بدء استخدام Spanner Graph

1. مقدمة

يجمع Spanner Graph بين إمكانات قاعدة بيانات الرسوم البيانية المخصّصة مع Spanner، وهي قاعدة بيانات Google Cloud المتوفّرة دائمًا ومتسقة على مستوى العالم وقابلة للتطوير بشكل غير محدود تقريبًا.

يتيح Spanner Graph واجهة طلب بحث في الرسم البياني متوافقة مع معايير ISO GQL (لغة طلب البحث في الرسم البياني). من خلال إمكانية التشغيل التفاعلي بين النماذج الارتباطية والنماذج المستندة إلى الرسوم البيانية، يمكنك الجمع بين إمكانات SQL الراسخة والتعبير عن مطابقة أنماط الرسوم البيانية من GQL. يمكن ربط الجداول بالرسوم البيانية باستخدام مخطّط تعريفي بدون نقل البيانات، ما يؤدي إلى إضافة الرسوم البيانية إلى مجموعات البيانات الجداولية. وبفضل ذلك، يمكنك ربط خيارات نماذج البيانات في وقت متأخر (أي تأجيلها) واستخدام أفضل لغة طلب بحث لكل مهمة تريد تنفيذها.

في هذا الدرس العملي، ستتعرّف على كيفية إعداد قاعدة بيانات "الرسم البياني في Spanner" باستخدام مجموعة بيانات مملوءة مسبقًا، واستعلام الرسم البياني باستخدام GQL، والوصول إلى كل من الرسم البياني والبيانات العلائقية معًا من خلال دمج GQL وSQL.

ما ستُنشئه

كجزء من هذا الدرس التطبيقي، عليك تنفيذ ما يلي:

• أنشئ مثيلًا على Spanner.
• إعداد قاعدة بيانات تتضمّن مخطّطًا للرسم البياني المالي ومجموعات بيانات مملوءة مسبقًا
• يمكنك إصدار استعلامات GQL ودمج GQL وSQL معًا.

المُعطيات

• كيفية إعداد مثيل Spanner
• كيفية استخدام الأمر gcloud spanner samples init finance-graph لإعداد نموذج لقاعدة بيانات "الرسم البياني في Spanner"
• كيفية عرض مخطّط الرسم البياني في صفحة النظرة العامة على قاعدة البيانات
• كيفية كتابة طلبات بحث مسارات متعددة القفزات باستخدام GQL
• كيفية كتابة استعلامات أكثر تعقيدًا باستخدام GQL
• كيفية دمج GQL وSQL معًا

المتطلبات

• مشروع على Google Cloud مرتبط بحساب فوترة
• متصفّح ويب، مثل Chrome أو Firefox

2. الإعداد والمتطلبات

ملاحظة: يمكنك تخطّي هذه الخطوة إذا كان لديك مشروع على Google Cloud Platform مفعَّل فيه خيار الفوترة.

إنشاء مشروع على Google Cloud Platform

سجِّل الدخول إلى Google Cloud Console وأنشئ مشروعًا جديدًا أو أعِد استخدام مشروع حالي. إذا لم يكن لديك حساب على Gmail أو Google Workspace، عليك إنشاء حساب.

• اسم المشروع هو الاسم المعروض للمشاركين في هذا المشروع. وهي سلسلة أحرف لا تستخدمها واجهات برمجة تطبيقات Google. ويمكنك تعديلها في أي وقت.
• يكون معرّف المشروع فريدًا في جميع مشاريع Google Cloud وغير قابل للتغيير (لا يمكن تغييره بعد ضبطه). تنشئ وحدة تحكّم Cloud Console سلسلة فريدة تلقائيًا، ولا يهمّك عادةً معرفة محتواها. في معظم مختبرات رموز البرامج، ستحتاج إلى الإشارة إلى معرّف المشروع (يُعرَف عادةً باسم PROJECT_ID). إذا لم يعجبك المعرّف الذي تم إنشاؤه، يمكنك إنشاء معرّف آخر عشوائي. يمكنك بدلاً من ذلك تجربة عنوانك الخاص لمعرفة ما إذا كان متاحًا. ولا يمكن تغييره بعد هذه الخطوة ويبقى ساريًا طوال مدة المشروع.
• يُرجى العِلم أنّ هناك قيمة ثالثة، وهي رقم المشروع، تستخدمها بعض واجهات برمجة التطبيقات. اطّلِع على مزيد من المعلومات عن كلّ من هذه القيم الثلاث في المستندات.

ملاحظة: يكون رقم تعريف المشروع فريدًا على مستوى العالم ولا يمكن لأي مستخدم آخر استخدامه بعد اختياره. أن تكون أنت المستخدم الوحيد لهذا المعرّف حتى إذا تم حذف مشروع، لا يمكن استخدام رقم التعريف مرة أخرى.

ملاحظة: إذا كنت تستخدم حساب Gmail، يمكنك ترك الموقع الجغرافي التلقائي مضبوطًا على بدون مؤسسة. إذا كنت تستخدم حسابًا على Google Workspace، اختَر موقعًا جغرافيًا مناسبًا لمؤسستك.

إعداد الفوترة

بعد ذلك، عليك اتّباع دليل المستخدم لإدارة الفوترة وتفعيل الفوترة في Cloud Console. يكون مستخدمو Google Cloud الجدد مؤهّلين للاستفادة من برنامج الفترة التجريبية المجانية التي تبلغ قيمتها 300 دولار أمريكي. لتجنُّب تحصيل رسوم بعد انتهاء هذا الدليل التعليمي، يمكنك إيقاف مثيل Spanner في نهاية ورشة رموز البرامج من خلال اتّباع "الخطوة 9: التنظيف".

بدء Cloud Shell

على الرغم من أنّه يمكن تشغيل Google Cloud عن بُعد من الكمبيوتر المحمول، ستستخدم في هذا الدليل التعليمي Google Cloud Shell، وهي بيئة سطر أوامر تعمل في السحابة الإلكترونية.

من Google Cloud Console، انقر على رمز Cloud Shell في شريط الأدوات أعلى يسار الصفحة:

من المفترض ألا تستغرق عملية توفير البيئة والاتصال بها سوى بضع لحظات. عند الانتهاء، من المفترض أن يظهر لك ما يلي:

يتم تحميل هذه الآلة الافتراضية مزوّدة بكل أدوات التطوير التي ستحتاج إليها. ويقدّم هذا الدليل دليلاً منزليًا دائمًا بسعة 5 غيغابايت، ويتم تشغيله على Google Cloud، ما يُحسِّن بشكل كبير أداء الشبكة والمصادقة. يمكنك تنفيذ جميع أعمالك في هذا الدليل التعليمي للترميز داخل متصفّح. لست بحاجة إلى تثبيت أي تطبيق.

3- إنشاء مثيل Spanner

ملاحظة: يمكنك تخطّي هذه الخطوة إذا كان لديك حاليًا مثيل Spanner لأغراض الاختبار في مشروعك. يمكنك التحقّق من ذلك من خلال الانتقال إلى رابط وحدة التحكّم هذا.

في Spanner، المثيل هو مجموعة من موارد الحوسبة والتخزين التي تستضيف قاعدة بيانات Spanner واحدة أو أكثر. ستحتاج إلى مثيل واحد على الأقل لاستضافة قاعدة بيانات Spanner في هذا الدليل التعليمي.

التحقّق من إصدار حزمة تطوير البرامج (SDK) من gcloud

قبل إنشاء مثيل، تأكَّد من تحديث حزمة تطوير البرامج (SDK) gcloud في Google Cloud Shell إلى الإصدار المطلوب، وهو gcloud SDK 493.0.0. يمكنك العثور على إصدار حزمة تطوير البرامج (SDK) من gcloud من خلال اتّباع الأمر أدناه.

$ gcloud version | grep Google

في ما يلي مثال على الإخراج:

Google Cloud SDK 489.0.0

إذا كان الإصدار الذي تستخدمه أقدم من الإصدار المطلوب 493.0.0 (489.0.0 في المثال السابق)، عليك ترقية حزمة Google Cloud SDK من خلال تنفيذ الأمر التالي:

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

ملاحظة: يسرد الأمر السابق بشكل شامل الحِزم التي يجب ترقيتها لأسباب تتعلق بالأمان.

تفعيل واجهة برمجة التطبيقات Spanner API

في Cloud Shell، تأكَّد من إعداد رقم تعريف مشروعك. استخدِم الأمر الأول أدناه للعثور على رقم تعريف المشروع الذي تم ضبطه حاليًا. إذا لم تكن النتيجة متوقّعة، سيضبط الأمر الثاني أدناه النتيجة الصحيحة.

gcloud config get-value project

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

اضبط منطقتك التلقائية على us-central1. يمكنك تغيير ذلك إلى منطقة مختلفة تتيحها الإعدادات الإقليمية في Spanner.

gcloud config set compute/region us-central1

فعِّل واجهة برمجة التطبيقات Spanner API:

gcloud services enable spanner.googleapis.com

إنشاء مثيل Spanner

في هذا القسم، ستُنشئ إما مثيلًا في الفترة التجريبية المجانية أو مثيلًا مُزوَّدًا بالمساحة. خلال هذا الدليل التعليمي حول الرموز البرمجية، يكون معرّف مثيل الرسم البياني في Spanner المستخدَم هو graph-demo، ويتم ضبطه على المتغيّر SPANNER_INSTANCE_ID باستخدام سطر الأوامر export. يمكنك اختيار اسم معرّف المثيل اختياريًا.

إنشاء مثيل Spanner في الفترة التجريبية المجانية

تتوفّر نسخة تجريبية مجانية من Spanner لمدة 90 يومًا لأي مستخدم لديه حساب Google ومفعَّل لديه Cloud Billing في مشروعه. ولن يتم تحصيل رسوم منك إلا إذا اخترت ترقية نسخة الفترة التجريبية المجانية إلى نسخة مدفوعة. تتوفّر قاعدة بيانات Spanner Graph في نسخة الفترة التجريبية المجانية. إذا كان حسابك مؤهّلاً، يمكنك إنشاء مثيل للتجربة المجانية من خلال فتح Cloud Shell وتنفيذ هذا الأمر:

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"

ملاحظة: يستخدم هذا الأمر regional-us-central1 كمنطقة. يمكنك اختيار منطقة مختلفة استنادًا إلى إعدادات المنطقة المتاحة لنسخة الفترة التجريبية المجانية من Spanner. يمكنك الاطّلاع على مزيد من المعلومات حول كيفية إنشاء نسخة من الفترة التجريبية المجانية هنا.

ناتج الأمر:

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

إنشاء مثيل Spanner مُزوَّد بمساحة تخزين

إذا لم تكن مؤهلاً لاستخدام نسخة تجريبية مجانية، يمكنك إعداد نسخة من Spanner مُزوَّدة بعقدة واحدة لهذا الدليل التعليمي. تتوفّر قاعدة بيانات Spanner Graph في إصدارَي Enterprise أو Enterprise Plus. لإنشاء مثيل في إصدار Enterprise أو Enterprise Plus، افتح Cloud Shell ونفِّذ هذا الأمر:

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

ملاحظة: يستخدم هذا الأمر regional-us-central1 كمنطقة. يمكنك اختيار منطقة مختلفة استنادًا إلى إعدادات المنطقة المتاحة لمثيل Spanner.

ناتج الأمر:

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

4. إنشاء قاعدة بيانات Spanner تلقائيًا

ملاحظة: تستخدِم التعليمات التالية الأمر gcloud لإعداد قاعدة البيانات وملء البيانات. إذا كنت مهتمًا بالعملية اليدوية، يمكنك التخطّي إلى الخطوة 5 التالية).

التحقّق من إصدار حزمة تطوير البرامج (SDK) من gcloud

قبل إنشاء قاعدة بيانات، تأكَّد من تحديث حزمة gcloud SDK في Google Cloud Shell إلى الإصدار المطلوب، وهو gcloud SDK 484.0.0. يمكنك معرفة إصدار حزمة SDK من gcloud من خلال تنفيذ الأمر أدناه.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

إذا كان الإصدار أقل من الإصدار المطلوب 484.0.0 (على سبيل المثال، الإصدار أعلاه 483.0.0)، عليك الترقية من خلال نسخ الأمر أدناه وتنفيذه.

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

ملاحظة: يسرد الأمر أعلاه بشكل شامل الحِزم التي يجب ترقيتها لأسباب تتعلق بالأمان.

إنشاء مثيل وقاعدة بيانات

بعد تشغيل المثيل، يمكنك إنشاء قاعدة البيانات. يتيح Spanner قواعد بيانات متعددة على مثيل واحد.

قاعدة البيانات هي المكان الذي تحدِّد فيه المخطّط. يمكنك أيضًا التحكّم في المستخدمين الذين يمكنهم الوصول إلى قاعدة البيانات وإعداد التشفير المخصّص وضبط أداة تحسين الأداء وتحديد فترة الاحتفاظ بالبيانات.

سيتم إنشاء قاعدة البيانات في المثيل الذي يحمل رقم التعريف SPANNER_INSTANCE_ID من الخطوة السابقة.

إذا لم يسبق لك إعداد المتغيّر SPANNER_INSTANCE_ID، استخدِم سطر الأوامر أدناه لإجراء الإعداد.

export SPANNER_INSTANCE_ID={your_instance_id}

استخدِم أداة سطر الأوامر gcloud في Google Cloud Shell أدناه لإنشاء قاعدة بيانات Spanner باستخدام مخطّط رسم بياني مالي ومجموعة بيانات مالية مملوءة مسبقًا.

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

ناتج الأمر:

$ 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.

ملاحظة: قد يستغرق إنشاء قاعدة البيانات بضع لحظات.

spanner samples واجهة سطر الأوامر

الأمر gcloud spanner samples init finance-graph هو غلاف للإجراءات التالية:

• إنشاء قاعدة بيانات باسم "finance-graph-db" في مثيلك
• إنشاء مخطّط رسم بياني مالي في قاعدة البيانات يحتوي المخطّط على تعريفات للعقد لعناصر مثل الحسابات المصرفية والقروض وما إلى ذلك، وتعريفات للحواف للعلاقات بينها. ستتمكّن من فحص مخطّط قاعدة البيانات في الخطوة 6).
• إدراج عدة آلاف من عقد الرسم البياني وحواصله في قاعدة البيانات

كيفية التعامل مع الأخطاء

تعذّر إدراج البيانات

إذا انتهت الأداة برسالة خطأ Failed to insert data for the graph database، يمكنك اتّباع صفحة الخطوة 5) الاختيارية لإنشاء قاعدة بيانات يدويًا ثم إدراج البيانات.

المحتوى التالي

يمكنك تخطّي القسم الاختياري التالي إذا تمّ إنشاء قاعدة البيانات تلقائيًا والانتقال مباشرةً إلى "استكشاف مخطّط الرسم البياني" (الخطوة 6).

5- (اختياري) إنشاء قاعدة بيانات Spanner يدويًا

ملاحظة: إذا سبق لك استخدام gcloud spanner samples لإنشاء قاعدة بيانات finance-graph-db في الخطوة السابقة، يمكنك تخطّي هذه الخطوة.

بعد تشغيل المثيل، يمكنك إنشاء قاعدة البيانات يدويًا.

قاعدة البيانات هي المكان الذي تحدِّد فيه المخطّط. يمكنك أيضًا التحكّم في المستخدمين الذين يمكنهم الوصول إلى قاعدة البيانات وإعداد التشفير المخصّص وضبط أداة تحسين الأداء وتحديد فترة الاحتفاظ بالبيانات.

سيتم إنشاء قاعدة البيانات في المثيل الذي يحمل رقم التعريف SPANNER_INSTANCE_ID في الخطوات السابقة.

إذا لم يسبق لك إعداد المتغيّر SPANNER_INSTANCE_ID، استخدِم سطر الأوامر أدناه لإجراء الإعداد.

export SPANNER_INSTANCE_ID={your_instance_id}

لإنشاء قاعدة بيانات، استخدِم أداة سطر أوامر gcloud:

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

ناتج الأمر:

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

إنشاء المخطّط باستخدام الرسم البياني

لإعداد المخطّط، انتقِل إلى Spanner Studio واستخدِم "المحرِّر":

بالنسبة إلى المخطّط، انسخ لغة تعريف البيانات (DDL) أدناه والصقها في محرِّر Spanner Studio.

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
  );

ملاحظة: يتم تنفيذ كل عبارة CREATE بشكل تسلسلي، لذا قد يستغرق الأمر بضع لحظات.

بعد ذلك، انقر على الزر RUN وانتظِر بضع ثوانٍ إلى أن يتم إنشاء المخطّط.

قد تتساءل عن معنى كل عبارة CREATE، خاصةً عبارة CREATE PROPERTY GRAPH. سنفحص المخطّط في الخطوة 6 التالية).

تحميل البيانات

الآن، عليك إدراج بعض بيانات الرسم البياني المالي في قاعدة بياناتك.

ينشئ Spanner Graph الرسوم البيانية من جداول الإدخال، لذا تستند بيانات الرسم البياني إلى تلك الواردة من جداول الإدخال، بدون تكرار البيانات. وبالمثل، تنعكس تغييرات البيانات في جداول الإدخال تلقائيًا في نموذج الرسم البياني. ويؤدي ذلك إلى تجنُّب عمليات نقل البيانات المعقدة من مصدر إلى آخر من أجل المزامنة مع مصادر البيانات الأخرى.

يمكنك استخدام عبارات INSERT SQL المألوفة لك لإدراج البيانات في جداول الإدخال.

افتح علامة تبويب جديدة في Spanner Studio، ثم انسخ عبارات الإدراج التالية والصقها وانقر على الزر RUN. ستعبئ عبارات INSERT آلاف العقد والحواف في قاعدة بياناتك. نظرًا لكمية النص، قد يستغرق النسخ بضع ثوانٍ.

INSERT OR IGNORE INTO Account (id, create_time, is_blocked, type) VALUES (1,"2020-01-10 06:22:20.222",false,"brokerage account"),(2,"2020-01-27 17:55:09.206",false,"prepaid card"),(3,"2020-02-18 05:44:20.655",false,"brokerage account"),(4,"2020-02-29 08:49:53.902",false,"debit card"),(5,"2020-03-02 12:47:18.726",false,"brokerage account"),(6,"2020-03-21 15:25:34.327",false,"custodial account"),(7,"2020-04-13 17:53:48.932",false,"brokerage account"),(8,"2020-04-14 20:08:15.427",true,"trust account"),(9,"2020-04-20 06:20:25.717",false,"certificate of deposit"),(10,"2020-04-25 17:12:17.773",false,"debit card"),(11,"2020-05-01 12:42:05.751",false,"escrow account"),(12,"2020-05-07 09:31:24.731",false,"corporate account"),(13,"2020-05-12 02:54:39.38",false,"prepaid card"),(14,"2020-05-12 07:20:33.922",false,"escrow account"),(15,"2020-05-17 23:48:13.525",false,"certificate of deposit"),(16,"2020-05-22 13:25:24.547",false,"escrow account"),(17,"2020-05-24 23:04:09.662",false,"debit card"),(18,"2020-05-25 13:28:18.687",false,"prepaid card"),(19,"2020-05-26 08:20:41.462",false,"brokerage account"),(20,"2020-05-26 21:45:21.362",false,"internet account"),(21,"2020-05-29 11:12:33.826",false,"certificate of deposit"),(22,"2020-06-02 23:51:28.653",false,"trust account"),(23,"2020-06-10 23:13:28.056",false,"debit card"),(24,"2020-06-13 07:03:04.044",false,"prepaid card"),(25,"2020-06-18 00:04:22.973",false,"debit card"),(26,"2020-06-20 02:42:12.633",false,"foreign currency"),(27,"2020-06-27 03:53:28.622",false,"internet account"),(28,"2020-07-04 05:56:27.958",false,"prepaid card"),(29,"2020-07-05 22:59:05.522",false,"foreign currency"),(30,"2020-07-06 16:40:38.026",false,"corporate account"),(31,"2020-07-07 22:50:08.234",false,"prepaid card"),(32,"2020-07-08 02:44:39.09",false,"trust account"),(33,"2020-07-14 10:52:04.924",false,"debit card"),(34,"2020-07-17 02:39:41.539",false,"trust account"),(35,"2020-07-18 13:55:27.536",false,"credit card"),(36,"2020-07-19 18:34:04.354",false,"custodial account"),(37,"2020-07-20 04:59:56.786",false,"custodial account"),(38,"2020-07-27 12:05:32.638",false,"debit card"),(39,"2020-07-30 04:39:01.645",false,"retirement account"),(40,"2020-07-31 11:38:18.198",false,"retirement account"),(41,"2020-08-02 09:08:22.656",false,"foreign currency"),(42,"2020-08-02 11:50:21.996",false,"debit card"),(43,"2020-08-06 05:31:50.574",false,"foreign currency"),(44,"2020-08-08 19:05:07.512",false,"brokerage account"),(45,"2020-08-09 21:46:34.8",false,"prepaid card"),(46,"2020-08-09 22:53:40.287",false,"custodial account"),(47,"2020-08-10 07:35:44.962",false,"prepaid card"),(48,"2020-08-10 09:44:04.774",true,"certificate of deposit"),(49,"2020-08-11 03:40:41.045",false,"custodial account"),(50,"2020-08-11 07:31:33.655",false,"retirement account"),(51,"2020-08-12 19:49:11.684",false,"escrow account"),(52,"2020-08-12 21:26:22.15",false,"foreign currency"),(53,"2020-08-15 08:39:41.839",false,"foreign currency"),(54,"2020-08-15 11:15:30.647",false,"custodial account"),(55,"2020-08-15 16:01:36.985",false,"brokerage account"),(56,"2020-08-24 06:00:08.942",false,"retirement account"),(57,"2020-08-25 21:45:39.75",false,"foreign currency"),(58,"2020-08-29 16:24:18.633",false,"brokerage account"),(59,"2020-08-30 22:31:59.522",true,"certificate of deposit"),(60,"2020-08-31 01:11:41.554",false,"trust account"),(61,"2020-09-03 11:10:31.293",false,"internet account"),(62,"2020-09-03 21:45:38.601",false,"brokerage account"),(63,"2020-09-06 02:58:04.078",false,"foreign currency"),(64,"2020-09-09 20:20:39.17",false,"prepaid card"),(65,"2020-09-12 22:03:48.188",false,"prepaid card"),(66,"2020-09-18 03:49:33.735",false,"trust account"),(67,"2020-09-18 23:43:57.301",false,"foreign currency"),(68,"2020-09-20 01:00:25.7",false,"certificate of deposit"),(69,"2020-09-22 06:55:49.873",false,"credit card"),(70,"2020-09-23 14:55:42.597",false,"certificate of deposit"),(71,"2020-09-25 11:14:17.006",false,"custodial account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of deposit"),(90,"2020-10-25 09:04:14.056",false,"retirement account"),(91,"2020-10-26 12:39:53.181",true,"foreign currency"),(92,"2020-10-26 14:33:29.071",false,"corporate account"),(93,"2020-10-27 04:10:25.385",false,"foreign currency"),(94,"2020-10-27 05:01:26.297",false,"internet account"),(95,"2020-10-27 16:24:27.232",true,"credit card"),(96,"2020-10-27 17:10:11.181",false,"brokerage account"),(97,"2020-11-02 16:50:16.48",false,"trust account"),(98,"2020-11-03 07:28:44.64",false,"certificate of deposit"),(99,"2020-11-04 07:40:40.553",false,"certificate of deposit"),(100,"2020-11-10 04:26:17.153",false,"brokerage account"),(101,"2020-11-10 22:05:49.841",false,"foreign currency"),(102,"2020-11-11 18:44:24.021",false,"certificate of deposit"),(103,"2020-11-15 01:57:12.581",false,"foreign currency"),(104,"2020-11-15 05:50:51.532",true,"retirement account"),(105,"2020-11-17 12:01:11.565",false,"escrow account"),(106,"2020-11-21 15:35:07.655",true,"certificate of deposit"),(107,"2020-11-21 20:00:29.833",false,"brokerage account"),(108,"2020-11-22 08:35:57.964",false,"credit card"),(109,"2020-11-23 13:01:34.724",false,"trust account"),(110,"2020-11-24 04:01:26.715",false,"trust account"),(111,"2020-11-24 14:18:40.05",false,"foreign currency"),(112,"2020-11-26 02:18:04.433",false,"internet account"),(113,"2020-11-27 06:17:46.952",false,"debit card"),(114,"2020-11-29 06:46:12.007",false,"credit card"),(115,"2020-11-29 17:40:40.327",false,"merchant account"),(116,"2020-11-30 08:51:27.372",false,"brokerage account"),(117,"2020-11-30 19:45:49.875",false,"internet account"),(118,"2020-12-03 00:34:33.183",false,"merchant account"),(119,"2020-12-03 09:43:30.472",false,"custodial account"),(120,"2020-12-03 17:18:25.016",false,"custodial account"),(121,"2020-12-12 08:42:03.791",false,"credit card"),(122,"2020-12-13 03:34:15.105",false,"internet account"),(123,"2020-12-13 11:23:00.803",false,"debit card"),(124,"2020-12-14 05:16:10.572",false,"prepaid card"),(125,"2020-12-15 08:33:18.515",false,"corporate account"),(126,"2020-12-15 19:09:35.512",false,"prepaid card"),(127,"2020-12-16 08:36:23.124",false,"brokerage account"),(128,"2020-12-17 12:07:26.547",false,"foreign currency"),(129,"2020-12-18 13:42:59.981",false,"merchant account"),(130,"2020-12-19 05:47:14.714",false,"retirement account"),(131,"2020-12-20 19:50:44.173",false,"trust account"),(132,"2020-12-22 01:44:50.711",false,"corporate account"),(133,"2020-12-23 02:31:46.849",false,"foreign currency"),(134,"2020-12-23 10:07:28.308",false,"merchant account"),(135,"2020-12-23 23:06:04.601",true,"retirement account"),(136,"2020-12-24 01:27:15.123",false,"credit card"),(137,"2020-12-24 03:01:42.112",false,"trust account"),(138,"2020-12-24 23:57:34.334",false,"debit card"),(139,"2020-12-25 05:47:40.479",false,"merchant account"),(140,"2020-12-27 23:42:26.114",false,"escrow account"),(141,"2020-12-28 17:26:15.005",true,"brokerage account"),(142,"2020-12-29 07:23:26.859",false,"retirement account"),(143,"2020-12-29 17:45:00.686",false,"credit card"),(144,"2020-12-30 05:19:17.833",false,"retirement account"),(145,"2020-12-30 08:35:00.131",false,"credit card"),(146,"2020-12-30 14:53:41.636",false,"custodial account"),(147,"2020-12-31 03:02:15.119",false,"escrow account"),(148,"2020-12-31 10:47:52.4",false,"brokerage account"),(149,"2020-12-31 12:33:49.457",false,"foreign currency"),(150,"2021-01-01 19:32:16.681",false,"credit card"),(151,"2021-01-02 10:38:47.288",false,"escrow account"),(152,"2021-01-02 14:59:12.578",false,"corporate account"),(153,"2021-01-03 16:55:19.952",false,"merchant account"),(154,"2021-01-05 01:56:38.675",false,"merchant account"),(155,"2021-01-05 04:37:32.382",false,"certificate of deposit"),(156,"2021-01-06 06:31:43.275",true,"foreign currency"),(157,"2021-01-08 02:50:21.882",false,"merchant account"),(158,"2021-01-09 09:13:31.088",false,"retirement account"),(159,"2021-01-10 16:34:10.588",false,"debit card"),(160,"2021-01-12 23:06:15.22",false,"certificate of deposit"),(161,"2021-01-13 12:55:15.875",false,"merchant account"),(162,"2021-01-14 11:49:16.404",false,"trust account"),(163,"2021-01-15 08:45:39.804",false,"trust account"),(164,"2021-01-15 12:32:10.173",false,"corporate account"),(165,"2021-01-15 21:58:24.792",false,"certificate of deposit"),(166,"2021-01-18 04:16:58.326",false,"internet account"),(167,"2021-01-20 13:13:02.317",false,"merchant account"),(168,"2021-01-21 15:02:01.15",false,"escrow account"),(169,"2021-01-22 04:57:00.671",false,"merchant account"),(170,"2021-01-22 15:33:06.555",false,"prepaid card"),(171,"2021-01-24 05:32:17.593",false,"trust account"),(172,"2021-01-24 19:32:00.247",false,"foreign currency"),(173,"2021-01-24 23:53:26.247",false,"corporate account"),(174,"2021-01-25 11:48:11.678",false,"escrow account"),(175,"2021-01-26 18:31:53.951",false,"debit card"),(176,"2021-01-27 22:33:15.477",false,"corporate account"),(177,"2021-01-29 18:06:11.236",false,"certificate of deposit"),(178,"2021-01-30 06:33:45.39",false,"custodial account"),(179,"2021-01-30 07:36:06.476",false,"retirement account"),(180,"2021-01-30 23:48:38.213",false,"merchant account"),(181,"2021-02-02 13:46:52.353",false,"credit card"),(182,"2021-02-02 14:29:50.138",true,"foreign currency"),(183,"2021-02-03 18:55:55.195",false,"certificate of deposit"),(184,"2021-02-04 06:56:02.986",false,"prepaid card"),(185,"2021-02-04 23:52:32.502",false,"retirement account"),(186,"2021-02-05 06:17:02.707",false,"internet account"),(187,"2021-02-05 13:04:09.81",false,"certificate of deposit"),(188,"2021-02-05 14:13:31.608",false,"trust account"),(189,"2021-02-07 12:32:56.775",false,"credit card"),(190,"2021-02-08 07:16:23.551",false,"debit card"),(191,"2021-02-10 22:48:02.719",false,"credit card"),(192,"2021-02-10 22:59:35.501",false,"trust account"),(193,"2021-02-10 23:50:15.916",false,"foreign currency"),(194,"2021-02-14 18:05:24.695",false,"foreign currency"),(195,"2021-02-15 15:21:43.322",false,"escrow account"),(196,"2021-02-16 02:24:40.074",false,"credit card"),(197,"2021-02-17 21:25:29.33",false,"brokerage account"),(198,"2021-02-18 21:46:18.265",false,"certificate of deposit"),(199,"2021-02-19 20:23:46.787",false,"internet account"),(200,"2021-02-20 01:05:38.321",false,"prepaid card"),(201,"2021-02-22 23:04:38.626",false,"debit card"),(202,"2021-02-23 05:24:16.917",false,"internet account"),(203,"2021-02-25 21:52:31.769",false,"trust account"),(204,"2021-02-27 13:52:29.779",false,"credit card"),(205,"2021-02-27 14:09:00.531",false,"debit card"),(206,"2021-02-27 16:47:32.224",false,"certificate of deposit"),(207,"2021-02-27 18:24:59.54",false,"brokerage account"),(208,"2021-02-28 04:52:36.434",false,"debit card"),(209,"2021-02-28 08:14:00.877",false,"custodial account"),(210,"2021-02-28 11:48:23.742",false,"corporate account"),(211,"2021-03-03 09:41:42.134",true,"certificate of deposit"),(212,"2021-03-03 22:59:15.126",false,"foreign currency"),(213,"2021-03-06 04:59:16.484",false,"custodial account"),(214,"2021-03-09 05:42:14.11",false,"credit card"),(215,"2021-03-10 11:26:43.322",false,"merchant account"),(216,"2021-03-12 12:25:23.832",false,"certificate of deposit"),(217,"2021-03-13 03:00:58.196",false,"credit card"),(218,"2021-03-13 14:34:15.992",false,"retirement account"),(219,"2021-03-13 14:58:22.924",false,"escrow account"),(220,"2021-03-15 12:26:08.919",false,"credit card"),(221,"2021-03-15 18:02:39.672",false,"internet account"),(222,"2021-03-15 18:47:36.307",false,"internet account"),(223,"2021-03-19 20:31:33.359",false,"debit card"),(224,"2021-03-19 23:00:40.408",false,"certificate of deposit"),(225,"2021-03-23 14:16:43.953",false,"prepaid card"),(226,"2021-03-24 09:14:59.63",false,"retirement account"),(227,"2021-03-24 20:20:03.015",false,"prepaid card"),(228,"2021-03-26 08:58:57.355",false,"custodial account"),(229,"2021-03-29 10:33:09.227",false,"internet account"),(230,"2021-03-30 00:15:57.581",false,"foreign currency"),(231,"2021-03-31 03:57:40.983",false,"merchant account"),(232,"2021-03-31 18:19:43.885",false,"retirement account"),(233,"2021-04-01 06:49:27.11",true,"certificate of deposit"),(234,"2021-04-01 13:07:22.86",false,"certificate of deposit"),(235,"2021-04-01 15:07:36.398",false,"brokerage account"),(236,"2021-04-01 16:55:13.363",false,"credit card"),(237,"2021-04-03 02:46:52.96",false,"custodial account"),(238,"2021-04-03 06:33:32.944",false,"corporate account"),(239,"2021-04-04 09:04:49.895",false,"prepaid card"),(240,"2021-04-04 20:22:07.698",false,"brokerage account"),(241,"2021-04-05 16:29:51.688",true,"prepaid card"),(242,"2021-04-05 23:40:33.547",false,"custodial account"),(243,"2021-04-06 16:33:02.653",false,"escrow account"),(244,"2021-04-07 14:49:29.838",false,"escrow account"),(245,"2021-04-07 19:51:04.398",false,"merchant account"),(246,"2021-04-09 11:51:25.257",false,"internet account"),(247,"2021-04-10 09:05:57.805",false,"custodial account"),(248,"2021-04-10 13:04:34.882",false,"credit card"),(249,"2021-04-11 18:53:18.539",false,"credit card"),(250,"2021-04-13 01:47:52.706",false,"trust account"),(251,"2021-04-13 10:25:36.749",false,"corporate account"),(252,"2021-04-13 13:21:41.037",false,"corporate account"),(253,"2021-04-14 23:32:51.918",true,"foreign currency"),(254,"2021-04-15 10:00:44.941",false,"escrow account"),(255,"2021-04-15 16:40:43.414",false,"debit card"),(256,"2021-04-15 23:40:09.084",false,"merchant account"),(257,"2021-04-17 15:26:15.541",false,"prepaid card"),(258,"2021-04-20 05:11:50.323",false,"credit card"),(259,"2021-04-20 06:32:45.034",false,"trust account"),(260,"2021-04-21 11:25:00.823",false,"custodial account"),(261,"2021-04-21 15:20:31.173",false,"custodial account"),(262,"2021-04-22 15:21:20.241",false,"internet account"),(263,"2021-04-24 13:56:04.153",false,"foreign currency"),(264,"2021-04-24 15:29:17.246",false,"credit card"),(265,"2021-04-25 19:36:03.337",false,"foreign 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"Profile picture updated."), (520,"2021-11-29 12:24:04", "Failed login attempt using incorrect password from IP address [ip address removed]."), (327,"2021-07-17 15:12:38", "Payment method added."), (8,"2021-11-15 09:54:30", "API key revoked."), (582,"2020-10-06 02:02:43", "Account details viewed by user."), (246,"2020-11-19 19:19:13", "Account password reset requested."), (13,"2021-03-30 03:19:37", "Account password updated."), (590,"2020-01-11 15:17:43", "Account successfully created."), (391,"2020-02-29 13:04:36", "File downloaded from the account."), (196,"2020-04-18 05:51:36", "User logged out successfully."), (650,"2021-03-23 22:34:30", "Subscription cancelled."), (405,"2020-10-11 21:11:23", "Two-factor authentication enabled."), (475,"2020-06-25 21:43:04", "API key revoked."), (119,"2021-01-07 10:39:15", "Subscription renewed."), (392,"2021-09-23 16:14:39", "Billing information updated."), (475,"2021-08-03 11:50:16", "Device unlinked from the account."), (694,"2020-11-19 19:03:49", "Account permissions modified."), (381,"2021-02-27 18:31:01", "Payment method removed."), (650,"2021-08-14 00:20:45", "Account recovery email updated."), (453,"2021-01-06 20:22:46", "API key generated."), (186,"2021-07-28 22:49:16", "Subscription renewed."), (430,"2021-08-24 22:16:38", "Failed login attempt using incorrect password from IP address [ip address removed]."), (438,"2021-03-09 15:51:19", "Account password reset successfully."), (158,"2020-01-07 07:23:37", "User logged out successfully."), (694,"2020-09-12 22:45:38", "Two-factor authentication disabled."), (212,"2021-12-15 05:23:02", "File uploaded to the account."), (518,"2021-02-24 06:15:04", "API key generated."), (688,"2020-05-23 09:25:55", "Two-factor authentication enabled."), (696,"2021-10-14 02:12:50", "Security question updated."), (554,"2020-10-04 11:24:23", "Support ticket created."), (8,"2021-03-11 09:22:28", "Account password reset requested."), (210,"2021-01-11 01:49:13", "Support ticket closed."), (8,"2021-06-23 23:43:16", "Account password updated."), (451,"2020-01-03 02:58:04", "Suspicious activity detected from new location."), (527,"2021-01-29 09:23:30", "Account details viewed by user."), (545,"2021-05-09 16:58:31", "Account successfully created."), (497,"2020-05-04 23:33:59", "Account locked due to multiple failed login attempts."), (416,"2021-03-11 04:17:06", "Login attempt from unrecognized device."), (337,"2020-04-28 23:01:54", "Account subscription upgraded."), (119,"2020-01-06 23:33:59", "Subscription renewed."), (212,"2021-08-04 03:46:55", "Login attempt from unrecognized device."), (568,"2021-06-05 01:25:57", "Subscription cancelled."), (353,"2020-01-21 19:54:44", "Account unlocked by system administrator."), (416,"2020-03-01 11:34:00", "File uploaded to the account."), (381,"2020-08-15 09:26:27", "Successful login from new IP address."), (437,"2020-01-12 10:09:14", "Account deleted by user."), (44,"2020-10-03 09:28:22", "API key revoked."), (450,"2020-05-08 10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset 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00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");

ملخّص

في هذه الخطوة، أنشأت قاعدة بيانات Spanner باستخدام مخطّط رسم بياني وبيانات رسم بياني معبّأة مسبقًا.

المحتوى التالي

بعد ذلك، ستستكشف مخطّط الرسم البياني.

6- استكشاف مخطّط الرسم البياني

عرض مخطّط الرسم البياني

في Cloud Console، انتقِل إلى مثيل Spanner وانقر على قاعدة بيانات finance-graph-db. من صفحة النظرة العامة هذه، انقر على الزر "عرض لغة تعريف البيانات المكافئة" (في أسفل الصفحة) لعرض مخطّط قاعدة البيانات.

عند فحص المخطّط، سترى أولاً عددًا من الجداول العلائقية التي تحتوي على عبارات CREATE TABLE، كما تم تسجيلها في لقطة الشاشة أدناه:

• جدول Account الذي يحتوي على بيانات عن الحسابات المصرفية
• جدول AccountAudits الذي يتتبّع عمليات تدقيق الحسابات المصرفية
• جدول AccountRepayLoan الذي يتتبّع دفعات القروض التي يتم إجراؤها من الحسابات المصرفية
• جدول AccountTransferAccount الذي يتتبّع عمليات تحويل الأموال بين الحسابات المصرفية
• جدول Loan الذي يحتوي على بيانات عن قروض العملاء
• جدول Person الذي يحتوي على بيانات عن عملاء الخدمات المصرفية الذين تم وضع نماذج لهم كأشخاص
• جدول PersonOwnAccount الذي يتتبّع علاقة الأشخاص المالكين لحسابات مصرفية

انتقِل للأسفل في DDL للمخطّط، وستظهر لك عبارة CREATE PROPERTY GRAPH FinGraph التي نحدّد فيها مخطّط الرسم البياني استنادًا إلى جداول SQL أعلاه. سنشرح مخطّط الرسم البياني في القسم التالي.

فهم مخطّط الرسم البياني

يتيح لك Spanner Graph إنشاء رسم بياني من الجداول باستخدام عبارة CREATE PROPERTY GRAPH. تُعرف الجداول المستخدَمة لإنشاء الرسوم البيانية باسم جداول الإدخال. لا يتم تكرار البيانات عند إنشاء رسم بياني.

يتوافق Spanner Graph مع نموذج بيانات الرسم البياني للموقع باستخدام العقد والحواف التي تمت إضافة تعليقات توضيحية لها باستخدام التصنيفات والسمات. في مخطّط الرسم البياني المالي هذا، أنشأنا 3 أنواع من العقد و3 أنواع من الحواف استنادًا إلى جداول الإدخال العلائقية المحدّدة سابقًا.

العُقد

نحدّد 3 أنواع من العقد استنادًا إلى 3 جداول إدخال:

1. عقدة Person، استنادًا إلى جدول "الأشخاص"
2. عقدة Account، استنادًا إلى جدول "الحساب"
3. عقدة Loan، استنادًا إلى جدول "القرض"

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)
  )
 ...

يتم ربط كل صف في جداول العقد بعقدة في نموذج الرسم البياني. تحتوي كلّ عقدة على تصنيف مثل Account وPerson يمثّل العقدة. ستستخدم التصنيفات لطلب البحث عن أنواع العقد في الصفحة التالية.

يتم تلقائيًا تضمين جميع أعمدة جدول الإدخال في وقت إنشاء الرسم البياني كخصائص للعقد. على سبيل المثال، أعمدة id وcreate_time وis_blocked وtype في جدول Account هي سمات لعقدة Account. ومع ذلك، يمكن استبعاد الأعمدة من نموذج الرسم البياني باستخدام بنية ALL COLUMNS EXCEPT الموضّحة هنا.

ملاحظة:

في المخطّط الذي تم إنشاؤه يدويًا في الخطوة 5، تتألف مدخلات جدول العقد من أسماء الجداول فقط (مثل Account, Node).

في المقابل، يتم توسيع مخطّط DDL للرسم البياني من صفحة النظرة العامة على قاعدة البيانات ليشمل LABEL وKEY وPROPERTIES لتعريفات العقدة والحافة.

كلا التمثيلَين متطابقان من الناحية الدلالية. ويساعد التعريف الموسّع في فهم المخطط الكامل.

الحواف

نحدّد 3 أنواع من الحواف بين العقد:

1. حافة AccountRepayLoan، استنادًا إلى جدول AccountRepayLoan، تربط عقدة Account بعقدة Loan
2. حافة AccountTransferAccount، استنادًا إلى جدول AccountTransferAccount، تربط عقدة Account بعقدة Account أخرى
3. حافة PersonOwnAccount، استنادًا إلى جدول PersonOwnAccount، تربط عقدة Person بعقدة Account

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)
  );

يجب تحديد مفتاحَي المصدر والوجهة لربط جدول بالزوايا. تُنشئ هذه المفاتيح العلاقة بين الحافة والعُقدتَين المصدر والوجهة.

على سبيل المثال، تربط كل حافة PersonOwnAccount عقدة Person (المصدر) بعقدة Account (الوجهة).

• عقدة SOURCE للحافة هي عقدة Person يكون id فيها مطابقًا للحافة id.
• عقدة DESTINATION للحافة هي عقدة Account يكون id فيها مطابقًا للحافة account_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)

تحتوي كل حافة على تصنيف مثل Repays وOwns، يمثّل نوع الحافة. تمامًا مثل عقد الرسم البياني، يتم تلقائيًا تضمين جميع أعمدة جدول الإدخال كخصائص للحدود.

مزيد من المعلومات حول المخطّط

يمكنك الاطّلاع على مزيد من المعلومات حول المفاهيم العامة لنموذج الرسم البياني، مثل التصنيف والخصائص والعلاقة بجداول الإدخال هنا.

يمكنك الاطّلاع على مزيد من المعلومات عن تحديد عقدة وتحديد حافة.

ملخّص

في هذه الخطوة، تعرّفت على جداول الإدخال وأنواع عقدة الرسم البياني وجوانب مخطّط الرسم البياني المالي.

المحتوى التالي

بعد ذلك، ستُجري استعلامات عن السيناريوهات المالية للتعرّف على إمكانات بيانات الرسم البياني.

7- طلب البحث في الرسم البياني باستخدام GQL

ما هو المقصود بالتنقّل في طلبات البحث عن الرسم البياني في GQL؟

يتم تمثيل بيانات الرسم البياني على شكل عقد متصلة بخطوط. يتنقل طلب البحث عن الرسم البياني من خلال هذه الوصلات، وينتقل من عقدة إلى أخرى استنادًا إلى المعايير المحدّدة. في استعلام الرسم البياني، يشير "القفزة" إلى الانتقال من عقدة إلى أخرى على طول حافة ربط. ويشير إلى خطوة واحدة في عملية التنقّل.

على سبيل المثال، في عملية التنقّل في الرسم البياني أدناه، هناك خطوتان بين "الشخص" (Bob) و"الحساب" (18) و"القرض" (27).

تنفيذ طلبات البحث في Spanner Studio

في هذه الخطوة، ستُجري عدّة استعلامات GQL لفهم كيفية تفعيل دلالات استعلامات الرسوم البيانية لتحليل بيانات الرسوم البيانية المالية.

لكلّ استعلام، يمكنك إنشاء محرِّر جديد مثل "المحرِّر 1" في Spanner Studio لتشغيله.

الطلب 1: مطابقة أنماط العقدة والحافة الأساسية

يمكنك تنفيذ الطلب أدناه للتنقّل من عقدة شخص باسم "Jacoby"، والعثور على الحسابات التي يملكها الشخص، ثم اكتشاف القروض التي سدّدها الحساب. في ما يلي عملية تنقّل في طلب بحث على الرسم البياني من خلال قفزةَين:

• القفزة الأولى: من العقدة Person إلى العقدة Account عبر الحافة Owns
• القفزة الثانية: من العقدة Account إلى العقدة Loan عبر الحافة Repays

تعتمد طريقة مطابقة أنواع العقد والحدود على تصنيفاتها، مثل الأجزاء :Person و:Owns و:Account في الطلب أدناه.

تعرض النتيجة معرّف الحساب ومعلومات السداد ومعلومات القرض، مرتبة حسب تاريخ سداد القرض.

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;

ملاحظة: إذا ألقيت نظرة سريعة على استكشاف مخطّط الرسم البياني (الخطوة 5)، ستلاحظ أنّ كلّ عقدة وجانب محدّدَين في المخطّط مرتبطَين برمز LABEL.

يمكنك الاطّلاع على مزيد من المعلومات عن كيفية مطابقة بنية الطلب للعقد والحواف في روابطها المعنيّة.

يساعد الرسم البياني أدناه في التعرّف على كيفية جلب طلب البحث لجميع الحسابات التي يملكها "جمال" والتي سددت قروضًا. (قد تختلف نتيجة طلب البحث عن ما يشير إليه المخطّط البياني).

من المفترض أن يؤدي تشغيل طلب البحث في المحرّر إلى عرض نتائج مثل ما يلي. تشير النتيجة إلى أنّ "يعقوب" لديه حساب واحد فقط (رقم التعريف 569) وقرض واحد (رقم التعريف 110)، ولكن هناك دفعات سداد متعددة بينهما.

الطلب 2: التنقّل الكمي في المسار وعرض عناصر الرسم البياني

يتطابق الطلب التالي مع جميع عمليات تحويل الأموال في الحساب بدءًا من حساب مصدر لديه id=75 خلال 3 إلى 6 قفزات للوصول إلى حساب وجهة لديه id=199. تُستخدَم بنية {3,6} لتمثيل مسار قفزات مُحدَّد من 3 إلى 6 بين src_accnt وdst_accnt.

GRAPH FinGraph
MATCH
  (src_accnt:Account {id:75})-[transfers:Transfers]->{3,6}
  (dst_accnt:Account {id:199})
RETURN
 ARRAY_LENGTH(transfers) AS num_hops,
 TO_JSON(transfers) AS transfer_edges;

من الناحية المرئية، يمكنك اعتبار مسار العبور الكمي للحدود على النحو التالي: يبدأ من عقدة src_account، ويُجلب جميع مسارات نقل الحسابات المحتمَلة بين 3 و6 قفزات للوصول إلى dst_account.

على سبيل المثال، المسار المميّز في أسفل الصفحة هو استعلام من 6 خطوات.

من المفترض أن يؤدي تنفيذ هذا الاستعلام إلى عرض النتائج التالية:

ملاحظة: يمكنك الاطّلاع على مزيد من المعلومات عن نمط الحواف الكمي هنا.

يمكن عرض عناصر الرسم البياني بتنسيق JSON باستخدام الدالة TO_JSON، كما يتم عرض حواف transfers أعلاه. تتضمّن كائنات JSON التي يتم عرضها للعقدة والحافة identifier وproperties وlabels. بالإضافة إلى ذلك، ستتضمّن عناصر JSON التي يتم عرضها للحدود أيضًا source_node_identifier وdestination_node_identifier.

في هذا الطلب، تعرض النتيجة عدد عمليات القفزة في حدود النقل، وحدود النقل في كل مسار مطابق بتنسيق JSON مع TO_JSON(transfer) AS transfer_edges.

العنصر transfer_edges الذي تم إرجاعه هو عنصر مصفوفة JSON. وهو من نوع مصفوفة JSON لأنّه يمكن أن تكون هناك حواف نقل متعددة في كل مسار مطابق بين الحساب المصدر والحساب الوجهة.

كل عنصر في المصفوفة هو حافة تحتوي على labels وsource_node_identifier وdestination_node_identifier من العقد المرتبطة، وبيانات الحافة properties مثل amount وcreate_time.

# Example `transfer_edges` returned as a JSON array object with a size of 4.
# Most of the identifiers are elided for readability.
[
  {
    "destination_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJIFag==",
    "identifier": "mUZpbkdyYXBoLkFjY291bnRUcm[REST_STRING_REDACTED]",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 5855.4,
      "create_time": "2021-10-23T02:19:37.452Z",
      "id": 75,
      "to_id": 693
    },
    "source_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJGW"
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 132.3,
      "create_time": "2022-02-24T01:01:54.783Z",
      "id": 693,
      "to_id": 247
    },
    "source_node_identifier": "..."
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 580.5,
      "create_time": "2021-11-01T05:37:08.372Z",
      "id": 247,
      "to_id": 555
    },
    "source_node_identifier": "..."
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 7866,
      "create_time": "2021-04-04T06:45:59.827Z",
      "id": 555,
      "to_id": 199
    },
    "source_node_identifier": "..."
  }
]

ملاحظة: المعرّف في عنصر الرسم البياني بتنسيق JSON غير شفاف، ولا يحمل أي معنى دلالي، وهو مرتبط بنطاق تنفيذ طلب بحث واحد. ولا يمكن إعادة استخدامه في طلبات البحث اللاحقة.

الطلب 3: البحث عن أقصر مسار

يعثر الاستعلام 2 على جميع المسارات الثلاثة من src_accnt وdst_accnt ضمن النطاق المحدّد للقفزات. يتكوّن كل مسار من عدد معيّن من القفزات، وهي أربعة وخمسة وستة.

إذا أردت العثور على أقصر مسار بين هاتين العقدتَين، يمكنك تعديله باستخدام بادئة البحث عن المسار MATCH ANY SHORTEST لتحقيق ذلك. يعثر طلب البحث أدناه على أي مسار أقصر بين هذين الحسابَين خلال 3 إلى 6 قفزات.

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;

عند مقارنة نتائج طلبَي البحث، ستلاحظ أنّ طلب البحث 2 يعرض جميع المسارات الثلاث المحتملة، في حين يعرض طلب البحث 3 (هذا الطلب) نتيجة واحدة فقط، وهي أقصر مسار يتضمّن 4 قفزات.

من المفترض أن يؤدي تشغيل طلب البحث إلى عرض النتيجة التالية.

الطلب 4: طلبات البحث في الرسم البياني المرتبطة بتركيب خطي

يمكن تحديد العلاقات الأكثر تعقيدًا باستخدام الكلمة الرئيسية NEXT لربط مجموعات من طلبات البحث عن الرسم البياني معًا.

في طلب البحث أدناه، تريد فهم تدفق الأموال في حسابات العملاء للبحث عن تدفق أو تدفق كبير مريب كجزء من متطلبات تحليل الامتثال.

لإجراء ذلك، عليك أولاً العثور على جميع الحسابات المصرفية التي يملكها "Bisla" في مجموعة طلبات البحث الأولى باستخدام MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

بعد ذلك، في المجموعة الثانية بعد NEXT، يمكنك احتساب إجمالي مبالغ التحويل إلى كل حساب منذ "01‏-01‏-2020".

بعد ذلك، يمكنك تطبيق المنطق نفسه على المبالغ الصادرة في طلب البحث الثالث. أخيرًا، يمكنك احتساب نسبة مبالغ التدفق إلى مبالغ التدفق لكل حساب في المجموعة الأخيرة.

بالنسبة إلى نتائج طلبات البحث المتوسطة التي تحتاج إلى الوصول إليها بعد الكلمة الرئيسية NEXT، عليك عرضها في نهاية المجموعة السابقة. على سبيل المثال، يتم عرض accnt المطابق في المجموعة الأولى حتى تتمكّن المجموعة الثانية من طلب عمليات نقل التدفقات إلى هذه الحسابات.

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;

يوضّح الرسم البياني أدناه ما يبحث عنه طلب البحث.

من المفترض أن يؤدي تشغيل الاستعلام إلى ظهور النتيجة التالية:

استكشاف المزيد من طلبات البحث عن الرسوم البيانية

يمكنك العثور على عدد من أمثلة طلبات البحث في الرسم البياني المتوافقة مع مخطّط هذا الدرس التطبيقي حول الترميز في دليل المستخدم.

لاستكشاف بنية استعلامات الرسوم البيانية، يمكنك الاطّلاع على مراجع لغة استعلامات الرسوم البيانية في GoogleSQL هنا.

ملخّص

في هذه الخطوة، أجريت العديد من طلبات البحث عن الرسوم البيانية في GQL وفهمت دلالات هذه الطلبات.

المحتوى التالي

بعد ذلك، ستُجري طلبات بحث تجمع بين GQL وSQL معًا.

8. طلب بيانات الرسم البياني والجداول معًا

تنفيذ طلبات البحث في Spanner Studio

في هذه الخطوة، ستُجري طلبات بحث عن الرسوم البيانية التي تتفاعل مع جداول SQL لربط نموذج الرسم البياني في Spanner بنموذجه العلائقي.

بالنسبة إلى كلّ استعلام، يمكنك إنشاء محرِّر جديد في Spanner Studio لتنفيذه.

تنفيذ طلب بحث متوافق مع لغة الاستعلامات البنيوية (SQL)

في Spanner Graph، تكون لغة SQL ولغة GQL قابلة للتشغيل التفاعلي بالكامل. يمكنك دمج GQL وSQL باستخدام عامل التشغيل GRAPH_TABLE. ضمن عامل التشغيل، يمكنك كتابة GQL كما هو موضّح في القسم السابق. يمكنك بعد ذلك ربط النتائج مرة أخرى بجزء استعلام SQL من خلال عبارة RETURN.

على سبيل المثال، يمكنك دمج GQL وSQL للعثور على معلومات التدقيق في الحسابات التي تلقّت حوالات بنكية من حساب مريب.

عند الاطّلاع على الاستعلام التالي، ينتقل استعلام GQL في عامل التشغيل GRAPH_TABLE قفزة واحدة أو خطوتَين من حساب مريب عبر الحافة Transfers، ثم يعرض أرقام تعريف مختلفة للحسابات التي تم الوصول إليها. بعد ذلك، يتمّ دمج طلب البحث مع جدول AccountAudits للعثور على معلومات التدقيق لهذه الحسابات.

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

سيؤدي تشغيل الاستعلام إلى ظهور نتائج مثل ما يلي.

يمكنك الاطّلاع على مزيد من المعلومات عن عامل التشغيل GRAPH_TABLE لدمج الرسم البياني واستعلام SQL في دليل المستخدم.

المحتوى التالي

بعد ذلك، يمكنك تنظيف رمز Codelab.

9. التنظيف (اختياري)

لإزالة الملفات غير الضرورية، ما عليك سوى الانتقال إلى قسم Spanner في Cloud Console وحذف مثيل graph-demo الذي أنشأناه في ورشة رموز البرامج.

10. تهانينا!

مبروك، لقد نجحت في إنشاء مخطّط رسم بياني وتنفيذ طلبات بحث عن الرسوم البيانية باستخدام Spanner Graph.

لا يكفي استعلام SQL التقليدي لكشف الروابط في البيانات التي أصبحت أكثر تعقيدًا مع الشبكات المعقدة من العلاقات. يوفّر Spanner Graph نموذج بيانات رسوم بيانية مهمًا من خلال بنية نحوية قوية لطلبات البحث عن الرسوم البيانية وسعة غير محدودة تقريبًا ومدى توفّر بنسبة% 99.999.

الآن بعد أن أصبحت أكثر دراية بمفاهيم "رسم بياني Spanner"، جرِّب المخطط والبيانات اليوم.

ما هي الخطوات التالية؟

اطّلِع على مزيد من المعلومات عن Spanner Graph في دليل المستخدم.