Getting started with Spanner Graph

1. Introduction

Spanner Graph unites purpose-built graph database capabilities with Spanner, Google Cloud's always-on, globally consistent, and virtually unlimited scalable database.

Spanner Graph supports a graph query interface compatible with the ISO GQL (Graph Query Language) standards. With the interoperability between relational and graph models, you can combine the well-established SQL capabilities with the expressiveness of graph pattern matching from GQL. Tables can be mapped to graphs using declarative schema without data migration, which brings graphs to tabular datasets. With that, you can late-bind (i.e., postpone) data model choices and use the best query language for each job to be done.

In this lab, you will walk through setting up a Spanner Graph database using a pre-populated dataset, querying the graph using GQL, and accessing both graph and relational data together by combining GQL and SQL.

What you'll build

As part of this lab, you will:

  • Create a Spanner instance.
  • Set up a database with a financial graph schema and pre-populated datasets.
  • Issue GQL queries, and combine GQL and SQL together.

What you'll learn

  • How to setup a Spanner instance.
  • How to use the gcloud spanner samples init finance-graph command to setup a sample Spanner Graph database.
  • How to view graph schema in the database overview page.
  • How to write multiple-hop paths queries using GQL.
  • How to write more complex queries using GQL.
  • How to combine GQL and SQL together.

What you'll need

  • A Google Cloud project that is connected to a billing account.
  • A web browser, such as Chrome or Firefox.

2. Setup and requirements

Create a GCP project

Sign-in to the Google Cloud Console and create a new project or reuse an existing one. If you don't already have a Gmail or Google Workspace account, you must create one.

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  • The Project name is the display name for this project's participants. It is a character string not used by Google APIs. You can always update it.
  • The Project ID is unique across all Google Cloud projects and is immutable (cannot be changed after it has been set). The Cloud Console auto-generates a unique string; usually you don't care what it is. In most codelabs, you'll need to reference your Project ID (typically identified as PROJECT_ID). If you don't like the generated ID, you might generate another random one. Alternatively, you can try your own, and see if it's available. It can't be changed after this step and remains for the duration of the project.
  • For your information, there is a third value, a Project Number, which some APIs use. Learn more about all three of these values in the documentation.

Billing setup

Next, you'll need to follow manage billing user guide and enable billing in the Cloud Console. New Google Cloud users are eligible for the $300 USD Free Trial program. To avoid incurring billing beyond this tutorial, you can shut down the Spanner instance at the end of the codelab by following "Step 9 Cleaning up".

Start Cloud Shell

While Google Cloud can be operated remotely from your laptop, in this codelab you will be using Google Cloud Shell, a command line environment running in the Cloud.

From the Google Cloud Console, click the Cloud Shell icon on the top right toolbar:

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It should only take a few moments to provision and connect to the environment. When it is finished, you should see something like this:

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This virtual machine is loaded with all the development tools you'll need. It offers a persistent 5GB home directory, and runs on Google Cloud, greatly enhancing network performance and authentication. All of your work in this codelab can be done within a browser. You do not need to install anything.

3. Create a Spanner instance

In Spanner, an instance is a cluster of computing and storage resources that hosts one or more Spanner databases. You will need at least 1 instance to host a Spanner database for this codelab.

Check gcloud SDK version

Before creating an instance, make sure that the gcloud SDK in the Google Cloud Shell has been updated to the version required - gcloud SDK 493.0.0. You can find your gcloud SDK version by following the below command.

$ gcloud version | grep Google

Here's an example output:

Google Cloud SDK 489.0.0

If the version you're using is earlier than the required 493.0.0 version (489.0.0 in the previous example), then you need to upgrade your Google Cloud SDK by running the following command:

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

Enable the Spanner API

Inside Cloud Shell, make sure that your project ID is setup. Use the first command below to find the currently configured project ID. If the result is not expected, the second command below sets the right one.

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

Configure your default region to us-central1. Feel free to change this to a different region supported by Spanner regional configurations.

gcloud config set compute/region us-central1

Enable the Spanner API:

gcloud services enable spanner.googleapis.com

Create the Spanner instance

In this section, you will create either a free trial instance or a provisioned instance. Throughout this codelab, the Spanner Graph Instance ID used is graph-demo, set as SPANNER_INSTANCE_ID variable using the export command line. Optionally, you can pick your own instance id name.

Create a free-trial Spanner instance

A Spanner 90-day free trial instance is available to anyone with a Google Account who has Cloud Billing enabled in their project. You aren't charged unless you choose to upgrade your free trial instance to a paid instance. Spanner Graph is supported in the free trial instance. If eligible, create a free trial instance by opening up Cloud Shell and running this command:

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"

Command output:

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

Create a provisioned Spanner instance

If you aren't eligible to use a free trial instance, you can set up a provisioned Spanner instance of 1 node for this codelab. Spanner Graph is available in the Enterprise or Enterprise Plus editions. To create an instance in the Enterprise or Enterprise Plus edition, open up Cloud Shell and run this command:

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

Command output:

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

4. Create the Spanner database automatically

Check gcloud SDK version

Before creating a database, make sure the gcloud SDK in the Google Cloud Shell has been updated to the version required - gcloud SDK 484.0.0. You can find out your gcloud SDK version by running the below command.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

If the version is lower than required 484.0.0 (for instance, the above output 483.0.0), you need to upgrade by copying and running the below command.

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

Creating instance and database

Once your instance is running, you can create the database. Spanner allows for multiple databases on a single instance.

The database is where you define your schema. You can also control who has access to the database, set up custom encryption, configure the optimizer, and set the retention period.

The database will be created in the instance with id SPANNER_INSTANCE_ID of the prior step.

If you have not set up the SPANNER_INSTANCE_ID variable yet, use the command line below to set up.

export SPANNER_INSTANCE_ID={your_instance_id}

Use the Google Cloud Shell gcloud command line tool below to create a Spanner database with a financial graph schema and pre-populated finance dataset.

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

Command output:

$ 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

The gcloud spanner samples init finance-graph command is a wrapper for following actions:

  • Creation of a database named "finance-graph-db" in your instance.
  • Creation of a finance graph schema in the database. The schema contains node definitions for entities such as bank accounts, loans, etc., and edge definition for relationships between them. You will be able to examine the database schema in Step 6).
  • Insertion of several thousand graph nodes and edges into the database.

How to handle errors

Failed to insert data

If the tool finishes with an error message Failed to insert data for the graph database, you can follow the optional Step 5) page to manually create a database and then insert data.

Next up

You can skip the next optional section if the automatic creation of the database succeeded and go directly to ‘Exploring the graph schema' (Step 6).

5. (Optional) Create a Spanner database manually

Once your instance is running, you can create the database manually.

The database is where you define your schema. You can also control who has access to the database, set up custom encryption, configure the optimizer, and set the retention period.

The database will be created in the instance with id SPANNER_INSTANCE_ID in prior steps.

If you have not set up the SPANNER_INSTANCE_ID variable yet, use the command line below to set up.

export SPANNER_INSTANCE_ID={your_instance_id}

To create a database, use the gcloud command line tool:

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

Command output:

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

Create the schema with graph

To set up the schema, navigate to Spanner Studio and use the Editor:

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For the schema, copy and paste the DDL below into the Spanner Studio Editor.

CREATE TABLE Person (
  id                  INT64 NOT NULL,
  name                STRING(MAX),
) PRIMARY KEY (id);

CREATE TABLE Account (
  id                  INT64 NOT NULL,
  create_time         TIMESTAMP,
  is_blocked          BOOL,
  type                STRING(MAX),
) PRIMARY KEY (id);

CREATE TABLE Loan (
  id                  INT64 NOT NULL,
  loan_amount         FLOAT64,
  balance             FLOAT64,
  create_time         TIMESTAMP,
  interest_rate       FLOAT64,
) PRIMARY KEY (id);

CREATE TABLE AccountTransferAccount (
  id                  INT64 NOT NULL,
  to_id               INT64 NOT NULL,
  amount              FLOAT64,
  create_time         TIMESTAMP NOT NULL,
) PRIMARY KEY (id, to_id, create_time),
  INTERLEAVE IN PARENT Account ON DELETE CASCADE;

CREATE TABLE AccountRepayLoan (
  id                  INT64 NOT NULL,
  loan_id             INT64 NOT NULL,
  amount              FLOAT64,
  create_time         TIMESTAMP NOT NULL,
) PRIMARY KEY (id, loan_id, create_time),
  INTERLEAVE IN PARENT Account ON DELETE CASCADE;

CREATE TABLE PersonOwnAccount (
  id                  INT64 NOT NULL,
  account_id          INT64 NOT NULL,
  create_time         TIMESTAMP,
) PRIMARY KEY (id, account_id),
  INTERLEAVE IN PARENT Person ON DELETE CASCADE;

CREATE TABLE AccountAudits (
  id                  INT64 NOT NULL,
  audit_timestamp     TIMESTAMP,
  audit_details       STRING(MAX),
) PRIMARY KEY (id, audit_timestamp),
  INTERLEAVE IN PARENT Account ON DELETE CASCADE;

CREATE PROPERTY GRAPH FinGraph
  NODE TABLES (
    Person,
    Account,
    Loan
  )
  EDGE TABLES (
    AccountTransferAccount
      SOURCE KEY (id) REFERENCES Account
      DESTINATION KEY (to_id) REFERENCES Account
      LABEL Transfers,
    AccountRepayLoan
      SOURCE KEY (id) REFERENCES Account
      DESTINATION KEY (loan_id) REFERENCES Loan
      LABEL Repays,
    PersonOwnAccount
      SOURCE KEY (id) REFERENCES Person
      DESTINATION KEY (account_id) REFERENCES Account
      LABEL Owns
  );

Then, click the RUN button and wait a few seconds for your schema to be created.

You might wonder about the meaning of each CREATE statement, especially that of the CREATE PROPERTY GRAPH statement. We will inspect the schema in the next Step 6).

Load the data

Now, you will want to insert some finance graph data into your database.

Spanner Graph creates graphs from input tables, so the data of the graph is based on those from input tables, with no data duplication. Likewise, data changes in input tables are automatically reflected in the graph model. This avoids complicated ETL for syncing with other data sources.

You can use your familiar SQL INSERT statements to insert data into the input tables.

Open up a new tab in Spanner Studio, then copy and paste the following insert statements and click the RUN button. The INSERT statements will populate thousands of nodes and edges into your database. Given the text volume, it can take some seconds to copy.

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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