این صفحه به‌وسیله ‏Cloud Translation API‏ ترجمه شده است.

شروع کار با Spanner Graph

۱. مقدمه

Spanner Graph قابلیت‌های پایگاه داده گراف اختصاصی را با Spanner ، پایگاه داده مقیاس‌پذیر، جهانی و تقریباً نامحدود Google Cloud، ترکیب می‌کند.

Spanner Graph از یک رابط پرس‌وجوی گراف سازگار با استانداردهای ISO GQL (زبان پرس‌وجوی گراف) پشتیبانی می‌کند. با قابلیت همکاری بین مدل‌های رابطه‌ای و گراف، می‌توانید قابلیت‌های SQL تثبیت‌شده را با بیان‌پذیری تطبیق الگوی گراف از GQL ترکیب کنید. جداول را می‌توان با استفاده از طرحواره اعلانی بدون مهاجرت داده‌ها به گراف‌ها نگاشت کرد، که گراف‌ها را به مجموعه داده‌های جدولی می‌آورد. با این کار، می‌توانید انتخاب‌های مدل داده را به تأخیر بیندازید (یعنی به تعویق بیندازید) و از بهترین زبان پرس‌وجو برای هر کاری که باید انجام شود استفاده کنید.

در این آزمایش، شما با راه‌اندازی یک پایگاه داده Spanner Graph با استفاده از یک مجموعه داده از پیش تعیین‌شده، پرس‌وجو از گراف با استفاده از GQL و دسترسی به داده‌های گراف و رابطه‌ای با ترکیب GQL و SQL آشنا خواهید شد.

آنچه خواهید ساخت

به عنوان بخشی از این آزمایشگاه، شما:

یک نمونه Spanner ایجاد کنید.
یک پایگاه داده با طرحواره نمودار مالی و مجموعه داده‌های از پیش تعیین‌شده راه‌اندازی کنید.
کوئری‌های GQL را صادر کنید و GQL و SQL را با هم ترکیب کنید.

آنچه یاد خواهید گرفت

نحوه تنظیم یک نمونه Spanner.
نحوه استفاده از دستور gcloud spanner samples init finance-graph برای راه‌اندازی یک پایگاه داده نمونه Spanner Graph.
نحوه مشاهده طرحواره گراف در صفحه مرور کلی پایگاه داده.
نحوه نوشتن کوئری‌های مسیرهای چندگامه با استفاده از GQL
چگونه با استفاده از GQL پرس‌وجوهای پیچیده‌تری بنویسیم؟
چگونه GQL و SQL را با هم ترکیب کنیم.

آنچه نیاز دارید

یک پروژه گوگل کلود که به یک حساب صورتحساب متصل است.
یک مرورگر وب، مانند کروم یا فایرفاکس .

۲. تنظیمات و الزامات

ایجاد یک پروژه GCP

وارد کنسول گوگل کلود شوید و یک پروژه جدید ایجاد کنید یا از یک پروژه موجود دوباره استفاده کنید. اگر از قبل حساب جیمیل یا گوگل ورک اسپیس ندارید، باید یکی ایجاد کنید .

نام پروژه، نام نمایشی برای شرکت‌کنندگان این پروژه است. این یک رشته کاراکتری است که توسط APIهای گوگل استفاده نمی‌شود. شما همیشه می‌توانید آن را به‌روزرسانی کنید.
شناسه پروژه در تمام پروژه‌های گوگل کلود منحصر به فرد است و تغییرناپذیر است (پس از تنظیم، قابل تغییر نیست). کنسول کلود به طور خودکار یک رشته منحصر به فرد تولید می‌کند؛ معمولاً برای شما مهم نیست که چه باشد. در اکثر آزمایشگاه‌های کد، باید شناسه پروژه خود را (که معمولاً با عنوان PROJECT_ID شناخته می‌شود) ارجاع دهید. اگر شناسه تولید شده را دوست ندارید، می‌توانید یک شناسه تصادفی دیگر ایجاد کنید. به عنوان یک جایگزین، می‌توانید شناسه خودتان را امتحان کنید و ببینید که آیا در دسترس است یا خیر. پس از این مرحله قابل تغییر نیست و در طول پروژه باقی می‌ماند.
برای اطلاع شما، یک مقدار سوم، شماره پروژه ، وجود دارد که برخی از APIها از آن استفاده می‌کنند. برای کسب اطلاعات بیشتر در مورد هر سه این مقادیر، به مستندات مراجعه کنید.

تنظیم صورتحساب

در مرحله بعد، باید راهنمای کاربری مدیریت صورتحساب را دنبال کنید و صورتحساب را در کنسول ابری فعال کنید. کاربران جدید گوگل کلود واجد شرایط برنامه آزمایشی رایگان ۳۰۰ دلاری هستند. برای جلوگیری از پرداخت صورتحساب پس از این آموزش، می‌توانید نمونه Spanner را در انتهای codelab با دنبال کردن «مرحله ۹ پاکسازی» خاموش کنید.

شروع پوسته ابری

اگرچه می‌توان از راه دور و از طریق لپ‌تاپ، گوگل کلود را مدیریت کرد، اما در این آزمایشگاه کد، از گوگل کلود شل ، یک محیط خط فرمان که در فضای ابری اجرا می‌شود، استفاده خواهید کرد.

از کنسول گوگل کلود ، روی آیکون Cloud Shell در نوار ابزار بالا سمت راست کلیک کنید:

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

این ماشین مجازی با تمام ابزارهای توسعه‌ای که نیاز دارید، مجهز شده است. این ماشین مجازی یک دایرکتوری خانگی پایدار ۵ گیگابایتی ارائه می‌دهد و روی فضای ابری گوگل اجرا می‌شود که عملکرد شبکه و احراز هویت را تا حد زیادی بهبود می‌بخشد. تمام کارهای شما در این آزمایشگاه کد را می‌توان در یک مرورگر انجام داد. نیازی به نصب چیزی ندارید.

۳. یک نمونه Spanner ایجاد کنید

در Spanner، یک نمونه (instance) خوشه‌ای از منابع محاسباتی و ذخیره‌سازی است که میزبان یک یا چند پایگاه داده Spanner است. برای میزبانی یک پایگاه داده Spanner در این codelab، حداقل به یک نمونه نیاز دارید.

نسخه SDK جی کلود را بررسی کنید

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

$ gcloud version | grep Google

در اینجا یک مثال خروجی آورده شده است:

Google Cloud SDK 489.0.0

اگر نسخه‌ای که استفاده می‌کنید قدیمی‌تر از نسخه مورد نیاز ۴۹۳.۰.۰ است (در مثال قبلی 489.0.0 )، باید Google Cloud SDK خود را با 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

فعال کردن Spanner API

در داخل Cloud Shell، مطمئن شوید که شناسه پروژه شما تنظیم شده است. از اولین دستور زیر برای یافتن شناسه پروژه پیکربندی شده فعلی استفاده کنید. اگر نتیجه مورد انتظار نبود، دستور دوم زیر شناسه صحیح را تنظیم می‌کند.

gcloud config get-value project

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

منطقه پیش‌فرض خود را روی us-central1 پیکربندی کنید. می‌توانید این را به منطقه دیگری که توسط تنظیمات منطقه‌ای Spanner پشتیبانی می‌شود، تغییر دهید.

gcloud config set compute/region us-central1

فعال کردن Spanner API:

gcloud services enable spanner.googleapis.com

نمونه Spanner را ایجاد کنید

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

یک نمونه آزمایشی رایگان از Spanner ایجاد کنید

یک نسخه آزمایشی رایگان ۹۰ روزه Spanner برای هر کسی که دارای حساب گوگل است و Cloud Billing را در پروژه خود فعال کرده است، در دسترس است. تا زمانی که نسخه آزمایشی رایگان خود را به نسخه پولی ارتقا ندهید، هزینه‌ای از شما دریافت نمی‌شود. Spanner Graph در نسخه آزمایشی رایگان پشتیبانی می‌شود. در صورت واجد شرایط بودن، با باز کردن Cloud Shell و اجرای این دستور، یک نسخه 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 دستور:

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

یک نمونه Spanner آماده ایجاد کنید

اگر واجد شرایط استفاده از یک نمونه آزمایشی رایگان نیستید، می‌توانید یک نمونه Spanner آماده با ۱ گره برای این codelab تنظیم کنید. Spanner Graph در نسخه‌های 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 دستور:

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

۴. ایجاد خودکار پایگاه داده Spanner

نسخه SDK جی کلود را بررسی کنید

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

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

اگر نسخه پایین‌تر از نسخه مورد نیاز یعنی ۴۸۴.۰.۰ باشد (برای مثال، خروجی بالا ۴۸۳.۰.۰ است)، 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

پس از اجرای نمونه، می‌توانید پایگاه داده را ایجاد کنید. Spanner امکان ایجاد چندین پایگاه داده را در یک نمونه واحد فراهم می‌کند.

پایگاه داده جایی است که شما طرحواره خود را تعریف می‌کنید. همچنین می‌توانید کنترل کنید چه کسی به پایگاه داده دسترسی داشته باشد، رمزگذاری سفارشی تنظیم کنید، بهینه‌ساز را پیکربندی کنید و مدت زمان نگهداری را تعیین کنید.

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

اگر هنوز متغیر SPANNER_INSTANCE_ID را تنظیم نکرده‌اید، از خط فرمان زیر برای تنظیم آن استفاده کنید.

export SPANNER_INSTANCE_ID={your_instance_id}

از ابزار خط فرمان gcloud مربوط به پوسته گوگل کلود که در زیر آمده است، برای ایجاد یک پایگاه داده Spanner با طرحواره نمودار مالی و مجموعه داده‌های مالی از پیش پر شده استفاده کنید.

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

خروجی دستور:

$ 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

دستور gcloud spanner samples init finance-graph یک پوشش برای اقدامات زیر است:

ایجاد یک پایگاه داده با نام "finance-graph-db" در نمونه شما.
ایجاد یک طرحواره نمودار مالی در پایگاه داده. این طرحواره شامل تعاریف گره برای موجودیت‌هایی مانند حساب‌های بانکی، وام‌ها و غیره و تعریف لبه برای روابط بین آنها است. شما می‌توانید طرحواره پایگاه داده را در مرحله 6 بررسی کنید.
درج چندین هزار گره و یال گراف در پایگاه داده.

نحوه مدیریت خطاها

درج داده ناموفق بود

اگر ابزار با پیام خطای Failed to insert data for the graph database » به کار خود پایان داد، می‌توانید صفحه اختیاری مرحله ۵) را دنبال کنید تا به صورت دستی یک پایگاه داده ایجاد کرده و سپس داده‌ها را وارد کنید.

بعدی

اگر ایجاد خودکار پایگاه داده با موفقیت انجام شد، می‌توانید از بخش اختیاری بعدی صرف نظر کنید و مستقیماً به «بررسی طرحواره گراف» (مرحله ۶) بروید.

۵. (اختیاری) ایجاد دستی یک پایگاه داده Spanner

پس از اجرای نمونه، می‌توانید پایگاه داده را به صورت دستی ایجاد کنید.

پایگاه داده در نمونه‌ای با شناسه SPANNER_INSTANCE_ID در مراحل قبلی ایجاد خواهد شد.

اگر هنوز متغیر SPANNER_INSTANCE_ID را تنظیم نکرده‌اید، از خط فرمان زیر برای تنظیم آن 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 دستور:

$ 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:

۸۵۱۳۰e۵d۴۰۷۳۷۸۵۲.png

برای طرحواره، DDL زیر را کپی کرده 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 طرحواره شما ایجاد شود.

ممکن است در مورد معنای هر دستور CREATE ، به خصوص دستور CREATE PROPERTY GRAPH ، کنجکاو باشید. ما در مرحله 6 بعدی، طرحواره را بررسی خواهیم کرد.

بارگذاری داده‌ها

حالا، شما می‌خواهید برخی از داده‌های نمودار مالی را در پایگاه داده خود وارد کنید.

Spanner Graph نمودارهایی را از جداول ورودی ایجاد می‌کند، بنابراین داده‌های نمودار بر اساس داده‌های جداول ورودی است و هیچ داده تکراری وجود ندارد. به همین ترتیب، تغییرات داده‌ها در جداول ورودی به طور خودکار در مدل نمودار منعکس می‌شوند. این امر از ETL پیچیده برای همگام‌سازی با سایر منابع داده جلوگیری می‌کند.

شما می‌توانید از دستورات INSERT آشنای SQL خود برای درج داده‌ها در جداول ورودی استفاده کنید.

یک تب جدید در Spanner Studio باز کنید، سپس دستورات درج زیر را کپی و پیست کنید و روی دکمه RUN کلیک کنید. دستورات INSERT هزاران گره و لبه را در پایگاه داده شما قرار می‌دهند. با توجه به حجم متن، کپی کردن آن می‌تواند چند ثانیه طول بکشد.

INSERT OR IGNORE INTO Account (id, create_time, is_blocked, type) VALUES (1,"2020-01-10 06:22:20.222",false,"brokerage account"),(2,"2020-01-27 17:55:09.206",false,"prepaid card"),(3,"2020-02-18 05:44:20.655",false,"brokerage account"),(4,"2020-02-29 08:49:53.902",false,"debit card"),(5,"2020-03-02 12:47:18.726",false,"brokerage account"),(6,"2020-03-21 15:25:34.327",false,"custodial account"),(7,"2020-04-13 17:53:48.932",false,"brokerage account"),(8,"2020-04-14 20:08:15.427",true,"trust account"),(9,"2020-04-20 06:20:25.717",false,"certificate of deposit"),(10,"2020-04-25 17:12:17.773",false,"debit card"),(11,"2020-05-01 12:42:05.751",false,"escrow account"),(12,"2020-05-07 09:31:24.731",false,"corporate account"),(13,"2020-05-12 02:54:39.38",false,"prepaid card"),(14,"2020-05-12 07:20:33.922",false,"escrow account"),(15,"2020-05-17 23:48:13.525",false,"certificate of deposit"),(16,"2020-05-22 13:25:24.547",false,"escrow account"),(17,"2020-05-24 23:04:09.662",false,"debit card"),(18,"2020-05-25 13:28:18.687",false,"prepaid card"),(19,"2020-05-26 08:20:41.462",false,"brokerage account"),(20,"2020-05-26 21:45:21.362",false,"internet account"),(21,"2020-05-29 11:12:33.826",false,"certificate of deposit"),(22,"2020-06-02 23:51:28.653",false,"trust account"),(23,"2020-06-10 23:13:28.056",false,"debit card"),(24,"2020-06-13 07:03:04.044",false,"prepaid card"),(25,"2020-06-18 00:04:22.973",false,"debit card"),(26,"2020-06-20 02:42:12.633",false,"foreign currency"),(27,"2020-06-27 03:53:28.622",false,"internet account"),(28,"2020-07-04 05:56:27.958",false,"prepaid card"),(29,"2020-07-05 22:59:05.522",false,"foreign currency"),(30,"2020-07-06 16:40:38.026",false,"corporate account"),(31,"2020-07-07 22:50:08.234",false,"prepaid card"),(32,"2020-07-08 02:44:39.09",false,"trust account"),(33,"2020-07-14 10:52:04.924",false,"debit card"),(34,"2020-07-17 02:39:41.539",false,"trust account"),(35,"2020-07-18 13:55:27.536",false,"credit card"),(36,"2020-07-19 18:34:04.354",false,"custodial account"),(37,"2020-07-20 04:59:56.786",false,"custodial account"),(38,"2020-07-27 12:05:32.638",false,"debit card"),(39,"2020-07-30 04:39:01.645",false,"retirement account"),(40,"2020-07-31 11:38:18.198",false,"retirement account"),(41,"2020-08-02 09:08:22.656",false,"foreign currency"),(42,"2020-08-02 11:50:21.996",false,"debit card"),(43,"2020-08-06 05:31:50.574",false,"foreign currency"),(44,"2020-08-08 19:05:07.512",false,"brokerage account"),(45,"2020-08-09 21:46:34.8",false,"prepaid card"),(46,"2020-08-09 22:53:40.287",false,"custodial account"),(47,"2020-08-10 07:35:44.962",false,"prepaid card"),(48,"2020-08-10 09:44:04.774",true,"certificate of deposit"),(49,"2020-08-11 03:40:41.045",false,"custodial account"),(50,"2020-08-11 07:31:33.655",false,"retirement account"),(51,"2020-08-12 19:49:11.684",false,"escrow account"),(52,"2020-08-12 21:26:22.15",false,"foreign currency"),(53,"2020-08-15 08:39:41.839",false,"foreign currency"),(54,"2020-08-15 11:15:30.647",false,"custodial account"),(55,"2020-08-15 16:01:36.985",false,"brokerage account"),(56,"2020-08-24 06:00:08.942",false,"retirement account"),(57,"2020-08-25 21:45:39.75",false,"foreign currency"),(58,"2020-08-29 16:24:18.633",false,"brokerage account"),(59,"2020-08-30 22:31:59.522",true,"certificate of deposit"),(60,"2020-08-31 01:11:41.554",false,"trust account"),(61,"2020-09-03 11:10:31.293",false,"internet account"),(62,"2020-09-03 21:45:38.601",false,"brokerage account"),(63,"2020-09-06 02:58:04.078",false,"foreign currency"),(64,"2020-09-09 20:20:39.17",false,"prepaid card"),(65,"2020-09-12 22:03:48.188",false,"prepaid card"),(66,"2020-09-18 03:49:33.735",false,"trust account"),(67,"2020-09-18 23:43:57.301",false,"foreign currency"),(68,"2020-09-20 01:00:25.7",false,"certificate of deposit"),(69,"2020-09-22 06:55:49.873",false,"credit card"),(70,"2020-09-23 14:55:42.597",false,"certificate of deposit"),(71,"2020-09-25 11:14:17.006",false,"custodial account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of deposit"),(90,"2020-10-25 09:04:14.056",false,"retirement account"),(91,"2020-10-26 12:39:53.181",true,"foreign currency"),(92,"2020-10-26 14:33:29.071",false,"corporate account"),(93,"2020-10-27 04:10:25.385",false,"foreign currency"),(94,"2020-10-27 05:01:26.297",false,"internet account"),(95,"2020-10-27 16:24:27.232",true,"credit card"),(96,"2020-10-27 17:10:11.181",false,"brokerage account"),(97,"2020-11-02 16:50:16.48",false,"trust account"),(98,"2020-11-03 07:28:44.64",false,"certificate of deposit"),(99,"2020-11-04 07:40:40.553",false,"certificate of deposit"),(100,"2020-11-10 04:26:17.153",false,"brokerage account"),(101,"2020-11-10 22:05:49.841",false,"foreign currency"),(102,"2020-11-11 18:44:24.021",false,"certificate of deposit"),(103,"2020-11-15 01:57:12.581",false,"foreign currency"),(104,"2020-11-15 05:50:51.532",true,"retirement account"),(105,"2020-11-17 12:01:11.565",false,"escrow account"),(106,"2020-11-21 15:35:07.655",true,"certificate of deposit"),(107,"2020-11-21 20:00:29.833",false,"brokerage account"),(108,"2020-11-22 08:35:57.964",false,"credit card"),(109,"2020-11-23 13:01:34.724",false,"trust account"),(110,"2020-11-24 04:01:26.715",false,"trust account"),(111,"2020-11-24 14:18:40.05",false,"foreign currency"),(112,"2020-11-26 02:18:04.433",false,"internet account"),(113,"2020-11-27 06:17:46.952",false,"debit card"),(114,"2020-11-29 06:46:12.007",false,"credit card"),(115,"2020-11-29 17:40:40.327",false,"merchant account"),(116,"2020-11-30 08:51:27.372",false,"brokerage account"),(117,"2020-11-30 19:45:49.875",false,"internet account"),(118,"2020-12-03 00:34:33.183",false,"merchant account"),(119,"2020-12-03 09:43:30.472",false,"custodial account"),(120,"2020-12-03 17:18:25.016",false,"custodial account"),(121,"2020-12-12 08:42:03.791",false,"credit card"),(122,"2020-12-13 03:34:15.105",false,"internet account"),(123,"2020-12-13 11:23:00.803",false,"debit card"),(124,"2020-12-14 05:16:10.572",false,"prepaid card"),(125,"2020-12-15 08:33:18.515",false,"corporate account"),(126,"2020-12-15 19:09:35.512",false,"prepaid card"),(127,"2020-12-16 08:36:23.124",false,"brokerage account"),(128,"2020-12-17 12:07:26.547",false,"foreign currency"),(129,"2020-12-18 13:42:59.981",false,"merchant account"),(130,"2020-12-19 05:47:14.714",false,"retirement account"),(131,"2020-12-20 19:50:44.173",false,"trust account"),(132,"2020-12-22 01:44:50.711",false,"corporate account"),(133,"2020-12-23 02:31:46.849",false,"foreign currency"),(134,"2020-12-23 10:07:28.308",false,"merchant account"),(135,"2020-12-23 23:06:04.601",true,"retirement account"),(136,"2020-12-24 01:27:15.123",false,"credit card"),(137,"2020-12-24 03:01:42.112",false,"trust account"),(138,"2020-12-24 23:57:34.334",false,"debit card"),(139,"2020-12-25 05:47:40.479",false,"merchant account"),(140,"2020-12-27 23:42:26.114",false,"escrow account"),(141,"2020-12-28 17:26:15.005",true,"brokerage account"),(142,"2020-12-29 07:23:26.859",false,"retirement 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23:06:15.22",false,"certificate of deposit"),(161,"2021-01-13 12:55:15.875",false,"merchant account"),(162,"2021-01-14 11:49:16.404",false,"trust account"),(163,"2021-01-15 08:45:39.804",false,"trust account"),(164,"2021-01-15 12:32:10.173",false,"corporate account"),(165,"2021-01-15 21:58:24.792",false,"certificate of deposit"),(166,"2021-01-18 04:16:58.326",false,"internet account"),(167,"2021-01-20 13:13:02.317",false,"merchant account"),(168,"2021-01-21 15:02:01.15",false,"escrow account"),(169,"2021-01-22 04:57:00.671",false,"merchant account"),(170,"2021-01-22 15:33:06.555",false,"prepaid card"),(171,"2021-01-24 05:32:17.593",false,"trust account"),(172,"2021-01-24 19:32:00.247",false,"foreign currency"),(173,"2021-01-24 23:53:26.247",false,"corporate account"),(174,"2021-01-25 11:48:11.678",false,"escrow account"),(175,"2021-01-26 18:31:53.951",false,"debit card"),(176,"2021-01-27 22:33:15.477",false,"corporate account"),(177,"2021-01-29 18:06:11.236",false,"certificate of 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15:21:43.322",false,"escrow account"),(196,"2021-02-16 02:24:40.074",false,"credit card"),(197,"2021-02-17 21:25:29.33",false,"brokerage account"),(198,"2021-02-18 21:46:18.265",false,"certificate of deposit"),(199,"2021-02-19 20:23:46.787",false,"internet account"),(200,"2021-02-20 01:05:38.321",false,"prepaid card"),(201,"2021-02-22 23:04:38.626",false,"debit card"),(202,"2021-02-23 05:24:16.917",false,"internet account"),(203,"2021-02-25 21:52:31.769",false,"trust account"),(204,"2021-02-27 13:52:29.779",false,"credit card"),(205,"2021-02-27 14:09:00.531",false,"debit card"),(206,"2021-02-27 16:47:32.224",false,"certificate of deposit"),(207,"2021-02-27 18:24:59.54",false,"brokerage account"),(208,"2021-02-28 04:52:36.434",false,"debit card"),(209,"2021-02-28 08:14:00.877",false,"custodial account"),(210,"2021-02-28 11:48:23.742",false,"corporate account"),(211,"2021-03-03 09:41:42.134",true,"certificate of deposit"),(212,"2021-03-03 22:59:15.126",false,"foreign 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00:15:57.581",false,"foreign currency"),(231,"2021-03-31 03:57:40.983",false,"merchant account"),(232,"2021-03-31 18:19:43.885",false,"retirement account"),(233,"2021-04-01 06:49:27.11",true,"certificate of deposit"),(234,"2021-04-01 13:07:22.86",false,"certificate of deposit"),(235,"2021-04-01 15:07:36.398",false,"brokerage account"),(236,"2021-04-01 16:55:13.363",false,"credit card"),(237,"2021-04-03 02:46:52.96",false,"custodial account"),(238,"2021-04-03 06:33:32.944",false,"corporate account"),(239,"2021-04-04 09:04:49.895",false,"prepaid card"),(240,"2021-04-04 20:22:07.698",false,"brokerage account"),(241,"2021-04-05 16:29:51.688",true,"prepaid card"),(242,"2021-04-05 23:40:33.547",false,"custodial account"),(243,"2021-04-06 16:33:02.653",false,"escrow account"),(244,"2021-04-07 14:49:29.838",false,"escrow account"),(245,"2021-04-07 19:51:04.398",false,"merchant account"),(246,"2021-04-09 11:51:25.257",false,"internet account"),(247,"2021-04-10 09:05:57.805",false,"custodial 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19:03:49", "Account permissions modified."), (381,"2021-02-27 18:31:01", "Payment method removed."), (650,"2021-08-14 00:20:45", "Account recovery email updated."), (453,"2021-01-06 20:22:46", "API key generated."), (186,"2021-07-28 22:49:16", "Subscription renewed."), (430,"2021-08-24 22:16:38", "Failed login attempt using incorrect password from IP address [ip address removed]."), (438,"2021-03-09 15:51:19", "Account password reset successfully."), (158,"2020-01-07 07:23:37", "User logged out successfully."), (694,"2020-09-12 22:45:38", "Two-factor authentication disabled."), (212,"2021-12-15 05:23:02", "File uploaded to the account."), (518,"2021-02-24 06:15:04", "API key generated."), (688,"2020-05-23 09:25:55", "Two-factor authentication enabled."), (696,"2021-10-14 02:12:50", "Security question updated."), (554,"2020-10-04 11:24:23", "Support ticket created."), (8,"2021-03-11 09:22:28", "Account password reset requested."), (210,"2021-01-11 01:49:13", "Support ticket closed."), (8,"2021-06-23 23:43:16", "Account password updated."), (451,"2020-01-03 02:58:04", "Suspicious activity detected from new location."), (527,"2021-01-29 09:23:30", "Account details viewed by user."), (545,"2021-05-09 16:58:31", "Account successfully created."), (497,"2020-05-04 23:33:59", "Account locked due to multiple failed login attempts."), (416,"2021-03-11 04:17:06", "Login attempt from unrecognized device."), (337,"2020-04-28 23:01:54", "Account subscription upgraded."), (119,"2020-01-06 23:33:59", "Subscription renewed."), (212,"2021-08-04 03:46:55", "Login attempt from unrecognized device."), (568,"2021-06-05 01:25:57", "Subscription cancelled."), (353,"2020-01-21 19:54:44", "Account unlocked by system administrator."), (416,"2020-03-01 11:34:00", "File uploaded to the account."), (381,"2020-08-15 09:26:27", "Successful login from new IP address."), (437,"2020-01-12 10:09:14", "Account deleted by user."), (44,"2020-10-03 09:28:22", "API key revoked."), (450,"2020-05-08 10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset successfully."), (3,"2020-03-29 00:27:36", "Account password reset successfully."), (489,"2020-02-29 23:54:59", "Account password updated."), (621,"2021-06-15 07:33:20", "Account details viewed by user."), (212,"2020-01-16 02:15:04", "Successful login from new IP address."), (645,"2020-06-25 10:59:08", "Account deleted by user."), (48,"2020-08-22 06:21:04", "Support ticket closed."), (213,"2021-10-13 19:32:02", "Account password reset successfully."), (290,"2020-09-16 09:20:21", "Account permissions modified."), (693,"2021-08-02 12:08:43", "Billing information updated."), (505,"2021-08-29 00:05:24", "Data import completed."), (602,"2020-04-20 00:52:09", "Data import completed."), (213,"2020-08-14 00:25:44", "Data export requested."), (247,"2021-01-06 08:56:08", "Profile picture updated."), (117,"2021-10-08 15:20:14", "Payment method added."), (75,"2020-12-07 05:42:09", "API key revoked."), (196,"2020-09-10 22:24:16", "Suspicious activity detected from new location."), (13,"2020-02-18 00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");

خلاصه

در این مرحله، شما پایگاه داده Spanner را با یک طرحواره گراف و داده‌های گراف از پیش پر شده ایجاد کرده‌اید.

بعدی

در مرحله بعد، طرحواره گراف را بررسی خواهید کرد.

۶. بررسی طرحواره گراف

مشاهده طرحواره گراف

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

۲۶۸۳۷c۶۱۴۰a۶۶۶۷f.png

هنگام بررسی طرحواره، ابتدا تعدادی جدول رابطه‌ای با دستورات CREATE TABLE مشاهده خواهید کرد که در تصویر زیر نیز نشان داده شده است:

جدول Account ، که شامل داده‌های مربوط به حساب‌های بانکی است
جدول AccountAudits که حسابرسی حساب‌های بانکی را پیگیری می‌کند
جدول AccountRepayLoan ، که بازپرداخت وام‌های انجام شده از حساب‌های بانکی را پیگیری می‌کند.
جدول AccountTransferAccount که انتقال پول بین حساب‌های بانکی را پیگیری می‌کند.
جدول Loan ، که شامل داده‌های مربوط به وام‌های مشتری است
جدول Person ، که شامل داده‌های مربوط به مشتریان بانکی است که به صورت اشخاص مدل‌سازی شده‌اند
جدول PersonOwnAccount ، که رابطه‌ی افراد دارای حساب‌های بانکی را پیگیری می‌کند.

در DDL مربوط به schema به پایین اسکرول کنید، عبارت CREATE PROPERTY GRAPH FinGraph را خواهید دید که در آن طرحواره گراف را بر اساس جداول SQL بالا تعریف می‌کنیم. طرحواره گراف را در بخش بعدی توضیح خواهیم داد.

طرحواره گراف را درک کنید

Spanner Graph به شما امکان می‌دهد با استفاده از دستور CREATE PROPERTY GRAPH از جداول، نمودار ایجاد کنید. جداولی که برای ایجاد نمودارها استفاده می‌شوند، جداول ورودی نامیده می‌شوند. هنگام ایجاد نمودار، هیچ داده تکراری وجود ندارد.

Spanner Graph از مدل داده گراف ویژگی با گره‌ها و لبه‌های حاشیه‌نویسی شده با برچسب‌ها و ویژگی‌ها پشتیبانی می‌کند. در این طرح گراف مالی، ما 3 نوع گره و 3 نوع لبه را بر اساس جداول ورودی رابطه‌ای که قبلاً تعریف شده‌اند، ایجاد کردیم.

گره‌ها

ما ۳ نوع گره را بر اساس ۳ جدول ورودی تعریف می‌کنیم:

گره Person ، بر اساس جدول شخص
گره Account ، بر اساس جدول حساب
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 سطر در جداول گره به یک گره در مدل گراف نگاشت می‌شود. هر گره دارای برچسبی مانند Account و Person است که نشان‌دهنده گره است. در صفحه بعد از برچسب‌ها برای پرس‌وجو در مورد انواع گره‌ها استفاده خواهید کرد.

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

لبه‌ها

ما سه نوع لبه بین گره‌ها تعریف می‌کنیم:

لبه AccountRepayLoan ، بر اساس جدول AccountRepayLoan ، گره Account به گره Loan متصل می‌کند.
لبه AccountTransferAccount ، بر اساس جدول AccountTransferAccount ، گره Account به گره Account دیگری متصل می‌کند.
لبه PersonOwnAccount ، بر اساس جدول PersonOwnAccount ، گره Person را به گره Account متصل می‌کند.

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 لبه‌ها نیاز به تعریف کلیدهای منبع و مقصد دارد. این کلیدها رابطه بین لبه و گره‌های منبع و مقصد را برقرار می‌کنند.

برای مثال، هر یال PersonOwnAccount یک گره Person (منبع) را به یک گره Account (مقصد) متصل می‌کند.

گره SOURCE یک یال، گره Person است که id آن با id یکسان است.
گره DESTINATION یک یال، گره Account است که id آن با account_id یال 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 یال دارای برچسبی مانند Repays و Owns است که نوع یال را نشان می‌دهد. مشابه گره‌های گراف، تمام ستون‌های جدول ورودی به طور پیش‌فرض به عنوان ویژگی‌های یال در نظر گرفته می‌شوند.

اطلاعات بیشتر در مورد طرحواره

می‌توانید در اینجا درباره مفاهیم کلی طرحواره گراف مانند برچسب، ویژگی‌ها و ارتباط با جداول ورودی اطلاعات بیشتری کسب کنید.

می‌توانید درباره تعریف گره و تعریف لبه بیشتر بخوانید.

خلاصه

در این مرحله، جداول ورودی و انواع گره‌ها و لبه‌های گراف طرحواره گراف مالی را درک کرده‌اید.

بعدی

در مرحله بعد، شما کوئری‌هایی از سناریوهای مالی را اجرا خواهید کرد تا پتانسیل داده‌های نموداری را کشف کنید.

۷. با استفاده از GQL، گراف را جستجو کنید

پیمایش پرس‌وجوی گراف در GQL چیست؟

داده‌های گراف به صورت گره‌هایی نمایش داده می‌شوند که توسط لبه‌ها به هم متصل شده‌اند. یک پرس‌وجوی گراف از طریق این اتصالات پیمایش می‌کند و بر اساس معیارهای مشخص شده از گره‌ای به گره دیگر می‌پرد. در یک پرس‌وجوی گراف، "جهش" به پیمایش از یک گره به گره دیگر در امتداد لبه اتصال اشاره دارد. این نشان دهنده یک مرحله واحد در فرآیند پیمایش است.

برای مثال، در پیمایش گراف زیر، دو جهش بین شخص ( Bob )، حساب ( 18 ) و وام ( 27 ) وجود دارد.

اجرای کوئری‌ها در Spanner Studio

در این مرحله، شما چندین پرس‌وجوی GQL را اجرا خواهید کرد تا بفهمید که چگونه معناشناسی پرس‌وجوی گراف، تجزیه و تحلیل داده‌های گراف مالی را امکان‌پذیر می‌کند.

برای هر کوئری، می‌توانید یک ویرایشگر جدید مانند "ویرایشگر ۱" در Spanner Studio ایجاد کنید تا اجرا شود.

۸۵۱۳۰e۵d۴۰۷۳۷۸۵۲.png

پرس و جوی ۱ - تطبیق الگوی گره و لبه پایه

شما می‌توانید کوئری زیر را برای پیمایش از یک گره شخصی به نام " Jacoby " اجرا کنید، حساب‌های متعلق به آن شخص را پیدا کنید و سپس وام‌های بازپرداخت شده توسط آن حساب را کشف کنید. این یک پیمایش کوئری گراف دو مرحله‌ای است:

جهش اول: گره Person به گره Account از طریق لبه Owns
جهش دوم: گره Account به گره Loan از طریق لبه Repays

نحوه‌ی تطبیق انواع گره‌ها و لبه‌ها بر اساس برچسب‌های آن‌ها، مانند بخش‌های :Person ، :Owns و :Account در کوئری زیر، انجام می‌شود.

نتیجه، شناسه حساب، اطلاعات بازپرداخت و اطلاعات وام را که بر اساس تاریخ بازپرداخت وام مرتب شده‌اند، 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 چگونگی فراخوانی تمام حساب‌های متعلق به « Jacoby » که وام‌هایشان را بازپرداخت کرده‌اند، کمک می‌کند. (نتیجه جستجو ممکن است با آنچه نمودار نشان می‌دهد متفاوت باشد.)

اجرای کوئری در ویرایشگر باید نتایجی مانند زیر را برگرداند. نتیجه می‌گوید که "Jacoby" فقط یک حساب (id 569 ) و یک وام (id 110 ) دارد، اما چندین بازپرداخت بین آنها وجود دارد.

پرس و جوی ۲ - پیمایش مسیر کمی و بازگرداندن عناصر گراف

پرس‌وجوی زیر تمام انتقال‌های پول حساب را که از یک حساب مبدا با id=75 شروع می‌شوند ، با فاصله ۳ تا ۶ گام تا رسیدن به یک حساب مقصد با id=199 مطابقت می‌دهد. از سینتکس {3,6} برای نمایش یک پیمایش مسیر ۳ تا ۶ گامی کمّی بین src_accnt و dst_accnt استفاده شده است.

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 لبه‌ای کمی‌شده را مانند زیر تصور کنید: از گره src_account شروع می‌شود و تمام مسیرهای انتقال حساب ممکن را بین ۳ تا ۶ گام واکشی می‌کند تا به dst_account برسد.

برای مثال، مسیر هایلایت شده در پایین، یک کوئری ۶ گامی است.

اجرای این کوئری باید نتایج زیر را به همراه داشته باشد:

عناصر گراف را می‌توان با استفاده از تابع TO_JSON در قالب JSON برگرداند، همانطور که لبه‌های transfers در بالا برگردانده می‌شوند. اشیاء JSON برگردانده شده برای گره و لبه شامل identifier ، properties و labels آنها هستند. علاوه بر این، اشیاء JSON برگردانده شده برای لبه‌ها شامل source_node_identifier و destination_node_identifier نیز خواهند بود.

در این پرس و جو، نتیجه تعداد گام‌های لبه انتقال و لبه‌های انتقال در هر مسیر منطبق را در قالب JSON با TO_JSON(transfer) AS transfer_edges برمی‌گرداند.

transfer_edges برگردانده شده یک شیء آرایه JSON است. این شیء از نوع آرایه JSON است زیرا می‌تواند چندین لبه انتقال در هر مسیر منطبق بین حساب مبدا و مقصد وجود داشته باشد.

هر عنصر آرایه یک یال است که شامل labels ، source_node_identifier و destination_node_identifier گره‌های متصل و داده‌های properties یال مانند amount و create_time می‌شود.

# 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 جوی ۳ - جستجوی کوتاه‌ترین مسیر

پرس‌وجوی ۲ هر سه مسیر از src_accnt و dst_accnt را در محدوده‌ی مشخص‌شده‌ی گام‌ها پیدا می‌کند. هر مسیر شامل تعداد مشخصی گام، یعنی چهار، پنج و شش، است.

اگر می‌خواهید کوتاه‌ترین مسیر بین این دو گره را پیدا کنید، می‌توانید آن را با استفاده از پیشوند جستجوی مسیر MATCH ANY SHORTEST تغییر دهید تا به آن برسید. کوئری زیر هر کوتاه‌ترین مسیری بین این دو حساب کاربری را با فاصله ۳ تا ۶ گام پیدا می‌کند.

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;

نتایج هر دو پرس‌وجو را مقایسه کنید، متوجه خواهید شد که پرس‌وجوی ۲ هر ۳ مسیر ممکن را برمی‌گرداند در حالی که پرس‌وجوی ۳ (این پرس‌وجو) فقط ۱ نتیجه را برمی‌گرداند که کوتاه‌ترین مسیر از ۴ گام است.

اجرای کوئری باید نتیجه زیر را به همراه داشته باشد.

پرس‌وجوی ۴ - پرس‌وجوهای نموداری زنجیر شده با ترکیب خطی

روابط پیچیده‌تر را می‌توان با استفاده از کلمه کلیدی NEXT برای زنجیره‌سازی بلوک‌های پرس‌وجوهای گراف به یکدیگر شناسایی کرد.

در پرس و جوی زیر، شما می‌خواهید جریان پول حساب‌های مشتری را درک کنید تا به عنوان بخشی از الزامات تحلیل انطباق، به دنبال جریان‌های ورودی یا خروجی مشکوک و بزرگ باشید.

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

سپس در بلوک دوم بعد از NEXT ، کل مبالغ انتقالی به هر حساب را از تاریخ "2020-01-01" محاسبه می‌کنید.

پس از آن، همین منطق را برای مبالغ خروجی در کوئری بلوک سوم اعمال می‌کنید. در نهایت، نسبت مبالغ ورودی به مبالغ خروجی را برای هر حساب در آخرین بلوک محاسبه می‌کنید.

برای نتایج پرس‌وجوی میانی که باید پس از کلمه کلیدی NEXT به آنها دسترسی داشته باشید، باید آنها را در انتهای بلوک قبلی برگردانید. برای مثال، accnt تطبیق‌یافته در بلوک اول برگردانده می‌شود تا بلوک دوم بتواند انتقال‌های ورودی به این حساب‌ها را جستجو 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 مسیری را که کوئری طی می‌کند، به تصویر می‌کشد.

۲۱۵۸۴۹dc۵۰۰۸fd.png

اجرای کوئری باید نتیجه زیر را داشته باشد:

کاوش در کوئری‌های گرافیکی بیشتر

می‌توانید تعدادی از نمونه‌های کوئری گراف سازگار با طرحواره این آزمایشگاه کد را در راهنمای کاربر بیابید.

برای آشنایی با سینتکس پرس‌وجوی گراف، می‌توانید منابع زبان پرس‌وجوی گراف GoogleSQL را اینجا مطالعه کنید.

خلاصه

در این مرحله، شما کوئری‌های گراف GQL متعددی را اجرا کرده‌اید و معنای آنها را درک کرده‌اید.

بعدی

در مرحله بعد، کوئری‌هایی را اجرا خواهید کرد که GQL و SQL را با هم ترکیب می‌کنند.

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

اجرای کوئری‌ها در Spanner Studio

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

برای هر کوئری، می‌توانید یک ویرایشگر جدید در Spanner Studio ایجاد کنید تا اجرا شود.

۸۵۱۳۰e۵d۴۰۷۳۷۸۵۲.png

اجرای کوئری‌های SQL interoperable

در Spanner Graph، SQL و GQL کاملاً با هم سازگار هستند. شما GQL و SQL را با استفاده از عملگر GRAPH_TABLE ترکیب می‌کنید. می‌توانید GQL را مانند بخش قبل در داخل عملگر بنویسید. سپس می‌توانید نتایج را از طریق دستور RETURN به بخش پرس‌وجوی SQL متصل کنید.

برای مثال، می‌توانید GQL و SQL را با هم ترکیب کنید تا اطلاعات حسابرسی حساب‌هایی را که از یک حساب مشکوک حواله بانکی دریافت کرده‌اند، پیدا کنید.

با نگاهی به کوئری زیر، کوئری GQL در عملگر GRAPH_TABLE از طریق لبه Transfers ، ۱ یا ۲ گام از یک حساب مشکوک را طی می‌کند و سپس شناسه‌های متمایز حساب‌های رسیده را برمی‌گرداند. سپس کوئری با جدول AccountAudits ادغام می‌شود تا اطلاعات حسابرسی آن حساب‌ها را پیدا کند.

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 کوئری نتایجی مانند زیر را به همراه خواهد داشت.

می‌توانید اطلاعات بیشتر در مورد عملگر GRAPH_TABLE برای ترکیب گراف و کوئری SQL را در راهنمای کاربر مطالعه کنید.

بعدی

در مرحله بعد، می‌توانید codelab را تمیز کنید.

۹. تمیز کردن (اختیاری)

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

۱۰. تبریک می‌گویم!

تبریک می‌گوییم، شما با موفقیت یک طرحواره نموداری ایجاد کرده‌اید و کوئری‌های نموداری را با Spanner Graph اجرا کرده‌اید.

پرس‌وجوهای سنتی SQL برای کشف ارتباطات در داده‌هایی که با شبکه‌های پیچیده‌ای از روابط، به طور فزاینده‌ای پیچیده شده‌اند، کافی نیستند. Spanner Graph یک مدل داده گراف حیاتی با سینتکس پرس‌وجوی گراف قدرتمند، ظرفیت تقریباً نامحدود و دسترسی 99.999٪ ارائه می‌دهد.

حالا که با مفاهیم Spanner Graph بیشتر آشنا شدید، همین امروز طرحواره و داده‌های خود را امتحان کنید!

بعدش چی؟

برای کسب اطلاعات بیشتر در مورد نمودار Spanner به راهنمای کاربر ما مراجعه کنید.

شروع کار با Spanner Graph با مجموعه‌ها، منظم بمانید ذخیره و طبقه‌بندی محتوا براساس اولویت‌های شما.

۱. مقدمه

آنچه خواهید ساخت

آنچه یاد خواهید گرفت

آنچه نیاز دارید

۲. تنظیمات و الزامات

ایجاد یک پروژه GCP

تنظیم صورتحساب

شروع پوسته ابری

۳. یک نمونه Spanner ایجاد کنید

نسخه SDK جی کلود را بررسی کنید

فعال کردن Spanner API

نمونه Spanner را ایجاد کنید

یک نمونه آزمایشی رایگان از Spanner ایجاد کنید

یک نمونه Spanner آماده ایجاد کنید

۴. ایجاد خودکار پایگاه داده Spanner

نسخه SDK جی کلود را بررسی کنید

ایجاد نمونه و پایگاه داده

spanner samples CLI

نحوه مدیریت خطاها

درج داده ناموفق بود

بعدی

۵. (اختیاری) ایجاد دستی یک پایگاه داده Spanner

طرحواره را با نمودار ایجاد کنید

بارگذاری داده‌ها

خلاصه

بعدی

۶. بررسی طرحواره گراف

مشاهده طرحواره گراف

طرحواره گراف را درک کنید

گره‌ها

لبه‌ها

اطلاعات بیشتر در مورد طرحواره

خلاصه

بعدی

۷. با استفاده از GQL، گراف را جستجو کنید

پیمایش پرس‌وجوی گراف در GQL چیست؟

اجرای کوئری‌ها در Spanner Studio

پرس و جوی ۱ - تطبیق الگوی گره و لبه پایه

پرس و جوی ۲ - پیمایش مسیر کمی و بازگرداندن عناصر گراف

پرس و جوی ۳ - جستجوی کوتاه‌ترین مسیر

پرس‌وجوی ۴ - پرس‌وجوهای نموداری زنجیر شده با ترکیب خطی

کاوش در کوئری‌های گرافیکی بیشتر

خلاصه

بعدی

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

اجرای کوئری‌ها در Spanner Studio

اجرای کوئری‌های SQL interoperable

بعدی

۹. تمیز کردن (اختیاری)

۱۰. تبریک می‌گویم!

بعدش چی؟

شروع کار با Spanner Graph

`spanner samples` CLI