1. 소개
Spanner Graph는 특화된 그래프 데이터베이스 기능과 Google Cloud의 상시 사용 가능하고 전 세계적으로 일관되며 사실상 무제한으로 확장 가능한 데이터베이스인 Spanner를 통합합니다.
Spanner Graph는 ISO GQL (Graph Query Language) 표준과 호환되는 그래프 쿼리 인터페이스를 지원합니다. 관계형 모델과 그래프 모델 간의 상호 운용성을 통해 잘 확립된 SQL 기능을 GQL의 그래프 패턴 일치의 표현력과 결합할 수 있습니다. 데이터 마이그레이션 없이 선언적 스키마를 사용하여 테이블을 그래프에 매핑할 수 있어 그래프를 테이블 형식의 데이터 세트로 가져옵니다. 이를 통해 데이터 모델 선택을 지연 결합 (즉, 연기)하고 실행할 각 작업에 가장 적합한 쿼리 언어를 사용할 수 있습니다.
이 실습에서는 사전 입력된 데이터 세트를 사용하여 Spanner 그래프 데이터베이스를 설정하고, GQL을 사용하여 그래프를 쿼리하고, GQL과 SQL을 결합하여 그래프와 관계형 데이터에 모두 액세스하는 방법을 알아봅니다.
빌드할 항목
이 실습에서는 다음을 수행합니다.
- Spanner 인스턴스 만들기
- 금융 그래프 스키마와 미리 채워진 데이터 세트가 포함된 데이터베이스를 설정합니다.
- GQL 쿼리를 실행하고 GQL과 SQL을 결합합니다.
학습할 내용
- Spanner 인스턴스 설정 방법
gcloud spanner samples init finance-graph명령어를 사용하여 샘플 Spanner Graph 데이터베이스를 설정하는 방법- 데이터베이스 개요 페이지에서 그래프 스키마를 보는 방법
- GQL을 사용하여 다중 홉 경로 쿼리를 작성하는 방법을 설명합니다.
- GQL을 사용하여 더 복잡한 쿼리를 작성하는 방법
- GQL과 SQL을 결합하는 방법
필요한 항목
2. 설정 및 요건
GCP 프로젝트 만들기
Google Cloud Console에 로그인하여 새 프로젝트를 만들거나 기존 프로젝트를 재사용합니다. 아직 Gmail이나 Google Workspace 계정이 없는 경우 계정을 만들어야 합니다.
- 프로젝트 이름은 이 프로젝트 참가자의 표시 이름입니다. 이는 Google API에서 사용하지 않는 문자열이며 언제든지 업데이트할 수 있습니다.
- 프로젝트 ID는 모든 Google Cloud 프로젝트에서 고유하며, 변경할 수 없습니다(설정된 후에는 변경할 수 없음). Cloud 콘솔은 고유한 문자열을 자동으로 생성합니다. 일반적으로는 신경 쓰지 않아도 됩니다. 대부분의 Codelab에서는 프로젝트 ID (일반적으로
PROJECT_ID로 식별됨)를 참조해야 합니다. 생성된 ID가 마음에 들지 않으면 다른 임의 ID를 생성할 수 있습니다. 또는 직접 시도해 보고 사용 가능한지 확인할 수도 있습니다. 이 단계 이후에는 변경할 수 없으며 프로젝트 기간 동안 유지됩니다. - 참고로 세 번째 값은 일부 API에서 사용하는 프로젝트 번호입니다. 이 세 가지 값에 대한 자세한 내용은 문서를 참고하세요.
결제 설정
그런 다음 결제 관리 사용자 가이드에 따라 Cloud 콘솔에서 결제를 사용 설정해야 합니다. Google Cloud 신규 사용자는 300달러(USD) 상당의 무료 체험판 프로그램에 참여할 수 있습니다. 이 튜토리얼을 마친 후 비용이 청구되지 않도록 하려면 Codelab의 끝에 있는 '9단계 정리'에 따라 Spanner 인스턴스를 종료하면 됩니다.
Cloud Shell 시작
Google Cloud를 노트북에서 원격으로 실행할 수 있지만, 이 Codelab에서는 Cloud에서 실행되는 명령줄 환경인 Google Cloud Shell을 사용합니다.
Google Cloud Console의 오른쪽 상단 툴바에 있는 Cloud Shell 아이콘을 클릭합니다.
환경을 프로비저닝하고 연결하는 데 몇 분 정도 소요됩니다. 완료되면 다음과 같이 표시됩니다.
가상 머신에는 필요한 개발 도구가 모두 들어있습니다. 영구적인 5GB 홈 디렉터리를 제공하고 Google Cloud에서 실행되므로 네트워크 성능과 인증이 크게 개선됩니다. 이 Codelab의 모든 작업은 브라우저 내에서 수행할 수 있습니다. 아무것도 설치할 필요가 없습니다.
3. Spanner 인스턴스 만들기
Spanner에서 인스턴스는 하나 이상의 Spanner 데이터베이스를 호스팅하는 컴퓨팅 및 스토리지 리소스의 클러스터입니다. 이 Codelab에서 Spanner 데이터베이스를 호스팅하려면 인스턴스가 하나 이상 필요합니다.
gcloud SDK 버전 확인
인스턴스를 만들기 전에 Google Cloud Shell의 gcloud SDK가 필요한 버전(gcloud SDK 493.0.0)으로 업데이트되었는지 확인하세요. 다음 명령어에 따라 gcloud SDK 버전을 찾을 수 있습니다.
$ gcloud version | grep Google
다음은 출력 예입니다.
Google Cloud SDK 489.0.0
사용 중인 버전이 필수 493.0.0 버전 (이전 예의 489.0.0)보다 낮은 경우 다음 명령어를 실행하여 Google Cloud SDK를 업그레이드해야 합니다.
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
Spanner API 사용 설정
Cloud Shell 내에서 프로젝트 ID가 설정되어 있는지 확인합니다. 아래의 첫 번째 명령어를 사용하여 현재 구성된 프로젝트 ID를 찾습니다. 결과가 예상과 다른 경우 아래의 두 번째 명령어를 사용하여 올바른 결과를 설정합니다.
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
기본 리전을 us-central1로 구성합니다. Spanner 리전 구성에서 지원하는 다른 리전으로 언제든지 변경할 수 있습니다.
gcloud config set compute/region us-central1
Spanner API를 사용 설정합니다.
gcloud services enable spanner.googleapis.com
Spanner 인스턴스 만들기
이 섹션에서는 무료 체험판 인스턴스 또는 프로비저닝된 인스턴스를 만듭니다. 이 Codelab에서는 Spanner Graph 인스턴스 ID로 graph-demo가 사용되며, export 명령줄을 사용하여 SPANNER_INSTANCE_ID 변수로 설정됩니다. 원하는 경우 자체 인스턴스 ID 이름을 선택할 수 있습니다.
무료 체험판 Spanner 인스턴스 만들기
프로젝트에 Cloud Billing이 사용 설정된 Google 계정이 있는 모든 사용자는 Spanner 90일 무료 체험판 인스턴스를 사용할 수 있습니다. 무료 체험판 인스턴스를 유료 인스턴스로 업그레이드하지 않는 한 요금이 청구되지 않습니다. Spanner Graph는 무료 체험판 인스턴스에서 지원됩니다. 자격 요건을 충족하는 경우 Cloud Shell을 열고 다음 명령어를 실행하여 무료 체험판 인스턴스를 만듭니다.
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"
명령어 결과 출력:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --instance-type=free-instance \ --description="Spanner Graph demo" Creating instance...done.
프로비저닝된 Spanner 인스턴스 만들기
무료 체험판 인스턴스를 사용할 수 없는 경우 이 Codelab을 위해 프로비저닝된 Spanner 인스턴스(노드 1개)를 설정할 수 있습니다. Spanner Graph는 Enterprise 또는 Enterprise Plus 버전에서 사용할 수 있습니다. Enterprise 또는 Enterprise Plus 버전에서 인스턴스를 만들려면 Cloud Shell을 열고 다음 명령어를 실행합니다.
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
--edition=ENTERPRISE
명령어 결과:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --description="Spanner Graph demo" \ --nodes=1 Creating instance...done.
4. Spanner 데이터베이스 자동 생성
gcloud SDK 버전 확인
데이터베이스를 만들기 전에 Google Cloud Shell의 gcloud SDK가 필요한 버전(gcloud SDK 484.0.0)으로 업데이트되었는지 확인합니다. 아래 명령어를 실행하여 gcloud SDK 버전을 확인할 수 있습니다.
$ gcloud version | grep Google Google Cloud SDK 483.0.0
버전이 필수 버전인 484.0.0보다 낮은 경우 (예: 위의 출력 483.0.0) 아래 명령어를 복사하여 실행하여 업그레이드해야 합니다.
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
인스턴스 및 데이터베이스 만들기
인스턴스가 실행되면 데이터베이스를 만들 수 있습니다. Spanner를 사용하면 단일 인스턴스에 여러 데이터베이스를 보유할 수 있습니다.
데이터베이스에서는 스키마를 정의합니다. 데이터베이스에 액세스할 수 있는 사용자를 제어하고, 맞춤 암호화를 설정하고, 최적화 도구를 구성하고, 보관 기간을 설정할 수도 있습니다.
데이터베이스는 이전 단계의 ID가 SPANNER_INSTANCE_ID인 인스턴스에 생성됩니다.
아직 SPANNER_INSTANCE_ID 변수를 설정하지 않았다면 아래 명령줄을 사용하여 설정하세요.
export SPANNER_INSTANCE_ID={your_instance_id}
아래의 Google Cloud Shell gcloud 명령줄 도구를 사용하여 금융 그래프 스키마와 사전 채워진 금융 데이터 세트가 포함된 Spanner 데이터베이스를 만듭니다.
gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
명령어 결과:
$ 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.
spanner samples CLI
gcloud spanner samples init finance-graph 명령어는 다음 작업을 위한 래퍼입니다.
- 인스턴스에 'finance-graph-db'라는 데이터베이스를 만듭니다.
- 데이터베이스에 금융 그래프 스키마 생성 스키마에는 은행 계좌, 대출 등의 항목에 대한 노드 정의와 항목 간의 관계에 대한 에지 정의가 포함됩니다. 6단계에서 데이터베이스 스키마를 검사할 수 있습니다.
- 데이터베이스에 수천 개의 그래프 노드와 에지를 삽입합니다.
오류 처리 방법
데이터를 삽입할 수 없음
도구가 오류 메시지 Failed to insert data for the graph database와 함께 종료되면 선택사항인 5단계) 페이지에 따라 데이터베이스를 수동으로 만든 다음 데이터를 삽입할 수 있습니다.
다음 단계
데이터베이스 자동 생성에 성공한 경우 다음 선택사항 섹션을 건너뛰고 '그래프 스키마 탐색' (6단계)으로 바로 이동할 수 있습니다.
5. (선택사항) Spanner 데이터베이스 수동으로 만들기
인스턴스가 실행되면 데이터베이스를 수동으로 만들 수 있습니다.
데이터베이스에서는 스키마를 정의합니다. 데이터베이스에 액세스할 수 있는 사용자를 제어하고, 맞춤 암호화를 설정하고, 최적화 도구를 구성하고, 보관 기간을 설정할 수도 있습니다.
데이터베이스는 이전 단계에서 ID가 SPANNER_INSTANCE_ID인 인스턴스에 생성됩니다.
아직 SPANNER_INSTANCE_ID 변수를 설정하지 않았다면 아래 명령줄을 사용하여 설정하세요.
export SPANNER_INSTANCE_ID={your_instance_id}
데이터베이스를 만들려면 gcloud 명령줄 도구를 사용합니다.
export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
--instance=$SPANNER_INSTANCE_ID
명령어 결과:
$ gcloud spanner databases create $SPANNER_DATABASE \ --instance=$SPANNER_INSTANCE_ID Creating database...done.
그래프로 스키마 만들기
스키마를 설정하려면 Spanner 스튜디오로 이동하여 편집기를 사용합니다.
스키마의 경우 아래 DDL을 복사하여 Spanner 스튜디오 편집기에 붙여넣습니다.
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
);
그런 다음 RUN 버튼을 클릭하고 스키마가 생성될 때까지 몇 초 동안 기다립니다.
각 CREATE 문이 무엇을 의미하는지, 특히 CREATE PROPERTY GRAPH 문이 무엇을 의미하는지 궁금할 수 있습니다. 다음 6단계에서 스키마를 검사합니다.
데이터 로드
이제 금융 그래프 데이터를 데이터베이스에 삽입합니다.
Spanner Graph는 입력 테이블에서 그래프를 만들므로 그래프의 데이터는 입력 테이블의 데이터를 기반으로 하며 데이터 중복이 없습니다. 마찬가지로 입력 테이블의 데이터 변경사항은 그래프 모델에 자동으로 반영됩니다. 이렇게 하면 다른 데이터 소스와 동기화하기 위한 복잡한 ETL을 피할 수 있습니다.
익숙한 SQL INSERT 문을 사용하여 입력 테이블에 데이터를 삽입할 수 있습니다.
Spanner 스튜디오에서 새 탭을 연 다음 다음 삽입 문을 복사하여 붙여넣고 RUN 버튼을 클릭합니다. INSERT 문이 수천 개의 노드와 에지를 데이터베이스에 채웁니다. 텍스트 양이 많으므로 복사하는 데 몇 초 정도 걸릴 수 있습니다.
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 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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 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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 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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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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 successfully."), (3,"2020-03-29 00:27:36", "Account password reset successfully."), (489,"2020-02-29 23:54:59", "Account password updated."), (621,"2021-06-15 07:33:20", "Account details viewed by user."), (212,"2020-01-16 02:15:04", "Successful login from new IP address."), (645,"2020-06-25 10:59:08", "Account deleted by user."), (48,"2020-08-22 06:21:04", "Support ticket closed."), (213,"2021-10-13 19:32:02", "Account password reset successfully."), (290,"2020-09-16 09:20:21", "Account permissions modified."), (693,"2021-08-02 12:08:43", "Billing information updated."), (505,"2021-08-29 00:05:24", "Data import completed."), (602,"2020-04-20 00:52:09", "Data import completed."), (213,"2020-08-14 00:25:44", "Data export requested."), (247,"2021-01-06 08:56:08", "Profile picture updated."), (117,"2021-10-08 15:20:14", "Payment method added."), (75,"2020-12-07 05:42:09", "API key revoked."), (196,"2020-09-10 22:24:16", "Suspicious activity detected from new location."), (13,"2020-02-18 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.");
요약
이 단계에서는 그래프 스키마와 사전 채워진 그래프 데이터가 포함된 Spanner 데이터베이스를 만들었습니다.
다음 단계
다음으로 그래프 스키마를 살펴봅니다.
6. 그래프 스키마 살펴보기
그래프 스키마 보기
Cloud 콘솔에서 Spanner 인스턴스로 이동하여 finance-graph-db 데이터베이스를 클릭합니다. 이 개요 페이지에서 페이지 하단의 '해당 DDL 표시' 버튼을 클릭하여 데이터베이스 스키마를 표시합니다.
스키마를 검사하면 먼저 CREATE TABLE 문이 포함된 여러 관계형 테이블이 표시되며 이는 아래 스크린샷에도 캡처되어 있습니다.
Account테이블(은행 계좌에 관한 데이터 포함)AccountAudits테이블: 은행 계좌 감사 추적AccountRepayLoan테이블: 은행 계좌에서 이루어진 대출 상환을 추적합니다.AccountTransferAccount테이블: 은행 계좌 간의 송금을 추적합니다.- 고객 대출에 관한 데이터가 포함된
Loan테이블 - 사람으로 모델링된 은행 고객에 관한 데이터가 포함된
Person테이블 PersonOwnAccount테이블: 은행 계좌를 소유한 사람의 관계를 추적합니다.
스키마 DDL을 아래로 스크롤하면 위의 SQL 테이블을 기반으로 그래프 스키마를 정의하는 CREATE PROPERTY GRAPH FinGraph 문이 표시됩니다. 그래프 스키마는 다음 섹션에서 설명합니다.
그래프 스키마 이해
Spanner Graph를 사용하면 CREATE PROPERTY GRAPH 문을 사용하여 테이블로부터 그래프를 만들 수 있습니다. 그래프를 만드는 데 사용되는 테이블을 입력 테이블이라고 합니다. 그래프를 만들 때 데이터가 중복되지 않습니다.
Spanner Graph는 라벨 및 속성으로 주석이 작성된 노드 및 에지가 있는 속성 그래프 데이터 모델을 지원합니다. 이 금융 그래프 스키마에서는 이전에 정의된 관계형 입력 테이블을 기반으로 3가지 유형의 노드와 3가지 유형의 에지를 만들었습니다.
노드
입력 테이블 3개를 기반으로 3가지 유형의 노드를 정의합니다.
- Person 테이블을 기반으로 하는
Person노드 - 계정 테이블을 기반으로 하는
Account노드 - 대출 테이블을 기반으로 하는
Loan노드
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)
)
...
노드 테이블의 각 행은 그래프 모델의 노드에 매핑됩니다. 각 노드에는 노드를 나타내는 Account 및 Person와 같은 라벨이 있습니다. 다음 페이지에서 라벨을 사용하여 노드 유형을 쿼리합니다.
기본적으로 그래프 생성 시 입력 테이블의 모든 열이 노드 속성으로 포함됩니다. 예를 들어 Account 테이블의 id, create_time, is_blocked, type 열은 Account 노드의 속성입니다. 하지만 ALL COLUMNS EXCEPT 문법을 사용하여 그래프 모델에서 열을 제외할 수 있습니다.여기에 설명되어 있습니다.
가장자리
노드 간의 3가지 유형의 에지를 정의합니다.
AccountRepayLoan테이블을 기반으로Account노드를Loan노드에 연결하는AccountRepayLoan에지AccountTransferAccount테이블을 기반으로Account노드를 다른Account노드에 연결하는AccountTransferAccount에지PersonOwnAccount테이블을 기반으로Person노드를Account노드에 연결하는PersonOwnAccount에지
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)
);
테이블을 가장자리에 매핑하려면 소스 키와 대상 키를 정의해야 합니다. 이러한 키는 에지와 소스 및 대상 노드 간의 관계를 설정합니다.
예를 들어 각 PersonOwnAccount 에지는 Person (소스)을 Account (대상) 노드에 연결합니다.
- 에지의
SOURCE노드는 해당id가 에지id와 동일한Person노드입니다. - 에지의
DESTINATION노드는 해당id가 에지account_id와 동일한Account노드입니다.
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)
각 에지에는 Repays 및 Owns와 같은 라벨이 있으며 이는 에지 유형을 나타냅니다. 그래프 노드와 마찬가지로 입력 테이블의 모든 열은 기본적으로 에지 속성으로 포함됩니다.
스키마에 대한 자세한 내용
라벨, 속성, 입력 테이블과의 관계와 같은 그래프 스키마의 일반적인 개념에 대한 자세한 내용은 여기를 참고하세요.
요약
이 단계에서는 입력 테이블과 금융 그래프 스키마의 그래프 노드 및 에지 유형을 파악했습니다.
다음 단계
다음으로 재무 시나리오에 관한 쿼리를 실행하여 그래프 데이터의 잠재력을 파악합니다.
7. GQL을 사용하여 그래프 쿼리
GQL의 그래프 쿼리 순회란 무엇인가요?
그래프 데이터는 에지로 연결된 노드로 표시됩니다. 그래프 쿼리는 이러한 연결을 탐색하여 지정된 기준에 따라 노드에서 노드로 이동합니다. 그래프 쿼리에서 '홉'은 연결 에지를 따라 한 노드에서 다른 노드로 이동하는 것을 의미합니다. 탐색 프로세스의 단일 단계를 나타냅니다.
예를 들어 아래 그래프 탐색에서 사람 (Bob), 계정 (18), 대출 (27) 간에 2개의 홉이 있습니다.
Spanner 스튜디오에서 쿼리 실행
이 단계에서는 여러 GQL 쿼리를 실행하여 그래프 쿼리 시맨틱을 통해 금융 그래프 데이터를 분석하는 방법을 알아봅니다.
각 쿼리에 대해 Spanner 스튜디오에서 실행할 새 편집기(예: '편집기 1')를 만들 수 있습니다.
쿼리 1 - 기본 노드 및 에지 패턴 일치
아래 쿼리를 실행하여 '제이콥시'라는 사람 노드에서 시작하여 해당 사용자가 소유한 계정을 찾은 다음 해당 계정에서 상환한 대출을 확인할 수 있습니다. 다음은 2홉 그래프 쿼리 탐색입니다.
- 첫 번째 홉:
Person노드에서Owns에지를 통해Account노드로 이동 - 두 번째 홉:
Account노드에서Repays에지를 통해Loan노드로 이동
노드 및 에지 유형을 일치시키는 방법은 아래 쿼리의 :Person, :Owns, :Account 부분과 같은 라벨을 기반으로 합니다.
결과는 계정 ID, 상환 정보, 대출 정보를 대출 상환 날짜순으로 반환합니다.
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;
아래 다이어그램은 쿼리가 대출 상환을 한 '제이콥시'가 소유한 모든 계정을 가져오는 방법을 시각화하여 보여줍니다. 쿼리 결과는 다이어그램에 표시된 결과와 다를 수 있습니다.
편집기에서 쿼리를 실행하면 다음과 같은 결과가 반환됩니다. 결과에 따르면 '제이콥'은 계정 (ID 569)과 대출 (ID 110)이 하나씩 있지만 그 사이에 여러 번의 상환이 있습니다.
쿼리 2 - 정량화된 경로 탐색 및 그래프 요소 반환
다음 쿼리는 id=75가 있는 소스 계정에서 시작하여 id=199가 있는 대상 계정에 도달하는 3~6홉 이내의 모든 계정 송금을 일치시킵니다. {3,6} 문법은 src_accnt와 dst_accnt 사이의 정량화된 3~6개 홉 경로 탐색을 나타내는 데 사용됩니다.
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;
시각적으로 측정된 에지 순회는 아래와 같이 생각할 수 있습니다. src_account 노드에서 시작하여 3~6홉 사이의 가능한 모든 계정 이전 경로를 가져와 dst_account에 도달합니다.
예를 들어 아래 하단에 강조 표시된 경로는 6홉 쿼리입니다.
이 쿼리를 실행하면 다음과 같은 결과가 표시됩니다.
위에서 transfers 가장자리가 반환되므로 그래프 요소는 TO_JSON 함수를 사용하여 JSON 형식으로 반환할 수 있습니다. 노드 및 에지에 대해 반환된 JSON 객체에는 identifier, properties, labels가 포함됩니다. 또한 에지에 대해 반환된 JSON 객체에는 source_node_identifier 및 destination_node_identifier도 포함됩니다.
이 쿼리에서 결과는 전송 에지 홉 수를 반환하고 일치하는 각 경로의 전송 에지를 JSON 형식(TO_JSON(transfer) AS transfer_edges 포함)으로 반환합니다.
반환된 transfer_edges는 JSON 배열 객체입니다. 소스 계정과 대상 계정 간에 일치하는 각 경로에 여러 전송 에지가 있을 수 있으므로 JSON 배열 유형입니다.
배열의 각 요소는 연결된 노드의 labels, source_node_identifier, destination_node_identifier 및 amount, create_time와 같은 에지 properties 데이터를 포함하는 에지입니다.
# 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": "..."
}
]
쿼리 3 - 최단 경로 검색
쿼리 2는 지정된 홉 범위 내에서 src_accnt와 dst_accnt의 세 경로를 모두 찾습니다. 각 경로는 4, 5, 6과 같이 고유한 수의 홉으로 구성됩니다.
이 두 노드 간의 최단 경로를 찾으려면 경로 검색 접두사 MATCH ANY SHORTEST를 사용하여 경로를 수정하면 됩니다. 아래 쿼리는 3~6홉 내에 두 계정 간의 최단 경로를 찾습니다.
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;
두 쿼리의 결과를 비교해 보면 쿼리 2는 가능한 3개의 경로를 모두 반환하는 반면 쿼리 3 (이 쿼리)은 4홉의 최단 경로인 결과 1개만 반환합니다.
쿼리를 실행하면 다음과 같은 결과가 표시됩니다.
쿼리 4 - 선형 합성으로 체이닝된 그래프 쿼리
NEXT 키워드를 사용하여 그래프 쿼리 블록을 연결하면 더 복잡한 관계를 식별할 수 있습니다.
아래 쿼리에서는 규정 준수 분석 요구사항의 일환으로 고객 계정의 자금 흐름을 파악하여 의심스러운 대규모 유입 또는 유출을 찾으려고 합니다.
이렇게 하려면 먼저 MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)를 사용하여 첫 번째 쿼리 블록에서 'Bisla'가 소유한 모든 은행 계좌를 찾습니다.
그런 다음 NEXT 다음의 두 번째 블록에서 '2020-01-01' 이후 각 계정으로의 총 송금 금액을 계산합니다.
그런 다음 세 번째 블록 쿼리의 송금 금액에도 동일한 로직을 적용합니다. 마지막으로 마지막 블록에서 각 계정의 유입 금액과 유출 금액의 비율을 계산합니다.
NEXT 키워드 후에 액세스해야 하는 중간 쿼리 결과의 경우 이전 블록 끝에서 반환해야 합니다. 예를 들어 일치하는 accnt는 첫 번째 블록에서 반환되므로 두 번째 블록에서 이러한 계정으로의 수입 이체를 쿼리할 수 있습니다.
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;
아래 다이어그램은 쿼리가 순회하는 경로를 시각화합니다.
쿼리를 실행하면 다음과 같은 결과가 표시됩니다.
더 많은 그래프 쿼리 살펴보기
이 Codelab의 스키마와 호환되는 여러 그래프 쿼리 예시는 사용자 가이드에서 확인할 수 있습니다.
그래프 쿼리 문법을 살펴보려면 여기에서 GoogleSQL 그래프 쿼리 언어 참조를 읽어보세요.
요약
이 단계에서는 여러 GQL 그래프 쿼리를 실행하고 시맨틱을 이해했습니다.
다음 단계
다음으로 GQL과 SQL을 결합한 쿼리를 실행합니다.
8. 그래프 및 테이블 함께 쿼리
Spanner 스튜디오에서 쿼리 실행
이 단계에서는 SQL 테이블과 상호 운용하여 Spanner의 그래프 모델을 관계형 모델과 연결하는 그래프 쿼리를 실행합니다.
각 쿼리에 대해 Spanner Studio에서 실행할 새 편집기를 만들 수 있습니다.
SQL 상호 운용성 쿼리 실행
Spanner Graph에서 SQL과 GQL은 완전히 상호 운용됩니다. GRAPH_TABLE 연산자를 사용하여 GQL과 SQL을 결합합니다. 연산자 내에서는 이전 섹션과 같이 GQL을 작성할 수 있습니다. 그런 다음 RETURN 문을 통해 결과를 SQL 쿼리 부분에 다시 연결할 수 있습니다.
예를 들어 GQL과 SQL을 결합하여 의심스러운 계정에서 송금을 받은 계정의 감사 정보를 찾을 수 있습니다.
다음 쿼리를 보면 GRAPH_TABLE 연산자의 GQL 쿼리는 Transfers 가장자리를 통해 의심스러운 계정에서 1~2홉을 이동한 후 도달한 계정의 고유 ID를 반환합니다. 그런 다음 쿼리는 AccountAudits 테이블과 조인하여 해당 계정의 감사 정보를 찾습니다.
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
쿼리를 실행하면 아래와 같은 결과가 표시됩니다.
그래프와 SQL 쿼리를 결합하는 GRAPH_TABLE 연산자에 대한 자세한 내용은 사용자 가이드를 참고하세요.
다음 단계
다음으로 Codelab을 정리할 수 있습니다.
9. 정리 (선택사항)
정리하려면 Cloud Console의 Spanner 섹션으로 이동하여 Codelab에서 만든 graph-demo 인스턴스를 삭제하면 됩니다.
10. 축하합니다.
축하합니다. Spanner Graph로 그래프 스키마를 만들고 그래프 쿼리를 실행했습니다.
기존 SQL 쿼리는 복잡한 관계 네트워크로 인해 점점 더 복잡해지는 데이터의 연결을 파악하기에 충분하지 않습니다. Spanner Graph는 강력한 그래프 쿼리 문법, 거의 무제한의 용량, 99.999% 의 가용성을 갖춘 미션 크리티컬 그래프 데이터 모델을 제공합니다.
이제 Spanner Graph 개념에 대해 더 잘 알게 되었으니 스키마와 데이터를 사용해 보세요.
다음 단계
사용자 가이드에서 Spanner Graph에 관해 자세히 알아보세요.