شروع کار با Spanner Graph

1. مقدمه

Spanner Graph قابلیت‌های هدفمند پایگاه داده گراف را با Spanner ، پایگاه داده همیشه روشن، جهانی سازگار و تقریباً نامحدود مقیاس‌پذیر Google Cloud متحد می‌کند.

Spanner Graph از یک رابط پرس و جو گراف سازگار با استانداردهای ISO GQL (Graph Query Language) پشتیبانی می کند. با قابلیت همکاری بین مدل‌های رابطه‌ای و نموداری، می‌توانید قابلیت‌های تثبیت شده SQL را با بیان تطبیق الگوی نمودار از GQL ترکیب کنید. جداول را می توان با استفاده از طرح واره های اعلامی بدون انتقال داده ها به نمودارها نگاشت، که نمودارها را به مجموعه داده های جدولی می آورد. با این کار، می‌توانید انتخاب‌های مدل داده‌ای را با اتصال دیرهنگام (یعنی به تعویق انداختن) انجام دهید و از بهترین زبان پرس و جو برای هر کاری که باید انجام شود استفاده کنید.

در این آزمایشگاه، راه‌اندازی پایگاه‌داده Spanner Graph با استفاده از مجموعه داده‌های از پیش جمع‌شده، جستجوی نمودار با استفاده از GQL، و دسترسی به نمودار و داده‌های رابطه‌ای با هم با ترکیب GQL و SQL را طی خواهید کرد.

چیزی که خواهی ساخت

به عنوان بخشی از این آزمایشگاه، شما:

  • یک نمونه Spanner ایجاد کنید.
  • یک پایگاه داده با طرح نمودار مالی و مجموعه داده های از پیش پر شده راه اندازی کنید.
  • جستارهای GQL را صادر کنید و GQL و SQL را با هم ترکیب کنید.

چیزی که یاد خواهید گرفت

  • نحوه راه اندازی یک نمونه Spanner.
  • نحوه استفاده از gcloud spanner samples init finance-graph برای راه‌اندازی یک نمونه پایگاه داده Spanner Graph.
  • نحوه مشاهده نمودار نمودار در صفحه نمای کلی پایگاه داده.
  • نحوه نوشتن پرس و جوهای مسیرهای چندگانه با استفاده از GQL.
  • نحوه نوشتن پرس و جوهای پیچیده تر با استفاده از GQL
  • چگونه GQL و SQL را با هم ترکیب کنیم.

آنچه شما نیاز دارید

  • یک پروژه Google Cloud که به یک حساب صورت‌حساب متصل است.
  • یک مرورگر وب، مانند کروم یا فایرفاکس .

2. راه اندازی و الزامات

یک پروژه GCP ایجاد کنید

به Google Cloud Console وارد شوید و یک پروژه جدید ایجاد کنید یا از یک موجود استفاده مجدد کنید. اگر قبلاً یک حساب Gmail یا Google Workspace ندارید، باید یک حساب ایجاد کنید .

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  • نام پروژه نام نمایشی برای شرکت کنندگان این پروژه است. این یک رشته کاراکتری است که توسط API های Google استفاده نمی شود. همیشه می توانید آن را به روز کنید.
  • شناسه پروژه در تمام پروژه‌های Google Cloud منحصربه‌فرد است و تغییرناپذیر است (پس از تنظیم نمی‌توان آن را تغییر داد). Cloud Console به طور خودکار یک رشته منحصر به فرد تولید می کند. معمولاً برای شما مهم نیست که چیست. در اکثر کدها، باید شناسه پروژه خود را ارجاع دهید (معمولاً با نام PROJECT_ID شناخته می شود). اگر شناسه تولید شده را دوست ندارید، ممکن است یک شناسه تصادفی دیگر ایجاد کنید. از طرف دیگر، می‌توانید خودتان را امتحان کنید، و ببینید آیا در دسترس است یا خیر. پس از این مرحله نمی توان آن را تغییر داد و در طول مدت پروژه باقی می ماند.
  • برای اطلاع شما، یک مقدار سوم وجود دارد، یک شماره پروژه ، که برخی از API ها از آن استفاده می کنند. در مورد هر سه این مقادیر در مستندات بیشتر بیاموزید.

تنظیم صورتحساب

در مرحله بعد، باید راهنمای کاربر مدیریت صورت‌حساب را دنبال کنید و صورت‌حساب را در کنسول Cloud فعال کنید. کاربران جدید Google Cloud واجد شرایط برنامه آزمایشی رایگان 300 دلاری هستند. برای جلوگیری از متحمل شدن صورت‌حساب فراتر از این آموزش، می‌توانید با دنبال کردن «مرحله 9 پاک‌سازی»، نمونه Spanner را در انتهای کد لبه خاموش کنید.

Cloud Shell را راه اندازی کنید

در حالی که Google Cloud را می توان از راه دور از لپ تاپ شما کار کرد، در این کد لبه از Google Cloud Shell استفاده خواهید کرد، یک محیط خط فرمان که در Cloud اجرا می شود.

از Google Cloud Console ، روی نماد Cloud Shell در نوار ابزار بالا سمت راست کلیک کنید:

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تهیه و اتصال به محیط فقط چند لحظه طول می کشد. وقتی تمام شد، باید چیزی شبیه به این را ببینید:

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این ماشین مجازی با تمام ابزارهای توسعه که شما نیاز دارید بارگذاری شده است. این یک فهرست اصلی 5 گیگابایتی دائمی را ارائه می دهد و در Google Cloud اجرا می شود و عملکرد و احراز هویت شبکه را تا حد زیادی افزایش می دهد. تمام کارهای شما در این کد لبه را می توان در یک مرورگر انجام داد. شما نیازی به نصب چیزی ندارید.

3. یک نمونه Spanner ایجاد کنید

در Spanner، یک نمونه مجموعه ای از منابع محاسباتی و ذخیره سازی است که میزبان یک یا چند پایگاه داده Spanner است. برای میزبانی پایگاه داده Spanner برای این Codelab به حداقل 1 نمونه نیاز دارید.

نسخه gcloud SDK را بررسی کنید

قبل از ایجاد یک نمونه، مطمئن شوید که gcloud SDK در Google Cloud Shell به نسخه مورد نیاز - gcloud SDK 493.0.0 به‌روزرسانی شده است. با دنبال کردن دستور زیر می توانید نسخه gcloud SDK خود را پیدا کنید.

$ gcloud version | grep Google

در اینجا یک نمونه خروجی آورده شده است:

Google Cloud SDK 489.0.0

اگر نسخه ای که استفاده می کنید زودتر از نسخه 493.0.0 مورد نیاز است ( 489.0.0 در مثال قبلی)، باید با اجرای دستور زیر Google Cloud SDK خود را ارتقا دهید:

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 را فعال کنید

در داخل Cloud Shell، مطمئن شوید که ID پروژه شما راه اندازی شده است. از اولین دستور زیر برای پیدا کردن شناسه پروژه پیکربندی شده فعلی استفاده کنید. اگر نتیجه مورد انتظار نیست، دستور دوم زیر دستور درست را تنظیم می کند.

gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]

منطقه پیش فرض خود را به us-central1 پیکربندی کنید. با خیال راحت این را به منطقه دیگری که توسط پیکربندی های منطقه ای Spanner پشتیبانی می شود تغییر دهید.

gcloud config set compute/region us-central1

Spanner API را فعال کنید:

gcloud services enable spanner.googleapis.com

نمونه Spanner را ایجاد کنید

در این بخش، یک نمونه آزمایشی رایگان یا یک نمونه تدارکاتی ایجاد خواهید کرد. در سراسر این کد، شناسه نمونه Spanner Graph مورد استفاده، graph-demo است که با استفاده از خط فرمان export به عنوان متغیر SPANNER_INSTANCE_ID تنظیم شده است. به صورت اختیاری، می توانید نام شناسه نمونه خود را انتخاب کنید.

یک نمونه Spanner آزمایشی رایگان ایجاد کنید

یک نمونه آزمایشی رایگان 90 روزه Spanner برای هر کسی که حساب Google دارد و صورت‌حساب Cloud را در پروژه خود فعال کرده باشد، در دسترس است. هزینه ای از شما کسر نمی شود مگر اینکه بخواهید نمونه آزمایشی رایگان خود را به نمونه پولی ارتقا دهید. Spanner Graph در نمونه آزمایشی رایگان پشتیبانی می شود. در صورت واجد شرایط بودن، با باز کردن Cloud Shell و اجرای این دستور، یک نمونه آزمایشی رایگان ایجاد کنید:

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"

خروجی فرمان:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --instance-type=free-instance \
  --description="Spanner Graph demo"
Creating instance...done.

یک نمونه Spanner ارائه شده ایجاد کنید

اگر واجد شرایط استفاده از نمونه آزمایشی رایگان نیستید، می‌توانید یک نمونه Spanner ارائه شده از 1 گره را برای این Codelab راه‌اندازی کنید. Spanner Graph در نسخه های Enterprise یا Enterprise Plus موجود است. برای ایجاد یک نمونه در نسخه Enterprise یا Enterprise Plus، Cloud Shell را باز کنید و این دستور را اجرا کنید:

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

خروجی فرمان:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --description="Spanner Graph demo" \
  --nodes=1
Creating instance...done.  

4. پایگاه داده Spanner را به صورت خودکار ایجاد کنید

نسخه gcloud SDK را بررسی کنید

قبل از ایجاد پایگاه داده، مطمئن شوید که gcloud SDK در Google Cloud Shell به نسخه مورد نیاز - gcloud SDK 484.0.0 به روز شده است. با اجرای دستور زیر می توانید نسخه gcloud SDK خود را پیدا کنید.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

اگر نسخه کمتر از 484.0.0 مورد نیاز است (به عنوان مثال، خروجی بالا 483.0.0 )، باید با کپی کردن و اجرای دستور زیر، آن را ارتقا دهید.

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

ایجاد نمونه و پایگاه داده

هنگامی که نمونه شما اجرا می شود، می توانید پایگاه داده را ایجاد کنید. Spanner اجازه می دهد تا چندین پایگاه داده در یک نمونه واحد وجود داشته باشد.

پایگاه داده جایی است که شما طرحواره خود را تعریف می کنید. شما همچنین می توانید کنترل کنید که چه کسی به پایگاه داده دسترسی دارد، رمزگذاری سفارشی را تنظیم کنید، بهینه ساز را پیکربندی کنید و دوره نگهداری را تنظیم کنید.

پایگاه داده در نمونه با شناسه SPANNER_INSTANCE_ID مرحله قبل ایجاد خواهد شد.

اگر هنوز متغیر SPANNER_INSTANCE_ID را تنظیم نکرده اید، از خط فرمان زیر برای تنظیم استفاده کنید.

export SPANNER_INSTANCE_ID={your_instance_id}

از ابزار خط فرمان Google Cloud Shell gcloud زیر برای ایجاد پایگاه داده Spanner با طرح نمودار مالی و مجموعه داده های مالی از پیش پر شده استفاده کنید.

 gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID

خروجی فرمان:

$ 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

فرمان gcloud spanner samples init finance-graph پوششی برای اقدامات زیر است:

  • ایجاد یک پایگاه داده با نام "finance-graph-db" در نمونه شما.
  • ایجاد یک طرح گراف مالی در پایگاه داده. این طرح شامل تعاریف گره برای موجودیت هایی مانند حساب های بانکی، وام ها و غیره و تعریف لبه برای روابط بین آنها است. در مرحله 6 می توانید طرح پایگاه داده را بررسی کنید.
  • درج چندین هزار گره گراف و یال در پایگاه داده.

نحوه رسیدگی به خطاها

درج داده ناموفق بود

اگر ابزار با یک پیام خطا به پایان رسید Failed to insert data for the graph database , می توانید صفحه اختیاری مرحله 5) را دنبال کنید تا به صورت دستی یک پایگاه داده ایجاد کنید و سپس داده ها را وارد کنید.

بعدی

در صورت موفقیت آمیز بودن ایجاد خودکار پایگاه داده، می توانید بخش اختیاری بعدی را رد کنید و مستقیماً به «کاوش در طرح نمودار» (مرحله 6) بروید.

5. (اختیاری) پایگاه داده Spanner را به صورت دستی ایجاد کنید

هنگامی که نمونه شما در حال اجرا است، می توانید پایگاه داده را به صورت دستی ایجاد کنید.

پایگاه داده جایی است که شما طرحواره خود را تعریف می کنید. شما همچنین می توانید کنترل کنید که چه کسی به پایگاه داده دسترسی دارد، رمزگذاری سفارشی را تنظیم کنید، بهینه ساز را پیکربندی کنید و دوره نگهداری را تنظیم کنید.

پایگاه داده در نمونه با شناسه SPANNER_INSTANCE_ID در مراحل قبل ایجاد خواهد شد.

اگر هنوز متغیر SPANNER_INSTANCE_ID را تنظیم نکرده اید، از خط فرمان زیر برای تنظیم استفاده کنید.

export SPANNER_INSTANCE_ID={your_instance_id}

برای ایجاد پایگاه داده، از ابزار خط فرمان gcloud استفاده کنید:

export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID

خروجی فرمان:

$ gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID
Creating database...done.

طرحواره را با نمودار ایجاد کنید

برای تنظیم طرحواره، به Spanner Studio بروید و از ویرایشگر استفاده کنید:

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برای طرح، DDL زیر را کپی و در ویرایشگر Spanner Studio قرار دهید.

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
  );

سپس، روی دکمه RUN کلیک کنید و چند ثانیه صبر کنید تا طرح شما ساخته شود.

ممکن است در مورد معنای هر عبارت CREATE ، به خصوص عبارت CREATE PROPERTY GRAPH تعجب کنید. ما طرح را در مرحله 6 بعدی بررسی خواهیم کرد).

داده ها را بارگذاری کنید

اکنون، می خواهید برخی از داده های گراف مالی را در پایگاه داده خود وارد کنید.

Spanner Graph نمودارها را از جداول ورودی ایجاد می‌کند، بنابراین داده‌های نمودار بر اساس داده‌های جداول ورودی است، بدون تکرار داده‌ها. به همین ترتیب، تغییرات داده ها در جداول ورودی به طور خودکار در مدل نمودار منعکس می شود. این امر از ETL پیچیده برای همگام سازی با سایر منابع داده جلوگیری می کند.

می توانید از دستورات SQL INSERT آشنا خود برای درج داده ها در جداول ورودی استفاده کنید.

یک تب جدید در Spanner Studio باز کنید، سپس عبارات درج زیر را کپی و جایگذاری کنید و روی دکمه RUN کلیک کنید. عبارات INSERT هزاران گره و لبه را در پایگاه داده شما پر می کند. با توجه به حجم متن، ممکن است چند ثانیه طول بکشد تا کپی شود.

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 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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.");

خلاصه

در این مرحله شما پایگاه داده Spanner را با یک طرح نمودار و داده های گراف از پیش پر شده ایجاد کرده اید.

بعدی

در مرحله بعد، شما طرح نمودار را بررسی خواهید کرد

6. بررسی طرح واره گراف

مشاهده طرح نمودار

در Cloud Console، به نمونه Spanner بروید و روی پایگاه داده finance-graph-db کلیک کنید. از این صفحه نمای کلی، روی دکمه "Show Equivalent DDL" (در پایین صفحه) کلیک کنید تا طرح پایگاه داده نمایش داده شود.

26837c6140a6667f.png

هنگام بررسی طرحواره، ابتدا تعدادی جداول رابطه‌ای را با دستورات CREATE TABLE مشاهده خواهید کرد که در تصویر زیر نیز ثبت شده‌اند:

  • جدول Account ، که حاوی اطلاعات مربوط به حساب های بانکی است
  • جدول AccountAudits ، که حسابرسی حساب های بانکی را ردیابی می کند
  • جدول AccountRepayLoan ، که بازپرداخت وام های انجام شده از حساب های بانکی را ردیابی می کند.
  • جدول AccountTransferAccount که انتقال پول بین حساب های بانکی را ردیابی می کند.
  • جدول Loan ، که حاوی داده های مربوط به وام های مشتری است
  • جدول Person ، که حاوی داده‌های مربوط به مشتریان بانکی است که به عنوان افراد مدل‌سازی شده‌اند
  • جدول PersonOwnAccount ، که رابطه افراد صاحب حساب بانکی را ردیابی می کند

3cd4ea803709467.png

طرح DDL را به پایین اسکرول کنید و عبارت CREATE PROPERTY GRAPH FinGraph را خواهید دید که در آن ما طرح نمودار را بر اساس جداول SQL بالا تعریف می کنیم. در قسمت بعدی طرح نمودار را توضیح خواهیم داد.

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طرح واره گراف را درک کنید

Spanner Graph به شما امکان می دهد با استفاده از عبارت CREATE PROPERTY GRAPH یک نمودار از جداول ایجاد کنید. جداول مورد استفاده برای ایجاد نمودارها جداول ورودی نامیده می شوند. هنگام ایجاد نمودار، داده های تکراری وجود ندارد.

Spanner Graph از مدل داده های نمودار ویژگی با گره ها و لبه های حاشیه نویسی شده با برچسب ها و ویژگی ها پشتیبانی می کند. در این طرح گراف مالی، ما 3 نوع گره و 3 نوع یال را بر اساس جداول ورودی رابطه ای تعریف شده قبلی ایجاد کردیم.

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گره ها

ما 3 نوع گره را بر اساس 3 جدول ورودی تعریف می کنیم:

  1. گره Person ، بر اساس جدول شخص
  2. گره Account ، بر اساس جدول حساب
  3. گره Loan ، بر اساس جدول وام
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)
  )
 ...

هر ردیف در جداول گره به یک گره در مدل گراف نگاشت می شود. هر گره دارای یک برچسب مانند Account و Person است که نشان دهنده گره است. شما از برچسب ها برای پرس و جو از انواع گره ها در صفحه بعد استفاده خواهید کرد.

به طور پیش‌فرض، تمام ستون‌های جدول ورودی در زمان ایجاد نمودار به‌عنوان ویژگی‌های گره گنجانده می‌شوند. برای مثال، id ، create_time ، is_blocked و ستون‌های type جدول Account ویژگی‌های گره Account هستند. با این حال، با استفاده از نحو ALL COLUMNS EXCEPT ، که در اینجا توضیح داده شده است، می‌توان ستون‌ها را از مدل نمودار حذف کرد.

لبه ها

ما 3 نوع لبه را بین گره ها تعریف می کنیم:

  1. لبه AccountRepayLoan ، بر اساس جدول AccountRepayLoan ، اتصال گره Account به گره Loan .
  2. لبه AccountTransferAccount ، بر اساس جدول AccountTransferAccount ، گره Account به گره Account دیگر متصل می کند.
  3. لبه PersonOwnAccount ، بر اساس جدول PersonOwnAccount ، گره Person را به گره Account متصل می کند.
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)
  );

نگاشت یک جدول به لبه ها نیاز به تعریف کلیدهای مبدا و مقصد دارد. این کلیدها رابطه بین لبه و گره های مبدا و مقصد را برقرار می کنند.

به عنوان مثال، هر لبه PersonOwnAccount یک Person (منبع) را به یک گره Account (مقصد) متصل می کند.

  • گره SOURCE یک یال یک گره Person است که id آن با id لبه یکسان است.
  • گره DESTINATION یک لبه یک گره Account است که id آن با لبه account_id یکسان است.
   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)

هر لبه دارای برچسبی مانند Repays و Owns است که نشان دهنده نوع لبه است. مشابه گره‌های گراف، تمام ستون‌های جدول ورودی به‌طور پیش‌فرض به‌عنوان ویژگی‌های لبه گنجانده شده‌اند.

بیشتر در مورد طرحواره

در اینجا می‌توانید درباره مفاهیم کلی طرح نمودار مانند برچسب، ویژگی‌ها و رابطه با جداول ورودی اطلاعات بیشتری کسب کنید.

می توانید در مورد تعریف گره و تعریف لبه بیشتر بخوانید.

خلاصه

در این مرحله شما جداول ورودی، گره گراف و انواع لبه های طرحواره گراف مالی را درک کرده اید.

بعدی

در مرحله بعد، پرس و جوهایی از سناریوهای مالی را برای کشف پتانسیل داده های نمودار اجرا می کنید.

7. نمودار را با استفاده از GQL پرس و جو کنید

پیمایش پرس و جو گراف در GQL چیست

داده های گراف به صورت گره هایی که توسط لبه ها به هم متصل شده اند نشان داده می شوند. یک پرس و جو گراف از طریق این اتصالات حرکت می کند و بر اساس معیارهای مشخص شده از گره ای به گره دیگر می پرد. در یک پرس و جو گراف، "hop" به عبور از یک گره به گره دیگر در امتداد لبه اتصال اشاره دارد. این نشان دهنده یک مرحله واحد در فرآیند پیمایش است.

به عنوان مثال، در پیمایش نمودار زیر، 2 پرش بین شخص ( Bob )، حساب ( 18 ) و وام ( 27 ) وجود دارد.

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کوئری ها را در Spanner Studio اجرا کنید

در این مرحله، چندین پرس‌و‌جوی GQL را اجرا می‌کنید تا بفهمید چگونه معناشناسی پرس و جو گراف، تجزیه و تحلیل داده‌های گراف مالی را ممکن می‌سازد.

برای هر پرس و جو، می توانید یک ویرایشگر جدید مانند "Editor 1" در Spanner Studio ایجاد کنید تا اجرا شود.

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پرس و جو 1 - تطبیق اصلی گره و الگوی لبه

می توانید پرس و جو زیر را اجرا کنید تا از یک گره شخصی به نام " جکوبی " عبور کنید، حساب های متعلق به آن شخص را بیابید و سپس وام های بازپرداخت شده توسط حساب را کشف کنید. این یک پیمایش پرس و جو گراف 2 هاپ است:

  • پرش اول: گره Person به گره Account از طریق Owns edge
  • پرش دوم: گره Account به گره Loan از طریق لبه Repays

روشی که ما انواع گره و لبه را مطابقت می‌دهیم بر اساس برچسب‌های آن‌ها است، مانند قسمت‌های :Person ، :Owns و :Account در جستار زیر.

نتیجه، شناسه حساب، اطلاعات بازپرداخت و اطلاعات وام را بر اساس تاریخ بازپرداخت وام برمی‌گرداند.

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;

نمودار زیر به تجسم اینکه چگونه درخواست می‌تواند همه حساب‌های متعلق به " Jacoby " را که بازپرداخت وام را انجام داده‌اند، واکشی کند، کمک می‌کند. (نتیجه پرس و جو ممکن است با آنچه در نمودار نشان می دهد متفاوت باشد.)

8165a85878d957ef.png

اجرای پرس و جو در ویرایشگر باید نتایجی مانند زیر را نشان دهد. نتیجه نشان می دهد که "Jacoby" تنها یک حساب (id 569 ) و یک وام (id 110 ) دارد، اما بازپرداخت های متعددی بین آنها وجود دارد.

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پرس و جو 2 - پیمایش مسیر و عناصر گراف برگشتی کمی

جستار زیر با تمام نقل و انتقالات حساب که از یک حساب مبدأ با id=75 شروع می شود، در عرض 3 تا 6 پرش ، تا رسیدن به حساب مقصد با id=199 مطابقت دارد. نحو {3,6} برای نشان دادن پیمایش کمی 3 تا 6 مسیر پرش بین src_accnt و dst_accnt استفاده می‌شود.

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;

از نظر بصری، می‌توانید پیمایش لبه کمی را مانند زیر در نظر بگیرید: از یک گره src_account شروع می‌شود و تمام مسیرهای انتقال حساب ممکن را بین 3 تا 6 هاپ واکشی می‌کند تا به dst_account برسد.

به عنوان مثال، مسیر برجسته شده در پایین، یک کوئری 6 پرش است.

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اجرای این پرس و جو باید نتایج زیر را به همراه داشته باشد:

1cbcb60ad921ebbf.png

عناصر گراف را می توان در قالب JSON با استفاده از تابع TO_JSON برگرداند، زیرا لبه های transfers در بالا بازگردانده می شوند. اشیاء JSON برگشتی برای گره و لبه شامل identifier ، properties و labels آن‌ها است. علاوه بر این، اشیاء JSON برگشتی برای لبه ها نیز شامل source_node_identifier و destination_node_identifier خواهد بود.

در این کوئری، نتیجه تعداد پرش‌های لبه انتقال و یال‌های انتقال در هر مسیر مطابق با فرمت JSON با TO_JSON(transfer) AS transfer_edges را برمی‌گرداند.

transfer_edges بازگشتی یک شی آرایه JSON است. این از نوع آرایه JSON است زیرا ممکن است چندین لبه انتقال در هر مسیر منطبق بین حساب منبع و مقصد وجود داشته باشد.

هر عنصر آرایه یک لبه است که حاوی labels ، source_node_identifier و destination_node_identifier گره‌های متصل، و داده‌های properties لبه مانند amount و create_time است.

# 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": "..."
  }
]

پرس و جو 2 هر سه مسیر src_accnt و dst_accnt را در محدوده مشخص شده پرش ها پیدا می کند. هر مسیر شامل تعداد مشخصی از پرش ها، یعنی چهار، پنج و شش است.

اگر می‌خواهید کوتاه‌ترین مسیر را بین این دو گره پیدا کنید، می‌توانید آن را با استفاده از پیشوند جستجوی مسیر MATCH ANY SHORTEST تغییر دهید تا به آن برسید. پرس و جوی زیر کوتاه ترین مسیر بین این دو حساب را در عرض 3 تا 6 پرش پیدا می کند.

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;

با مقایسه نتایج هر دو پرس و جو، متوجه خواهید شد که Query 2 تمام 3 مسیر ممکن را برمی گرداند در حالی که Query 3 (این پرس و جو) تنها 1 نتیجه را برمی گرداند که کوتاه ترین مسیر 4 پرش است.

66a5f6eac2b0978d.png

اجرای پرس و جو باید نتیجه زیر را به همراه داشته باشد.

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پرس و جو 4 - پرس و جوهای نموداری که با ترکیب خطی زنجیره شده اند

روابط پیچیده تر را می توان با استفاده از کلمه کلیدی NEXT برای زنجیره بلوک های پرس و جوهای گراف به یکدیگر شناسایی کرد.

در جستار زیر، می‌خواهید جریان پول حساب‌های مشتری را درک کنید تا به‌عنوان بخشی از الزامات تجزیه و تحلیل انطباق، به دنبال ورودی یا خروجی مشکوک بزرگ باشید.

برای انجام این کار، ابتدا همه حساب‌های بانکی متعلق به " Bisla " را در بلوک جستجوی اول با MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) پیدا می‌کنید.

سپس در بلوک دوم بعد از NEXT ، کل مبالغ انتقال به هر حساب را از «01-01-2020» محاسبه می‌کنید.

پس از آن، همان منطق را برای مبالغ خروجی در پرس و جو بلوک سوم اعمال می کنید. در نهایت، نسبت مقادیر ورودی به مبالغ خروجی را برای هر حساب در آخرین بلوک محاسبه می‌کنید.

برای نتایج میانی پرس و جو که باید بعد از کلمه کلیدی NEXT به آنها دسترسی داشته باشید، باید آنها را در انتهای بلوک قبلی برگردانید. به عنوان مثال، accnt مطابق در بلوک اول برگردانده می شود تا بلوک دوم بتواند نقل و انتقالات ورودی به این حساب ها را پرس و جو کند.

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;

نمودار زیر آنچه را که پرس و جو طی می کند به تصویر می کشد.

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اجرای پرس و جو باید نتیجه زیر را به همراه داشته باشد:

ff7f0a1cb2ad877d.png

جستارهای بیشتر نمودار را کاوش کنید

شما می توانید تعدادی نمونه پرس و جو گراف سازگار با طرحواره این کد لبه را در راهنمای کاربر بیابید.

برای بررسی نحو پرس و جو گراف، می توانید منابع زبان جستجوی گراف GoogleSQL را در اینجا بخوانید.

خلاصه

در این مرحله شما تعداد زیادی پرس و جو گراف GQL را اجرا کرده اید و معنای آنها را درک کرده اید.

بعدی

در مرحله بعد، کوئری هایی را اجرا می کنید که GQL و SQL را با هم ترکیب می کنند.

8. نمودار و جداول را با هم پرس و جو کنید

کوئری ها را در Spanner Studio اجرا کنید

در این مرحله، کوئری‌های گراف را اجرا می‌کنید که با جداول SQL تعامل دارند تا مدل گراف Spanner را با مدل رابطه‌ای آن متصل کنند.

برای هر پرس و جو، می توانید یک ویرایشگر جدید در Spanner Studio ایجاد کنید تا اجرا شود.

85130e5d40737852.png

پرس و جوی تعامل پذیر SQL را اجرا کنید

در Spanner Graph، SQL و GQL به طور کامل با هم کار می کنند. شما GQL و SQL را با استفاده از عملگر GRAPH_TABLE ترکیب می کنید. در داخل اپراتور می توانید GQL را مانند قسمت قبل بنویسید. سپس می‌توانید نتایج را از طریق عبارت RETURN به بخش Query SQL متصل کنید.

به عنوان مثال، می‌توانید GQL و SQL را برای یافتن اطلاعات حسابرسی حساب‌هایی که حواله‌های سیمی از یک حساب مشکوک دریافت کرده‌اند، ترکیب کنید.

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با نگاهی به جستار زیر، کوئری GQL در عملگر GRAPH_TABLE 1 یا 2 پرش از یک حساب مشکوک را از طریق لبه Transfers عبور می دهد و سپس شناسه های متمایز حساب های رسیده را برمی گرداند. سپس پرس و جو به جدول AccountAudits می پیوندد تا اطلاعات حسابرسی آن حساب ها را بیابد.

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

اجرای پرس و جو نتایجی مانند زیر را به همراه خواهد داشت.

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می توانید اطلاعات بیشتری درباره عملگر GRAPH_TABLE برای ترکیب نمودار و پرس و جوی SQL در راهنمای کاربر بخوانید.

بعدی

در مرحله بعد، می توانید Codelab را تمیز کنید.

9. تمیز کردن (اختیاری)

برای پاکسازی، کافیست به بخش Spanner در Cloud Console بروید و نمونه graph-demo را که در کد لبه ایجاد کردیم حذف کنید.

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10. تبریک می گویم!

تبریک می‌گوییم، شما با موفقیت یک طرح نمودار ایجاد کردید و درخواست‌های نمودار را با Spanner Graph اجرا کردید.

پرس و جو سنتی SQL برای کشف اتصالات در داده هایی که با شبکه های پیچیده روابط پیچیده تر شده اند کافی نیست. Spanner Graph یک مدل داده گراف حیاتی با نحو پرس و جو گراف قدرتمند، ظرفیت تقریباً نامحدود و در دسترس بودن 99.999٪ ارائه می دهد.

اکنون که با مفاهیم Spanner Graph بیشتر آشنا شده اید، طرح و داده های خود را امروز امتحان کنید!

بعدش چی؟

در راهنمای کاربر ما درباره Spanner Graph بیشتر بیاموزید.

،

1. مقدمه

Spanner Graph قابلیت‌های هدفمند پایگاه داده گراف را با Spanner ، پایگاه داده همیشه روشن، جهانی سازگار و تقریباً نامحدود مقیاس‌پذیر Google Cloud متحد می‌کند.

Spanner Graph از یک رابط پرس و جو گراف سازگار با استانداردهای ISO GQL (زبان پرس و جو نمودار) پشتیبانی می کند. با قابلیت همکاری بین مدل‌های رابطه‌ای و نموداری، می‌توانید قابلیت‌های تثبیت شده SQL را با بیان تطبیق الگوی نمودار از GQL ترکیب کنید. جداول را می توان با استفاده از طرح واره های اعلامی بدون انتقال داده ها به نمودارها نگاشت، که نمودارها را به مجموعه داده های جدولی می آورد. با این کار، می‌توانید انتخاب‌های مدل داده‌ای را با پیوند دیرهنگام (یعنی به تعویق انداختن) انجام دهید و از بهترین زبان پرس و جو برای هر کاری که باید انجام شود استفاده کنید.

در این آزمایشگاه، راه‌اندازی پایگاه‌داده Spanner Graph با استفاده از مجموعه داده‌های از پیش جمع‌شده، جستجوی نمودار با استفاده از GQL، و دسترسی به نمودار و داده‌های رابطه‌ای با هم با ترکیب GQL و SQL را طی خواهید کرد.

چیزی که خواهی ساخت

به عنوان بخشی از این آزمایشگاه، شما:

  • یک نمونه Spanner ایجاد کنید.
  • یک پایگاه داده با طرح نمودار مالی و مجموعه داده های از پیش پر شده راه اندازی کنید.
  • جستارهای GQL را صادر کنید و GQL و SQL را با هم ترکیب کنید.

چیزی که یاد خواهید گرفت

  • نحوه راه اندازی یک نمونه Spanner.
  • نحوه استفاده از gcloud spanner samples init finance-graph برای راه‌اندازی یک نمونه پایگاه داده Spanner Graph.
  • نحوه مشاهده نمودار نمودار در صفحه نمای کلی پایگاه داده.
  • نحوه نوشتن پرس و جوهای مسیرهای چندگانه با استفاده از GQL.
  • نحوه نوشتن پرس و جوهای پیچیده تر با استفاده از GQL
  • چگونه GQL و SQL را با هم ترکیب کنیم.

آنچه شما نیاز دارید

  • یک پروژه Google Cloud که به یک حساب صورت‌حساب متصل است.
  • یک مرورگر وب، مانند کروم یا فایرفاکس .

2. راه اندازی و الزامات

یک پروژه GCP ایجاد کنید

به Google Cloud Console وارد شوید و یک پروژه جدید ایجاد کنید یا از یک موجود استفاده مجدد کنید. اگر قبلاً یک حساب Gmail یا Google Workspace ندارید، باید یک حساب ایجاد کنید .

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  • نام پروژه نام نمایشی برای شرکت کنندگان این پروژه است. این یک رشته کاراکتری است که توسط API های Google استفاده نمی شود. همیشه می توانید آن را به روز کنید.
  • شناسه پروژه در تمام پروژه‌های Google Cloud منحصربه‌فرد است و تغییرناپذیر است (پس از تنظیم نمی‌توان آن را تغییر داد). Cloud Console به طور خودکار یک رشته منحصر به فرد تولید می کند. معمولاً برای شما مهم نیست که چیست. در اکثر کدها، باید شناسه پروژه خود را ارجاع دهید (معمولاً با نام PROJECT_ID شناخته می شود). اگر شناسه تولید شده را دوست ندارید، ممکن است یک شناسه تصادفی دیگر ایجاد کنید. از طرف دیگر، می‌توانید خودتان را امتحان کنید، و ببینید آیا در دسترس است یا خیر. پس از این مرحله نمی توان آن را تغییر داد و در طول مدت پروژه باقی می ماند.
  • برای اطلاع شما، یک مقدار سوم وجود دارد، یک شماره پروژه ، که برخی از API ها از آن استفاده می کنند. در مورد هر سه این مقادیر در مستندات بیشتر بیاموزید.

تنظیم صورتحساب

در مرحله بعد، باید راهنمای کاربر مدیریت صورت‌حساب را دنبال کنید و صورت‌حساب را در کنسول Cloud فعال کنید. کاربران جدید Google Cloud واجد شرایط برنامه آزمایشی رایگان 300 دلاری هستند. برای جلوگیری از متحمل شدن صورت‌حساب فراتر از این آموزش، می‌توانید با دنبال کردن «مرحله 9 پاک‌سازی»، نمونه Spanner را در انتهای کد لبه خاموش کنید.

Cloud Shell را راه اندازی کنید

در حالی که Google Cloud را می توان از راه دور از لپ تاپ شما کار کرد، در این کد لبه از Google Cloud Shell استفاده خواهید کرد، یک محیط خط فرمان که در Cloud اجرا می شود.

از Google Cloud Console ، روی نماد Cloud Shell در نوار ابزار بالا سمت راست کلیک کنید:

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تهیه و اتصال به محیط فقط چند لحظه طول می کشد. وقتی تمام شد، باید چیزی شبیه به این را ببینید:

7ffe5cbb04455448.png

این ماشین مجازی با تمام ابزارهای توسعه که شما نیاز دارید بارگذاری شده است. این یک فهرست اصلی 5 گیگابایتی دائمی را ارائه می دهد و در Google Cloud اجرا می شود و عملکرد و احراز هویت شبکه را تا حد زیادی افزایش می دهد. تمام کارهای شما در این کد لبه را می توان در یک مرورگر انجام داد. شما نیازی به نصب چیزی ندارید.

3. یک نمونه Spanner ایجاد کنید

در Spanner، یک نمونه مجموعه ای از منابع محاسباتی و ذخیره سازی است که میزبان یک یا چند پایگاه داده Spanner است. برای میزبانی پایگاه داده Spanner برای این Codelab به حداقل 1 نمونه نیاز دارید.

نسخه gcloud SDK را بررسی کنید

قبل از ایجاد یک نمونه، مطمئن شوید که gcloud SDK در Google Cloud Shell به نسخه مورد نیاز - gcloud SDK 493.0.0 به‌روزرسانی شده است. با دنبال کردن دستور زیر می توانید نسخه gcloud SDK خود را پیدا کنید.

$ gcloud version | grep Google

در اینجا یک نمونه خروجی آورده شده است:

Google Cloud SDK 489.0.0

اگر نسخه ای که استفاده می کنید زودتر از نسخه 493.0.0 مورد نیاز است ( 489.0.0 در مثال قبلی)، باید با اجرای دستور زیر Google Cloud SDK خود را ارتقا دهید:

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 را فعال کنید

در داخل Cloud Shell، مطمئن شوید که ID پروژه شما راه اندازی شده است. از اولین دستور زیر برای پیدا کردن شناسه پروژه پیکربندی شده فعلی استفاده کنید. اگر نتیجه مورد انتظار نیست، دستور دوم زیر دستور درست را تنظیم می کند.

gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]

منطقه پیش فرض خود را به us-central1 پیکربندی کنید. با خیال راحت این را به منطقه دیگری که توسط پیکربندی های منطقه ای Spanner پشتیبانی می شود تغییر دهید.

gcloud config set compute/region us-central1

Spanner API را فعال کنید:

gcloud services enable spanner.googleapis.com

نمونه Spanner را ایجاد کنید

در این بخش، یک نمونه آزمایشی رایگان یا یک نمونه تدارکاتی ایجاد خواهید کرد. در سراسر این کد، شناسه نمونه Spanner Graph مورد استفاده، graph-demo است که با استفاده از خط فرمان export به عنوان متغیر SPANNER_INSTANCE_ID تنظیم شده است. به صورت اختیاری، می توانید نام شناسه نمونه خود را انتخاب کنید.

یک نمونه Spanner آزمایشی رایگان ایجاد کنید

یک نمونه آزمایشی رایگان 90 روزه Spanner برای هر کسی که حساب Google دارد و صورت‌حساب Cloud را در پروژه خود فعال کرده باشد، در دسترس است. هزینه ای از شما کسر نمی شود مگر اینکه بخواهید نمونه آزمایشی رایگان خود را به نمونه پولی ارتقا دهید. Spanner Graph در نمونه آزمایشی رایگان پشتیبانی می شود. در صورت واجد شرایط بودن، با باز کردن Cloud Shell و اجرای این دستور، یک نمونه آزمایشی رایگان ایجاد کنید:

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"

خروجی فرمان:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --instance-type=free-instance \
  --description="Spanner Graph demo"
Creating instance...done.

یک نمونه Spanner ارائه شده ایجاد کنید

اگر واجد شرایط استفاده از نمونه آزمایشی رایگان نیستید، می‌توانید یک نمونه Spanner ارائه شده از 1 گره را برای این Codelab راه‌اندازی کنید. Spanner Graph در نسخه های Enterprise یا Enterprise Plus موجود است. برای ایجاد یک نمونه در نسخه Enterprise یا Enterprise Plus، Cloud Shell را باز کنید و این دستور را اجرا کنید:

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

خروجی فرمان:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --description="Spanner Graph demo" \
  --nodes=1
Creating instance...done.  

4. پایگاه داده Spanner را به صورت خودکار ایجاد کنید

نسخه Gcloud SDK را بررسی کنید

قبل از ایجاد یک بانک اطلاعاتی ، اطمینان حاصل کنید که GCLOUD SDK در Google Cloud Shell به نسخه مورد نیاز به روز شده است - GCLOUD SDK 484.0.0 . با اجرای دستور زیر می توانید نسخه GCLOUD SDK خود را پیدا کنید.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

اگر نسخه پایین تر از 484.0.0 باشد (به عنوان مثال ، خروجی فوق 483.0.0 ) ، باید با کپی کردن و اجرای دستور زیر ارتقا دهید.

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

ایجاد نمونه و پایگاه داده

پس از اجرای نمونه شما ، می توانید پایگاه داده را ایجاد کنید. Spanner اجازه می دهد تا چندین پایگاه داده در یک نمونه واحد انجام شود.

بانک اطلاعاتی جایی است که طرحواره خود را تعریف می کنید. همچنین می توانید کنترل کنید که چه کسی به پایگاه داده دسترسی دارد ، رمزگذاری سفارشی را تنظیم کرده ، بهینه ساز را پیکربندی کرده و دوره نگهداری را تنظیم می کند.

این پایگاه داده به عنوان مثال با ID SPANNER_INSTANCE_ID از مرحله قبلی ایجاد می شود.

اگر هنوز متغیر SPANNER_INSTANCE_ID را تنظیم نکرده اید ، برای تنظیم از خط فرمان زیر استفاده کنید.

export SPANNER_INSTANCE_ID={your_instance_id}

از ابزار خط فرمان Google Cloud Shell gcloud در زیر استفاده کنید تا یک پایگاه داده Spanner با یک طرحواره نمودار مالی و مجموعه داده های مالی از پیش جمع شده ایجاد کنید.

 gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID

خروجی فرمان:

$ 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 یک بسته بندی برای اقدامات زیر است:

  • ایجاد یک بانک اطلاعاتی به نام "مالی-گراف-DB" در مثال شما.
  • ایجاد یک طرح نمودار مالی در پایگاه داده. این طرح شامل تعاریف گره برای اشخاصی مانند حساب های بانکی ، وام و غیره و تعریف لبه برای روابط بین آنها است. شما قادر خواهید بود طرح پایگاه داده را در مرحله 6) بررسی کنید.
  • درج چندین هزار گره و لبه نمودار در پایگاه داده.

نحوه رسیدگی به خطاها

در وارد کردن داده ها انجام نشد

اگر ابزار با یک پیام خطا به پایان رسید Failed to insert data for the graph database ، می توانید صفحه اختیاری مرحله 5) را دنبال کنید تا به صورت دستی یک پایگاه داده ایجاد شود و سپس داده ها را وارد کنید.

بعدی

اگر ایجاد خودکار پایگاه داده موفق شد و مستقیماً به "کاوش در طرح نمودار" (مرحله 6) می توانید از بخش اختیاری بعدی پرش کنید.

5. (اختیاری) به صورت دستی یک پایگاه داده Spanner ایجاد کنید

پس از اجرای نمونه شما ، می توانید پایگاه داده را به صورت دستی ایجاد کنید.

بانک اطلاعاتی جایی است که طرحواره خود را تعریف می کنید. همچنین می توانید کنترل کنید که چه کسی به پایگاه داده دسترسی دارد ، رمزگذاری سفارشی را تنظیم کرده ، بهینه ساز را پیکربندی کرده و دوره نگهداری را تنظیم می کند.

این بانک اطلاعاتی در مراحل قبلی با ID SPANNER_INSTANCE_ID ایجاد می شود.

اگر هنوز متغیر SPANNER_INSTANCE_ID را تنظیم نکرده اید ، برای تنظیم از خط فرمان زیر استفاده کنید.

export SPANNER_INSTANCE_ID={your_instance_id}

برای ایجاد یک پایگاه داده ، از ابزار خط فرمان GCLOUD استفاده کنید:

export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID

خروجی فرمان:

$ gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID
Creating database...done.

طرح را با نمودار ایجاد کنید

برای تنظیم طرحواره ، به استودیوی Spanner بروید و از ویرایشگر استفاده کنید:

85130E5D40737852.PNG

برای این طرح ، DDL را در زیر ویرایشگر استودیوی Spanner کپی و چسبانده کنید.

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
  );

سپس روی دکمه RUN کلیک کنید و چند ثانیه صبر کنید تا طرح خود ایجاد شود.

ممکن است در مورد معنای هر بیانیه CREATE ، به ویژه بیانیه CREATE PROPERTY GRAPH ، تعجب کنید. ما در مرحله بعدی طرح را بازرسی خواهیم کرد).

بارگیری داده ها

اکنون می خواهید برخی از داده های نمودار مالی را در پایگاه داده خود وارد کنید.

نمودار Spanner نمودارهایی را از جداول ورودی ایجاد می کند ، بنابراین داده های نمودار بر اساس جداول ورودی است که هیچ تکثیر داده ای ندارد. به همین ترتیب ، تغییر داده ها در جداول ورودی به طور خودکار در مدل نمودار منعکس می شود. این از ETL پیچیده برای همگام سازی با سایر منابع داده جلوگیری می کند.

برای وارد کردن داده ها در جداول ورودی می توانید از بیانیه های INSERT SQL خود استفاده کنید.

یک برگه جدید را در استودیوی Spanner باز کنید ، سپس عبارت های درج زیر را کپی و چسبانده و روی دکمه RUN کلیک کنید. اظهارات INSERT هزاران گره و لبه در پایگاه داده شما جمع می شود. با توجه به حجم متن ، می توان چند ثانیه طول کشید تا کپی شود.

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 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(275,"2020-07-10 23:43:12", "Support ticket closed."), (404,"2020-03-03 15:04:57", "Account details viewed by user."), (450,"2021-02-01 13:22:39", "Account locked due to multiple failed login attempts."), (18,"2020-10-22 12:49:15", "Account details viewed by user."), (393,"2021-03-21 09:18:19", "Data export requested."), (123,"2021-02-07 09:22:43", "API key revoked."), (4,"2021-09-04 15:28:14", "Subscription renewed."), (393,"2021-08-19 19:12:54", "Support ticket closed."), (597,"2020-11-14 21:26:33", "Profile picture updated."), (446,"2021-03-08 00:47:19", "Account password reset successfully."), (8,"2020-11-20 01:46:07", "Billing information updated."), (3,"2021-04-06 09:18:37", "Support ticket closed."), (590,"2020-07-13 06:14:06", "Security question updated."), (404,"2020-06-20 08:10:49", "Billing information updated."), (520,"2021-06-11 13:31:30", "Account unlocked by system administrator."), (6,"2020-08-11 10:07:53", "User logged in successfully."), (306,"2021-12-24 18:39:10", "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 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.");

خلاصه

در این مرحله شما پایگاه داده Spanner را با یک طرحواره نمودار و داده های نمودار از پیش جمع شده ایجاد کرده اید.

بعدی

بعد ، طرح نمودار را کشف خواهید کرد

6. کاوش در طرح نمودار

مشاهده طرح نمودار نمودار

در کنسول ابر ، به نمونه Spanner بروید و روی پایگاه داده finance-graph-db کلیک کنید. از این صفحه نمای کلی ، روی دکمه "نمایش معادل DDL" (در پایین صفحه) کلیک کنید تا طرح پایگاه داده نمایش داده شود.

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هنگام بازرسی از طرحواره ، ابتدا تعدادی از میزهای رابطه ای را با بیانیه های CREATE TABLE خواهید کرد ، همچنین در تصویر زیر ضبط شده است:

  • جدول Account ، که شامل داده های مربوط به حساب های بانکی است
  • جدول AccountAudits ، که حسابرسی حساب های بانکی را ردیابی می کند
  • جدول AccountRepayLoan ، که بازپرداخت وام های ساخته شده از حساب های بانکی را ردیابی می کند.
  • جدول AccountTransferAccount ، که انتقال پول بین حساب های بانکی را ردیابی می کند.
  • جدول Loan ، که حاوی داده های مربوط به وام مشتری است
  • جدول Person ، که حاوی داده هایی در مورد مشتری های بانکی است که به عنوان افراد مدل شده اند
  • جدول PersonOwnAccount ، که رابطه افراد دارای حساب های بانکی را ردیابی می کند

3CD4EA803709467.PNG

به پایین طرح DDL بروید ، و عبارت CREATE PROPERTY GRAPH FinGraph را مشاهده خواهید کرد که در آن طرح نمودار را بر اساس جداول SQL در بالا تعریف می کنیم. ما طرح نمودار را در بخش بعدی توضیح خواهیم داد.

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طرح نمودار را درک کنید

Spanner Graph به شما امکان می دهد با استفاده از عبارت CREATE PROPERTY GRAPH از جداول ایجاد کنید. جداول مورد استفاده برای ایجاد نمودارها جداول ورودی نامیده می شود. در هنگام ایجاد نمودار هیچ تکثیر داده ای وجود ندارد.

نمودار Spanner از مدل داده نمودار ویژگی با گره ها و لبه های حاشیه نویسی با برچسب ها و خصوصیات پشتیبانی می کند. در این طرح نمودار مالی ، ما 3 نوع گره و 3 نوع لبه را بر اساس جداول ورودی رابطه ای که قبلاً تعریف شده بود ، ایجاد کردیم.

30EF4FA5B6B29BD9.png

گره ها

ما 3 نوع گره را بر اساس 3 جدول ورودی تعریف می کنیم:

  1. گره Person ، بر اساس جدول شخص
  2. گره Account ، بر اساس جدول حساب
  3. گره Loan ، بر اساس جدول وام
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)
  )
 ...

هر ردیف در جداول گره به یک گره در مدل نمودار نقشه می رود. هر گره دارای یک برچسب مانند Account و Person است که نشان دهنده گره است. در صفحه بعد از برچسب ها برای جستجوی انواع گره استفاده خواهید کرد.

به طور پیش فرض ، تمام ستون های جدول ورودی در زمان ایجاد نمودار به عنوان خصوصیات گره گنجانده شده است. به عنوان مثال ، id ، create_time ، is_blocked و ستون های type جدول Account ویژگی های گره Account هستند. با این حال ، ستون ها را می توان از مدل نمودار حذف کرد. با استفاده از ALL COLUMNS EXCEPT نحو ، که در اینجا توضیح داده شده است.

لبه ها

ما 3 نوع لبه را بین گره ها تعریف می کنیم:

  1. AccountRepayLoan Edge ، بر اساس جدول AccountRepayLoan ، اتصال گره Account به گره Loan .
  2. AccountTransferAccount Edge ، بر اساس جدول AccountTransferAccount ، اتصال گره Account به گره Account دیگر.
  3. PersonOwnAccount Edge ، بر اساس جدول PersonOwnAccount ، گره Person را به گره Account متصل می کند.
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)
  );

نقشه برداری از جدول به لبه ها نیاز به تعریف کلیدهای منبع و مقصد دارد. این کلیدها رابطه بین لبه و گره های منبع و مقصد را برقرار می کنند.

به عنوان مثال ، هر یک از PersonOwnAccount Edge یک Person (منبع) را به یک گره Account (مقصد) متصل می کند.

  • گره SOURCE یک لبه گره Person است که id آن همانند Edge id است.
  • گره DESTINATION یک لبه یک گره Account است که id آن همانند Edge account_id است.
   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)

هر لبه دارای برچسب مانند Repays و Owns است که نشان دهنده نوع لبه است. مشابه گره های نمودار ، تمام ستون های جدول ورودی به طور پیش فرض به عنوان ویژگی های لبه گنجانده شده اند.

اطلاعات بیشتر در مورد طرحواره

در اینجا می توانید اطلاعات بیشتری در مورد مفاهیم کلی نمودار Schema مانند برچسب ، خصوصیات و رابطه با جداول ورودی در اینجا کسب کنید.

می توانید اطلاعات بیشتر در مورد تعریف یک گره و تعریف یک لبه را بخوانید.

خلاصه

در این مرحله جداول ورودی و گره نمودار و لبه های طرح نمودار مالی را بدست آورده اید.

بعدی

در مرحله بعد ، شما برای کشف پتانسیل داده های نمودار ، سناریوهای مالی را اجرا خواهید کرد.

7. نمودار را با استفاده از GQL پرس و جو کنید

Traversal query Graph در GQL چیست

داده های نمودار به عنوان گره های متصل توسط لبه ها نشان داده می شوند. یک پرس و جو نمودار از طریق این اتصالات حرکت می کند و بر اساس معیارهای مشخص شده از گره به گره حرکت می کند. در یک پرس و جو نمودار ، "هاپ" به عبور از یک گره به گره دیگر در امتداد لبه اتصال اشاره دارد. این نشانگر یک مرحله واحد در فرآیند گذر است.

به عنوان مثال ، در نمودار نمودار زیر ، 2 هاپ بین شخص ( Bob ) ، حساب ( 18 ) و وام ( 27 ) وجود دارد.

6398be1677919d93.png

نمایش داده شد در استودیوی Spanner

در این مرحله ، شما چندین نمایش داده شده GQL را اجرا خواهید کرد تا درک کنید که چگونه معناشناسی پرس و جو نمودار تجزیه و تحلیل داده های نمودار مالی را فعال می کند.

برای هر پرس و جو ، می توانید یک ویرایشگر جدید مانند "ویرایشگر 1" در استودیوی Spanner ایجاد کنید تا اجرا شود.

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پرس و جو 1 - تطبیق الگوی گره و لبه اساسی

می توانید پرس و جو را در زیر اجرا کنید تا از گره شخص به نام " ژاکوبی " عبور کنید ، حساب های متعلق به شخص را پیدا کنید و سپس وام های بازپرداخت شده توسط حساب را کشف کنید. این یک سفر پرس و جو نمودار 2-Hop است:

  • هاپ اول: گره Person به Account گره از طریق Owns
  • 2nd Hop: گره Account به گره Loan از طریق Repays Edge

نحوه مطابقت با انواع گره و لبه بر اساس برچسب های آنها ، مانند :Person ، :Owns و :Account در پرس و جو زیر است.

نتیجه شناسه حساب ، بازپرداخت اطلاعات و اطلاعات وام را که توسط تاریخ بازپرداخت وام سفارش داده می شود ، برمی گرداند

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;

نمودار زیر به تجسم چگونگی پرس و جو می تواند تمام حساب های متعلق به " Jacoby " را که بازپرداخت وام را انجام داده اند ، واگذار کند. (نتیجه پرس و جو ممکن است با آنچه نمودار نشان می دهد متفاوت باشد.)

8165a85878d957ef.png

اجرای پرس و جو در ویرایشگر باید نتایج مانند زیر را برگرداند. نتیجه می گوید که "ژاکوبی" فقط یک حساب (شناسه 569 ) و یک وام (شناسه 110 ) دارد ، اما بازپرداخت های متعدد بین آنها وجود دارد.

6321DB0B18694FBA.PNG

Query 2 - مسیر اندازه گیری مسیر و عناصر نمودار بازگشت

پرس و جو زیر با تمام نقل و انتقالات پول حساب از یک حساب منبع با id=75 در 3 تا 6 هاپ شروع می شود تا با id=199 به یک حساب مقصد برسید. از نحو {3,6} برای نشان دادن یک مسیر مسیر 3 تا 6 HOP بین src_accnt و dst_accnt استفاده می شود.

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;

از لحاظ بصری ، شما می توانید از مسیر لبه کمی مانند زیر فکر کنید: از یک گره src_account شروع می شود و تمام مسیرهای انتقال حساب ممکن را بین 3 تا 6 هاپ دریافت می کند تا به dst_account برسد.

به عنوان مثال ، مسیر برجسته در پایین زیر یک پرس و جو 6 هاپ است.

51B1064A707727BD.PNG

اجرای این پرس و جو باید نتایج زیر را به همراه داشته باشد:

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عناصر نمودار را می توان با استفاده از عملکرد TO_JSON با فرمت JSON بازگرداند ، زیرا لبه های transfers در بالا بازگردانده می شوند. اشیاء JSON برگشتی برای گره و لبه شامل identifier ، properties و labels آنها هستند. علاوه بر این ، اشیاء JSON برگشتی برای لبه ها نیز شامل source_node_identifier و destination_node_identifier هستند.

در این پرس و جو ، نتیجه تعداد هاپ های Edge Transfer را برمی گرداند و لبه های انتقال در هر مسیر همسان با فرمت JSON با TO_JSON(transfer) AS transfer_edges .

transfer_edges یک شیء آرایه JSON است. این از نوع آرایه JSON است زیرا در هر مسیر همسان بین منبع و حساب مقصد می توان چندین لبه انتقال وجود داشت.

هر عنصر از آرایه یک لبه است که حاوی labels ، source_node_identifier و destination_node_identifier از گره های متصل و داده های Edge properties مانند amount و create_time است.

# 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": "..."
  }
]

Query 2 هر سه مسیر را از src_accnt و dst_accnt در محدوده مشخص شده هاپ پیدا می کند. هر مسیر شامل تعداد مشخصی از هاپ ، یعنی چهار ، پنج و شش است.

اگر می خواهید کوتاهترین مسیر بین این دو گره را پیدا کنید ، می توانید با استفاده از پیشوند جستجوی مسیر ، MATCH ANY SHORTEST برای دستیابی به آن تغییر دهید. پرس و جو در زیر کوتاهترین مسیر بین این دو حساب را در 3 تا 6 هاپ پیدا می کند.

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;

با مقایسه نتایج هر دو پرس و جو ، متوجه خواهید شد که پرس و جو 2 تمام 3 مسیر ممکن را برمی گرداند در حالی که پرس و جو 3 (این پرس و جو) تنها 1 نتیجه را برمی گرداند ، که کوتاهترین مسیر 4 هاپ است.

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اجرای پرس و جو باید نتیجه زیر را به دست آورد.

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پرس و جو 4 - نمایش داده های نمودار زنجیره ای توسط ترکیب خطی

روابط پیچیده تر را می توان با استفاده از کلمه کلیدی NEXT به بلوک های زنجیره ای از نمایش داده های نمودار با هم شناسایی کرد.

در پرس و جو زیر ، شما می خواهید جریان پول حساب های مشتری را درک کنید تا به عنوان بخشی از الزامات تجزیه و تحلیل انطباق ، به دنبال جریان بزرگ یا خروجی مشکوک باشید.

برای انجام این کار ، شما ابتدا تمام حساب های بانکی متعلق به " Bisla " را در بلوک پرس و جو با MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) پیدا می کنید.

سپس در بلوک دوم بعد از NEXT ، مبلغ انتقال کل را از طریق "2020-01-01" در هر حساب محاسبه می کنید.

پس از آن ، شما همان منطق را برای مقادیر خروجی در پرس و جو بلوک سوم اعمال می کنید. سرانجام ، شما نسبت مبلغ جریان را به مبلغ خروجی برای هر حساب در آخرین بلوک محاسبه می کنید.

برای نتایج پرس و جو متوسط ​​که باید بعد از کلمه کلیدی NEXT به آن دسترسی پیدا کنید ، باید آنها را در انتهای بلوک قبلی برگردانید. به عنوان مثال ، accnt همسان در بلوک اول بازگردانده می شود تا بلوک دوم بتواند از انتقال ورودی به این حساب ها پرس و جو کند.

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;

نمودار زیر آنچه را که پرس و جو از آن عبور می کند تجسم می کند.

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اجرای پرس و جو باید نتیجه زیر را به دست آورد:

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نمایش داده های نمودار بیشتر را کاوش کنید

می توانید تعدادی از نمونه های پرس و جو نمودار سازگار با طرح این CodeLab در راهنمای کاربر را پیدا کنید.

برای کشف نحو پرس و جو نمودار ، می توانید منابع GooglesQL Graph Query را در اینجا بخوانید.

خلاصه

در این مرحله شما نمایش داده های بیشمار GQL Graph را اجرا کرده اید و معناشناسی آنها را درک کرده اید.

بعدی

در مرحله بعد ، شما نمایش داده شده هایی را اجرا خواهید کرد که GQL و SQL را با هم ترکیب می کنند.

8. نمودار و جداول پرس و جو با هم

نمایش داده شد در استودیوی Spanner

در این مرحله ، شما نمایش داده های نمودار را با جداول SQL در ارتباط خواهید داشت تا مدل نمودار Spanner را با مدل رابطه خود متصل کنید.

برای هر پرس و جو ، می توانید یک ویرایشگر جدید در استودیوی Spanner ایجاد کنید تا اجرا شود.

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پرس و جو قابل تعامل SQL را اجرا کنید

در نمودار Spanner ، SQL و GQL کاملاً قابل تعامل هستند. شما GQL و SQL را با استفاده از اپراتور GRAPH_TABLE ترکیب می کنید. در داخل اپراتور ، می توانید GQL را مانند بخش قبلی بنویسید. سپس می توانید نتایج را از طریق بیانیه RETURN به قسمت پرس و جو SQL وصل کنید.

به عنوان مثال ، می توانید GQL و SQL را برای یافتن اطلاعات حسابرسی از حسابهایی که انتقال سیم را از یک حساب مشکوک دریافت کرده اند ، ترکیب کنید.

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با نگاهی به پرس و جو زیر ، پرس و جو GQL در اپراتور GRAPH_TABLE 1 یا 2 هاپ را از یک حساب مشکوک از طریق لبه Transfers عبور می دهد ، و سپس شناسه های متمایز حساب های رسیده را برمی گرداند. این پرس و جو سپس برای یافتن اطلاعات حسابرسی از آن حسابها به جدول AccountAudits می پیوندد.

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

اجرای پرس و جو نتایج مانند زیر را به همراه خواهد داشت.

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می توانید اطلاعات بیشتری در مورد اپراتور GRAPH_TABLE برای ترکیب نمودار و پرس و جو SQL در راهنمای کاربر بخوانید.

بعدی

در مرحله بعد ، می توانید CodeLab را تمیز کنید.

9. تمیز کردن (اختیاری)

برای تمیز کردن ، کافی است به بخش Spanner کنسول ابر بروید و نمونه graph-demo را که در CodeLab ایجاد کردیم حذف کنید.

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10. تبریک می گویم!

تبریک می گویم ، شما با موفقیت یک طرحواره نمودار ایجاد کرده اید و نمایش داده های نمودار را با نمودار Spanner اجرا می کنید.

پرس و جو سنتی SQL برای کشف اتصالات در داده هایی که با شبکه های پیچیده روابط به طور فزاینده ای پیچیده شده اند ، کافی نیست. نمودار Spanner یک مدل داده نمودار منتقدان را با نحو پرس و جو نمودار قدرتمند ، ظرفیت تقریباً بی حد و حصر و در دسترس بودن 99.999 ٪ فراهم می کند.

اکنون که بیشتر با مفاهیم نمودار Spanner آشنا هستید ، امروز طرح و داده های خود را امتحان کنید!

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