.js ├── package-lock.json ├── package.json └── schema.graphql ├── netlify.toml └── relate.project-install.json /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | node_modules 3 | *.class 4 | package-lock.json 5 | code/csharp/bin 6 | code/csharp/debug 7 | code/csharp/obj 8 | code/javascript/node_modules 9 | code/java/target 10 | pythonenv3.8 -------------------------------------------------------------------------------- /README.adoc: -------------------------------------------------------------------------------- 1 | :name: twitter 2 | :long-name: Twitter 3 | :description: Explore a social network with Neo4j's Twitter data 4 | :icon: documentation/img/twitter.svg 5 | :tags: example-data,dataset,twitter-data,social-network,social-media,user-data 6 | :author: Jennifer Reif 7 | :demodb: true 8 | :data: false 9 | :use-load-script: false 10 | :use-dump-file: data/twitter-40.dump 11 | :zip-file: false 12 | :use-plugin: false 13 | :target-db-version: 4.0 14 | :bloom-perspective: bloom/twitter.bloom-perspective 15 | :guide: documentation/twitter.neo4j-browser-guide 16 | :rendered-guide: https://guides.neo4j.com/sandbox/{name}/index.html 17 | :model: documentation/img/model.png 18 | :example: documentation/img/example.png 19 | 20 | :todo: false 21 | image::{icon}[width=100] 22 | 23 | == {long-name} Graph Example 24 | 25 | Description: _{description}_ 26 | 27 | ifeval::[{todo} != false] 28 | To Do: {todo} 29 | endif::[] 30 | 31 | .Model 32 | image::{model}[] 33 | 34 | .Example 35 | image::{example}[width=600] 36 | 37 | .Example Query: 38 | [source,cypher,role=query-example,param-name=screenName,param-value=NASA,result-column=hashtag,expected-result=earthlings] 39 | ---- 40 | MATCH (u:User {screen_name: $screenName})<-[r:MENTIONS]-(t:Tweet)-[r2:TAGS]->(h:Hashtag) 41 | RETURN h.name as hashtag 42 | ---- 43 | 44 | === Setup 45 | 46 | This is for Neo4j version: {target-db-version} 47 | 48 | ifeval::[{use-plugin} != false] 49 | Required plugins: {use-plugin} 50 | endif::[] 51 | 52 | ifeval::[{demodb} != false] 53 | The database is also available on https://demo.neo4jlabs.com:7473 54 | 55 | Username "{name}", password: "{name}", database: "{name}" 56 | endif::[] 57 | 58 | Rendered guide available via: `:play {rendered-guide}` 59 | 60 | Unrendered guide: link:{guide}[] 61 | 62 | Load graph data via the following: 63 | 64 | ifeval::[{data} != false] 65 | ==== Data files: `{data}` 66 | 67 | Import flat files (csv, json, etc) using Cypher's https://neo4j.com/docs/cypher-manual/current/clauses/load-csv/[`LOAD CSV`], https://neo4j.com/labs/apoc/[APOC library], or https://neo4j.com/developer/data-import/[other methods]. 68 | endif::[] 69 | 70 | ifeval::[{use-dump-file} != false] 71 | ==== Dump file: `{use-dump-file}` 72 | 73 | * Drop the file into the `Files` section of a project in Neo4j Desktop. Then choose the option to `Create new DBMS from dump` option from the file options. 74 | 75 | * Use the neo4j-admin tool to load data from the command line with the command below. 76 | 77 | [source,shell,subs=attributes] 78 | ---- 79 | bin/neo4j-admin load --from {use-dump-file} [--database "database"] 80 | ---- 81 | 82 | * Upload the dump file to Neo4j Aura via https://console.neo4j.io/#import-instructions 83 | endif::[] 84 | 85 | ifeval::[{use-load-script} != false] 86 | ==== Data load script: `{use-load-script}` 87 | 88 | [source,shell,subs=attributes] 89 | ---- 90 | bin/cypher-shell -u neo4j -p "password" -f {use-load-script} [-d "database"] 91 | ---- 92 | 93 | Or import in Neo4j Browser by dragging or pasting the content of {use-load-script}. 94 | endif::[] 95 | 96 | ifeval::[{zip-file} != false] 97 | ==== Zip file 98 | 99 | Download the zip file link:{repo}/raw/master/{name}.zip[{name}.zip] and add it as "project from file" to https://neo4j.com/developer/neo4j-desktop[Neo4j Desktop^]. 100 | endif::[] 101 | 102 | === Code Examples 103 | 104 | * link:code/javascript/example.js[JavaScript] 105 | * link:code/java/Example.java[Java] 106 | * link:code/csharp/Example.cs[C#] 107 | * link:code/python/example.py[Python] 108 | * link:code/go/example.go[Go] 109 | 110 | === GraphQL API 111 | 112 | See link:graphql[`/graphql` directory] for Node.js GraphQL API server example using link:https://www.npmjs.com/package/@neo4j/graphql[`@neo4j/graphql`] 113 | 114 | === Feedback 115 | 116 | Feel free to submit issues or pull requests for improvement on this repository. -------------------------------------------------------------------------------- /bloom/twitter.bloom-perspective: -------------------------------------------------------------------------------- 1 | {"name":"Twitter_sandbox_dump Perspective 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-------------------------------------------------------------------------------- /code/csharp/Example.cs: -------------------------------------------------------------------------------- 1 | // install dotnet core on your system 2 | // dotnet new console -o . 3 | // dotnet add package Neo4j.Driver 4 | // paste in this code into Program.cs 5 | // dotnet run 6 | 7 | using System; 8 | using System.Collections.Generic; 9 | using System.Text; 10 | using System.Threading.Tasks; 11 | using Neo4j.Driver; 12 | 13 | namespace dotnet { 14 | class Example { 15 | static async Task Main() { 16 | var driver = GraphDatabase.Driver("bolt://:", 17 | AuthTokens.Basic("", "")); 18 | 19 | var cypherQuery = 20 | @" 21 | MATCH (u:User {screen_name: $screenName})<-[r:MENTIONS]-(t:Tweet)-[r2:TAGS]->(h:Hashtag) 22 | RETURN h.name as hashtag 23 | "; 24 | 25 | var session = driver.AsyncSession(o => o.WithDatabase("neo4j")); 26 | var result = await session.ReadTransactionAsync(async tx => { 27 | var r = await tx.RunAsync(cypherQuery, 28 | new { screenName="NASA"}); 29 | return await r.ToListAsync(); 30 | }); 31 | 32 | await session?.CloseAsync(); 33 | foreach (var row in result) 34 | Console.WriteLine(row["hashtag"].As()); 35 | 36 | } 37 | } 38 | } -------------------------------------------------------------------------------- /code/go/example.go: -------------------------------------------------------------------------------- 1 | // go mod init main 2 | // go run example.go 3 | package main 4 | 5 | import ( 6 | "fmt" 7 | "github.com/neo4j/neo4j-go-driver/v4/neo4j" 8 | "io" 9 | "reflect" 10 | ) 11 | 12 | func main() { 13 | results, err := runQuery("bolt://:", "neo4j", "", "") 14 | if err != nil { 15 | panic(err) 16 | } 17 | for _, result := range results { 18 | fmt.Println(result) 19 | } 20 | } 21 | 22 | func runQuery(uri, database, username, password string) (result []string, err error) { 23 | driver, err := neo4j.NewDriver(uri, neo4j.BasicAuth(username, password, "")) 24 | if err != nil { 25 | return nil, err 26 | } 27 | defer func() {err = handleClose(driver, err)}() 28 | session := driver.NewSession(neo4j.SessionConfig{AccessMode: neo4j.AccessModeRead, DatabaseName: database}) 29 | defer func() {err = handleClose(session, err)}() 30 | results, err := session.ReadTransaction(func(transaction neo4j.Transaction) (interface{}, error) { 31 | result, err := transaction.Run( 32 | ` 33 | MATCH (u:User {screen_name: $screenName})<-[r:MENTIONS]-(t:Tweet)-[r2:TAGS]->(h:Hashtag) 34 | RETURN h.name as hashtag 35 | `, map[string]interface{}{ 36 | "screenName": "NASA", 37 | }) 38 | if err != nil { 39 | return nil, err 40 | } 41 | var arr []string 42 | for result.Next() { 43 | value, found := result.Record().Get("hashtag") 44 | if found { 45 | arr = append(arr, value.(string)) 46 | } 47 | } 48 | if err = result.Err(); err != nil { 49 | return nil, err 50 | } 51 | return arr, nil 52 | }) 53 | if err != nil { 54 | return nil, err 55 | } 56 | result = results.([]string) 57 | return result, err 58 | } 59 | 60 | func handleClose(closer io.Closer, previousError error) error { 61 | err := closer.Close() 62 | if err == nil { 63 | return previousError 64 | } 65 | if previousError == nil { 66 | return err 67 | } 68 | return fmt.Errorf("%v closure error occurred:\n%s\ninitial error was:\n%w", reflect.TypeOf(closer), err.Error(), previousError) 69 | } 70 | -------------------------------------------------------------------------------- /code/graphql/example.js: -------------------------------------------------------------------------------- 1 | const { Neo4jGraphQL } = require("@neo4j/graphql"); 2 | const { ApolloServer } = require("apollo-server"); 3 | const neo4j = require("neo4j-driver"); 4 | 5 | const driver = neo4j.driver( 6 | "bolt://:", 7 | neo4j.auth.basic("", "") 8 | ); 9 | 10 | const typeDefs = /* GraphQL */ ` 11 | type Tweet { 12 | created_at: DateTime 13 | favorites: Int 14 | id: ID! 15 | id_str: String 16 | import_method: String 17 | text: String 18 | using: [Source] @relationship(type: "USING", direction: OUT) 19 | tags: [Hashtag] @relationship(type: "TAGS", direction: OUT) 20 | retweets: [Tweet] @relationship(type: "RETWEETS", direction: OUT) 21 | reply_to: [Tweet] @relationship(type: "REPLY_TO", direction: OUT) 22 | contains: [Link] @relationship(type: "CONTAINS", direction: OUT) 23 | posted_by: User @relationship(type: "POSTS", direction: IN) 24 | } 25 | 26 | type Me { 27 | followers: Int! 28 | following: Int! 29 | location: String! 30 | name: String! 31 | profile_image_url: String! 32 | screen_name: ID! 33 | posts: [Tweet] @relationship(type: "POSTS", direction: OUT) 34 | users: [User] @relationship(type: "FOLLOWS", direction: IN) 35 | tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN) 36 | } 37 | 38 | type Hashtag { 39 | name: String! 40 | tweets: [Tweet] @relationship(type: "TAGS", direction: IN) 41 | num_tweets: Int 42 | @cypher(statement: "RETURN SIZE( (this)<-[:TAGS]-(:Tweet) )") 43 | } 44 | 45 | type Link { 46 | url: String! 47 | tweets: [Tweet] @relationship(type: "CONTAINS", direction: IN) 48 | } 49 | 50 | type Source { 51 | name: String! 52 | tweets: [Tweet] @relationship(type: "USING", direction: IN) 53 | } 54 | 55 | type User { 56 | followers: Int 57 | following: Int 58 | location: String 59 | name: String! 60 | profile_image_url: String 61 | screen_name: String! 62 | statuses: Int 63 | url: String 64 | posts: [Tweet] @relationship(type: "POSTS", direction: OUT) 65 | tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN) 66 | } 67 | 68 | type UserCount { 69 | count: Int 70 | user: User 71 | } 72 | 73 | extend type User { 74 | topMentions: UserCount 75 | @cypher( 76 | statement: """ 77 | MATCH (this)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User) 78 | WITH m, COUNT(m.screen_name) AS count 79 | ORDER BY count DESC 80 | LIMIT 1 81 | RETURN { 82 | user: m {.*}, 83 | count: count 84 | } 85 | """ 86 | ) 87 | } 88 | 89 | extend type Tweet { 90 | mentions: [User] @relationship(type: "MENTIONS", direction: OUT) 91 | } 92 | `; 93 | 94 | // Create executable GraphQL schema from GraphQL type definitions, 95 | // using @neo4j/graphql to autogenerate resolvers 96 | const neoSchema = new Neo4jGraphQL({ 97 | typeDefs, 98 | debug: true, 99 | }); 100 | 101 | // Create ApolloServer instance that will serve GraphQL schema created above 102 | // Inject Neo4j driver instance into the context object, which will be passed 103 | // into each (autogenerated) resolver 104 | const server = new ApolloServer({ 105 | context: { driver }, 106 | schema: neoSchema.schema, 107 | introspection: true, 108 | playground: true, 109 | }); 110 | 111 | // Start ApolloServer 112 | server.listen().then(({ url }) => { 113 | console.log(`GraphQL server ready at ${url}`); 114 | }); 115 | -------------------------------------------------------------------------------- /code/java/Example.java: -------------------------------------------------------------------------------- 1 | // Add your the driver dependency to your pom.xml build.gradle etc. 2 | // Java Driver Dependency: http://search.maven.org/#artifactdetails|org.neo4j.driver|neo4j-java-driver|4.0.1|jar 3 | // Reactive Streams http://search.maven.org/#artifactdetails|org.reactivestreams|reactive-streams|1.0.3|jar 4 | // download jars into current directory 5 | // java -cp "*" Example.java 6 | 7 | import org.neo4j.driver.*; 8 | import static org.neo4j.driver.Values.parameters; 9 | 10 | public class Example { 11 | 12 | public static void main(String...args) { 13 | 14 | Driver driver = GraphDatabase.driver("bolt://:", 15 | AuthTokens.basic("","")); 16 | 17 | try (Session session = driver.session(SessionConfig.forDatabase("neo4j"))) { 18 | 19 | String cypherQuery = 20 | "MATCH (u:User {screen_name: $screenName})<-[r:MENTIONS]-(t:Tweet)-[r2:TAGS]->(h:Hashtag)\n" + 21 | "RETURN h.name as hashtag"; 22 | 23 | var result = session.readTransaction( 24 | tx -> tx.run(cypherQuery, 25 | parameters("screenName","NASA")) 26 | .list()); 27 | 28 | for (Record record : result) { 29 | System.out.println(record.get("hashtag").asString()); 30 | } 31 | } 32 | driver.close(); 33 | } 34 | } 35 | 36 | 37 | -------------------------------------------------------------------------------- /code/javascript/example.js: -------------------------------------------------------------------------------- 1 | // npm install --save neo4j-driver 2 | // node example.js 3 | const neo4j = require('neo4j-driver'); 4 | const driver = neo4j.driver('bolt://:', 5 | neo4j.auth.basic('', ''), 6 | {/* encrypted: 'ENCRYPTION_OFF' */}); 7 | 8 | const query = 9 | ` 10 | MATCH (u:User {screen_name: $screenName})<-[r:MENTIONS]-(t:Tweet)-[r2:TAGS]->(h:Hashtag) 11 | RETURN h.name as hashtag 12 | `; 13 | 14 | const params = {"screenName": "NASA"}; 15 | 16 | const session = driver.session({database:"neo4j"}); 17 | 18 | session.run(query, params) 19 | .then((result) => { 20 | result.records.forEach((record) => { 21 | console.log(record.get('hashtag')); 22 | }); 23 | session.close(); 24 | driver.close(); 25 | }) 26 | .catch((error) => { 27 | console.error(error); 28 | }); 29 | -------------------------------------------------------------------------------- /code/python/example.py: -------------------------------------------------------------------------------- 1 | # pip3 install neo4j-driver 2 | # python3 example.py 3 | 4 | from neo4j import GraphDatabase, basic_auth 5 | 6 | driver = GraphDatabase.driver( 7 | "bolt://:", 8 | auth=basic_auth("", "")) 9 | 10 | cypher_query = ''' 11 | MATCH (u:User {screen_name: $screenName})<-[r:MENTIONS]-(t:Tweet)-[r2:TAGS]->(h:Hashtag) 12 | RETURN h.name as hashtag 13 | ''' 14 | 15 | with driver.session(database="neo4j") as session: 16 | results = session.read_transaction( 17 | lambda tx: tx.run(cypher_query, 18 | screenName="NASA").data()) 19 | for record in results: 20 | print(record['hashtag']) 21 | 22 | driver.close() 23 | -------------------------------------------------------------------------------- /data/twitter-40.dump: -------------------------------------------------------------------------------- 1 | twitter-v2-40.dump -------------------------------------------------------------------------------- /data/twitter-v2-40.dump: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neo4j-graph-examples/twitter-v2/43b2b8551a2ec98f27915f1f97bc64b76347ffa4/data/twitter-v2-40.dump -------------------------------------------------------------------------------- /data/twitter-v2-43.dump: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neo4j-graph-examples/twitter-v2/43b2b8551a2ec98f27915f1f97bc64b76347ffa4/data/twitter-v2-43.dump -------------------------------------------------------------------------------- /data/twitter-v2-50.dump: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neo4j-graph-examples/twitter-v2/43b2b8551a2ec98f27915f1f97bc64b76347ffa4/data/twitter-v2-50.dump -------------------------------------------------------------------------------- /documentation/img/example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neo4j-graph-examples/twitter-v2/43b2b8551a2ec98f27915f1f97bc64b76347ffa4/documentation/img/example.png -------------------------------------------------------------------------------- /documentation/img/model.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neo4j-graph-examples/twitter-v2/43b2b8551a2ec98f27915f1f97bc64b76347ffa4/documentation/img/model.png -------------------------------------------------------------------------------- /documentation/img/twitter.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | Group 5 | Created with Sketch. 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /documentation/twitter.adoc: -------------------------------------------------------------------------------- 1 | == Twitter Graph 2 | 3 | Show data from your personal Twitter account 4 | 5 | _The Graph Your Network_ application inserts your Twitter activity into 6 | Neo4j. 7 | 8 | Here is a data model of the 9 | graph:image://neo4jsandbox.com/guides/twitter/img/twitter-data-model.svg[image] 10 | 11 | image:https://guides.neo4j.com/sandbox/twitter/images/click-next.png[image] 12 | 13 | == Twitter Graph 14 | 15 | Show data from your personal Twitter account 16 | 17 | _The Graph Your Network_ application inserts your Twitter activity into 18 | Neo4j. 19 | 20 | This application allows you to query things like: 21 | 22 | . Who's mentioning you on Twitter 23 | . Who are your most influential followers? 24 | . What tags you use frequently 25 | . How many people you follow also follow you back 26 | . People tweeting about you, but you don't follow 27 | . Links from intresting retweets 28 | . Other people tweeting with some of your top hashtags 29 | 30 | == Twitter Graph 31 | 32 | == Your mentions 33 | 34 | To the right is a giant code block containing a single Cypher query 35 | statement to determine who's mentioning you on Twitter. 36 | 37 | . Click on the code blocks 38 | . Notice they get copied to the editor above ↑ 39 | . Click the editor's play button to execute 40 | . Wait for the query to finish 41 | 42 | == Graph of some of your mentions 43 | 44 | [source,cypher] 45 | ---- 46 | // Graph of some of your mentions 47 | MATCH 48 | (u:Me:User)-[p:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User) 49 | WITH 50 | u,p,t,m, COUNT(m.screen_name) AS count 51 | ORDER BY 52 | count DESC 53 | RETURN 54 | u,p,t,m 55 | LIMIT 10 56 | ---- 57 | 58 | == Details as a table 59 | 60 | [source,cypher] 61 | ---- 62 | // Detailed table of some of your mentions 63 | MATCH 64 | (u:User:Me)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User) 65 | RETURN 66 | m.screen_name AS screen_name, COUNT(m.screen_name) AS count 67 | ORDER BY 68 | count DESC 69 | LIMIT 10 70 | ---- 71 | 72 | == Twitter Graph 73 | 74 | == Most Influential Followers 75 | 76 | Who are your most influential followers? 77 | 78 | . Click on the code block 79 | . Notice it gets copied to the editor above ↑ 80 | . Click the editor's play button to execute 81 | . Wait for the query to finish 82 | 83 | [source,cypher] 84 | ---- 85 | // Most influential followers 86 | MATCH 87 | (follower:User)-[:FOLLOWS]->(u:User:Me) 88 | RETURN 89 | follower.screen_name AS user, follower.followers AS followers 90 | ORDER BY 91 | followers DESC 92 | LIMIT 10 93 | ---- 94 | 95 | == Twitter Graph 96 | 97 | == Most Tagged 98 | 99 | What hashtags have you used most often? 100 | 101 | . Click on the code block 102 | . Notice it gets copied to the editor above ↑ 103 | . Click the editor's play button to execute 104 | . Wait for the query to finish 105 | 106 | [source,cypher] 107 | ---- 108 | // The hashtags you have used most often 109 | MATCH 110 | (h:Hashtag)<-[:TAGS]-(t:Tweet)<-[:POSTS]-(u:User:Me) 111 | WITH 112 | h, COUNT(h) AS Hashtags 113 | ORDER BY 114 | Hashtags DESC 115 | LIMIT 10 116 | RETURN 117 | h.name, Hashtags 118 | ---- 119 | 120 | == Twitter Graph 121 | 122 | == Followback Rate 123 | 124 | At what rate do people you follow also follow you back? 125 | 126 | . Click on the code block 127 | . Notice it gets copied to the editor above ↑ 128 | . Click the editor's play button to execute 129 | . Wait for the query to finish 130 | 131 | [source,cypher] 132 | ---- 133 | // Followback rate 134 | MATCH 135 | (me:User:Me)-[:FOLLOWS]->(f) 136 | WITH 137 | me, f, size((f)-[:FOLLOWS]->(me)) as doesFollowBack 138 | RETURN 139 | SUM(doesFollowBack) / toFloat(COUNT(f)) AS followBackRate 140 | ---- 141 | 142 | == Twitter Graph 143 | 144 | == Follower Recommendations 145 | 146 | Who tweets about you, but you do not follow? 147 | 148 | . Click on the code block 149 | . Notice it gets copied to the editor above ↑ 150 | . Click the editor's play button to execute 151 | . Wait for the query to finish 152 | 153 | [source,cypher] 154 | ---- 155 | // Follower Recommendations - tweeting about you, but you don't follow 156 | MATCH 157 | (ou:User)-[:POSTS]->(t:Tweet)-[mt:MENTIONS]->(me:User:Me) 158 | WITH 159 | DISTINCT ou, me 160 | WHERE 161 | (ou)-[:FOLLOWS]->(me) 162 | AND NOT 163 | (me)-[:FOLLOWS]->(ou) 164 | RETURN 165 | ou.screen_name 166 | ---- 167 | 168 | == Twitter Graph 169 | 170 | == Links from interesting retweets 171 | 172 | What links do you retweet, and how often are they favorited? 173 | 174 | . Click on the code block 175 | . Notice it gets copied to the editor above ↑ 176 | . Click the editor's play button to execute 177 | . Wait for the query to finish 178 | 179 | [source,cypher] 180 | ---- 181 | // Links from interesting retweets 182 | MATCH 183 | (:User:Me)-[:POSTS]-> 184 | (t:Tweet)-[:RETWEETS]->(rt)-[:CONTAINS]->(link:Link) 185 | RETURN 186 | t.id_str AS tweet, link.url AS url, rt.favorites AS favorites 187 | ORDER BY 188 | favorites DESC 189 | LIMIT 10 190 | ---- 191 | 192 | == Twitter Graph 193 | 194 | == Common Hashtags 195 | 196 | What users tweet with some of your top hashtags? 197 | 198 | . Click on the code block 199 | . Notice it gets copied to the editor above ↑ 200 | . Click the editor's play button to execute 201 | . Wait for the query to finish 202 | 203 | [source,cypher] 204 | ---- 205 | // Users tweeting with your top hashtags 206 | MATCH 207 | (me:User:Me)-[:POSTS]->(tweet:Tweet)-[:TAGS]->(ht) 208 | MATCH 209 | (ht)<-[:TAGS]-(tweet2:Tweet)<-[:POSTS]-(sugg:User) 210 | WHERE 211 | sugg <> me 212 | AND NOT 213 | (tweet2)-[:RETWEETS]->(tweet) 214 | WITH 215 | sugg, collect(distinct(ht)) as tags 216 | RETURN 217 | sugg.screen_name as friend, size(tags) as common 218 | ORDER BY 219 | common DESC 220 | LIMIT 20 221 | ---- 222 | 223 | == Next steps 224 | 225 | * Getting Started with Neo4j 226 | * http://neo4j.com/download[Download Neo4j] 227 | 228 | == More code 229 | 230 | * Movie Graph - Movies and actors 231 | * Northwind Graph - from RDBMS to graph 232 | * Query Templates - common ad-hoc queries 233 | * Cypher - query language fundamentals 234 | 235 | == Reference 236 | 237 | * http://neo4j.com/developer[Developer resources] 238 | * http://neo4j.com/docs/%7B%7Bneo4j.version%20%7C%20neo4jdoc%20%7D%7D/[Neo4j 239 | Manual] 240 | -------------------------------------------------------------------------------- /documentation/twitter.neo4j-browser-guide: -------------------------------------------------------------------------------- 1 |
2 | 3 | 4 |
5 |

Twitter Graph

6 |

Show data from your personal Twitter account

7 |
8 |
9 |

The Graph Your Network application inserts your Twitter activity into Neo4j.

10 |

Here is a data model of the graph:

11 |
12 |
13 | 14 | 15 |
16 |

Twitter Graph

17 |

Show data from your personal Twitter account

18 |
19 |
20 |

The Graph Your Network application inserts your Twitter activity into Neo4j.

21 |

This application allows you to query things like:

22 |
    23 |
  1. Who's mentioning you on Twitter
    2. 24 |
  2. Who are your most influential followers?
    3. 25 |
  3. What tags you use frequently
    4. 26 |
  4. How many people you follow also follow you back
    5. 27 |
  5. People tweeting about you, but you don't follow
    6. 28 |
  6. Links from intresting retweets
    7. 29 |
  7. Other people tweeting with some of your top hashtags
    8. 30 |
31 |
32 | 33 | 34 |
35 |
Twitter Graph

36 |

Your mentions

37 |

38 | To the right is a giant code block containing a single Cypher query statement 39 | to determine who's mentioning you on Twitter. 40 |

41 |
    42 |
  1. Click on the code blocks
    2. 43 |
  2. Notice they get copied to the editor above ↑
    3. 44 |
  3. Click the editor's play button to execute
    4. 45 |
  4. Wait for the query to finish
    5. 46 |
47 |
48 |
49 |
Graph of some of your mentions
50 |
51 | 
// Graph of some of your mentions
 52 | MATCH
 53 |   (u:Me:User)-[p:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User)
 54 | WITH
 55 |   u,p,t,m, COUNT(m.screen_name) AS count
 56 | ORDER BY 
 57 |   count DESC
 58 | RETURN
 59 |   u,p,t,m
 60 | LIMIT 10
61 |
62 |
Details as a table
63 |
64 | 
// Detailed table of some of your mentions
 65 | MATCH
 66 |   (u:User:Me)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User)
 67 | RETURN
 68 |   m.screen_name AS screen_name, COUNT(m.screen_name) AS count 
 69 | ORDER BY 
 70 |   count DESC
 71 | LIMIT 10
72 |
73 |
74 | 75 | 76 |
77 |
Twitter Graph

78 |

Most Influential Followers

79 |

Who are your most influential followers?

80 |
    81 |
  1. Click on the code block
    2. 82 |
  2. Notice it gets copied to the editor above ↑
    3. 83 |
  3. Click the editor's play button to execute
    4. 84 |
  4. Wait for the query to finish
    5. 85 |
86 |
87 |
88 |
89 | 
// Most influential followers
 90 | MATCH 
 91 |   (follower:User)-[:FOLLOWS]->(u:User:Me)
 92 | RETURN 
 93 |   follower.screen_name AS user, follower.followers AS followers
 94 | ORDER BY
 95 |   followers DESC
 96 | LIMIT 10
97 |
98 |
99 | 100 | 101 |
102 |
Twitter Graph

103 |

Most Tagged

104 |

What hashtags have you used most often?

105 |
    106 |
  1. Click on the code block
    2. 107 |
  2. Notice it gets copied to the editor above ↑
    3. 108 |
  3. Click the editor's play button to execute
    4. 109 |
  4. Wait for the query to finish
    5. 110 |
111 |
112 |
113 |
114 | 
// The hashtags you have used most often
115 | MATCH
116 |   (h:Hashtag)<-[:TAGS]-(t:Tweet)<-[:POSTS]-(u:User:Me)
117 | WITH 
118 |   h, COUNT(h) AS Hashtags
119 | ORDER BY 
120 |   Hashtags DESC
121 | LIMIT 10
122 | RETURN 
123 |   h.name, Hashtags
124 |
125 |
126 | 127 | 128 |
129 |
Twitter Graph

130 |

Followback Rate

131 |

At what rate do people you follow also follow you back?

132 |
    133 |
  1. Click on the code block
    2. 134 |
  2. Notice it gets copied to the editor above ↑
    3. 135 |
  3. Click the editor's play button to execute
    4. 136 |
  4. Wait for the query to finish
    5. 137 |
138 |
139 |
140 |
141 | 
// Followback rate
142 | MATCH 
143 |   (me:User:Me)-[:FOLLOWS]->(f)
144 | WITH 
145 |   me, f, size((f)-[:FOLLOWS]->(me)) as doesFollowBack
146 | RETURN
147 |   SUM(doesFollowBack) / toFloat(COUNT(f))  AS followBackRate
148 |
149 |
150 | 151 | 152 |
153 |
Twitter Graph

154 |

Follower Recommendations

155 |

Who tweets about you, but you do not follow?

156 |
    157 |
  1. Click on the code block
    2. 158 |
  2. Notice it gets copied to the editor above ↑
    3. 159 |
  3. Click the editor's play button to execute
    4. 160 |
  4. Wait for the query to finish
    5. 161 |
162 |
163 |
164 |
165 | 
// Follower Recommendations - tweeting about you, but you don't follow
166 | MATCH 
167 |   (ou:User)-[:POSTS]->(t:Tweet)-[mt:MENTIONS]->(me:User:Me)
168 | WITH 
169 |   DISTINCT ou, me
170 | WHERE
171 |   (ou)-[:FOLLOWS]->(me)
172 |   AND NOT 
173 |     (me)-[:FOLLOWS]->(ou)
174 | RETURN 
175 |   ou.screen_name
176 |
177 |
178 | 179 | 180 |
181 |
Twitter Graph

182 |

Links from interesting retweets

183 |

What links do you retweet, and how often are they favorited?

184 |
    185 |
  1. Click on the code block
    2. 186 |
  2. Notice it gets copied to the editor above ↑
    3. 187 |
  3. Click the editor's play button to execute
    4. 188 |
  4. Wait for the query to finish
    5. 189 |
190 |
191 |
192 |
193 | 
// Links from interesting retweets
194 | MATCH
195 |   (:User:Me)-[:POSTS]->
196 |   (t:Tweet)-[:RETWEETS]->(rt)-[:CONTAINS]->(link:Link)
197 | RETURN
198 |   t.id_str AS tweet, link.url AS url, rt.favorites AS favorites
199 | ORDER BY
200 |   favorites DESC
201 | LIMIT 10
202 |
203 |
204 | 205 | 206 |
207 |
Twitter Graph

208 |

Common Hashtags

209 |

What users tweet with some of your top hashtags?

210 |
    211 |
  1. Click on the code block
    2. 212 |
  2. Notice it gets copied to the editor above ↑
    3. 213 |
  3. Click the editor's play button to execute
    4. 214 |
  4. Wait for the query to finish
    5. 215 |
216 |
217 |
218 |
219 | 
// Users tweeting with your top hashtags
220 | MATCH
221 |   (me:User:Me)-[:POSTS]->(tweet:Tweet)-[:TAGS]->(ht)
222 | MATCH
223 |   (ht)<-[:TAGS]-(tweet2:Tweet)<-[:POSTS]-(sugg:User)
224 | WHERE
225 |   sugg <> me
226 |   AND NOT
227 |   (tweet2)-[:RETWEETS]->(tweet)
228 | WITH
229 |   sugg, collect(distinct(ht)) as tags
230 | RETURN
231 |   sugg.screen_name as friend, size(tags) as common
232 | ORDER BY
233 |   common DESC
234 | LIMIT 20
235 |
236 |
237 | 238 | 239 |
240 |

Next steps

241 | 245 |
246 |
247 |

More code

248 | 254 |
255 |
256 |

Reference

257 | 261 |
262 | 263 | 264 |
265 | -------------------------------------------------------------------------------- /graphql/.env: -------------------------------------------------------------------------------- 1 | NEO4J_URI=neo4j+s://demo.neo4jlabs.com:7687 2 | NEO4J_USER=twitter 3 | NEO4J_PASSWORD=twitter 4 | NEO4J_DATABASE=twitter -------------------------------------------------------------------------------- /graphql/README.md: -------------------------------------------------------------------------------- 1 | [![Open in CodeSandbox](https://img.shields.io/badge/Open%20in-CodeSandbox-blue?style=flat-square&logo=codesandbox)](https://codesandbox.io/s/github/neo4j-graph-examples/twitter-v2/tree/main/graphql?file=/schema.graphql) 2 | 3 | # GraphQL API 4 | 5 | This directory contains a Node.js GraphQL API application using [`@neo4j/graphql`](https://www.npmjs.com/package/@neo4j/graphql). 6 | 7 | Try it live on CodeSandbox [here](https://codesandbox.io/s/github/neo4j-graph-examples/twitter-v2/tree/main/graphql?file=/schema.graphql) 8 | 9 | ## Setup 10 | 11 | First, edit `.env`, replacing the defaults with your database connection string, user, and database (optional): 12 | 13 | ``` 14 | NEO4J_URI= 15 | NEO4J_USER= 16 | NEO4J_PASSWORD= 17 | NEO4J_DATABASE= 18 | ``` 19 | 20 | The `NEO4J_DATABASE` environment variable is optional and can be omitted. When omitted the default database will be used. 21 | 22 | Next, install dependencies. 23 | 24 | ``` 25 | npm install 26 | ``` 27 | 28 | Then start the API application, 29 | 30 | ``` 31 | npm run start 32 | ``` 33 | 34 | This will start a local GraphQL API server at `localhost:4000`. 35 | 36 | ## Example GraphQL Queries 37 | 38 | ```GraphQL 39 | { 40 | hashtags( 41 | where: { 42 | name_IN: ["nodes2020", "twin4j", "neo4j", "grandstack", "graphql"] 43 | } 44 | options: { sort: name_DESC } 45 | ) { 46 | name 47 | tweets(options: { limit: 1 }) { 48 | text 49 | created_at 50 | posted_by { 51 | name 52 | } 53 | tags { 54 | name 55 | num_tweets 56 | } 57 | } 58 | } 59 | } 60 | ``` 61 | 62 | ![](img/playground1.png) 63 | -------------------------------------------------------------------------------- /graphql/img/playground1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neo4j-graph-examples/twitter-v2/43b2b8551a2ec98f27915f1f97bc64b76347ffa4/graphql/img/playground1.png -------------------------------------------------------------------------------- /graphql/index.js: -------------------------------------------------------------------------------- 1 | const { Neo4jGraphQL } = require("@neo4j/graphql"); 2 | const { ApolloServer } = require("apollo-server"); 3 | const neo4j = require("neo4j-driver"); 4 | const fs = require("fs"); 5 | const dotenv = require("dotenv"); 6 | const path = require("path"); 7 | 8 | // Load contents of .env as environment variables 9 | dotenv.config(); 10 | 11 | // Load GraphQL type definitions from schema.graphql file 12 | const typeDefs = fs 13 | .readFileSync(path.join(__dirname, "schema.graphql")) 14 | .toString("utf-8"); 15 | 16 | // Create executable GraphQL schema from GraphQL type definitions, 17 | // using @neo4j/graphql to autogenerate resolvers 18 | const neoSchema = new Neo4jGraphQL({ 19 | typeDefs, 20 | debug: true, 21 | }); 22 | 23 | // Create Neo4j driver instance 24 | const driver = neo4j.driver( 25 | process.env.NEO4J_URI, 26 | neo4j.auth.basic(process.env.NEO4J_USER, process.env.NEO4J_PASSWORD) 27 | ); 28 | 29 | // Create ApolloServer instance that will serve GraphQL schema created above 30 | // Inject Neo4j driver instance into the context object, which will be passed 31 | // into each (autogenerated) resolver 32 | const server = new ApolloServer({ 33 | context: { driver, driverConfig: { database: process.env.NEO4J_DATABASE } }, 34 | schema: neoSchema.schema, 35 | introspection: true, 36 | playground: true, 37 | }); 38 | 39 | // Start ApolloServer 40 | server.listen().then(({ url }) => { 41 | console.log(`GraphQL server ready at ${url}`); 42 | }); -------------------------------------------------------------------------------- /graphql/lambda/graphql/graphql.js: -------------------------------------------------------------------------------- 1 | const { ApolloServer } = require("apollo-server-lambda"); 2 | const neo4j = require("neo4j-driver"); 3 | const { Neo4jGraphQL } = require("@neo4j/graphql"); 4 | const fs = require("fs"); 5 | 6 | // The schema.graphql file is copied to this directory as part of the Netlify build process 7 | // see netlify.toml at project root 8 | const typeDefs = fs 9 | .readFileSync(require.resolve("./schema.graphql")) 10 | .toString("utf-8"); 11 | 12 | const neoSchema = new Neo4jGraphQL({ 13 | typeDefs, 14 | }); 15 | 16 | const driver = neo4j.driver( 17 | process.env.NEO4J_URI, 18 | neo4j.auth.basic(process.env.NEO4J_USER, process.env.NEO4J_PASSWORD) 19 | ); 20 | 21 | const server = new ApolloServer({ 22 | schema: neoSchema.schema, 23 | context: ({ event }) => { 24 | return { 25 | driver, 26 | driverConfig: { database: process.env.NEO4J_DATABASE }, 27 | }; 28 | }, 29 | introspection: true, 30 | playground: true, 31 | }); 32 | 33 | exports.handler = server.createHandler({ 34 | cors: { 35 | origin: "*", 36 | credentials: true, 37 | }, 38 | }); 39 | -------------------------------------------------------------------------------- /graphql/package-lock.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "graphql-twitter", 3 | "version": "1.0.0", 4 | "lockfileVersion": 1, 5 | "requires": true, 6 | "dependencies": { 7 | "@apollo/protobufjs": { 8 | "version": "1.2.0", 9 | "resolved": "https://registry.npmjs.org/@apollo/protobufjs/-/protobufjs-1.2.0.tgz", 10 | "integrity": "sha512-TBgsADig/K4Hx71uQO6KPLxgoE/ORhPGh/HgouHru+cum8RLDfAfEY5Dde+cNala+luGI2X4Rs42pLWRud7/WA==", 11 | "requires": { 12 | "@protobufjs/aspromise": "^1.1.2", 13 | "@protobufjs/base64": "^1.1.2", 14 | "@protobufjs/codegen": "^2.0.4", 15 | "@protobufjs/eventemitter": "^1.1.0", 16 | "@protobufjs/fetch": "^1.1.0", 17 | "@protobufjs/float": "^1.0.2", 18 | "@protobufjs/inquire": "^1.1.0", 19 | "@protobufjs/path": "^1.1.2", 20 | "@protobufjs/pool": "^1.1.0", 21 | 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"@neo4j/graphql": "^1.0.0-alpha.5", 15 | "apollo-server": "^2.21.0", 16 | "apollo-server-lambda": "^2.21.1", 17 | "dotenv": "^8.2.0", 18 | "graphql": "^15.5.0", 19 | "neo4j-driver": "^4.2.3" 20 | } 21 | } 22 | -------------------------------------------------------------------------------- /graphql/schema.graphql: -------------------------------------------------------------------------------- 1 | type Tweet { 2 | created_at: DateTime 3 | favorites: Int 4 | id: ID! 5 | id_str: String 6 | import_method: String 7 | text: String 8 | using: [Source] @relationship(type: "USING", direction: OUT) 9 | tags: [Hashtag] @relationship(type: "TAGS", direction: OUT) 10 | retweets: [Tweet] @relationship(type: "RETWEETS", direction: OUT) 11 | reply_to: [Tweet] @relationship(type: "REPLY_TO", direction: OUT) 12 | contains: [Link] @relationship(type: "CONTAINS", direction: OUT) 13 | posted_by: User @relationship(type: "POSTS", direction: IN) 14 | } 15 | 16 | type Me { 17 | followers: Int! 18 | following: Int! 19 | location: String! 20 | name: String! 21 | profile_image_url: String! 22 | screen_name: ID! 23 | posts: [Tweet] @relationship(type: "POSTS", direction: OUT) 24 | users: [User] @relationship(type: "FOLLOWS", direction: IN) 25 | tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN) 26 | } 27 | 28 | type Hashtag { 29 | name: String! 30 | tweets: [Tweet] @relationship(type: "TAGS", direction: IN) 31 | num_tweets: Int @cypher(statement: "RETURN SIZE( (this)<-[:TAGS]-(:Tweet) )") 32 | } 33 | 34 | type Link { 35 | url: String! 36 | tweets: [Tweet] @relationship(type: "CONTAINS", direction: IN) 37 | } 38 | 39 | type Source { 40 | name: String! 41 | tweets: [Tweet] @relationship(type: "USING", direction: IN) 42 | } 43 | 44 | type User { 45 | followers: Int 46 | following: Int 47 | location: String 48 | name: String! 49 | profile_image_url: String 50 | screen_name: String! 51 | statuses: Int 52 | url: String 53 | posts: [Tweet] @relationship(type: "POSTS", direction: OUT) 54 | tweets: [Tweet] @relationship(type: "MENTIONS", direction: IN) 55 | } 56 | 57 | type UserCount { 58 | count: Int 59 | user: User 60 | } 61 | 62 | type HashtagCount { 63 | count: Int 64 | name: String 65 | } 66 | 67 | type UserTweet { 68 | screen_name: String 69 | name: String 70 | profile_pic: String 71 | created_at: DateTime 72 | text: String 73 | } 74 | 75 | extend type Me { 76 | topMentions(first: Int = 5): [UserCount] 77 | @cypher( 78 | statement: """ 79 | MATCH (this)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User) 80 | WITH m, COUNT(m.screen_name) AS count 81 | ORDER BY count DESC 82 | LIMIT $first 83 | RETURN { 84 | user: m { .* }, 85 | count: count 86 | } 87 | """ 88 | ) 89 | topHashtags(first: Int = 5): [HashtagCount] 90 | @cypher( 91 | statement: """ 92 | MATCH (this:Me)-[:POSTS]->(t:Tweet)-[:TAGS]->(h:Hashtag) 93 | WITH h, COUNT(h) AS count 94 | ORDER BY count DESC 95 | LIMIT $first 96 | RETURN { 97 | name: h.name, 98 | count: count 99 | } 100 | """ 101 | ) 102 | followbackCount: Int 103 | @cypher( 104 | statement: """ 105 | MATCH (me:Me)-[:FOLLOWS]->(f:User) 106 | WHERE (f)-[:FOLLOWS]->(me) 107 | RETURN count(f) 108 | """ 109 | ) 110 | recommended(first: Int = 10): [UserCount] 111 | @cypher( 112 | statement: """ 113 | MATCH (u:User)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(me:Me) 114 | WITH DISTINCT u, me, count(t) as count 115 | WHERE (u)-[:FOLLOWS]->(me) 116 | AND NOT (me)-[:FOLLOWS]->(u) 117 | RETURN { 118 | user: u { .* }, 119 | count: count 120 | } 121 | ORDER BY count DESC 122 | LIMIT $first 123 | """ 124 | ) 125 | priorityFeed: [UserTweet] 126 | @cypher( 127 | statement: """ 128 | MATCH (t:Tweet) WHERE t.created_at IS NOT NULL 129 | WITH max(t.created_at) - duration('P3D') as recentDate 130 | CALL { 131 | WITH recentDate 132 | MATCH (this:Me)-[r:SIMILAR_TO]-(u:User) 133 | WITH u, recentDate 134 | ORDER BY r.score DESC 135 | LIMIT 10 136 | MATCH (u)-[:POSTS]->(t:Tweet) 137 | WHERE t.created_at >= recentDate 138 | WITH u, t 139 | ORDER BY t.created_at DESC 140 | LIMIT 50 141 | RETURN { 142 | screen_name: u.screen_name, 143 | name: u.name, 144 | profile_pic: u.profile_image_url, 145 | created_at: t.created_at, 146 | text: t.text 147 | } as tweets 148 | UNION 149 | WITH recentDate 150 | MATCH (u:User)-[r:POSTS]->(t:Tweet) 151 | WHERE t.created_at >= recentDate AND NOT u:Me 152 | WITH u, t 153 | ORDER BY t.created_at DESC 154 | LIMIT 50 155 | RETURN { 156 | screen_name: u.screen_name, 157 | name: u.name, 158 | profile_pic: u.profile_image_url, 159 | created_at: t.created_at, 160 | text: t.text 161 | } as tweets 162 | ORDER BY t.created_at DESC 163 | LIMIT 50 164 | } 165 | RETURN tweets 166 | """ 167 | ) 168 | } 169 | 170 | extend type User { 171 | topMentions: UserCount 172 | @cypher( 173 | statement: """ 174 | MATCH (this)-[:POSTS]->(t:Tweet)-[:MENTIONS]->(m:User) 175 | WITH m, COUNT(m.screen_name) AS count 176 | ORDER BY count DESC 177 | LIMIT 1 178 | RETURN { 179 | user: m {.*}, 180 | count: count 181 | } 182 | """ 183 | ) 184 | } 185 | 186 | extend type Tweet { 187 | mentions: [User] @relationship(type: "MENTIONS", direction: OUT) 188 | } 189 | 190 | extend type Hashtag { 191 | trendingTags(first: Int = 5): [HashtagCount] 192 | @cypher( 193 | statement: """ 194 | MATCH (t:Tweet)-[:TAGS]->(h:Hashtag) 195 | WITH h, count(h) as count 196 | ORDER BY count DESC 197 | LIMIT $first 198 | RETURN { 199 | name: h.name, 200 | count: count 201 | } 202 | """ 203 | ) 204 | } -------------------------------------------------------------------------------- /netlify.toml: -------------------------------------------------------------------------------- 1 | [build] 2 | command = "cp schema.graphql lambda/graphql/schema.graphql" 3 | base = "graphql" 4 | functions = "lambda" 5 | 6 | [[redirects]] 7 | from = "/" 8 | to = "/.netlify/functions/graphql" 9 | status = 200 -------------------------------------------------------------------------------- /relate.project-install.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "twitter", 3 | "description":"Explore a social network with Neo4j's Twitter data", 4 | "dbms": [ 5 | { 6 | "dumpFile": "data/twitter-v2-40.dump", 7 | "targetNeo4jVersion": ">=4.0.0 <4.3.0", 8 | "plugins": ["apoc"] 9 | }, 10 | { 11 | "dumpFile": "data/twitter-v2-43.dump", 12 | "targetNeo4jVersion": ">=4.3.0 <5.0.0", 13 | "plugins": ["apoc"] 14 | }, 15 | { 16 | "dumpFile": "data/twitter-v2-50.dump", 17 | "targetNeo4jVersion": ">=5.0.0 <6.0.0", 18 | "plugins": ["apoc"] 19 | } 20 | ] 21 | } 22 | --------------------------------------------------------------------------------