Neo4j Graph Data Modeling
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Kenny demonstrates how to build a flexible and expressive graph model and related queries that map closely to your domain needs, and which can be evolved as your application evolves.
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Neo4j Graph Data Modeling
- 2. Data
- 3. ModelingNeo4j © All Rights Reserved 2014 | Neo Technology, Inc. with
- 5. © All Rights Reserved 2014 | Neo Technology, Inc. Agenda •What
- 6. is
- 7. a
- 8. graph
- 9. database?
- 10. •Introduction
- 11. to
- 12. graphs
- 13. •Introduction
- 14. to
- 15. the
- 16. labeled
- 17. property
- 18. graph
- 19. data
- 20. model
- 21. •Introduction
- 22. to
- 23. Cypher
- 24. (Neo4j’s
- 25. query
- 26. language)
- 27. •Tour
- 28. of
- 29. the
- 30. Neo4j
- 31. browser
- 32. •Introduction
- 33. to
- 34. graph-based
- 35. modeling
- 36. •Graph
- 37. data
- 38. modeling
- 39. guidelines
- 40. •Authoring
- 41. a
- 42. GraphGist 2
- 43. © All Rights Reserved 2014 | Neo Technology, Inc. (What
- 44. is
- 45. a
- 46. graph
- 47. database?)
- 48. © All Rights Reserved 2014 | Neo Technology, Inc. What
- 49. is
- 50. a
- 51. graph
- 52. database? •Graph
- 53. databases
- 54. are
- 55. a
- 56. kind
- 57. of
- 58. NoSQL
- 59. database
- 60. •It
- 61. lets
- 62. you
- 63. store
- 64. and
- 65. manage
- 66. your
- 67. data
- 68. as
- 69. a
- 70. graph
- 71. •Graphs
- 72. are
- 73. a
- 74. set
- 75. of
- 76. nodes
- 77. and
- 78. relationships
- 79. that
- 80. describe
- 81. some
- 82. arbitrary
- 83. domain
- 84. •Neo4j
- 85. is
- 86. a
- 87. graph
- 88. database,
- 89. using
- 90. the
- 91. labeled
- 92. graph
- 93. property
- 94. data
- 95. model 4
- 96. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. (Introduction
- 97. to
- 98. graphs)
- 99. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. What
- 100. is
- 101. a
- 102. graph?
- 103. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Zombie Pastimes Eating Brains Dancing With Michael Jackson % of People Who Hate Michael Jackson by Date 0 25 50 75 100 June 25, 2009 June 26,2009 7
- 104. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Zombie Pastimes Eating Brains Dancing With Michael Jackson % of People Who Hate Michael Jackson by Date 0 25 50 75 100 June 25, 2009 June 26,2009 These
- 105. are
- 106. Charts! NOT
- 107. Graphs! 8
- 108. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. So
- 109. what
- 110. about
- 111. data?
- 112. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. John Sally Graph Databases Book Friend Of Friend Of H as ReadHasRead 10
- 113. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. name: John age: 27 name: Sally age: 32 title: Graph Databases authors: Ian Robinson, Jim Webber FRIEND_OF since: 01/09/2013 HAS_READ on: 2/03/2013 rating: 5 HAS_READ on: 02/09/2013 rating: 4 FRIEND_OF since: 01/09/2013 11
- 114. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. The
- 115. Relational
- 116. Table
- 117. Model
- 118. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Customers AccountsCustomer_Accounts 143 Alice 326 $100 725 $632 981 $212 143 981 143 725 143 326 13
- 119. © All Rights Reserved 2014 | Neo Technology, Inc. (Introduction
- 120. to
- 121. the
- 122. labeled
- 123. property
- 124. graph
- 125. data
- 126. model)
- 127. © All Rights Reserved 2014 | Neo Technology, Inc. Four
- 128. Building
- 129. Blocks •Nodes
- 130. •Relationships
- 131. •Properties
- 132. •Labels 15
- 133. © All Rights Reserved 2014 | Neo Technology, Inc. Nodes 16
- 134. © All Rights Reserved 2014 | Neo Technology, Inc. Nodes •Nodes
- 135. are
- 136. used
- 137. to
- 138. represent
- 139. en##es and complex value types in
- 140. your
- 141. domain
- 142. •Nodes
- 143. contain
- 144. properties
- 145. •Key-value
- 146. pairs
- 147. • Java
- 148. primitives
- 149. • Arrays
- 150. • null
- 151. is
- 152. not
- 153. a
- 154. valid
- 155. value
- 156. •Every
- 157. node
- 158. can
- 159. have
- 160. different
- 161. properties
- 162. •Nodes
- 163. do
- 164. not
- 165. have
- 166. to
- 167. have
- 168. the
- 169. same
- 170. keys 17
- 171. © All Rights Reserved 2014 | Neo Technology, Inc. Relationships 18
- 172. © All Rights Reserved 2014 | Neo Technology, Inc. Relationships
- 173. (continued) 19 Nodes can have more than one relationship Self relationships are allowed Nodes can be connected by more than one relationship
- 174. © All Rights Reserved 2014 | Neo Technology, Inc. Relationships •Every
- 175. relationship
- 176. has
- 177. a
- 178. name
- 179. and
- 180. a
- 181. direc#on •Add
- 182. structure
- 183. to
- 184. the
- 185. graph
- 186. •Provide
- 187. semantic
- 188. context
- 189. for
- 190. nodes
- 191. •Can
- 192. contain
- 193. properties
- 194. •Used
- 195. to
- 196. represent
- 197. quality
- 198. or
- 199. weight of
- 200. relationship,
- 201. or
- 202. metadata
- 203. •Every
- 204. relationship
- 205. must
- 206. have
- 207. a
- 208. start node
- 209. and
- 210. end node •No
- 211. dangling
- 212. relationships 20
- 213. © All Rights Reserved 2014 | Neo Technology, Inc. Labels 21
- 214. © All Rights Reserved 2014 | Neo Technology, Inc. Labels •Every
- 215. node
- 216. can
- 217. have
- 218. zero or more labels
- 219. •Used
- 220. to
- 221. represent
- 222. roles
- 223. (e.g.
- 224. user,
- 225. product,
- 226. company)
- 227. •Group
- 228. nodes
- 229. •Allow
- 230. us
- 231. to
- 232. associate
- 233. indexes
- 234. and
- 235. constraints
- 236. with
- 237. groups
- 238. of
- 239. nodes 22
- 240. © All Rights Reserved 2014 | Neo Technology, Inc. Four
- 241. Building
- 242. Blocks •Nodes
- 243. •Entities
- 244. •Relationships
- 245. •Connect
- 246. entities
- 247. and
- 248. structure
- 249. domain
- 250. •Properties
- 251. •Entity
- 252. attributes,
- 253. relationship
- 254. qualities,
- 255. and
- 256. metadata
- 257. •Labels
- 258. •Group
- 259. nodes
- 260. by
- 261. role 23
- 262. © All Rights Reserved 2014 | Neo Technology, Inc. (Introduction
- 263. to
- 264. Cypher)
- 265. © All Rights Reserved 2014 | Neo Technology, Inc. Cypher
- 266. is
- 267. Neo4j's
- 268. graph
- 269. query
- 270. language
- 271. •Declarative
- 272. Pattern-Matching
- 273. language
- 274. •SQL-like
- 275. syntax
- 276. •Designed
- 277. for
- 278. graphs 25
- 279. © All Rights Reserved 2014 | Neo Technology, Inc. It’s
- 280. all
- 281. about
- 282. Patterns 26 A B C
- 283. © All Rights Reserved 2014 | Neo Technology, Inc. 27
- 284. © All Rights Reserved 2014 | Neo Technology, Inc. 28
- 285. © All Rights Reserved 2014 | Neo Technology, Inc. How?
- 287. © All Rights Reserved 2014 | Neo Technology, Inc. (a) -- (b) a b Text
- 288. Art 30
- 289. © All Rights Reserved 2014 | Neo Technology, Inc. Either
- 290. direction 31 MATCH (a)--(b) RETURN a, b; a b
- 291. © All Rights Reserved 2014 | Neo Technology, Inc. Direction
- 292. specific 32 MATCH (a)--(b) RETURN a, b; a b
- 293. © All Rights Reserved 2014 | Neo Technology, Inc. 33 b a b a b a MATCH (a)--(b) RETURN a, b;
- 294. © All Rights Reserved 2014 | Neo Technology, Inc. (a) -[r]- () a Relationships 34 r
- 295. © All Rights Reserved 2014 | Neo Technology, Inc. Two
- 296. nodes,
- 297. one
- 298. relationship 35 MATCH (a)-[r]-() RETURN a.name, type(r); a r
- 299. © All Rights Reserved 2014 | Neo Technology, Inc. (a) -[:ACTED_IN]- (m) a m Actors
- 300. and
- 301. movies 36 ACTED IN
- 302. © All Rights Reserved 2014 | Neo Technology, Inc. Return
- 303. properties
- 304. of
- 305. the
- 306. matched
- 307. pattern 37 MATCH (a)-[:ACTED_IN]-(m) RETURN a.name, m.title; a m ACTED IN
- 308. © All Rights Reserved 2014 | Neo Technology, Inc. Also
- 309. return
- 310. properties
- 311. of
- 312. the
- 313. relationship 38 MATCH (a)-[r:ACTED_IN]-(m) RETURN a.name, r.roles, m.title; a m ACTED IN
- 314. © All Rights Reserved 2014 | Neo Technology, Inc. Paths 39 (a)--(b)--(c) a b c
- 315. © All Rights Reserved 2014 | Neo Technology, Inc. 40 b c a b c a b a (a)--(b)--(c)
- 316. © All Rights Reserved 2014 | Neo Technology, Inc. Paths 41 (a)--(b)--(c) a b c
- 317. © All Rights Reserved 2014 | Neo Technology, Inc. Paths 42 (a)--(b)--(c) a b c
- 318. © All Rights Reserved 2014 | Neo Technology, Inc. 43 c b a c b c b a a (a)--(b)--(c)
- 319. © All Rights Reserved 2014 | Neo Technology, Inc. Who
- 320. acted
- 321. in
- 322. a
- 323. movie
- 324. and
- 325. who
- 326. was
- 327. the
- 328. director
- 329. of
- 330. that
- 331. movie? 44 MATCH (a)-[:ACTED_IN]-(m)-[:DIRECTED]-(d) RETURN a.name, m.title, d.name; a m ACTED IN d DIRECTED
- 332. © All Rights Reserved 2014 | Neo Technology, Inc. 45 MATCH (a)-[:ACTED_IN]-(m)-[:DIRECTED]-(d) RETURN a.name, m.title, d.name; d m a d m d m a a
- 333. © All Rights Reserved 2014 | Neo Technology, Inc. Table
- 334. of
- 335. results 46 MATCH (a)-[:ACTED_IN]-(m)-[:DIRECTED]-(d) RETURN a.name, m.title, d.name; a.name m.title d.name “Keanu Reeves” “The Matrix” “Andy Wachowski” “Keanu Reeves” “The Matrix Reloaded” “Andy Wachowski” “Noah Wyle” “A Few Good Men” “Rob Reiner” “Tom Hanks” “Cloud Atlas” “Andy Wachowski” ... ... ...
- 336. © All Rights Reserved 2014 | Neo Technology, Inc. Many
- 337. aggregation
- 338. functions
- 339. are
- 340. supported 47 count(x) - add up the number of occurrences min(x) - get the lowest value max(x) - get the highest value avg(x) - get the average of a numeric value sum(x) - add up all values collect(x) - collected all the occurrences into an array
- 341. © All Rights Reserved 2014 | Neo Technology, Inc. MATCH (a)-[:ACTED_IN]-(m)-[:DIRECTED]-(d) RETURN a.name, d.name, count(*) AS count ORDER BY count DESC LIMIT 5; Sort
- 343. Limit 48 Which
- 344. actor
- 345. and
- 346. director
- 347. worked
- 348. together
- 349. the
- 350. most?
- 351. © All Rights Reserved 2014 | Neo Technology, Inc. Graph
- 352. Traversal
- 353. (Getting
- 354. from
- 355. point
- 356. A
- 357. to
- 358. point
- 360. B)
- 361. © All Rights Reserved 2014 | Neo Technology, Inc. All-nodes
- 362. Query 50 MATCH (n) RETURN n; Matches every node in the graph
- 363. © All Rights Reserved 2014 | Neo Technology, Inc. Find
- 364. a
- 365. specific
- 366. node
- 367. (within
- 368. all-nodes) 51 MATCH (n) WHERE n.name = Tom Hanks RETURN n; WHERE - filter the results n.name = Tom Hanks - by the name property value
- 369. © All Rights Reserved 2014 | Neo Technology, Inc. Find
- 370. a
- 371. specific
- 372. node
- 373. (concise
- 374. syntax) 52 MATCH (n {name:Tom Hanks}) RETURN n; MATCH (n) - find patterns in graph {name:Tom Hanks} - with the specified properties
- 375. © All Rights Reserved 2014 | Neo Technology, Inc. 53 MATCH (n {n.name:Tom Hanks}) RETURN n; t
- 376. © All Rights Reserved 2014 | Neo Technology, Inc. Find
- 377. a
- 378. specific
- 379. node
- 380. (with
- 381. a
- 382. label) 54 MATCH (tom:Person) WHERE tom.name=Tom Hanks RETURN tom; :Person - Matches only nodes labeled as Person
- 383. © All Rights Reserved 2014 | Neo Technology, Inc. 55 MATCH (tom:Person {name:Tom Hanks}) RETURN tom; t
- 384. © All Rights Reserved 2014 | Neo Technology, Inc. Start
- 385. with
- 386. a
- 387. specific
- 388. (labeled)
- 389. node 56 MATCH (tom:Person)-[:ACTED_IN]-(movie:Movie) WHERE tom.name=Tom Hanks RETURN movie.title; (Movies featuring Tom Hanks) MATCH (tom:Person {name:Tom Hanks})-[:ACTED_IN]-(movie:Movie) RETURN movie.title;
- 390. © All Rights Reserved 2014 | Neo Technology, Inc. 57 m m m t m MATCH (tom:Person {name:Tom Hanks})-[:ACTED_IN]-(movie:Movie) RETURN movie.title;
- 391. © All Rights Reserved 2014 | Neo Technology, Inc. Start
- 392. with
- 393. a
- 394. specific
- 395. labeled
- 396. node 58 MATCH (tom:Person {name:Tom Hanks})-[:ACTED_IN]-(movie), (director)-[:DIRECTED]-(movie) RETURN director.name; (Directors who worked with Tom Hanks)
- 397. © All Rights Reserved 2014 | Neo Technology, Inc. 59 MATCH (tom:Person {name:Tom Hanks})-[:ACTED_IN]-(movie:Movie) (director:Person)-[:DIRECTED]-(movie) RETURN director.name; t d d
- 398. © All Rights Reserved 2014 | Neo Technology, Inc. (Tour
- 399. of
- 400. the
- 401. Neo4j
- 402. browser)
- 403. © All Rights Reserved 2014 | Neo Technology, Inc. http://localhost:7474/ Neo4j
- 404. Browser
- 405. -
- 406. finding
- 407. help 61
- 408. © All Rights Reserved 2014 | Neo Technology, Inc. Neo4j
- 409. Browser
- 410. Execute
- 411. Cypher,
- 412. Visualize 62
- 413. © All Rights Reserved 2014 | Neo Technology, Inc. Neo4j
- 414. Browser
- 415. -
- 416. importing
- 417. sample
- 418. data 63
- 419. © All Rights Reserved 2014 | Neo Technology, Inc. Neo4j
- 420. Data
- 421. browser
- 422. -
- 423. display
- 424. more
- 425. data 64
- 426. © All Rights Reserved 2014 | Neo Technology, Inc. (Graph
- 427. search
- 428. and
- 429. Neo4j)
- 430. © All Rights Reserved 2014 | Neo Technology, Inc.
- 431. © All Rights Reserved 2014 | Neo Technology, Inc. 67 MATCH (me:Person {name:’Philip’})-[:FRIEND_OF]-(friends), (friends)-[:LIKES]-(restaurant), (restaurant)-[:LOCATED_IN]-(city {Location = ‘New York’}), (restaurant)-[:SERVES]-(cuisine {cuisine = ‘Sushi’}) RETURN restaurant.name * Cypher query language example
- 432. © All Rights Reserved 2014 | Neo Technology, Inc. 68
- 433. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. (Introduction
- 434. to
- 435. graph-based
- 436. modeling)
- 437. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Start
- 438. with
- 439. a
- 440. whiteboard
- 441. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. 71
- 442. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Adam LOL Cat FRIEND_OF SHARED COMMENTED Sarah FUNNY ON LIKES 72
- 443. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Adam LOL Cat FRIEND_OF SHARED COMMENTED Sarah FUNNY ON LIKES 73
- 444. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. 74
- 445. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Tom Hanks Hugo Weaving Cloud Atlas The Matrix Lana Wachowski ACTED_IN ACTED_IN ACTED_IN DIRECTED DIRECTED 75
- 446. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Model
- 447. Incrementally
- 448. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. Tom Hanks Hugo Weaving Cloud Atlas The Matrix Lana Wachowski ACTED_IN ACTED_IN ACTED_IN DIRECTED DIRECTED 77
- 449. © All Rights Reserved 2014 | Neo Technology, Inc.© All Rights Reserved 2013 | Neo Technology, Inc.© All Rights Reserved 2014 | Neo Technology, Inc. name: Tom Hanks nationality: USA won: Oscar, Emmy name: Hugo Weaving nationality: Australia won: MTV Movie Award title: Cloud Atlas genre: drama, sci-fi title: The Matrix genre: sci-fi name: Lana Wachowski nationality: USA won: Razzie, Hugo ACTED_IN role: Zachry ACTED_IN role: Bill Smoke DIRECTED DIRECTED ACTED_IN role: Agent Smith 78
- 450. © All Rights Reserved 2014 | Neo Technology, Inc. (Graph
- 451. data
- 452. modeling
- 453. guidelines)
- 454. © All Rights Reserved 2014 | Neo Technology, Inc. Symmetric
- 455. Relationships 80 OR
- 456. © All Rights Reserved 2014 | Neo Technology, Inc. Infer
- 457. Symmetric
- 460. RETURN child
- 461. Find parent: MATCH (parent)-[:PARENT_OF]-
- 462. (child{name:'Eric'})
- 463. RETURN parent 81
- 464. © All Rights Reserved 2014 | Neo Technology, Inc. Bi-Directional
- 465. Relationships 82
- 466. © All Rights Reserved 2014 | Neo Technology, Inc. Use
- 467. Single
- 468. Relationship
- 469. and
- 470. Ignore
- 471. Relationship
- 472. Direction
- 473. in
- 475. © All Rights Reserved 2014 | Neo Technology, Inc. Qualified
- 476. Bi-Directional
- 477. Relationships 84 OR
- 478. © All Rights Reserved 2014 | Neo Technology, Inc. Properties
- 479. Versus
- 480. Relationships 85
- 481. © All Rights Reserved 2014 | Neo Technology, Inc. Use
- 482. Relationships
- 483. When •You
- 484. need
- 485. to
- 486. specify
- 487. the
- 488. weight,
- 489. strength,
- 490. or
- 491. some
- 492. other
- 493. quality
- 494. of
- 495. the
- 496. rela#onship and
- 497. the
- 498. nodes
- 499. it
- 500. connects •The
- 501. property
- 502. value
- 503. comprises
- 504. a
- 505. complex
- 506. value
- 507. type
- 508. (e.g.
- 509. address)
- 510. •Examples:
- 511. •Find
- 512. all
- 513. my
- 514. colleagues
- 515. who
- 516. are
- 517. level 2 or above in
- 518. a
- 519. skill (property
- 520. value)
- 521. we
- 522. have
- 523. in
- 524. common
- 525. •Find
- 526. all
- 527. recent
- 528. orders
- 529. delivered
- 530. to
- 531. the
- 532. same
- 533. delivery address
- 534. (complex
- 535. value
- 536. type) 86
- 537. © All Rights Reserved 2014 | Neo Technology, Inc. Example:
- 538. Find
- 539. Expert
- 540. Colleagues 87
- 541. © All Rights Reserved 2014 | Neo Technology, Inc. Use
- 542. Properties
- 543. When •There’s
- 544. no
- 545. need
- 546. to
- 547. qualify/weight
- 548. the
- 549. relationship
- 550. •The
- 551. property
- 552. value
- 553. comprises
- 554. a
- 555. simple
- 556. value
- 557. type
- 558. (e.g.
- 559. color)
- 560. •Examples:
- 561. •Find
- 562. those
- 563. projects
- 564. written
- 565. by
- 566. contributors
- 567. to
- 568. my
- 569. projects
- 570. that
- 571. use
- 572. the
- 573. same
- 574. language
- 575. (property
- 576. value)
- 577. as
- 578. my
- 579. projects 88
- 580. © All Rights Reserved 2014 | Neo Technology, Inc. Relationship
- 581. Granularity 89
- 582. © All Rights Reserved 2014 | Neo Technology, Inc. General
- 584. by
- 585. property 90
- 586. © All Rights Reserved 2014 | Neo Technology, Inc. Specific
- 587. Relationships 91
- 588. © All Rights Reserved 2014 | Neo Technology, Inc. Best
- 589. of
- 590. Both
- 591. Worlds 92
- 592. © All Rights Reserved 2014 | Neo Technology, Inc. (The
- 593. Neo4j
- 594. GraphGist
- 595. Project)
- 596. © All Rights Reserved 2014 | Neo Technology, Inc. The
- 597. Neo4j
- 598. GraphGist
- 599. Project 94 GraphGists let you demonstrate a Neo4j graph proof of concept for your use cases
- 600. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 601. a
- 602. GraphGist •Start
- 603. by
- 604. articulating
- 605. your
- 606. problem 95
- 607. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 608. a
- 610. to
- 611. Problem
- 612. ! •Banks
- 613. and
- 614. Insurance
- 615. companies
- 616. lose
- 617. billions
- 618. of
- 619. dollars
- 620. every
- 621. year
- 622. to
- 623. fraud.
- 624. Traditional
- 625. methods
- 626. of
- 627. fraud
- 628. detection
- 629. play
- 630. an
- 631. important
- 632. role
- 633. in
- 634. minimizing
- 635. these
- 636. losses.
- 637. However
- 638. increasingly
- 639. sophisticated
- 640. fraudsters
- 641. have
- 642. developed
- 643. a
- 644. variety
- 645. of
- 646. ways
- 647. to
- 648. elude
- 649. discovery,
- 650. both
- 651. by
- 652. working
- 653. together,
- 654. and
- 655. by
- 656. leveraging
- 657. various
- 658. other
- 659. means
- 660. of
- 661. constructing
- 662. false
- 663. identities. 96
- 664. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 665. a
- 667. of
- 668. Solution
- 669. ! •Graph
- 670. databases
- 671. offer
- 672. new
- 673. methods
- 674. of
- 675. uncovering
- 676. fraud
- 677. rings
- 678. and
- 679. other
- 680. sophisticated
- 681. scams
- 682. with
- 683. a
- 684. high-level
- 685. of
- 686. accuracy,
- 687. and
- 688. are
- 689. capable
- 690. of
- 691. stopping
- 692. advanced
- 693. fraud
- 694. scenarios
- 695. in
- 696. real-time. 97
- 697. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 698. a
- 699. GraphGist •Design
- 700. a
- 701. graph
- 702. model
- 704. •Describe
- 705. the
- 706. entities
- 707. and
- 708. relationships
- 709. sufficient
- 710. enough
- 711. to
- 712. express
- 713. your
- 714. domain
- 715. and
- 716. solve
- 717. your
- 718. problem 98
- 719. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 720. a
- 721. GraphGist 99
- 722. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 723. a
- 724. GraphGist •Translate
- 725. your
- 726. graph
- 727. model
- 728. design
- 729. into
- 730. Cypher 100
- 731. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 732. a
- 733. GraphGist 101
- 734. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 735. a
- 736. GraphGist •Formulate
- 737. your
- 738. questions
- 739. to
- 740. solve
- 741. the
- 742. problem •Which
- 743. account
- 744. holders
- 745. share
- 746. more
- 747. than
- 748. one
- 749. piece
- 750. of
- 751. legitimate
- 752. contact
- 753. information?
- 754. •What’s
- 755. the
- 756. financial
- 757. risk
- 758. of
- 759. a
- 760. possible
- 761. fraud
- 762. ring? 102
- 763. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 764. a
- 765. GraphGist •Translate
- 766. your
- 767. questions
- 768. into
- 769. Cypher
- 770. queries
- 771. on
- 772. your
- 773. graph
- 774. data
- 775. model 103
- 776. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 777. a
- 778. GraphGist •Which
- 779. account
- 780. holders
- 781. share
- 782. more
- 783. than
- 784. one
- 785. piece
- 786. of
- 787. legitimate
- 788. contact
- 789. information? 104
- 790. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 791. a
- 792. GraphGist •Summary
- 793. •Introduction
- 794. to
- 795. the
- 796. problem
- 797. •Explanation
- 798. of
- 799. the
- 800. solution
- 801. •Design
- 802. a
- 803. graph
- 804. data
- 805. model
- 806. •Translate
- 807. your
- 808. graph
- 809. data
- 810. model
- 811. into
- 812. a
- 813. Cypher
- 814. dataset
- 815. •Formulate
- 816. your
- 817. questions
- 818. to
- 819. solve
- 820. the
- 821. problem
- 822. •Translate
- 823. your
- 824. questions
- 825. into
- 826. Cypher
- 827. queries
- 828. on
- 829. your
- 830. graph
- 831. data
- 832. model
- 833. •Iterate
- 834. design
- 835. until
- 836. the
- 837. graph
- 838. data
- 839. model
- 840. answers
- 841. the
- 842. questions 105
- 843. © All Rights Reserved 2014 | Neo Technology, Inc. Authoring
- 844. a
- 845. GraphGist •Get
- 846. started
- 847. at
- 849. © All Rights Reserved 2014 | Neo Technology, Inc. (Thank
- 850. You)
- 851. © All Rights Reserved 2014 | Neo Technology, Inc. Get
- 852. in
- 853. touch Twitter: @kennybastani LinkedIn: /in/kennybastani Email: [email protected]