1. บทนำ
Spaner Graph รวมความสามารถของฐานข้อมูลกราฟที่สร้างขึ้นเพื่อวัตถุประสงค์เฉพาะร่วมกับ Spanner ซึ่งเป็นฐานข้อมูลแบบเปิดตลอดเวลาของ Google Cloud มีความสอดคล้องกันทั่วโลก และรองรับการปรับขนาดได้แบบไม่จำกัด
Spanner Graph รองรับอินเทอร์เฟซการค้นหากราฟที่เข้ากันได้กับมาตรฐาน ISO GQL (Graph Query Language) ความสามารถในการทำงานร่วมกันระหว่างโมเดลเชิงสัมพันธ์และโมเดลกราฟช่วยให้คุณรวมความสามารถของ SQL ที่รู้จักกันดีเข้ากับการแสดงออกของการจับคู่รูปแบบกราฟจาก GQL คุณสามารถแมปตารางกับกราฟโดยใช้สคีมาแบบประกาศข้อมูลโดยไม่ต้องมีการย้ายข้อมูล ซึ่งจะนำกราฟไปยังชุดข้อมูลแบบตาราง จากนั้นคุณสามารถเชื่อมโยง (เลื่อน) ตัวเลือกโมเดลข้อมูล และใช้ภาษาการค้นหาที่ดีที่สุดสำหรับงานแต่ละงานได้
ในห้องทดลองนี้ คุณจะได้ดำเนินการตั้งค่าฐานข้อมูล Spanner Graph โดยใช้ชุดข้อมูลที่มีการป้อนข้อมูลไว้ล่วงหน้า ค้นหากราฟโดยใช้ GQL และเข้าถึงทั้งกราฟและข้อมูลเชิงสัมพันธ์เข้าด้วยกันโดยการรวม GQL และ SQL
สิ่งที่คุณจะสร้าง
ในห้องทดลองนี้ คุณจะทำสิ่งต่อไปนี้ได้
- สร้างอินสแตนซ์ Spanner
- ตั้งค่าฐานข้อมูลด้วยสคีมากราฟทางการเงินและชุดข้อมูลที่ป้อนข้อมูลล่วงหน้า
- ออกคำค้นหา GQL และรวม GQL และ SQL เข้าด้วยกัน
สิ่งที่คุณจะได้เรียนรู้
- วิธีตั้งค่าอินสแตนซ์ Spanner
- วิธีใช้คำสั่ง
gcloud spanner samples init finance-graph
เพื่อตั้งค่าฐานข้อมูล Spanner Graph ตัวอย่าง - วิธีดูสคีมาของกราฟในหน้าภาพรวมของฐานข้อมูล
- วิธีเขียนการค้นหาเส้นทางแบบหลายฮอพโดยใช้ GQL
- วิธีเขียนการค้นหาที่ซับซ้อนมากขึ้นโดยใช้ GQL
- วิธีรวม GQL และ SQL เข้าด้วยกัน
สิ่งที่ต้องมี
2. การตั้งค่าและข้อกำหนด
สร้างโปรเจ็กต์ GCP
ลงชื่อเข้าใช้ Google Cloud Console และสร้างโปรเจ็กต์ใหม่หรือใช้โปรเจ็กต์ที่มีอยู่ซ้ำ หากยังไม่มีบัญชี Gmail หรือ Google Workspace คุณต้องสร้างบัญชี
- ชื่อโครงการคือชื่อที่แสดงของผู้เข้าร่วมโปรเจ็กต์นี้ เป็นสตริงอักขระที่ Google APIs ไม่ได้ใช้ โดยคุณจะอัปเดตวิธีการชำระเงินได้ทุกเมื่อ
- รหัสโปรเจ็กต์จะไม่ซ้ำกันในทุกโปรเจ็กต์ของ Google Cloud และจะเปลี่ยนแปลงไม่ได้ (เปลี่ยนแปลงไม่ได้หลังจากตั้งค่าแล้ว) Cloud Console จะสร้างสตริงที่ไม่ซ้ำกันโดยอัตโนมัติ ปกติแล้วคุณไม่สนว่าอะไรเป็นอะไร ใน Codelab ส่วนใหญ่ คุณจะต้องอ้างอิงรหัสโปรเจ็กต์ (โดยปกติจะระบุเป็น
PROJECT_ID
) หากคุณไม่ชอบรหัสที่สร้างขึ้น คุณสามารถสร้างรหัสแบบสุ่มอื่นได้ หรือคุณจะลองดำเนินการเองแล้วดูว่าพร้อมให้ใช้งานหรือไม่ คุณจะเปลี่ยนแปลงหลังจากขั้นตอนนี้ไม่ได้และจะยังคงอยู่ตลอดระยะเวลาของโปรเจ็กต์ - สำหรับข้อมูลของคุณ ค่าที่ 3 คือหมายเลขโปรเจ็กต์ ซึ่ง API บางตัวใช้ ดูข้อมูลเพิ่มเติมเกี่ยวกับค่าทั้ง 3 ค่าได้ในเอกสารประกอบ
การตั้งค่าการเรียกเก็บเงิน
จากนั้น คุณจะต้องจัดการคู่มือผู้ใช้สำหรับการเรียกเก็บเงินและเปิดใช้การเรียกเก็บเงินใน Cloud Console ผู้ใช้ Google Cloud ใหม่มีสิทธิ์เข้าร่วมโปรแกรมช่วงทดลองใช้ฟรี$300 USD หากไม่ต้องการให้มีการเรียกเก็บเงินนอกเหนือจากบทแนะนำนี้ คุณสามารถปิดอินสแตนซ์ Spanner เมื่อสิ้นสุด Codelab ได้โดยทำตาม "ขั้นตอนที่ 9 การล้างข้อมูล"
เริ่มต้น Cloud Shell
แม้ว่าคุณจะดำเนินการ Google Cloud จากระยะไกลได้จากแล็ปท็อป แต่คุณจะใช้ Google Cloud Shell ซึ่งเป็นสภาพแวดล้อมแบบบรรทัดคำสั่งที่ทำงานในระบบคลาวด์ใน Codelab นี้
จากคอนโซล Google Cloud ให้คลิกไอคอน Cloud Shell ในแถบเครื่องมือด้านขวาบน ดังนี้
การจัดสรรและเชื่อมต่อกับสภาพแวดล้อมนี้ควรใช้เวลาเพียงครู่เดียว เมื่อเสร็จแล้ว คุณจะเห็นข้อมูลต่อไปนี้
เครื่องเสมือนนี้เต็มไปด้วยเครื่องมือการพัฒนาทั้งหมดที่คุณต้องการ โดยมีไดเรกทอรีหลักขนาด 5 GB ที่ใช้งานได้ต่อเนื่องและทำงานบน Google Cloud ซึ่งช่วยเพิ่มประสิทธิภาพของเครือข่ายและการตรวจสอบสิทธิ์ได้อย่างมาก งานทั้งหมดใน Codelab นี้ทำได้ในเบราว์เซอร์ คุณไม่จำเป็นต้องติดตั้งอะไรเลย
3. สร้างอินสแตนซ์ Spanner
ใน Spanner อินสแตนซ์คือคลัสเตอร์ของทรัพยากรการประมวลผลและพื้นที่เก็บข้อมูลที่โฮสต์ฐานข้อมูล Spanner อย่างน้อย 1 รายการ คุณจะต้องมีอินสแตนซ์อย่างน้อย 1 รายการเพื่อโฮสต์ฐานข้อมูล Spanner สำหรับ Codelab นี้
เปิดใช้ Spanner API
ตรวจสอบว่าตั้งค่ารหัสโปรเจ็กต์ใน Cloud Shell แล้ว ใช้คำสั่งแรกด้านล่างเพื่อค้นหารหัสโปรเจ็กต์ที่กำหนดค่าในปัจจุบัน หากไม่มีผลลัพธ์ตามที่คาดไว้ คำสั่งที่ 2 ด้านล่างจะกำหนดผลลัพธ์ที่ถูกต้อง
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
กำหนดค่าภูมิภาคเริ่มต้นเป็น us-central1
คุณสามารถเปลี่ยนเป็นภูมิภาคอื่นที่การกำหนดค่าระดับภูมิภาคของ Spanner รองรับ
gcloud config set compute/region us-central1
เปิดใช้ Spanner API:
gcloud services enable spanner.googleapis.com
สร้างอินสแตนซ์ Spanner
ในส่วนนี้ คุณจะสร้างอินสแตนซ์ที่ทดลองใช้ฟรีหรืออินสแตนซ์ที่จัดสรรไว้ ภายใน Codelab นี้ รหัสอินสแตนซ์ของกราฟ Spanner ที่ใช้คือ graph-demo
ซึ่งตั้งค่าเป็นตัวแปร SPANNER_INSTANCE_ID
ผ่านบรรทัดคำสั่ง export
นอกจากนี้ คุณยังเลือกชื่อรหัสอินสแตนซ์ของคุณเองได้
สร้างอินสแตนซ์ Spanner สำหรับทดลองใช้ฟรี
อินสแตนซ์ทดลองใช้ฟรี 90 วันของ Spanner พร้อมให้บริการสำหรับทุกคนที่มีบัญชี Google และเปิดใช้การเรียกเก็บเงินใน Cloud ในโปรเจ็กต์ของตน ระบบจะไม่เรียกเก็บเงินจากคุณ เว้นแต่คุณจะเลือกอัปเกรดอินสแตนซ์ช่วงทดลองใช้ฟรีเป็นอินสแตนซ์แบบชำระเงิน หากมีสิทธิ์ ให้สร้างอินสแตนซ์ทดลองใช้ฟรีโดยเปิด Cloud Shell แล้วเรียกใช้คำสั่งนี้
export SPANNER_INSTANCE_ID=graph-demo
export SPANNER_REGION=regional-us-central1
gcloud spanner instances create $SPANNER_INSTANCE_ID \
--config=$SPANNER_REGION \
--instance-type=free-instance \
--description="Spanner Graph demo"
เอาต์พุตจากคำสั่ง:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --instance-type=free-instance \ --description="Spanner Graph demo" Creating instance...done.
สร้างอินสแตนซ์ Spanner ที่จัดสรรแล้ว
หากเลือกไม่ใช้อินสแตนซ์แบบทดลองใช้ฟรี คุณสามารถตั้งค่าอินสแตนซ์ Spanner ที่จัดสรรแล้วของ 1 โหนดสำหรับ Codelab นี้ได้ โดยเปิด Cloud Shell แล้วเรียกใช้คำสั่งนี้
export SPANNER_INSTANCE_ID=graph-demo
export SPANNER_REGION=regional-us-central1
gcloud spanner instances create $SPANNER_INSTANCE_ID \
--config=$SPANNER_REGION \
--description="Spanner Graph demo" \
--nodes=1
เอาต์พุตจากคำสั่ง:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --description="Spanner Graph demo" \ --nodes=1 Creating instance...done.
4. สร้างฐานข้อมูล Spanner โดยอัตโนมัติ
ตรวจสอบเวอร์ชัน gcloud SDK
ก่อนสร้างฐานข้อมูล ให้ตรวจสอบว่า gcloud SDK ใน Google Cloud Shell ได้รับการอัปเดตเป็นเวอร์ชันที่จำเป็น นั่นคือ gcloud SDK 484.0.0 คุณดูเวอร์ชัน gcloud SDK ได้โดยการเรียกใช้คำสั่งด้านล่าง
$ gcloud version | grep Google Google Cloud SDK 483.0.0
หากเวอร์ชันต่ำกว่า 484.0.0 ที่ต้องการ (เช่น เอาต์พุตด้านบน 483.0.0) คุณจะต้องอัปเกรดโดยคัดลอกและเรียกใช้คำสั่งด้านล่าง
sudo apt-get update \
&& sudo apt-get --only-upgrade install google-cloud-cli-anthoscli google-cloud-cli-cloud-run-proxy kubectl google-cloud-cli-skaffold google-cloud-cli-cbt google-cloud-cli-docker-credential-gcr google-cloud-cli-spanner-migration-tool google-cloud-cli-cloud-build-local google-cloud-cli-pubsub-emulator google-cloud-cli-app-engine-python google-cloud-cli-kpt google-cloud-cli-bigtable-emulator google-cloud-cli-datastore-emulator google-cloud-cli-spanner-emulator google-cloud-cli-app-engine-go google-cloud-cli-app-engine-python-extras google-cloud-cli-config-connector google-cloud-cli-package-go-module google-cloud-cli-istioctl google-cloud-cli-anthos-auth google-cloud-cli-gke-gcloud-auth-plugin google-cloud-cli-app-engine-grpc google-cloud-cli-kubectl-oidc google-cloud-cli-terraform-tools google-cloud-cli-nomos google-cloud-cli-local-extract google-cloud-cli-firestore-emulator google-cloud-cli-harbourbridge google-cloud-cli-log-streaming google-cloud-cli-minikube google-cloud-cli-app-engine-java google-cloud-cli-enterprise-certificate-proxy google-cloud-cli
การสร้างอินสแตนซ์และฐานข้อมูล
คุณสร้างฐานข้อมูลได้เมื่ออินสแตนซ์ทำงาน Spanner ช่วยให้สามารถใช้ฐานข้อมูลได้หลายฐานข้อมูลในอินสแตนซ์เดียว
ฐานข้อมูลคือที่ที่คุณกำหนดสคีมา อีกทั้งยังควบคุมผู้ที่มีสิทธิ์เข้าถึงฐานข้อมูล ตั้งค่าการเข้ารหัสที่กำหนดเอง กำหนดค่าเครื่องมือเพิ่มประสิทธิภาพ และตั้งค่าระยะเวลาเก็บรักษาได้ด้วย
ระบบจะสร้างฐานข้อมูลในอินสแตนซ์ที่มีรหัส SPANNER_INSTANCE_ID
ของขั้นตอนก่อนหน้า
หากยังไม่ได้ตั้งค่าตัวแปร SPANNER_INSTANCE_ID
ให้ใช้บรรทัดคำสั่งด้านล่างเพื่อตั้งค่า
export SPANNER_INSTANCE_ID={your_instance_id}
ใช้เครื่องมือบรรทัดคำสั่ง Google Cloud Shell gcloud
ด้านล่างเพื่อสร้างฐานข้อมูล Spanner ที่มีสคีมากราฟทางการเงินและชุดข้อมูลการเงินที่ป้อนข้อมูลไว้ล่วงหน้า
gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
เอาต์พุตจากคำสั่ง:
$ gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID Checking instance 'graph-demo' Downloading files for the finance-graph sample app Downloading ../finance-graph/finance-graph-schema.sdl Downloading ../finance-graph/finance-graph-inserts.sql Initializing database 'finance-graph-db' for sample app 'finance-graph' Creating database 'finance-graph-db'...done. Populating graph data into `finance-graph-db`...done. | Initialization done for your Spanner Graph database.
CLI spanner samples
คำสั่ง gcloud spanner samples init finance-graph
คือ Wrapper สำหรับการดำเนินการต่อไปนี้
- สร้างฐานข้อมูลชื่อ "finance-graph-db" ในอินสแตนซ์
- การสร้างสคีมากราฟการเงินในฐานข้อมูล สคีมามีคำนิยามของโหนดสำหรับเอนทิตีต่างๆ เช่น บัญชีธนาคาร เงินกู้ ฯลฯ และคำจำกัดความ Edge สำหรับความสัมพันธ์ระหว่างโหนดดังกล่าว คุณจะตรวจสอบสคีมาของฐานข้อมูลได้ในขั้นตอนที่ 6)
- การแทรกโหนดกราฟและขอบนับพันภาพลงในฐานข้อมูล
วิธีจัดการข้อผิดพลาด
แทรกข้อมูลไม่สำเร็จ
หากเครื่องมือสิ้นสุดข้อความแสดงข้อผิดพลาด Failed to insert data for the graph database
คุณสามารถทำตามขั้นตอนที่ไม่บังคับในหน้าขั้นตอนที่ 5) เพื่อสร้างฐานข้อมูลด้วยตนเองแล้วแทรกข้อมูลได้
รายการถัดไป
คุณสามารถข้ามส่วนถัดไปที่ไม่บังคับได้หากสร้างฐานข้อมูลโดยอัตโนมัติสำเร็จ แล้วไปที่ "การสำรวจสคีมาของกราฟ" โดยตรง (ขั้นตอนที่ 6)
5. (ไม่บังคับ) สร้างฐานข้อมูล Spanner ด้วยตนเอง
เมื่ออินสแตนซ์ทำงาน คุณจะสร้างฐานข้อมูลด้วยตนเองได้
ฐานข้อมูลคือที่ที่คุณกำหนดสคีมา อีกทั้งยังควบคุมผู้ที่มีสิทธิ์เข้าถึงฐานข้อมูล ตั้งค่าการเข้ารหัสที่กำหนดเอง กำหนดค่าเครื่องมือเพิ่มประสิทธิภาพ และตั้งค่าระยะเวลาเก็บรักษาได้ด้วย
ระบบจะสร้างฐานข้อมูลในอินสแตนซ์ที่มีรหัส SPANNER_INSTANCE_ID
ในขั้นตอนก่อนหน้า
หากยังไม่ได้ตั้งค่าตัวแปร SPANNER_INSTANCE_ID
ให้ใช้บรรทัดคำสั่งด้านล่างเพื่อตั้งค่า
export SPANNER_INSTANCE_ID={your_instance_id}
หากต้องการสร้างฐานข้อมูล ให้ใช้เครื่องมือบรรทัดคำสั่ง gcloud ดังนี้
export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
--instance=$SPANNER_INSTANCE_ID
เอาต์พุตจากคำสั่ง:
$ gcloud spanner databases create $SPANNER_DATABASE \ --instance=$SPANNER_INSTANCE_ID Creating database...done.
สร้างสคีมาที่มีกราฟ
ไปที่ Spanner Studio และใช้ตัวแก้ไขเพื่อตั้งค่าสคีมา ดังนี้
สำหรับสคีมา ให้คัดลอกและวาง DDL ด้านล่างลงใน Spanner Studio Editor
CREATE TABLE Person (
id INT64 NOT NULL,
name STRING(MAX),
) PRIMARY KEY (id);
CREATE TABLE Account (
id INT64 NOT NULL,
create_time TIMESTAMP,
is_blocked BOOL,
type STRING(MAX),
) PRIMARY KEY (id);
CREATE TABLE Loan (
id INT64 NOT NULL,
loan_amount FLOAT64,
balance FLOAT64,
create_time TIMESTAMP,
interest_rate FLOAT64,
) PRIMARY KEY (id);
CREATE TABLE AccountTransferAccount (
id INT64 NOT NULL,
to_id INT64 NOT NULL,
amount FLOAT64,
create_time TIMESTAMP NOT NULL,
) PRIMARY KEY (id, to_id, create_time),
INTERLEAVE IN PARENT Account ON DELETE CASCADE;
CREATE TABLE AccountRepayLoan (
id INT64 NOT NULL,
loan_id INT64 NOT NULL,
amount FLOAT64,
create_time TIMESTAMP NOT NULL,
) PRIMARY KEY (id, loan_id, create_time),
INTERLEAVE IN PARENT Account ON DELETE CASCADE;
CREATE TABLE PersonOwnAccount (
id INT64 NOT NULL,
account_id INT64 NOT NULL,
create_time TIMESTAMP,
) PRIMARY KEY (id, account_id),
INTERLEAVE IN PARENT Person ON DELETE CASCADE;
CREATE TABLE AccountAudits (
id INT64 NOT NULL,
audit_timestamp TIMESTAMP,
audit_details STRING(MAX),
) PRIMARY KEY (id, audit_timestamp),
INTERLEAVE IN PARENT Account ON DELETE CASCADE;
CREATE PROPERTY GRAPH FinGraph
NODE TABLES (
Person,
Account,
Loan
)
EDGE TABLES (
AccountTransferAccount
SOURCE KEY (id) REFERENCES Account
DESTINATION KEY (to_id) REFERENCES Account
LABEL Transfers,
AccountRepayLoan
SOURCE KEY (id) REFERENCES Account
DESTINATION KEY (loan_id) REFERENCES Loan
LABEL Repays,
PersonOwnAccount
SOURCE KEY (id) REFERENCES Person
DESTINATION KEY (account_id) REFERENCES Account
LABEL Owns
);
จากนั้นคลิกปุ่ม RUN
และรอสักครู่เพื่อให้ระบบสร้างสคีมาของคุณ
คุณอาจสงสัยเกี่ยวกับความหมายของคำสั่ง CREATE
แต่ละรายการ โดยเฉพาะความหมายของคำสั่ง CREATE PROPERTY GRAPH
เราจะตรวจสอบสคีมาในขั้นตอนที่ 6 ถัดไป)
โหลดข้อมูล
ในขั้นตอนนี้ คุณจะต้องแทรกข้อมูลกราฟการเงินลงในฐานข้อมูล
Spanner Graph จะสร้างกราฟจากตารางอินพุต ดังนั้น ข้อมูลของกราฟจะอ้างอิงจากตารางอินพุตโดยไม่มีการทำสำเนาข้อมูล ในทํานองเดียวกัน การเปลี่ยนแปลงข้อมูลในตารางอินพุตจะปรากฏในรูปแบบกราฟโดยอัตโนมัติ วิธีนี้จะช่วยป้องกัน ETL ที่ซับซ้อนสำหรับการซิงค์กับแหล่งข้อมูลอื่นๆ
คุณสามารถใช้คำสั่ง SQL INSERT
ที่คุ้นเคยเพื่อแทรกข้อมูลลงในตารางอินพุตได้
เปิดแท็บใหม่ใน Spanner Studio จากนั้นคัดลอกและวางคำสั่งแทรกต่อไปนี้ จากนั้นคลิกปุ่ม RUN
คำสั่ง INSERT
จะป้อนข้อมูลโหนดและ Edge หลายพันรายการในฐานข้อมูลของคุณ อาจใช้เวลาสักครู่ในการคัดลอกเนื่องจากปริมาณข้อความ
INSERT OR IGNORE INTO Account (id, create_time, is_blocked, type) VALUES (1,"2020-01-10 06:22:20.222",false,"brokerage account"),(2,"2020-01-27 17:55:09.206",false,"prepaid card"),(3,"2020-02-18 05:44:20.655",false,"brokerage account"),(4,"2020-02-29 08:49:53.902",false,"debit card"),(5,"2020-03-02 12:47:18.726",false,"brokerage account"),(6,"2020-03-21 15:25:34.327",false,"custodial account"),(7,"2020-04-13 17:53:48.932",false,"brokerage account"),(8,"2020-04-14 20:08:15.427",true,"trust account"),(9,"2020-04-20 06:20:25.717",false,"certificate of deposit"),(10,"2020-04-25 17:12:17.773",false,"debit card"),(11,"2020-05-01 12:42:05.751",false,"escrow account"),(12,"2020-05-07 09:31:24.731",false,"corporate account"),(13,"2020-05-12 02:54:39.38",false,"prepaid card"),(14,"2020-05-12 07:20:33.922",false,"escrow account"),(15,"2020-05-17 23:48:13.525",false,"certificate of deposit"),(16,"2020-05-22 13:25:24.547",false,"escrow account"),(17,"2020-05-24 23:04:09.662",false,"debit card"),(18,"2020-05-25 13:28:18.687",false,"prepaid card"),(19,"2020-05-26 08:20:41.462",false,"brokerage account"),(20,"2020-05-26 21:45:21.362",false,"internet account"),(21,"2020-05-29 11:12:33.826",false,"certificate of deposit"),(22,"2020-06-02 23:51:28.653",false,"trust account"),(23,"2020-06-10 23:13:28.056",false,"debit card"),(24,"2020-06-13 07:03:04.044",false,"prepaid card"),(25,"2020-06-18 00:04:22.973",false,"debit card"),(26,"2020-06-20 02:42:12.633",false,"foreign currency"),(27,"2020-06-27 03:53:28.622",false,"internet account"),(28,"2020-07-04 05:56:27.958",false,"prepaid card"),(29,"2020-07-05 22:59:05.522",false,"foreign currency"),(30,"2020-07-06 16:40:38.026",false,"corporate account"),(31,"2020-07-07 22:50:08.234",false,"prepaid card"),(32,"2020-07-08 02:44:39.09",false,"trust account"),(33,"2020-07-14 10:52:04.924",false,"debit card"),(34,"2020-07-17 02:39:41.539",false,"trust account"),(35,"2020-07-18 13:55:27.536",false,"credit card"),(36,"2020-07-19 18:34:04.354",false,"custodial account"),(37,"2020-07-20 04:59:56.786",false,"custodial account"),(38,"2020-07-27 12:05:32.638",false,"debit card"),(39,"2020-07-30 04:39:01.645",false,"retirement account"),(40,"2020-07-31 11:38:18.198",false,"retirement account"),(41,"2020-08-02 09:08:22.656",false,"foreign currency"),(42,"2020-08-02 11:50:21.996",false,"debit card"),(43,"2020-08-06 05:31:50.574",false,"foreign currency"),(44,"2020-08-08 19:05:07.512",false,"brokerage account"),(45,"2020-08-09 21:46:34.8",false,"prepaid card"),(46,"2020-08-09 22:53:40.287",false,"custodial account"),(47,"2020-08-10 07:35:44.962",false,"prepaid card"),(48,"2020-08-10 09:44:04.774",true,"certificate of deposit"),(49,"2020-08-11 03:40:41.045",false,"custodial account"),(50,"2020-08-11 07:31:33.655",false,"retirement account"),(51,"2020-08-12 19:49:11.684",false,"escrow account"),(52,"2020-08-12 21:26:22.15",false,"foreign currency"),(53,"2020-08-15 08:39:41.839",false,"foreign currency"),(54,"2020-08-15 11:15:30.647",false,"custodial account"),(55,"2020-08-15 16:01:36.985",false,"brokerage account"),(56,"2020-08-24 06:00:08.942",false,"retirement account"),(57,"2020-08-25 21:45:39.75",false,"foreign currency"),(58,"2020-08-29 16:24:18.633",false,"brokerage account"),(59,"2020-08-30 22:31:59.522",true,"certificate of deposit"),(60,"2020-08-31 01:11:41.554",false,"trust account"),(61,"2020-09-03 11:10:31.293",false,"internet account"),(62,"2020-09-03 21:45:38.601",false,"brokerage account"),(63,"2020-09-06 02:58:04.078",false,"foreign currency"),(64,"2020-09-09 20:20:39.17",false,"prepaid card"),(65,"2020-09-12 22:03:48.188",false,"prepaid card"),(66,"2020-09-18 03:49:33.735",false,"trust account"),(67,"2020-09-18 23:43:57.301",false,"foreign currency"),(68,"2020-09-20 01:00:25.7",false,"certificate of deposit"),(69,"2020-09-22 06:55:49.873",false,"credit card"),(70,"2020-09-23 14:55:42.597",false,"certificate of deposit"),(71,"2020-09-25 11:14:17.006",false,"custodial account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of deposit"),(90,"2020-10-25 09:04:14.056",false,"retirement account"),(91,"2020-10-26 12:39:53.181",true,"foreign currency"),(92,"2020-10-26 14:33:29.071",false,"corporate account"),(93,"2020-10-27 04:10:25.385",false,"foreign currency"),(94,"2020-10-27 05:01:26.297",false,"internet account"),(95,"2020-10-27 16:24:27.232",true,"credit card"),(96,"2020-10-27 17:10:11.181",false,"brokerage account"),(97,"2020-11-02 16:50:16.48",false,"trust account"),(98,"2020-11-03 07:28:44.64",false,"certificate of deposit"),(99,"2020-11-04 07:40:40.553",false,"certificate of deposit"),(100,"2020-11-10 04:26:17.153",false,"brokerage account"),(101,"2020-11-10 22:05:49.841",false,"foreign currency"),(102,"2020-11-11 18:44:24.021",false,"certificate of deposit"),(103,"2020-11-15 01:57:12.581",false,"foreign currency"),(104,"2020-11-15 05:50:51.532",true,"retirement account"),(105,"2020-11-17 12:01:11.565",false,"escrow account"),(106,"2020-11-21 15:35:07.655",true,"certificate of deposit"),(107,"2020-11-21 20:00:29.833",false,"brokerage account"),(108,"2020-11-22 08:35:57.964",false,"credit card"),(109,"2020-11-23 13:01:34.724",false,"trust account"),(110,"2020-11-24 04:01:26.715",false,"trust account"),(111,"2020-11-24 14:18:40.05",false,"foreign currency"),(112,"2020-11-26 02:18:04.433",false,"internet account"),(113,"2020-11-27 06:17:46.952",false,"debit card"),(114,"2020-11-29 06:46:12.007",false,"credit card"),(115,"2020-11-29 17:40:40.327",false,"merchant account"),(116,"2020-11-30 08:51:27.372",false,"brokerage account"),(117,"2020-11-30 19:45:49.875",false,"internet account"),(118,"2020-12-03 00:34:33.183",false,"merchant account"),(119,"2020-12-03 09:43:30.472",false,"custodial account"),(120,"2020-12-03 17:18:25.016",false,"custodial account"),(121,"2020-12-12 08:42:03.791",false,"credit card"),(122,"2020-12-13 03:34:15.105",false,"internet account"),(123,"2020-12-13 11:23:00.803",false,"debit card"),(124,"2020-12-14 05:16:10.572",false,"prepaid card"),(125,"2020-12-15 08:33:18.515",false,"corporate account"),(126,"2020-12-15 19:09:35.512",false,"prepaid card"),(127,"2020-12-16 08:36:23.124",false,"brokerage account"),(128,"2020-12-17 12:07:26.547",false,"foreign currency"),(129,"2020-12-18 13:42:59.981",false,"merchant account"),(130,"2020-12-19 05:47:14.714",false,"retirement account"),(131,"2020-12-20 19:50:44.173",false,"trust account"),(132,"2020-12-22 01:44:50.711",false,"corporate account"),(133,"2020-12-23 02:31:46.849",false,"foreign currency"),(134,"2020-12-23 10:07:28.308",false,"merchant account"),(135,"2020-12-23 23:06:04.601",true,"retirement account"),(136,"2020-12-24 01:27:15.123",false,"credit card"),(137,"2020-12-24 03:01:42.112",false,"trust account"),(138,"2020-12-24 23:57:34.334",false,"debit card"),(139,"2020-12-25 05:47:40.479",false,"merchant account"),(140,"2020-12-27 23:42:26.114",false,"escrow account"),(141,"2020-12-28 17:26:15.005",true,"brokerage account"),(142,"2020-12-29 07:23:26.859",false,"retirement account"),(143,"2020-12-29 17:45:00.686",false,"credit card"),(144,"2020-12-30 05:19:17.833",false,"retirement account"),(145,"2020-12-30 08:35:00.131",false,"credit card"),(146,"2020-12-30 14:53:41.636",false,"custodial account"),(147,"2020-12-31 03:02:15.119",false,"escrow account"),(148,"2020-12-31 10:47:52.4",false,"brokerage account"),(149,"2020-12-31 12:33:49.457",false,"foreign currency"),(150,"2021-01-01 19:32:16.681",false,"credit card"),(151,"2021-01-02 10:38:47.288",false,"escrow account"),(152,"2021-01-02 14:59:12.578",false,"corporate account"),(153,"2021-01-03 16:55:19.952",false,"merchant account"),(154,"2021-01-05 01:56:38.675",false,"merchant account"),(155,"2021-01-05 04:37:32.382",false,"certificate of deposit"),(156,"2021-01-06 06:31:43.275",true,"foreign currency"),(157,"2021-01-08 02:50:21.882",false,"merchant account"),(158,"2021-01-09 09:13:31.088",false,"retirement account"),(159,"2021-01-10 16:34:10.588",false,"debit card"),(160,"2021-01-12 23:06:15.22",false,"certificate of deposit"),(161,"2021-01-13 12:55:15.875",false,"merchant account"),(162,"2021-01-14 11:49:16.404",false,"trust account"),(163,"2021-01-15 08:45:39.804",false,"trust account"),(164,"2021-01-15 12:32:10.173",false,"corporate account"),(165,"2021-01-15 21:58:24.792",false,"certificate of deposit"),(166,"2021-01-18 04:16:58.326",false,"internet account"),(167,"2021-01-20 13:13:02.317",false,"merchant account"),(168,"2021-01-21 15:02:01.15",false,"escrow account"),(169,"2021-01-22 04:57:00.671",false,"merchant account"),(170,"2021-01-22 15:33:06.555",false,"prepaid card"),(171,"2021-01-24 05:32:17.593",false,"trust account"),(172,"2021-01-24 19:32:00.247",false,"foreign currency"),(173,"2021-01-24 23:53:26.247",false,"corporate account"),(174,"2021-01-25 11:48:11.678",false,"escrow account"),(175,"2021-01-26 18:31:53.951",false,"debit card"),(176,"2021-01-27 22:33:15.477",false,"corporate account"),(177,"2021-01-29 18:06:11.236",false,"certificate of deposit"),(178,"2021-01-30 06:33:45.39",false,"custodial account"),(179,"2021-01-30 07:36:06.476",false,"retirement account"),(180,"2021-01-30 23:48:38.213",false,"merchant account"),(181,"2021-02-02 13:46:52.353",false,"credit card"),(182,"2021-02-02 14:29:50.138",true,"foreign currency"),(183,"2021-02-03 18:55:55.195",false,"certificate of deposit"),(184,"2021-02-04 06:56:02.986",false,"prepaid card"),(185,"2021-02-04 23:52:32.502",false,"retirement account"),(186,"2021-02-05 06:17:02.707",false,"internet account"),(187,"2021-02-05 13:04:09.81",false,"certificate of deposit"),(188,"2021-02-05 14:13:31.608",false,"trust account"),(189,"2021-02-07 12:32:56.775",false,"credit card"),(190,"2021-02-08 07:16:23.551",false,"debit card"),(191,"2021-02-10 22:48:02.719",false,"credit card"),(192,"2021-02-10 22:59:35.501",false,"trust account"),(193,"2021-02-10 23:50:15.916",false,"foreign currency"),(194,"2021-02-14 18:05:24.695",false,"foreign currency"),(195,"2021-02-15 15:21:43.322",false,"escrow account"),(196,"2021-02-16 02:24:40.074",false,"credit card"),(197,"2021-02-17 21:25:29.33",false,"brokerage account"),(198,"2021-02-18 21:46:18.265",false,"certificate of deposit"),(199,"2021-02-19 20:23:46.787",false,"internet account"),(200,"2021-02-20 01:05:38.321",false,"prepaid card"),(201,"2021-02-22 23:04:38.626",false,"debit card"),(202,"2021-02-23 05:24:16.917",false,"internet account"),(203,"2021-02-25 21:52:31.769",false,"trust account"),(204,"2021-02-27 13:52:29.779",false,"credit card"),(205,"2021-02-27 14:09:00.531",false,"debit card"),(206,"2021-02-27 16:47:32.224",false,"certificate of deposit"),(207,"2021-02-27 18:24:59.54",false,"brokerage account"),(208,"2021-02-28 04:52:36.434",false,"debit card"),(209,"2021-02-28 08:14:00.877",false,"custodial account"),(210,"2021-02-28 11:48:23.742",false,"corporate account"),(211,"2021-03-03 09:41:42.134",true,"certificate of deposit"),(212,"2021-03-03 22:59:15.126",false,"foreign currency"),(213,"2021-03-06 04:59:16.484",false,"custodial account"),(214,"2021-03-09 05:42:14.11",false,"credit card"),(215,"2021-03-10 11:26:43.322",false,"merchant account"),(216,"2021-03-12 12:25:23.832",false,"certificate of deposit"),(217,"2021-03-13 03:00:58.196",false,"credit card"),(218,"2021-03-13 14:34:15.992",false,"retirement account"),(219,"2021-03-13 14:58:22.924",false,"escrow account"),(220,"2021-03-15 12:26:08.919",false,"credit card"),(221,"2021-03-15 18:02:39.672",false,"internet account"),(222,"2021-03-15 18:47:36.307",false,"internet account"),(223,"2021-03-19 20:31:33.359",false,"debit card"),(224,"2021-03-19 23:00:40.408",false,"certificate of deposit"),(225,"2021-03-23 14:16:43.953",false,"prepaid card"),(226,"2021-03-24 09:14:59.63",false,"retirement account"),(227,"2021-03-24 20:20:03.015",false,"prepaid card"),(228,"2021-03-26 08:58:57.355",false,"custodial account"),(229,"2021-03-29 10:33:09.227",false,"internet account"),(230,"2021-03-30 00:15:57.581",false,"foreign currency"),(231,"2021-03-31 03:57:40.983",false,"merchant account"),(232,"2021-03-31 18:19:43.885",false,"retirement account"),(233,"2021-04-01 06:49:27.11",true,"certificate of deposit"),(234,"2021-04-01 13:07:22.86",false,"certificate of deposit"),(235,"2021-04-01 15:07:36.398",false,"brokerage account"),(236,"2021-04-01 16:55:13.363",false,"credit card"),(237,"2021-04-03 02:46:52.96",false,"custodial account"),(238,"2021-04-03 06:33:32.944",false,"corporate account"),(239,"2021-04-04 09:04:49.895",false,"prepaid card"),(240,"2021-04-04 20:22:07.698",false,"brokerage account"),(241,"2021-04-05 16:29:51.688",true,"prepaid card"),(242,"2021-04-05 23:40:33.547",false,"custodial account"),(243,"2021-04-06 16:33:02.653",false,"escrow account"),(244,"2021-04-07 14:49:29.838",false,"escrow account"),(245,"2021-04-07 19:51:04.398",false,"merchant account"),(246,"2021-04-09 11:51:25.257",false,"internet account"),(247,"2021-04-10 09:05:57.805",false,"custodial 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"Profile picture updated."), (520,"2021-11-29 12:24:04", "Failed login attempt using incorrect password from IP address [ip address removed]."), (327,"2021-07-17 15:12:38", "Payment method added."), (8,"2021-11-15 09:54:30", "API key revoked."), (582,"2020-10-06 02:02:43", "Account details viewed by user."), (246,"2020-11-19 19:19:13", "Account password reset requested."), (13,"2021-03-30 03:19:37", "Account password updated."), (590,"2020-01-11 15:17:43", "Account successfully created."), (391,"2020-02-29 13:04:36", "File downloaded from the account."), (196,"2020-04-18 05:51:36", "User logged out successfully."), (650,"2021-03-23 22:34:30", "Subscription cancelled."), (405,"2020-10-11 21:11:23", "Two-factor authentication enabled."), (475,"2020-06-25 21:43:04", "API key revoked."), (119,"2021-01-07 10:39:15", "Subscription renewed."), (392,"2021-09-23 16:14:39", "Billing information updated."), (475,"2021-08-03 11:50:16", "Device unlinked from the account."), (694,"2020-11-19 19:03:49", "Account permissions modified."), (381,"2021-02-27 18:31:01", "Payment method removed."), (650,"2021-08-14 00:20:45", "Account recovery email updated."), (453,"2021-01-06 20:22:46", "API key generated."), (186,"2021-07-28 22:49:16", "Subscription renewed."), (430,"2021-08-24 22:16:38", "Failed login attempt using incorrect password from IP address [ip address removed]."), (438,"2021-03-09 15:51:19", "Account password reset successfully."), (158,"2020-01-07 07:23:37", "User logged out successfully."), (694,"2020-09-12 22:45:38", "Two-factor authentication disabled."), (212,"2021-12-15 05:23:02", "File uploaded to the account."), (518,"2021-02-24 06:15:04", "API key generated."), (688,"2020-05-23 09:25:55", "Two-factor authentication enabled."), (696,"2021-10-14 02:12:50", "Security question updated."), (554,"2020-10-04 11:24:23", "Support ticket created."), (8,"2021-03-11 09:22:28", "Account password reset requested."), (210,"2021-01-11 01:49:13", "Support ticket closed."), (8,"2021-06-23 23:43:16", "Account password updated."), (451,"2020-01-03 02:58:04", "Suspicious activity detected from new location."), (527,"2021-01-29 09:23:30", "Account details viewed by user."), (545,"2021-05-09 16:58:31", "Account successfully created."), (497,"2020-05-04 23:33:59", "Account locked due to multiple failed login attempts."), (416,"2021-03-11 04:17:06", "Login attempt from unrecognized device."), (337,"2020-04-28 23:01:54", "Account subscription upgraded."), (119,"2020-01-06 23:33:59", "Subscription renewed."), (212,"2021-08-04 03:46:55", "Login attempt from unrecognized device."), (568,"2021-06-05 01:25:57", "Subscription cancelled."), (353,"2020-01-21 19:54:44", "Account unlocked by system administrator."), (416,"2020-03-01 11:34:00", "File uploaded to the account."), (381,"2020-08-15 09:26:27", "Successful login from new IP address."), (437,"2020-01-12 10:09:14", "Account deleted by user."), (44,"2020-10-03 09:28:22", "API key revoked."), (450,"2020-05-08 10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset 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00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");
สรุป
ในขั้นตอนนี้ คุณได้สร้างฐานข้อมูล Spanner ด้วยสคีมากราฟและข้อมูลกราฟที่ป้อนข้อมูลไว้ล่วงหน้าแล้ว
รายการถัดไป
ต่อไป คุณจะสำรวจกราฟสคีมา
6. การสำรวจสคีมาของกราฟ
ดูสคีมาของกราฟ
ไปที่อินสแตนซ์ Spanner ใน Cloud Console แล้วคลิกฐานข้อมูล finance-graph-db
จากหน้าภาพรวมนี้ ให้คลิก "แสดง DDL ที่เทียบเท่า" (ที่ด้านล่างของหน้า) เพื่อแสดงสคีมาของฐานข้อมูล
เมื่อตรวจสอบสคีมา คุณจะเห็นตารางเชิงสัมพันธ์จำนวนหนึ่งที่มีคำสั่ง CREATE TABLE
ซึ่งจับภาพไว้ในภาพหน้าจอด้านล่างด้วย
- ตาราง
Account
ซึ่งมีข้อมูลเกี่ยวกับบัญชีธนาคาร - ตาราง
AccountAudits
ซึ่งติดตามการตรวจสอบบัญชีธนาคาร - ตาราง
AccountRepayLoan
ซึ่งติดตามการชำระคืนสินเชื่อจากบัญชีธนาคาร - ตาราง
AccountTransferAccount
ซึ่งติดตามการโอนเงินระหว่างบัญชีธนาคาร - ตาราง
Loan
ซึ่งมีข้อมูลเกี่ยวกับสินเชื่อลูกค้า - ตาราง
Person
ซึ่งมีข้อมูลเกี่ยวกับลูกค้าของธนาคารโดยจำลองเป็นแบบบุคคล - ตาราง
PersonOwnAccount
ซึ่งติดตามความสัมพันธ์ของเจ้าของบัญชีธนาคาร
เลื่อนลงไปยัง DDL ของสคีมา แล้วคุณจะเห็นคำสั่ง CREATE PROPERTY GRAPH FinGraph
ซึ่งเรากําหนดสคีมาของกราฟตามตาราง SQL ด้านบน เราจะอธิบายสคีมาของกราฟในส่วนถัดไป
ทำความเข้าใจสคีมาของกราฟ
Spanner Graph ช่วยให้คุณสร้างกราฟจากตารางโดยใช้คำสั่ง CREATE PROPERTY GRAPH
ตารางที่ใช้สร้างกราฟเรียกว่าตารางอินพุต จะไม่มีการทำสำเนาข้อมูลเมื่อสร้างกราฟ
Spanner Graph รองรับโมเดลข้อมูลกราฟคุณสมบัติที่มีโหนดและขอบที่มีคำอธิบายประกอบด้วยป้ายกำกับและคุณสมบัติ ในสคีมากราฟการเงินนี้ เราได้สร้างโหนด 3 ประเภทและขอบ 3 ประเภทตามตารางอินพุตเชิงสัมพันธ์ที่กำหนดไว้ก่อนหน้านี้
โหนด
เรากำหนดโหนด 3 ประเภทโดยอิงจากตารางอินพุต 3 ตารางดังนี้
Person
โหนด ตามตารางบุคคลAccount
โหนดตามตารางบัญชีLoan
โหนดตามตารางสินเชื่อ
CREATE PROPERTY GRAPH FinGraph
NODE TABLES (
Account
KEY (id)
LABEL Account
PROPERTIES (create_time, id, is_blocked, type),
Loan
KEY (id)
LABEL Loan
PROPERTIES (balance, create_time, id, interest_rate,loan_amount),
Person
KEY (id)
LABEL Person
PROPERTIES (id, name)
)
...
แต่ละแถวในตารางโหนดจะจับคู่กับโหนดในรูปแบบกราฟ แต่ละโหนดมีป้ายกำกับ เช่น Account
และ Person
ซึ่งแสดงถึงโหนดนั้น คุณจะใช้ป้ายกำกับเพื่อค้นหาประเภทโหนดในหน้าถัดไป
โดยค่าเริ่มต้น คอลัมน์ทั้งหมดของตารางอินพุต ณ เวลาที่สร้างกราฟจะรวมเป็นพร็อพเพอร์ตี้ของโหนด ตัวอย่างเช่น คอลัมน์ id
, create_time
, is_blocked
และ type
ของตาราง Account
เป็นพร็อพเพอร์ตี้ของโหนด Account
แต่จะยกเว้นคอลัมน์จากโมเดลกราฟได้โดยใช้ไวยากรณ์ ALL COLUMNS EXCEPT
ซึ่งอธิบายไว้ที่นี่
ขอบ
เรานิยามขอบ 3 ประเภทระหว่างโหนดต่อไปนี้
- ขอบ
AccountRepayLoan
ตามตารางAccountRepayLoan
เชื่อมต่อโหนดAccount
กับLoan
โหนด - ขอบ
AccountTransferAccount
ตามตารางAccountTransferAccount
เชื่อมต่อโหนดAccount
กับโหนดAccount
อีกโหนดหนึ่ง - ขอบ
PersonOwnAccount
ตามตารางPersonOwnAccount
เชื่อมต่อโหนดPerson
กับAccount
โหนด
CREATE PROPERTY GRAPH FinGraph
NODE TABLES( ... )
EDGE TABLES(
AccountRepayLoan
KEY (id, loan_id, create_time)
SOURCE KEY (id) REFERENCES Account (id)
DESTINATION KEY (loan_id) REFERENCES Loan (id)
LABEL Repays
PROPERTIES (amount, create_time, id,loan_id),
AccountTransferAccount
KEY (id, to_id, create_time)
SOURCE KEY (id) REFERENCES Account (id)
DESTINATION KEY (to_id) REFERENCES Account (id)
LABEL Transfers
PROPERTIES (amount, create_time, id,to_id),
PersonOwnAccount
KEY (id, account_id)
SOURCE KEY (id) REFERENCES Person (id)
DESTINATION KEY (account_id) REFERENCES Account (id)
LABEL Owns
PROPERTIES (account_id, create_time, id)
);
การแมปตารางกับขอบจำเป็นต้องกำหนดคีย์ต้นทางและปลายทาง คีย์เหล่านี้สร้างความสัมพันธ์ระหว่างโหนด Edge กับโหนดต้นทางและปลายทาง
ตัวอย่างเช่น เอดจ์ PersonOwnAccount
แต่ละรายการเชื่อมต่อ Person
(ต้นทาง) กับโหนด Account
(ปลายทาง)
- โหนด
SOURCE
ของ EDGE คือโหนดPerson
ที่id
เหมือนกับขอบid
- โหนด
DESTINATION
ของ EDGE คือโหนดAccount
ที่id
เหมือนกับขอบaccount_id
PersonOwnAccount
KEY (id, account_id)
SOURCE KEY (id) REFERENCES Person (id)
DESTINATION KEY (account_id) REFERENCES Account (id)
LABEL Owns
PROPERTIES (account_id, create_time, id)
ขอบแต่ละด้านมีป้ายกำกับ เช่น Repays
และ Owns
ที่แสดงถึงประเภทขอบ คอลัมน์ทั้งหมดของตารางอินพุตจะรวมเป็นคุณสมบัติขอบโดยค่าเริ่มต้นเช่นเดียวกับโหนดกราฟ
ข้อมูลเพิ่มเติมเกี่ยวกับสคีมา
ดูข้อมูลเพิ่มเติมเกี่ยวกับแนวคิดทั่วไปของสคีมากราฟ เช่น ป้ายกำกับ คุณสมบัติ และความสัมพันธ์กับตารางอินพุตได้ที่นี่
คุณสามารถอ่านเพิ่มเติมเกี่ยวกับการกำหนดโหนดและการกำหนดเอดจ์
สรุป
ในขั้นตอนนี้ คุณจะได้เข้าใจตารางอินพุต รวมถึงโหนดกราฟและประเภทขอบของสคีมากราฟการเงิน
รายการถัดไป
ถัดมา คุณจะต้องเรียกใช้ข้อความค้นหาเกี่ยวกับสถานการณ์ทางการเงินต่างๆ เพื่อค้นหาความเป็นไปได้ของข้อมูลกราฟ
7. ค้นหากราฟโดยใช้ GQL
การส่งผ่านการค้นหากราฟใน GQL คืออะไร
ข้อมูลกราฟจะแสดงเป็นโหนดที่เชื่อมกันด้วยขอบ การค้นหากราฟจะนำทางผ่านการเชื่อมต่อเหล่านี้ โดยข้ามจากโหนดหนึ่งไปยังอีกโหนดหนึ่งตามเกณฑ์ที่ระบุ ในการค้นหากราฟ "Hop" หมายถึงการข้ามผ่านจากโหนดหนึ่งไปยังอีกโหนดหนึ่งตามขอบที่เชื่อมต่อ โดยแสดงถึงขั้นตอนเดียวในกระบวนการข้ามผ่าน
เช่น ในการส่งผ่านกราฟด้านล่าง การข้ามผ่าน 2 ครั้งระหว่างบุคคล (Bob
), บัญชี (18
) และเงินกู้ (27
)
เรียกใช้การค้นหาใน Spanner Studio
ในขั้นตอนนี้ คุณจะเรียกใช้การค้นหา GQL หลายรายการเพื่อทำความเข้าใจว่าความหมายของการค้นหากราฟช่วยให้วิเคราะห์ข้อมูลกราฟทางการเงินได้อย่างไร
สําหรับการค้นหาแต่ละรายการ คุณสามารถสร้างเครื่องมือแก้ไขใหม่ เช่น "ตัวแก้ไข 1" ใน Spanner Studio เพื่อเรียกใช้
คำค้นหา 1 - การจับคู่โหนดพื้นฐานและรูปแบบขอบ
คุณสามารถเรียกใช้การค้นหาด้านล่างเพื่อข้ามจากโหนดบุคคลชื่อ "Jacoby" ค้นหาบัญชีที่บุคคลดังกล่าวเป็นเจ้าของ แล้วค้นหาสินเชื่อที่ชำระคืนโดยบัญชีนั้น นี่คือการส่งผ่านการค้นหากราฟแบบ 2 ฮอป
- ฮอพแรก: โหนด
Person
ไปยังโหนดAccount
ผ่านขอบOwns
- ฮอพที่ 2: โหนด
Account
ไปยังโหนดLoan
ผ่านขอบRepays
วิธีที่เราจับคู่ประเภทโหนดและ Edge จะอิงตามป้ายกำกับ เช่น ส่วน :Person
, :Owns
และ :Account
ในการค้นหาด้านล่าง
ผลลัพธ์จะแสดงรหัสบัญชี ข้อมูลการชำระคืน และข้อมูลสินเชื่อ ซึ่งเรียงลำดับตามวันที่ชำระสินเชื่อ
GRAPH FinGraph
MATCH
(person:Person {name: "Jacoby"})-[own:Owns]->
(account:Account)-[repay:Repays]->(loan:Loan)
RETURN
account.id AS account_id,
repay.create_time AS repay_time,
repay.amount AS loan_repay_amount,
loan.id AS loan_id,
loan.loan_amount AS loan_amount
ORDER BY repay.create_time;
แผนภาพด้านล่างช่วยให้เห็นภาพว่าการค้นหาจะดึงข้อมูลบัญชีทั้งหมดที่ "Jacoby" เป็นเจ้าของได้อย่างไร ที่ได้ชำระสินเชื่อ (ผลการค้นหาอาจแตกต่างจากที่แผนภาพแนะนำ)
การเรียกใช้การค้นหาในตัวแก้ไขควรแสดงผลลัพธ์ดังตัวอย่างต่อไปนี้ ผลลัพธ์บอกว่า "Jacoby" มีบัญชี (รหัส 569
) และสินเชื่อ 1 รายการ (รหัส 110
) เพียง 1 รายการ แต่มีการชำระเงินคืนหลายครั้ง
ข้อความค้นหา 2 - การข้ามผ่านเส้นทางเชิงปริมาณและองค์ประกอบของกราฟย้อนกลับ
คำค้นหาต่อไปนี้ตรงกับการโอนเงินในบัญชีทั้งหมดที่เริ่มต้นจากบัญชีต้นทางที่มี id=75
ภายใน 3-6 รอบ เพื่อไปยังบัญชีปลายทางด้วย id=199
ไวยากรณ์ {3,6}
ใช้เพื่อแสดงการข้ามเส้นทางแบบ 3 ถึง 6 ฮอพตามเชิงปริมาณระหว่าง src_accnt
ถึง dst_accnt
GRAPH FinGraph
MATCH
(src_accnt:Account {id:75})-[transfers:Transfers]->{3,6}
(dst_accnt:Account {id:199})
RETURN
ARRAY_LENGTH(transfers) AS num_hops,
TO_JSON(transfers) AS transfer_edges;
ลองนึกภาพดู ให้เห็นภาพการส่งผ่าน Edge ในเชิงปริมาณในรูปแบบด้านล่าง นั่นคือเริ่มจากโหนด src_account
แล้วดึงเส้นทางการโอนบัญชีที่เป็นไปได้ทั้งหมดระหว่าง 3 ถึง 6 รอบ เพื่อให้ไปถึง dst_account
ตัวอย่างเช่น เส้นทางที่ไฮไลต์ที่ด้านล่างด้านล่างคือการค้นหาแบบ 6 ฮอป
การเรียกใช้การค้นหานี้ควรให้ผลลัพธ์ต่อไปนี้
องค์ประกอบกราฟแสดงผลในรูปแบบ JSON ได้โดยใช้ฟังก์ชัน TO_JSON
เนื่องจากระบบแสดงขอบ transfers
ด้านบน ออบเจ็กต์ JSON ที่แสดงผลสำหรับโหนดและ Edge ประกอบด้วย identifier
, properties
และ labels
นอกจากนี้ ออบเจ็กต์ JSON ที่แสดงผลสำหรับ Edge จะรวมถึง source_node_identifier
และ destination_node_identifier
ด้วย
ในการค้นหานี้ ผลลัพธ์จะแสดงจำนวน Edge Hop การโอน และ Edge การโอนในเส้นทางที่ตรงกันแต่ละเส้นทางในรูปแบบ JSON ด้วย TO_JSON(transfer) AS transfer_edges
transfer_edges
ที่แสดงผลเป็นออบเจ็กต์อาร์เรย์ JSON เป็นประเภทอาร์เรย์ JSON เนื่องจากอาจมีขอบการโอนได้หลายเส้นในแต่ละเส้นทางที่ตรงกันระหว่างบัญชีต้นทางและปลายทาง
เอลิเมนต์แต่ละรายการของอาร์เรย์คือ edge ซึ่งประกอบด้วย labels
, source_node_identifier
และ destination_node_identifier
ของโหนดที่เชื่อมต่อ และข้อมูล Edge properties
เช่น amount
และ create_time
# Example `transfer_edges` returned as a JSON array object with a size of 4.
# Most of the identifiers are elided for readability.
[
{
"destination_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJIFag==",
"identifier": "mUZpbkdyYXBoLkFjY291bnRUcm[REST_STRING_REDACTED]",
"kind": "edge",
"labels": [
"Transfers"
],
"properties": {
"amount": 5855.4,
"create_time": "2021-10-23T02:19:37.452Z",
"id": 75,
"to_id": 693
},
"source_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJGW"
},
{
"destination_node_identifier": "...",
"identifier": "...",
"kind": "edge",
"labels": [
"Transfers"
],
"properties": {
"amount": 132.3,
"create_time": "2022-02-24T01:01:54.783Z",
"id": 693,
"to_id": 247
},
"source_node_identifier": "..."
},
{
"destination_node_identifier": "...",
"identifier": "...",
"kind": "edge",
"labels": [
"Transfers"
],
"properties": {
"amount": 580.5,
"create_time": "2021-11-01T05:37:08.372Z",
"id": 247,
"to_id": 555
},
"source_node_identifier": "..."
},
{
"destination_node_identifier": "...",
"identifier": "...",
"kind": "edge",
"labels": [
"Transfers"
],
"properties": {
"amount": 7866,
"create_time": "2021-04-04T06:45:59.827Z",
"id": 555,
"to_id": 199
},
"source_node_identifier": "..."
}
]
ข้อความค้นหา 3 - การค้นหาเส้นทางที่สั้นที่สุด
คำค้นหา 2 จะค้นหาทั้ง 3 เส้นทางจาก src_accnt
และ dst_accnt
ภายในช่วงการข้ามที่ระบุ แต่ละเส้นทางประกอบด้วยจำนวนการข้ามที่แตกต่างกัน ได้แก่ 4, 5 และ 6
หากคุณต้องการค้นหาเส้นทางที่สั้นที่สุดระหว่างโหนด 2 โหนดนี้ คุณจะแก้ไขได้โดยใช้คำนำหน้าการค้นหาเส้นทาง MATCH ANY SHORTEST
เพื่อให้ได้เส้นทางนี้ การค้นหาด้านล่างจะค้นหาเส้นทางที่สั้นที่สุดระหว่าง 2 บัญชีนี้ในช่วง 3-6 รอบ
GRAPH FinGraph
MATCH ANY SHORTEST
(src_accnt:Account {id:75} )-[transfers:Transfers]->{3,6}
(dst_accnt:Account {id:199})
RETURN
ARRAY_LENGTH(transfers) AS num_hops,
TO_JSON(transfers) AS transfer_edges;
เปรียบเทียบผลลัพธ์ของทั้ง 2 คำค้นหา คุณจะพบว่าคำค้นหา 2 แสดงเส้นทาง 3 เส้นทางที่เป็นไปได้ทั้งหมด ในขณะที่คำค้นหา 3 (คำค้นหานี้) จะแสดงผลลัพธ์เพียง 1 รายการ ซึ่งเป็นเส้นทางที่สั้นที่สุดที่มี 4 กระโดด
การเรียกใช้การค้นหาควรได้ผลลัพธ์ต่อไปนี้
ข้อความค้นหา 4 - กราฟข้อความค้นหาที่เชื่อมโยงด้วยองค์ประกอบเชิงเส้น
คุณสามารถระบุความสัมพันธ์ที่ซับซ้อนมากขึ้นได้โดยใช้คีย์เวิร์ด NEXT
เพื่อเชื่อมโยงบล็อกคำค้นหากราฟเข้าด้วยกัน
ในการค้นหาด้านล่าง คุณต้องการทําความเข้าใจกระบวนการเงินของบัญชีลูกค้าเพื่อหาการไหลเข้าหรือการไหลเวียนของจํานวนมากที่น่าสงสัย ซึ่งเป็นส่วนหนึ่งของข้อกําหนดในการวิเคราะห์การปฏิบัติตามข้อกําหนด
โดยคุณจะเห็นบัญชีธนาคารทั้งหมดที่เป็นของ "Bisla" ก่อน ในบล็อกคำค้นหาที่ 1 ที่มี MATCH
(person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
จากนั้นในบล็อกที่ 2 หลังจากวันที่ NEXT
คุณจะต้องคำนวณจำนวนเงินโอนรวมของแต่ละบัญชีตั้งแต่ "01-01-2020"
หลังจากนั้น ให้ใช้ตรรกะเดียวกันสำหรับจำนวนเงินขาออกในการค้นหาแบบบล็อกที่สาม สุดท้าย คุณได้คำนวณอัตราส่วนของจำนวนเงินไหลเข้าต่อจำนวนเงินกระแสออกสำหรับแต่ละบัญชีในบล็อกสุดท้าย
สำหรับผลลัพธ์การค้นหาขั้นกลางที่คุณต้องเข้าถึงหลังจากคีย์เวิร์ด NEXT
คุณจะต้องส่งคืนผลลัพธ์ในตอนท้ายของการบล็อกก่อนหน้านี้ ตัวอย่างเช่น accnt
ที่ตรงกันจะแสดงผลในบล็อกแรกเพื่อให้บล็อกที่ 2 ค้นหาการโอนเข้าในบัญชีเหล่านี้ได้
GRAPH FinGraph
MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
RETURN accnt
NEXT
MATCH (accnt)<-[inflow:Transfers]-(:Account)
WHERE inflow.amount > 100
AND inflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, SUM(inflow.amount) AS total_inflow_amounts
GROUP BY accnt
NEXT
MATCH (accnt) -[outflow:Transfers]->(:Account)
WHERE outflow.amount > 100
AND outflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, total_inflow_amounts, SUM(outflow.amount) AS total_outflow_amounts
GROUP BY accnt, total_inflow_amounts
NEXT
LET money_flow_ratio = total_inflow_amounts / total_outflow_amounts
RETURN accnt.id, money_flow_ratio
ORDER BY money_flow_ratio DESC;
แผนภาพด้านล่างจะแสดงสิ่งที่การค้นหาข้ามผ่าน
การเรียกใช้การค้นหาควรได้ผลลัพธ์ต่อไปนี้
สำรวจการค้นหากราฟเพิ่มเติม
คุณจะดูตัวอย่างการค้นหากราฟจำนวนมากที่ใช้กับสคีมาของ Codelab ได้ในคู่มือผู้ใช้
หากต้องการสำรวจไวยากรณ์การค้นหากราฟ คุณสามารถอ่านข้อมูลอ้างอิงภาษาในการค้นหากราฟของ GoogleSQL ได้ที่นี่
สรุป
ในขั้นตอนนี้ คุณจะได้เรียกใช้การค้นหากราฟ GQL จำนวนมากและเข้าใจความหมายของคำค้นหา
รายการถัดไป
ถัดไป คุณจะเรียกใช้การค้นหาที่รวม GQL และ SQL เข้าด้วยกัน
8. กราฟและตารางการค้นหาและรวมเข้าด้วยกัน
เรียกใช้การค้นหาใน Spanner Studio
ในขั้นตอนนี้ คุณจะเรียกใช้การค้นหากราฟที่ทำงานร่วมกับตาราง SQL เพื่อเชื่อมต่อโมเดลกราฟของ Spanner กับโมเดลเชิงสัมพันธ์
สำหรับการค้นหาแต่ละรายการ คุณสามารถสร้างเครื่องมือแก้ไขใหม่ใน Spanner Studio เพื่อเรียกใช้ได้
เรียกใช้การค้นหาที่ทำงานร่วมกันของ SQL
ใน Spanner Graph นั้น SQL และ GQL สามารถทำงานร่วมกันได้อย่างเต็มรูปแบบ คุณรวม GQL และ SQL โดยใช้โอเปอเรเตอร์ GRAPH_TABLE
ภายในโอเปอเรเตอร์ คุณสามารถเขียน GQL เหมือนในส่วนก่อนหน้า จากนั้นคุณสามารถเชื่อมต่อผลลัพธ์กลับไปยังส่วนการค้นหา SQL ผ่านคำสั่ง RETURN
เช่น คุณใช้ GQL ร่วมกับ SQL เพื่อค้นหาข้อมูลการตรวจสอบของบัญชีที่ได้รับการโอนเงินผ่านธนาคารจากบัญชีที่น่าสงสัยได้
เมื่อดูคำค้นหาต่อไปนี้ คำค้นหา GQL ในโอเปอเรเตอร์ GRAPH_TABLE
จะข้ามผ่าน 1 หรือ 2 ฮ็อปจากบัญชีที่น่าสงสัยผ่านทาง Edge ของ Transfers
แล้วส่งกลับรหัสเฉพาะของบัญชีที่เข้าถึง จากนั้นการค้นหาจะรวมกับตาราง AccountAudits
เพื่อค้นหาข้อมูลการตรวจสอบของบัญชีเหล่านั้น
SELECT
audit.id as accnt_id,
audit.audit_timestamp as audit_ts,
audit.audit_details as details
FROM
AccountAudits audit,
GRAPH_TABLE(
FinGraph
MATCH (suspicious_account:Account {id:11})-[:Transfers]->{1,2}(dest_accnt)
RETURN DISTINCT dest_accnt.id AS reached_account_id
) AS accnt_transfers
WHERE accnt_transfers.reached_account_id = audit.id
การเรียกใช้การค้นหาจะให้ผลลัพธ์ดังนี้
อ่านเพิ่มเติมเกี่ยวกับโอเปอเรเตอร์ GRAPH_TABLE
เพื่อรวมการค้นหาด้วยกราฟและ SQL ในคู่มือผู้ใช้
รายการถัดไป
ขั้นตอนต่อไป คุณจะล้าง Codelab ได้
9. กำลังล้างข้อมูล (ไม่บังคับ)
หากต้องการล้างข้อมูล เพียงไปที่ส่วน SPANer ของ Cloud Console แล้วลบอินสแตนซ์ graph-demo
ที่เราสร้างไว้ใน Codelab
10. ยินดีด้วย
ขอแสดงความยินดี คุณสร้างสคีมากราฟและเรียกใช้การค้นหากราฟด้วย Spanner Graph สำเร็จแล้ว
การค้นหา SQL แบบเดิมไม่เพียงพอสำหรับการค้นพบการเชื่อมต่อในข้อมูลที่มีความซับซ้อนยิ่งขึ้นในเครือข่ายความสัมพันธ์ที่ซับซ้อนขึ้นเรื่อยๆ Spanner Graph มีโมเดลข้อมูลกราฟที่สำคัญต่อพันธกิจ โดยมีไวยากรณ์การค้นหากราฟที่มีประสิทธิภาพ ความจุที่ไร้ขีดจำกัด และความพร้อมใช้งาน 99.999%
ตอนนี้คุณคุ้นเคยกับแนวคิดของ Spanner Graph แล้ว ลองใช้สคีมาและข้อมูลของคุณวันนี้เลย
ขั้นตอนถัดไปคือ
เรียนรู้เพิ่มเติมเกี่ยวกับ Spanner Graph ในคู่มือผู้ใช้ของเรา