Package 'odbc'

Title: Connect to ODBC Compatible Databases (using the DBI Interface)
Description: A DBI-compatible interface to ODBC databases.
Authors: Jim Hester [aut], Hadley Wickham [aut, cre], Oliver Gjoneski [aut], lexicalunit [cph] (nanodbc library), Google Inc. [cph] (cctz library), Posit Software, PBC [cph, fnd]
Maintainer: Hadley Wickham <[email protected]>
License: MIT + file LICENSE
Version: 1.5.0.9000
Built: 2024-10-01 13:25:35 UTC
Source: https://github.com/r-dbi/odbc

Help Index


Helper for Connecting to Databricks via ODBC

Description

Connect to Databricks clusters and SQL warehouses via the Databricks ODBC driver.

In particular, the custom dbConnect() method for the Databricks ODBC driver implements a subset of the Databricks client unified authentication model, with support for personal access tokens, OAuth machine-to-machine credentials, and OAuth user-to-machine credentials supplied via Posit Workbench or the Databricks CLI on desktop. All of these credentials are detected automatically if present using standard environment variables.

Usage

databricks()

## S4 method for signature 'DatabricksOdbcDriver'
dbConnect(
  drv,
  httpPath,
  workspace = Sys.getenv("DATABRICKS_HOST"),
  useNativeQuery = TRUE,
  driver = NULL,
  HTTPPath,
  uid = NULL,
  pwd = NULL,
  ...
)

Arguments

drv

an object that inherits from DBIDriver, or an existing DBIConnection object (in order to clone an existing connection).

httpPath, HTTPPath

To query a cluster, use the HTTP Path value found under ⁠Advanced Options > JDBC/ODBC⁠ in the Databricks UI. For SQL warehouses, this is found under ⁠Connection Details⁠ instead.

workspace

The URL of a Databricks workspace, e.g. "https://example.cloud.databricks.com".

useNativeQuery

Suppress the driver's conversion from ANSI SQL 92 to HiveSQL? The default (TRUE), gives greater performance but means that paramterised queries (and hence dbWriteTable()) do not work.

driver

The name of the Databricks ODBC driver, or NULL to use the default name.

uid, pwd

Manually specify a username and password for authentication. Specifying these options will disable automated credential discovery.

...

Further arguments passed on to dbConnect().

Value

An OdbcConnection object with an active connection to a Databricks cluster or SQL warehouse.

Examples

## Not run: 
DBI::dbConnect(
  odbc::databricks(),
  httpPath = "sql/protocolv1/o/4425955464597947/1026-023828-vn51jugj"
)

## End(Not run)

Convenience functions for reading/writing DBMS tables

Description

Convenience functions for reading/writing DBMS tables

Usage

## S4 method for signature 'OdbcConnection,character,data.frame'
dbWriteTable(
  conn,
  name,
  value,
  overwrite = FALSE,
  append = FALSE,
  temporary = FALSE,
  row.names = NULL,
  field.types = NULL,
  batch_rows = getOption("odbc.batch_rows", NA),
  ...
)

## S4 method for signature 'OdbcConnection,Id,data.frame'
dbWriteTable(
  conn,
  name,
  value,
  overwrite = FALSE,
  append = FALSE,
  temporary = FALSE,
  row.names = NULL,
  field.types = NULL,
  batch_rows = getOption("odbc.batch_rows", NA),
  ...
)

## S4 method for signature 'OdbcConnection,SQL,data.frame'
dbWriteTable(
  conn,
  name,
  value,
  overwrite = FALSE,
  append = FALSE,
  temporary = FALSE,
  row.names = NULL,
  field.types = NULL,
  batch_rows = getOption("odbc.batch_rows", NA),
  ...
)

## S4 method for signature 'OdbcConnection'
dbAppendTable(
  conn,
  name,
  value,
  batch_rows = getOption("odbc.batch_rows", NA),
  ...,
  row.names = NULL
)

## S4 method for signature 'OdbcConnection'
sqlCreateTable(
  con,
  table,
  fields,
  row.names = NA,
  temporary = FALSE,
  ...,
  field.types = NULL
)

Arguments

conn

a OdbcConnection object, produced by DBI::dbConnect()

name

a character string specifying a table name. Names will be automatically quoted so you can use any sequence of characters, not just any valid bare table name.

value

A data.frame to write to the database.

overwrite

Allow overwriting the destination table. Cannot be TRUE if append is also TRUE.

append

Allow appending to the destination table. Cannot be TRUE if overwrite is also TRUE.

temporary

If TRUE, will generate a temporary table.

row.names

Either TRUE, FALSE, NA or a string.

If TRUE, always translate row names to a column called "row_names". If FALSE, never translate row names. If NA, translate rownames only if they're a character vector.

A string is equivalent to TRUE, but allows you to override the default name.

For backward compatibility, NULL is equivalent to FALSE.

field.types

Additional field types used to override derived types.

batch_rows

The number of rows to retrieve. Defaults to NA, which is set dynamically to the minimum of 1024 and the size of the input. Depending on the database, driver, dataset and free memory, setting this to a lower value may improve performance.

...

Other arguments used by individual methods.

con

A database connection.

table

The table name, passed on to dbQuoteIdentifier(). Options are:

  • a character string with the unquoted DBMS table name, e.g. "table_name",

  • a call to Id() with components to the fully qualified table name, e.g. Id(schema = "my_schema", table = "table_name")

  • a call to SQL() with the quoted and fully qualified table name given verbatim, e.g. SQL('"my_schema"."table_name"')

fields

Either a character vector or a data frame.

A named character vector: Names are column names, values are types. Names are escaped with dbQuoteIdentifier(). Field types are unescaped.

A data frame: field types are generated using dbDataType().

Examples

## Not run: 
library(DBI)
con <- dbConnect(odbc::odbc())
dbListTables(con)
dbWriteTable(con, "mtcars", mtcars, temporary = TRUE)
dbReadTable(con, "mtcars")

dbListTables(con)
dbExistsTable(con, "mtcars")

# A zero row data frame just creates a table definition.
dbWriteTable(con, "mtcars2", mtcars[0, ], temporary = TRUE)
dbReadTable(con, "mtcars2")

dbDisconnect(con)

## End(Not run)

List remote tables and fields for an ODBC connection

Description

dbListTables() provides names of remote tables accessible through this connection; dbListFields() provides names of columns within a table.

Usage

## S4 method for signature 'OdbcConnection'
dbListTables(
  conn,
  catalog_name = NULL,
  schema_name = NULL,
  table_name = NULL,
  table_type = NULL,
  ...
)

Arguments

conn

A DBIConnection object, as returned by dbConnect().

catalog_name, schema_name, table_name

Catalog, schema, and table names.

By default, catalog_name, schema_name and table_name will automatically escape underscores to ensure that you match exactly one table. If you want to search for multiple tables using wild cards, you will need to use odbcConnectionTables() directly instead.

table_type

The type of the table to return, the default returns all table types.

...

Other parameters passed on to methods.

Value

A character vector of table or field names respectively.


Helper method used to determine if a table identifier is that of a temporary table.

Description

Currently implemented only for select back-ends where we have a use for it (SQL Server, for example). Generic, in case we develop a broader use case.

Usage

isTempTable(conn, name, ...)

## S4 method for signature 'OdbcConnection,Id'
isTempTable(conn, name, ...)

## S4 method for signature 'OdbcConnection,SQL'
isTempTable(conn, name, ...)

Arguments

conn

OdbcConnection

name

Table name

...

additional parameters to methods


Connect to a database via an ODBC driver

Description

The dbConnect() method documented here is invoked when DBI::dbConnect() is called with the first argument odbc(). Connecting to a database via an ODBC driver is likely the first step in analyzing data using the odbc package; for an overview of package concepts, see the Overview section below.

Usage

odbc()

## S4 method for signature 'OdbcDriver'
dbConnect(
  drv,
  dsn = NULL,
  ...,
  timezone = "UTC",
  timezone_out = "UTC",
  encoding = "",
  bigint = c("integer64", "integer", "numeric", "character"),
  timeout = 10,
  driver = NULL,
  server = NULL,
  database = NULL,
  uid = NULL,
  pwd = NULL,
  dbms.name = NULL,
  attributes = NULL,
  interruptible = getOption("odbc.interruptible", interactive()),
  .connection_string = NULL
)

Arguments

drv

An OdbcDriver, from odbc().

dsn

The data source name. For currently available options, see the name column of odbcListDataSources() output.

...

Additional ODBC keywords. These will be joined with the other arguments to form the final connection string.

Note that ODBC parameter names are case-insensitive so that (e.g.) DRV and drv are equivalent. Since this is different to R and a possible source of confusion, odbc will error if you supply multiple arguments that have the same name when case is ignored.

Any values containing a leading or trailing space, a =, ⁠;⁠, ⁠{⁠, or ⁠}⁠ are likely to require quoting. Use quote_value() for a fairly standard approach or see your driver documentation for specifics.

timezone

The server time zone. Useful if the database has an internal timezone that is not 'UTC'. If the database is in your local timezone, set this argument to Sys.timezone(). See OlsonNames() for a complete list of available time zones on your system.

timezone_out

The time zone returned to R. If you want to display datetime values in the local timezone, set to Sys.timezone().

encoding

The text encoding used on the Database. If the database is not using UTF-8 you will need to set the encoding to get accurate re-encoding. See iconvlist() for a complete list of available encodings on your system. Note strings are always returned UTF-8 encoded.

bigint

The R type that SQL_BIGINT types should be mapped to. Default is bit64::integer64, which allows the full range of 64 bit integers.

timeout

Time in seconds to timeout the connection attempt. Setting a timeout of Inf or NA indicates no timeout. Defaults to 10 seconds.

driver

The ODBC driver name or a path to a driver. For currently available options, see the name column of odbcListDrivers() output.

server

The server hostname. Some drivers use Servername as the name for this argument. Not required when configured for the supplied dsn.

database

The database on the server. Not required when configured for the supplied dsn.

uid

The user identifier. Some drivers use username as the name for this argument. Not required when configured for the supplied dsn.

pwd

The password. Some drivers use password as the name for this argument. Not required when configured for the supplied dsn.

dbms.name

The database management system name. This should normally be queried automatically by the ODBC driver. This name is used as the class name for the OdbcConnection object returned from dbConnect(). However, if the driver does not return a valid value, it can be set manually with this parameter.

attributes

A list of connection attributes that are passed prior to the connection being established. See ConnectionAttributes.

interruptible

Logical. If TRUE calls to SQLExecute and SQLExecuteDirect can be interrupted when the user sends SIGINT ( ctrl-c ). Otherwise, they block. Defaults to TRUE in interactive sessions, and FALSE otherwise. It can be set explicitly either by manipulating this argument, or by setting the global option odbc.interruptible.

.connection_string

A complete connection string, useful if you are copy pasting it from another source. If this argument is used, any additional arguments will be appended to this string.

Connection strings

Internally, dbConnect() creates a connection string using the supplied arguments. Connection string keywords are driver-dependent; the arguments documented here are common, but some drivers may not accept them.

Alternatively to configuring DSNs and driver names with the driver manager, you can pass a complete connection string directly as the .connection_string argument. The Connection Strings Reference is a useful resource that has example connection strings for a large variety of databases.

Overview

The odbc package is one piece of the R interface to databases with support for ODBC:

whole-game.png

The package supports any Database Management System (DBMS) with ODBC support. Support for a given DBMS is provided by an ODBC driver, which defines how to interact with that DBMS using the standardized syntax of ODBC and SQL. Drivers can be downloaded from the DBMS vendor or, if you're a Posit customer, using the professional drivers. To manage information about each driver and the data sources they provide access to, our computers use a driver manager. Windows is bundled with a driver manager, while MacOS and Linux require installation of one; this package supports the unixODBC driver manager.

In the R interface, the DBI package provides a front-end while odbc implements a back-end to communicate with the driver manager. The odbc package is built on top of the nanodbc C++ library.

Interfacing with DBMSs using R and odbc involves three high-level steps:

  1. Configure drivers and data sources: the functions odbcListDrivers(), odbcListDataSources(), and odbcListConfig() help to interface with the driver manager.

  2. Connect to a database: The dbConnect() function, called with the first argument odbc(), connects to a database using the specified ODBC driver to create a connection object.

  3. Interface with connections: The resulting connection object can be passed to various functions to retrieve information on database structure (dbListTables()), iteratively develop queries (dbSendQuery(), dbColumnInfo()), and query data objects (dbFetch()).

Learn more

To learn more about databases:


Connecting to Snowflake via ODBC

Description

odbcConnectionColumns()

If the catalog, or the schema arguments are NULL, attempt to infer by querying for CURRENT_DATABASE() and CURRENT_SCHEMA(). We do this to aid with performance, as the SQLColumns method is more performant when restricted to a particular DB/schema.

Usage

## S4 method for signature 'Snowflake,character'
dbExistsTableForWrite(conn, name, ..., catalog_name = NULL, schema_name = NULL)

Arguments

conn

A DBIConnection object, as returned by dbConnect().

name

The table name, passed on to dbQuoteIdentifier(). Options are:

  • a character string with the unquoted DBMS table name, e.g. "table_name",

  • a call to Id() with components to the fully qualified table name, e.g. Id(schema = "my_schema", table = "table_name")

  • a call to SQL() with the quoted and fully qualified table name given verbatim, e.g. SQL('"my_schema"."table_name"')

...

Other parameters passed on to methods.

catalog_name, schema_name

Catalog and schema names.


Return the corresponding ODBC data type for an R object

Description

This is used when creating a new table with dbWriteTable(). Databases with default methods defined are:

  • MySQL

  • PostgreSQL

  • SQL Server

  • Oracle

  • SQLite

  • Spark

  • Hive

  • Impala

  • Redshift

  • Vertica

  • BigQuery

  • Teradata

  • Access

  • Snowflake

Usage

odbcDataType(con, obj, ...)

Arguments

con

A driver connection object, as returned by dbConnect().

obj

An R object.

...

Additional arguments passed to methods.

Details

If you are using a different database and dbWriteTable() fails with a SQL parsing error the default method is not appropriate, you will need to write a new method. The object type for your method will be the database name retrieved by dbGetInfo(con)$dbms.name. Use the documentation provided with your database to determine appropriate values for each R data type.

Value

Corresponding SQL type for the obj.


List columns in an object.

Description

Lists the names and types of each column (field) of a specified object.

Usage

odbcListColumns(connection, ...)

Arguments

connection

A connection object, as returned by dbConnect().

...

Parameters specifying the object.

Details

The object to inspect must be specified as one of the arguments (e.g. table = "employees"); depending on the driver and underlying data store, additional specification arguments may be required.

Value

A data frame with name and type columns, listing the object's fields.


List locations of ODBC configuration files

Description

On MacOS and Linux, odbc uses the unixODBC driver manager to manage information about driver and data sources. This helper returns the filepaths where the driver manager will look for that information.

odbcListConfig() is a wrapper around the command line call odbcinst -j. The odbcEditDrivers(), odbcEditSystemDSN(), and odbcEditUserDSN() helpers provide a shorthand for file.edit(odbcListConfig()[[i]]).

Windows does not use .ini configuration files; on Windows, odbcListConfig() will return a 0-length vector and ⁠odbcEdit*()⁠ will raise an error.

Usage

odbcListConfig()

odbcEditDrivers()

odbcEditSystemDSN()

odbcEditUserDSN()

See Also

The odbcListDrivers() and odbcListDataSources() helpers return information on the contents of odbcinst.ini and odbc.ini files, respectively. odbcListDataSources() collates entries from both the System and User odbc.ini files.

Learn more about unixODBC and the odbcinst utility here.

Examples

configs <- odbcListConfig()

configs

# shorthand for file.edit(configs[[1]])
odbcEditDrivers()

List Configured Data Source Names

Description

Collect information about the available data source names (DSNs). A DSN must be both installed and configured with the driver manager to be included in this list. Configuring a DSN just sets up a lookup table (e.g. in odbc.ini) to allow users to pass only the DSN to dbConnect().

DSNs that are not configured with the driver manager can still be connected to with dbConnect() by providing DSN metadata directly.

Usage

odbcListDataSources()

Value

A data frame with two columns:

name

Name of the data source. The entries in this column can be passed to the dsn argument of dbConnect().

description

Data source description.

Configuration

This function interfaces with the driver manager to collect information about the available data source names.

For MacOS and Linux, the odbc package supports the unixODBC driver manager. unixODBC looks to the odbc.ini configuration file for information on DSNs. Find the location(s) of your odbc.ini file(s) with odbcinst -j.

In this example odbc.ini file:

[MySQL]
Driver = MySQL Driver
Database = test
Server = 127.0.0.1
User = root
password = root
Port = 3306

...the data source name is MySQL, which will appear in the name column of this function's output. To pass the DSN as the dsn argument to dbConnect(), pass it as a string, like "MySQL". ⁠Driver = MySQL Driver⁠ references the driver name in odbcListDrivers() output.

Windows is bundled with an ODBC driver manager.

When a DSN is configured with a driver manager, information on the DSN will be automatically passed on to dbConnect() when its dsn argument is set.

For example, with the MySQL data source name configured, and the driver name ⁠MySQL Driver⁠ appearing in odbcListDrivers() output, the code:

con <-
  dbConnect(
    odbc::odbc(),
    Driver = "MySQL Driver",
    Database = "test",
    Server = "127.0.0.1",
    User = "root",
    password = "root",
    Port = 3306
  )

...can be written:

con <- dbConnect(odbc::odbc(), dsn = "MySQL")

In this case, dbConnect() will look up the information defined for MySQL in the driver manager (in our example, odbc.ini) and automatically pass the needed arguments.

See Also

odbcListDrivers()


List Configured ODBC Drivers

Description

Collect information about the configured driver names. A driver must be both installed and configured with the driver manager to be included in this list. Configuring a driver name just sets up a lookup table (e.g. in odbcinst.ini) to allow users to pass only the driver name to dbConnect().

Driver names that are not configured with the driver manager (and thus do not appear in this function's output) can still be used in dbConnect() by providing a path to a driver directly.

Usage

odbcListDrivers(
  keep = getOption("odbc.drivers_keep"),
  filter = getOption("odbc.drivers_filter")
)

Arguments

keep, filter

A character vector of driver names to keep in or remove from the results, respectively. If NULL, all driver names will be kept, or none will be removed, respectively. The odbc.drivers_keep and odbc.drivers_filter options control the argument defaults.

Driver names are first processed with keep, then filter. Thus, if a driver name is in both keep and filter, it won't appear in output.

Value

A data frame with three columns.

name

Name of the driver. The entries in this column can be passed to the driver argument of dbConnect() (as long as the driver accepts the argument).

attribute

Driver attribute name.

value

Driver attribute value.

If a driver has multiple attributes, there will be one row per attribute, each with the same driver name. If a given driver name does not have any attributes, the function will return one row with the driver name, but the last two columns will be NA.

Configuration

This function interfaces with the driver manager to collect information about the available driver names.

For MacOS and Linux, the odbc package supports the unixODBC driver manager. unixODBC looks to the odbcinst.ini configuration file for information on driver names. Find the location(s) of your odbcinst.ini file(s) with odbcinst -j.

In this example odbcinst.ini file:

[MySQL Driver]
Driver=/opt/homebrew/Cellar/mysql/8.2.0_1/lib/libmysqlclient.dylib

Then the driver name is ⁠MySQL Driver⁠, which will appear in the name column of this function's output. To pass the driver name as the driver argument to dbConnect(), pass it as a string, like "MySQL Driver".

Windows is bundled with an ODBC driver manager.

In this example, function output would include 1 row: the name column would read "MySQL Driver", attribute would be "Driver", and value would give the file path to the driver. Additional key-value pairs under the driver name would add additional rows with the same name entry.

When a driver is configured with a driver manager, information on the driver will be automatically passed on to dbConnect() when its driver argument is set. For an example, see the same section in the odbcListDataSources() help-file. Instead of configuring driver information with a driver manager, it is also possible to provide a path to a driver directly to dbConnect().

See Also

odbcListDataSources()

Examples

odbcListDrivers()

List objects in a connection.

Description

Lists all of the objects in the connection, or all the objects which have specific attributes.

Usage

odbcListObjects(connection, ...)

Arguments

connection

A connection object, as returned by dbConnect().

...

Attributes to filter by.

Details

When used without parameters, this function returns all of the objects known by the connection. Any parameters passed will filter the list to only objects which have the given attributes; for instance, passing schema = "foo" will return only objects matching the schema foo.

Value

A data frame with name and type columns, listing the objects.


Return the object hierarchy supported by a connection.

Description

Lists the object types and metadata known by the connection, and how those object types relate to each other.

Usage

odbcListObjectTypes(connection)

Arguments

connection

A connection object, as returned by dbConnect().

Details

The returned hierarchy takes the form of a nested list, in which each object type supported by the connection is a named list with the following attributes:

contains

A list of other object types contained by the object, or "data" if the object contains data

icon

An optional path to an icon representing the type

For instance, a connection in which the top-level object is a schema that contains tables and views, the function will return a list like the following:

list(schema = list(contains = list(
                   list(name = "table", contains = "data")
                   list(name = "view", contains = "data"))))

Value

The hierarchy of object types supported by the connection.


Preview the data in an object.

Description

Return the data inside an object as a data frame.

Usage

odbcPreviewObject(connection, rowLimit, ...)

Arguments

connection

A connection object, as returned by dbConnect().

rowLimit

The maximum number of rows to display.

...

Parameters specifying the object.

Details

The object to previewed must be specified as one of the arguments (e.g. table = "employees"); depending on the driver and underlying data store, additional specification arguments may be required.

Value

A data frame containing the data in the object.


Set the Transaction Isolation Level for a Connection

Description

Set the Transaction Isolation Level for a Connection

Usage

odbcSetTransactionIsolationLevel(conn, levels)

Arguments

conn

A DBIConnection object, as returned by dbConnect().

levels

One or more of 'read_uncommitted', 'read_committed', 'repeatable_read', 'serializable'.

See Also

https://docs.microsoft.com/en-us/sql/odbc/reference/develop-app/setting-the-transaction-isolation-level

Examples

## Not run: 
# Can use spaces or underscores in between words.
odbcSetTransactionIsolationLevel(con, "read uncommitted")

# Can also use the full constant name.
odbcSetTransactionIsolationLevel(con, "SQL_TXN_READ_UNCOMMITTED")

## End(Not run)

Quote special character when connecting

Description

When connecting to a database using odbc, all the arguments are concatenated into a single connection string that looks like ⁠name1=value1;name2=value2⁠. That means if your value contains = or ⁠;⁠ then it needs to be quoted. Other rules mean that you need to quote any values that starts or ends with white space, or contains ⁠{⁠ or ⁠}⁠.

This function quotes a string in a way that should work for most drivers, but unfortunately there doesn't seem to be an approach that works everywhere. If this function doesn't work for you, you'll need to carefully read the docs for your driver.

Usage

quote_value(x)

Arguments

x

A string to quote.

Value

A quoted string, wrapped in I().

Examples

quote_value("abc")
quote_value("ab'c")

# Real usage is more likely to look like:
## Not run: 
library(DBI)

con <- dbConnect(
  odbc::odbc(),
  dsn = "reallycooldatabase"
  password = odbc::quote_value(Sys.getenv("MY_PASSWORD"))
)

## End(Not run)

Helper for connecting to Snowflake via ODBC

Description

Connect to a Snowflake account via the Snowflake ODBC driver.

In particular, the custom dbConnect() method for the Snowflake ODBC driver detects ambient OAuth credentials on platforms like Snowpark Container Services or Posit Workbench.

Usage

snowflake()

## S4 method for signature 'Snowflake'
dbConnect(
  drv,
  account = Sys.getenv("SNOWFLAKE_ACCOUNT"),
  driver = NULL,
  warehouse = NULL,
  database = NULL,
  schema = NULL,
  uid = NULL,
  pwd = NULL,
  ...
)

Arguments

drv

an object that inherits from DBIDriver, or an existing DBIConnection object (in order to clone an existing connection).

account

A Snowflake account identifier, e.g. "testorg-test_account".

driver

The name of the Snowflake ODBC driver, or NULL to use the default name.

warehouse

The name of a Snowflake compute warehouse, or NULL to use the default.

database

The name of a Snowflake database, or NULL to use the default.

schema

The name of a Snowflake database schema, or NULL to use the default.

uid, pwd

Manually specify a username and password for authentication. Specifying these options will disable ambient credential discovery.

...

Further arguments passed on to dbConnect().

Value

An OdbcConnection object with an active connection to a Snowflake account.

Examples

## Not run: 
# Use ambient credentials.
DBI::dbConnect(odbc::snowflake())

# Use browser-based SSO (if configured). Only works on desktop.
DBI::dbConnect(
  odbc::snowflake(),
  account = "testorg-test_account",
  authenticator = "externalbrowser"
)

# Use a traditional username & password.
DBI::dbConnect(
  odbc::snowflake(),
  account = "testorg-test_account",
  uid = "me",
  pwd = rstudioapi::askForPassword()
)

## End(Not run)