Introduction
Welcome to Cortex! In this Cortex reference, you'll find information and examples on transacting with the Cortex API; creating custom objects and properties; working with standard objects such as Accounts, Connections, and Notifications; searching and aggregating your data; and creating custom scripts.
If you haven't already, be sure to Sign Up to create your development org.
In the API sections, you'll find a live API explorer. This API explorer is a good way to get familiar with how Cortex authentication works, how objects are created and shared, and more. You'll notice that the first section (Org) can be queried without an authenticated session. Just click "Try It" and it will work with your org name and API key. This is because your Org has publicly available information. If you don't yet have an API Key, follow the instructions to Generate API Key to get started.
To start creating your own custom Cortex objects, check out the documentation on Data Model Setup.
Have a question? Ask it in our community-driven FAQ. We'd love to hear from you.
Happy Coding!
Organizations
In Cortex, your org (short for organization) is your private Cortex environment. Only you and those you allow have access to this environment and the data within it.
Production
Medable environment that has active end-users and is for storing critical and/or sensitive data.
Production orgs are accessed from the following endpoints
- Admin UI: https://app.medable.com
- API: https://api.medable.com
Development
Medable environment used for active development and testing of applications without impacting production environments.
Development orgs are accessed from the following endpoints
- Admin UI: https://app.dev.medable.com
- API: https://api.dev.medable.com
Note
Critical or sensitive data should not be stored in development orgs as these orgs do not employ all of the necessary protection safeguards.
Making Requests
When making Cortex API requests, the following are required
- API Endpoint
- API Client Key
Requests must be made over https. The API endpoint takes the following form:
https://<org_api_endpoint>/<org_name>/v2/<api_resource>
Where:
org_environment_endpointis the proper API endpoint for your org environmentorg_nameis the name you provided when signing upapi_resourceis the Cortex API resource you are accessing. This could be a Cortex object or a custom route.
For example, if your org name was newhealthco and you were accessing the Organization Object in your Cortex dev environment, your fully formed endpoint would look like:
https://api.dev.medable.com/newhealthco/v2/orgs
All API calls require the Medable-Client-Key header, this is populated with an API Key that is generated when you create your app in Cortex. To create your API key, see Generate API Key. Additionally, if you configure your app with CSRF protection, a Medable-Csrf-Token will also be required. In this case, each authenticated request will return an HTTP response header of the same name, and the subsequent request must contain the value of that response header.
Medable-Client-Key
API key. See Generate API Key
Medable-Csrf-Token
When app configured with CSRF protection, authentication and request to authenticated routes will produce a "medable-csrf-token", which must be sent as a request header with each subsequent call.
Important
You must ensure that withCredentials is set to true. Otherwise the secure cookie will not be set on your browser. If you're using one of our mobile SDK's, all of this is handled for you.
Example GET /accounts/me
$.ajax({
url: "https://api.dev.medable.com/example/v2/accounts/me",
type: "GET",
contentType: "application/json; charset=UTF-8",
dataType : "json",
xhrFields: {
withCredentials: true
},
headers: {
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq",
"Medable-Csrf-Token": "MvFkpcS0BCM9qpf4K0pFMyiE57e3VtI5Cb38NfQn6eWiPPp6CqZCOOrAljDZYWnU"
}
});var request = new Request('https://api.dev.medable.com/example/v2/accounts/me', {
method: 'GET',
credentials: 'include',
headers: new Headers({
'Content-Type': 'application/json; charset=UTF-8',
'Medable-Client-Key': 'GsAqlhnIMzrDeD8V2MBQWq',
'Medable-Csrf-Token': 'MvFkpcS0BCM9qpf4K0pFMyiE57e3VtI5Cb38NfQn6eWiPPp6CqZCOOrAljDZYWnU'
})
});GET
GET requests let you read one or many instances of a resource. They typically take one of two forms
List (Many)
GET /<object_name>
Read (One)
GET /<object_name>/<object_id>
Or if pathing to a property
GET /<object_name>/<object_id>/<property_path>
POST
POST requests allow you to create a new object instance from the request body. If the request is applied to an array property, the new array elements are pushed onto the existing array.
Create
POST /<object_name>
{
c_property1: 'value',
c_property2: true,
c_property3: [1, 2, 3]
}
Push
POST /<object_name>/<object_id>
{
c_property3: [4, 5, 6]
}
PUT
PUT requests allow you to update an existing object instance with the contents of the request body for the provided object instance _id. If the request is applied to an array property, the entire array is replaced with the request body.
Update
PUT /<object_name>/<object_id>
{
c_property1: 'new value'
}
PATCH
PATCH requests let you chain operations together on an object instance in one request. For example, if you have an object instance that you'd like to update the value of one property (ordinarily a PUT request), push a value into an array property (ordinarily a POST request on a path), and delete another property (ordinarily a DELETE request on a path), that would take three requests. However, with a PATCH, you can achieve this in one request containing three operations.
Patch
PACH /<object_name>/<object_id>
[{
op: 'set',
value: { c_property1: false }
},{
op: 'push',
path: 'c_array',
value: 5
},{
op: 'unset',
value: {
c_property1: 1
}
}]
Patch Operations
set
Update the value of a document or property
{
op: 'set',
path: 'c_property1',
value: 'new value'
}
OR
{
op: 'set',
value: {
c_property1: 'new value'
}
}
unset
Delete a property or properties from the instance.
{
op: 'unset',
value: {
'c_property1': 1,
'c_property2.c_sub_property1': 1
}
}
push
Push a value or array of values into an array property
{
op: 'push',
path: 'c_property3',
value: [4, 5]
}
OR
{
op: 'set',
value: {
c_property3: [4, 5]
}
}
remove
Remove a value or array of values from an array. If a value exists multiple times in the array, all values will be removed.
{
op: 'remove',
path: 'c_property3',
value: [1, 3]
}
OR
{
op: 'remove',
value: {
c_property3: [1, 3]
}
}
DELETE
DELETE requests allow you to delete the object instance for the provided object _id
DELETE /<object_name>/<object_id>
For additional examples and details on making Cortex API requests, see First API Request
The default maximum request size is 1,024 Kilobytes
Authentication
Cortex employs session-based (using cookies) and signature-based authentication. Within each org, applications can be created which provide the necessary key and secret for API access. See Generate API Key for more details.
A typical use of session-based authentication would be for a client application, such as a mobile or web app, whereby individual users authenticate using their credentials to initiate a new session.
The session is unique to the authenticated user and will timeout after a period of inactivity, based on org settings. Account registration or logging in both initiate authenticated sessions.
When employing session-based authentication, Two Factor Authentication also applies.
A signing key allows a third-party to make privileged calls to the API using a secure request signing mechanism. These keys can be configured for single or multiple user accounts, timed expiry, etc. Such a mechanism can be useful for scenarios such as back-end system integrations (e.g. Integrations with an EMR, or HL7 messaging appliance).
Signed Request Headers
Medable-Client-Signature
The calculated request signature.
Medable-Client-Timestamp
Client Unix Timestamp in milliseconds. The server issues a Medable-Server-Time responsed header with each operation which clients can use to synchronize.
Medable-Client-Nonce
A client-generated nonce matching /^[a-z\d]{16}$/i, used to prevent replay attacks.
Medable-Client-Account
Optionally sets the calling principal by account id (if the app is configured to allow principal override).
// Example signature-authenticated request using nodejs
'use strict';
function generateNonce() {
var chars = 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789',
maxC = chars.length-1,
nonce = '',
length = 16;
while(length--) {
nonce += chars[Math.round(Math.random() * maxC)];
}
return nonce;
}
var crypto = require('crypto'),
request = require('request');
var command = '/connections', // use only the path component (no query strings)
method = 'GET', // uppercase http method
apiKey = 'GsAqlhnIMzrDeD8V2MBQWq',
apiSecret = 'Kzc8nwCQiKOgiwTIobaI3H6ryK4C5fC0QcYsuXCSbEMKcJPz8EU2phcj6akDB9VP',
timestamp = Date.now(),
hmac = crypto.createHmac('sha256', apiKey+apiSecret),
signature;
hmac.update(command + ';' + method + ';' + timestamp);
signature = hmac.digest('hex');
var options = {
url: 'https://api.dev.medable.com/example/v2/connections',
headers: {
'Medable-Client-Key': apiKey,
'Medable-Client-Signature': signature,
'Medable-Client-Timestamp': String(timestamp),
'Medable-Client-Nonce': generateNonce()
}
};
request(options, function(error, response) {
// ...
}); Authentication
Applications can leverage JSON Web Tokens (JWT) to access Cortex. Once a key-pair has been generated, tokens can be generated from either session-based or signature-based apps.
- To enable token signing, Generate RSA key pairs for each app you wish to authenticate by clicking the "Generate Key Pair" link in the right-hand column of your app.
- The default limit of permanent/limited-use authentication tokens per account in the app is 10.
- Check
Expose Keysto add this app's JWK to the list produced in GET /auth/certs/[jwk/pem]. Useful if you want third-parties to validate tokens generated by your app.
To invalidate all tokens for an app you must regenerate the key pair or delete the app altogether. You can invalidate permanent/limited-use tokens per subject using Account.revokeAuthToken() and Account.revokeSubjectTokens(). Ephemeral tokens (those without a jti) can only be revoked by deleting the application or regenerating the key-pair.
The following table outlines the JWT claim set supported in Cortex.
aud
The audience. This is always script.env.url.
iss
The issuing application's api key.
iat
The unix timestamp when the token was generated.
nbf
When present, the unix timestamp when the token becomes usable.
exp
When present, the unix timestamp when the token expires.
sub
The account identifier of the token's calling principal. The token will authenticate as this account when used with Cortex.
jti
When present, represents the unique token identifier. This will exist for permanent and limited-use tokens.
cortex/scp
The token scope. Scopes limit token access to sections listed in the claim.
See Authentication Scoping.
cortex/rls
An array of roles granted to the token, and merged with the token subject's existing roles.
cortex/skp
When set, the token skips access controls for the purpose of limiting matches. The scripting analogue to this claim is skipAcl.
cortex/skc
When set, the token skips access controls for instance creation. The scripting analogue to this claim is bypassCreateAcl.
cortex/gnt
When set, the token grants this level of access to any and objects accessible to the token. The scripting analogue to this claim is grant.
cortex/cnt
When set, represents the maximum number of times the token can authenticate before invalidating.
A powerful new scoping feature has been added that allows you to limit access to a subset of functionality, like object access, deployments, script and view execution, and administration functions.
All access tokens are scoped, and adding scope is done by adding one or more scope chains to the token in the cortex/scp claim, or inheriting them from subject roles and those added with cortex/rle claims.
Valid scope examples:
- object.read.account.*.name
- script.execute (same as script, script.execute.*)
- view.execute.c_daily_report
Invalid scope examples:
- object.read.account.name (missing identifier or * before property)
- deployment.create (use object.create.deployment instead)
*
The token can perform all operations as the calling subject.
object
[*, create, read, update, delete]
[*, object[#type]]
[*, identifier]
[fqpp]
Object operations, such as reading accounts, creating connections, etc.
The last element in the chain (fqpp) can be used to limit access to individual properties (e.g. c_set[]#c_foo.c_string_arr[]). You can see the fqpp (fully-qualified property path) in your schemas (GET /schemas).
Examples:
object.read.c_step_response#c_boolean.*.c_value allows reading c_value from all c_step_response objects of the c_boolean type.
object.*.c_comments.5953f7dc749219f1a2eee1ee allows full access to a specific instance of c_comments (assuming the subject principal already has access).
script
[*, execute]
[*, route, runner]
[identifier]
This scope is required if the token is used to run script routes or use the ad-hoc script_runner system route. For routes, an Identifier can be added to the chain to limit use to a single route.
view
[*, execute]
[code, identifier]
This scope is required if the token is used to run script routes. An Identifier can be added to the chain to limit use to a single view.
deployment
[*, execute]
[identifier]
This scope is required if the token is used to execute deployments via scripted deployment automation.An Identifier can be added to the chain to limit use to a single deployment.
admin
[*, read, update]
This scope is required if the token is used to call administrative routes, such as user provisioning, deactivating accounts, etc.
Scopes in Views
Views execute without scope; only view.execute.[view name] is required to run a view, supporting object.read scopes are not required.
However, any other claims (grant, skipAcl, roles, etc.) are still applied.
Scopes have been added to custom roles. Tokens inherit the scopes from roles held by the principal, as well as any roles granted by the cortex/rls claim. In the image below, the Scoped role add the ability to execute any view and a single scripted route.
Note
When making requests using JSON Web Tokens (JWT), the Medable-Client-Key header is not required as it is embedded in the token. You may still send the client key header without issue provided it matches the client key used in the creation of the token. If it does not, a key mismatch error will be returned.
const Account = org.objects.account;
const account_id = Account
.find({email: 'james@medable.com'})
.skipAcl()
.grant(4)
.next()
._id;
// create an ephemeral token that allows the caller to act as account_id and
// read the account name and the subject of all c_message instances, skipping
// access control.
return org.objects.account.createAuthToken(
'yk8XJmrMKWzhinCl4Ww99A',
account_id,
{
scope: [
`object.read.account.${account_id}.name`,
"object.read.c_messages.*.c_subject"
],
skipAcl: true,
grant: consts.accessLevels.read
}
)'use strict';
const request = require('request'),
token = 'eyJhCiJSUz...c4DiCkVvNA',
options = {
url: 'https://api.dev.medable.com/example/v2/c_messages',
headers: {
Authorization: `Bearer ${token}`
}
};
request(options, function(error, response) {
// ...
}); Cortex Objects
Cortex objects are containers for data and functionality. For data-modeling purposes, you can think of a Cortex object like a database table. However, Cortex objects come with many more inherited capabilities than just data storage. For example, a Cortex object lets you specify fine-grained access controls for the objects and their properties, they allow for sharing data with others using connections, you can sub-class Cortex objects into multiple types, and you can extend objects with custom logic via triggers.
Cortex provides a number of standard objects to get you going. You can also create your own objects for modeling your own data and creating your own functionality to meet your needs however you see fit.
connection
connections
Connections enable access to an object instance for a target. For more details, see Using Connections
false
notification
notifications
Notifications are created when persistent notifications are sent. They contain meta-data about notifications that can facilitate notification handling in client apps.
false
object
objects
The Object object contains the definitions for custom and extended Cortex objects.
false
Extending Standard Objects
You can extend standard objects by adding custom properties. You can do this via the admin UI and also directly via the Object API.
For example, if you'd like to track the most recent app login for a particular user, you might add a c_last_logged_in property that is a Date type to the Account standard object. Now, every user that registers in your app can be stored in the backend with this additional date property. You can pass in the c_last_logged_in parameter and the Medable API will know to store that field in a given Account.
You can add any number of custom properties of varying types to get the desired functionality for your application.
You can extend the API by creating new custom objects and with custom properties, You can do this via the admin UI and also directly via the Object API.
Custom Cortex object and property names are prefixed with c_ to differentiate them from standard objects and properties. Additionally, custom objects are given a plural name along with the name you provide. So, for example if you create a custom objects named patient, the api name of your object will be c_patient and the plural name will be c_patients. If you were to create a custom name document property on your c_patient object, with sub string properties of first and last, then your c_patient object could look something like:
{
"c_name": {
"c_first": "Jane",
"c_last": "Doe"
}
}
Although a standard object's standard properties cannot be modified, custom properties can be added to extensible standard objects.
Localization
Cortex supports localization through custom localized string properties. Localization for a string property can be enabled via string property options. Once enabled, you can write to and read from that property in any specified locale.
Via API
When making api requests, locale can be specified by a locale identifier via the Accept-Language header. The locale identifier consists of a 2 or 3 letter language tag optionally followed by a hyphenated region. For example, en, en-US, en-UK, etc.
Example GET /c_my_object
$.ajax({
url: "https://api.dev.medable.com/example/v2/c_my_object",
type: "GET",
contentType: "application/json; charset=UTF-8",
dataType : "json",
xhrFields: {
withCredentials: true
},
headers: {
"Accept-Language": "en-US",
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq"
}
});Within Scripts
Within scripts, you can specify locale using the .locale() method for the given query cursor or insert/update operation. In scripts, the locale identifier must be separated by _. For example, en, en_US, en_UK, etc.
return org.objects.c_my_object.find({_id: '5d0552f04b373401003aba6a'}).locale('en_US').passthru()return org.objects.c_my_object.insertOne({c_greeting: 'hello'}).locale('en_US').execute()return org.objects.c_my_object.updateOne({_id: '5d0552f04b373401003aba6a'}, {$set: {c_greeting: 'bonjour'}}).locale('fr_FR').execute()Reading from and writing to a localized string property occurs in the locale specified. If a locale isn't specified, then the default locale for the organization is used.
For example, below is a localized c_greeting property in the object c_my_object, and a value is written to it while specifying the en_US locale.
$.ajax({
url: "https://api.dev.medable.com/example/v2/c_my_object",
method: "POST",
dataType : "json",
xhrFields: {
withCredentials: true
},
headers: {
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq",
"Accept-Language": "en-US"
},
data: {
"c_greeting": "hello"
}
}).done(function(data) {
// ...
});When requesting that instance of c_my_object in the en_US locale, we can expect to always receive the c_greeting of "hello".
However, if we specify a different locale, we can write additional values to that property. For example, below we update that property with a value while specifying the locale "fr-FR"
$.ajax({
url: "https://api.dev.medable.com/example/v2/c_my_object/5d0552f04b373401003aba6a",
method: "PUT",
dataType : "json",
xhrFields: {
withCredentials: true
},
headers: {
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq",
"Accept-Language": "fr-FR"
},
data: {
"c_greeting": "bonjour"
}
}).done(function(data) {
// ...
});Now, depending on the locale we specify, we can retrieve different values for that same property when getting that c_my_object instance.
$.ajax({
url: "https://api.dev.medable.com/example/v2/c_my_object",
type: "GET",
contentType: "application/json; charset=UTF-8",
dataType : "json",
xhrFields: {
withCredentials: true
},
headers: {
"Accept-Language": "en-US",
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq"
}
});{
"data": [
{
"_id": "5d0552f04b373401003aba6a",
"c_greeting": "hello",
"object": "c_my_object"
}
],
"hasMore": false,
"object": "list"
}$.ajax({
url: "https://api.dev.medable.com/example/v2/c_my_object",
type: "GET",
contentType: "application/json; charset=UTF-8",
dataType : "json",
xhrFields: {
withCredentials: true
},
headers: {
"Accept-Language": "fr-FR",
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq"
}
});{
"data": [
{
"_id": "5d0552f04b373401003aba6a",
"c_greeting": "bonjour",
"object": "c_my_object"
}
],
"hasMore": false,
"object": "list"
}This allows for translations to be provided to client applications seamlessly simply by specifying the appropriate locale.
Additionally, when a string property is localized, you may also include the optional locales property to retrieve all localized string values at once. Inside the locales property, each localized string property is represented by an array of documents containing each locale and value that have been written (e.g. {locale: 'en_US', value: 'hello'}).
$.ajax({
url: "https://api.dev.medable.com/example/v2/c_my_object?include=locales",
type: "GET",
contentType: "application/json; charset=UTF-8",
dataType : "json",
xhrFields: {
withCredentials: true
},
headers: {
"Accept-Language": "en-US",
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq"
}
});
/* response
{
"data": [
{
"_id": "5d0552f04b373401003aba6a",
"c_greeting": "hello",
"locales": {
"c_greeting": [
{
"_id": "5d0552f0229d2f010075979b",
"locale": "es",
"value": "hola"
},
{
"_id": "5d06ba1cba9d3f010039c668",
"locale": "fr_FR",
"value": "bonjour"
},
{
"_id": "5d06ba26ba9d3f010039c6d4",
"locale": "en_US",
"value": "hello"
}
]
},
"object": "c_my_object"
}
],
"hasMore": false,
"object": "list"
}
*/Organization Object
Represents the Organization itself.
Note
All Organization properties requiring Public access are exposed through GET to the public.
_id
String
The org identifier
access
Number
The current caller’s context access level.
apps
Document[]
The Org’s configured applications.
code*
String
The Org’s code, used to access the api, uniquely identifies the org.
configuration
Document
Org configuration settings.
connections
Reference[]
Connections associated with the Org.
created
Date
The date the context was created.
deployment
Document
Org deployment settings
favicon
File
Organization Icon
locale
String
The Org’s default locale setting.
logo
File
The Org logo.
maintenance
Boolean
True if Org is in maintenance mode.
maintenanceMessage
String
The message to show during maintenance mode.
name*
String
The Org label.
object
String
The context’s object name.
posts
Reference[]
A list of posts made in the context of the org.
registration
Document
Org registration settings.
roles
Document[]
Org’s configured roles.
schemasETag
String
Org schemas ETag
security
Document
Org security settings.
shared
Boolean
True if there are any active or pending connections for this context.
state
String
The Org state.
support
Document
Support options.
tz
String
Default timezone for the org. This helps determine UTC offset when working in scripts when a user tz is not available. The timezone must by a unique identifier for an IANA assigned zone, e.g. "US/Pacific"
updated
Date
The date the latest update was made to a context’s properties
updater
Reference
The account id of the context updater
website
String
The Org website, available for use as a variable in email templates (org.website).
{
"_id": "5516ee1b34d8d934281699e3",
"access": 1,
"code": "example",
"favicon": {
"ETag": "31074002db56d2d6fc8fee5b05caee1c",
"creator": "5516ee2634d8d93428169c0e",
"location": 4,
"mime": "image/x-icon",
"name": "content",
"path": "/orgs/5516ee1b34d8d934281699e3/favicon/content",
"size": 15086,
"state": 2
},
"locale": "en_US",
"logo": {
"ETag": "594b69d035ac27c2e69ef053082eb6a3",
"creator": "5516ee2634d8d93428169c0e",
"facets": [
{
"ETag": "5046104d05edf82e2a2c0d72118ca15b",
"creator": "5516ee2634d8d93428169c0e",
"height": 241,
"location": 4,
"mime": "image/jpeg",
"name": "thumbnail",
"path": "/orgs/5516ee1b34d8d934281699e3/logo/thumbnail",
"size": 16495,
"state": 2,
"width": 300
}
],
"height": 500,
"location": 4,
"mime": "image/jpeg",
"name": "content",
"path": "/orgs/5516ee1b34d8d934281699e3/logo/content",
"size": 52586,
"state": 2,
"width": 622
},
"name": "Example",
"object": "org",
"schemasETag": "b7fa703927702d09ada85150f475d88c"
}Update
The Organization settings can only be updated by an Administrator. Because the Org is public, it is possible to add a custom property to allow those with other roles (or no roles) to update it. To demonstrate, the following property has been added to the Organization in the example request to the right, and all Providers given access to push elements onto the c_4providers array.
Account Object
The Account Object represents a user account within an Organization.
_id
ObjectId
The account identifier.
access
Number
The current caller's context access level.
activationRequired
Boolean
True if the account must be activated before use. Dependant on Org settings.
age
Number
The age of the account holder (based on the dob property).
connections
Reference[]
Connections associated with the Account.
created
Date
The date the context was created.
dob
Date
Account holder date of birth.
email*
String
The email address for the account and must be unique within the Org.
favorite
Boolean
Tags the context as a favorite, which can then be filtered using the API.
gender
String
Account holder gender. Available values are:f - Femalem - Malen - Neithero - Othert - Transu - Unspecified
image
File
The account profile image.
inherited_roles
ObjectId[]
Any roles that are inherited from my current role. If my current role has no sub-roles then this is an empty array.
key
Document
A fingerprint and secret, re-generated on password change. Useful for client-side PHI encryption/caching scenarios, it is available to the account holder for the life of an authenticated session.
mobile
String
The mobile number of the account holder. This number should be capable of receiving SMS messages and must be in E.164 format.
name
Document
Name of the account holder (split into first and last names as well as optional prefix, middle, suffix and additional[]).
object
String
The context’s object name.
preferences
Document
The account preferences.
profile
Document
The account profile.
roles
ObjectId[]
Account roles (e.g. Provider, Administrator, Developer). Accounts can have more than one role.
shared
Boolean
True if there are any active or pending connections for this context.
state
String
Current state for the account. (e.g. unverified, verified)
tz
String
Timezone for the account. This helps determine UTC offset when working in scripts. The timezone must by a unique identifier for an IANA assigned zone, e.g. "US/Pacific"
updated
Date
The date the latest update was made to a context’s properties
updater
Reference
The account id of the context updater
{
"_id": "54c66edac364f2201b78c34e",
"access": 6,
"dob": "1975-01-26",
"email": "john.smith@example.com",
"favorite": false,
"gender": "m",
"key": {
"fingerprint": "094be6f0-a57b-11e4-9323-d35446f5af36",
"secret": "P07uqKLlXDWjj3s85TGJt4BXSuSCFlpx"
},
"locale": "en_US",
"locked": false,
"mobile": "15551234567",
"name": {
"first": "John",
"last": "Smith"
},
"object": "account",
"preferences": {
"notifications": [
{
"label": "Custom Notifier",
"name": "c_notifier",
"_id": "56cbfddcba9ef5257bf48513",
"endpoints": [
{
"_id": "456e64706f696e7420536d73",
"enabled": false,
"label": "SMS",
"name": "sms"
},
{
"_id": "456e64706f696e7420456d6c",
"enabled": true,
"label": "Email",
"name": "email"
}
]
}
]
},
"profile": {
"provider": {
"affiliation": "None",
"license": {
"number": "777",
"state": "Alabama"
},
"npi": "798798798",
"specialty": "Allergy and Immunology",
"state": "processing",
"visibility": {
"provider": false,
"public": false
}
}
},
"roles": [
"000000000000000000000005"
],
"shared": false,
"state": "verified",
"updated": "2015-03-12T18:47:34.010Z"
}Request Password Reset
Request a password reset via email
This endpoint would typically be used when a user is trying to login but cannot remember his/her password. They can simply enter their email address associated with the account (which gets passed into this endpoint) and an email will be automatically generated by Medable with the proper link to set a new password.
Example:
- Request Password Reset gets called
- Medable sends the email with a one-time secure reset password token (string)
- The user opens that email and clicks a link which has this token as a url parameter
- User gets navigated to a Medable web GUI for setting the new password
Note
You can override the destination link in part 4 to be your own page on your own domain for app look and feel consistency.
Update My Password
Update the currently logged in user's password directly through the API
This endpoint would typically be used for a currently logged in user who wants to change his/her password directly from your app without having to go through the email password reset flow.
Update Password (Token)
This endpoint would typically be used if you wanted to build a custom page that is linked in the email reset.
Example:
- Request Password Reset gets called
- Medable sends the email with a one-time secure reset password token (string)
- The user opens that email and clicks a link which has this token as a url parameter
- User gets navigated to your web app GUI for setting the new password
- You then call this endpoint (Reset Password) with the token passed in from the email
Update
To modify a property on an Account object
Email cannot be changed
Due to security reasons, we do not allow modifying of the email address of a given account.
Connections Object
Connection enable access to objects. Once connected, each Object has a number of feeds that can be read and posted to, depending on configured access. Each object property has a minimum required CRUD access level. These are listed in the property table for each object.
Those with Share access to an object can invite others to connect. The level of access you can grant to those you invite depends on the type of object and the level of access you have. We call this the Share Chain.
To disconnect from an object, simply call the Delete route. To remove others from a context, the caller must have Share access to the context for which the connection was created and have more access than the user you are removing. These basic rules apply across all objects.
For more details on using connections, see Using Connections
_id
String
The connection identifier
access
Number
The access level granted by the connection. In the case of an ownership transfer, the access level is the object’s default owner access. An objects share chain or share ACL defines what access levels can be granted and by whom.
roles
ObjectId Array
The instance roles granted by the connection. An objects share ACL defines what roles can be granted and by whom.
context
Reference
The connection context. When expanded, imparts the connection’s access level to the caller.
contextSource
String
A dot syntax property path context in the invitation context. For example, when the account property of the Patient File is set, the resulting Connection “contextSource” is set to “account”. This enables clients to discern the nature of the Connection. In the case of Patient File, “account” means the target is being asked to act as the patient.
created
Date
The date the connection was initiated.
creator
Reference
The account id of the connection creator. Expansion paths are fixed at name an image; The caller can only retrieve the connection creator’s name and profile image.
expiresAt
Date
For pending connections. the time at which the connection request will expire.
object
String
The context’s object name.
state
Number
The connection state (Pending: 0, Active: 1).
target
Document
The connection target recipient. The email property will only be present if the connection was created using an email address. Conversely, the account property will only be present if the connection was created using an account id. The name property will only be present if the connection creator added one.
account
Reference
Optional account identifier. A connection can be created using the account identifier is it is known.
token
String
The connection token, only visible to the target.
usesRemaining
Number
Defaults to null. The number of times the connection can be loaded before it expires.
"_id": "5524165d65a7158820f4c022",
"access": 4,
"context": {
"_id": "5519c01aae2fd2b02915c81f",
"object": "c_example",
"path": "/c_examples/5519c01aae2fd2b02915c81f"
},
"created": "2015-04-07T17:39:41.000Z",
"creator": {
"_id": "5516ee2634d8d93428169c0e",
"object": "account",
"path": "/accounts/5516ee2634d8d93428169c0e"
},
"expiresAt": "2015-04-14T17:39:41.246Z",
"object": "connection",
"state": 0,
"target": {
"email": "fred.banting@example.org",
"name": {
"first": "Frederick",
"last": "Banting"
}
}List
0
Connection has not yet been accepted by invitee
1
Connection has been accepted by invitee
Notification Object
Notification objects are either automatically created as a result of connection invitations or manually created via the Custom Notifications section on the admin portal.
Through the administration interface at https://app.dev.medable.com/{your_org_name}/settings/notifications, notifications can be enabled, disabled, or based on org members’ preferences.
In conjuction with the scripting api, custom notifications can be configured for multiple endpoints and sent via script (e.g. require("notifications").send("c_my_notif"); ).
An Organization can setup an app for Apple Push Notification Service (APNs) and Google Cloud Messaging (GCM), and users can set preferences for how to receive notifications, through APNs, via email or through SMS for custom notifications.
Notifications are automatically cleared for connection invitations when they are retrieved using the API. Otherwise, clients should manually clear them using the notifications API.
_id
ObjectId
The notification identifier.
context
Reference
The context for which the notification was created.
created
Date
The date the notification was created. Notifications that are not acknowledged expire after 30 days.
meta
Any
An object containing notification metadata. For post updates, for example, it contains the postId and postType. For comments, it also contains the commentId.
object
String
The object name (notification).
type
ObjectId
The notification type (See Consts for the standard notification type _ids)
{
"_id": "55238637b9b285167a241439",
"context": {
"_id": "5519c01aae2fd2b02915c81f",
"object": "c_example",
"path": "/c_examples/5519c01aae2fd2b02915c81f"
},
"meta": {
"postId": "55238637a033479c18311c6e",
"type": "c_post"
},
"object": "notification",
"type": "4e66204665656473506f7374"
}Stat Object
_id
ObjectId
The stat object identifier
starting
Date
The starting time for this stat time frame.
ending
Date
The ending time for this stat time frame.
org
ObjectId
The org that this stat lives in
object
String
The object name (stat)
code
Number
The number that determines what kind of event this stat instance is representing.
Request: 0
File Storage: 1
Document Storage: 2
Logins: 3
Accounts: 4
Scripts: 5
Notifications: 6
count
Number
How many times this stat event has occurred in the time frame.
size
Number
The size of the file or document stored. Used for code 2 stats.
total
Number
Similar to count but used for different stat codes.
s_source
String
Storage source name (e.g. account)
s_object
String
Storage object name (e.g. account)
s_type
String
Storage type name
s_property
ObjectId
Storage property name
today
Number
active
Number
location
Number
1 if data stored to Medable
2 if stored to Amazon s3
method
Number
GET: 0
POST: 1
PUT: 2
DELETE: 3
HEAD: 4
OPTIONS: 5
PATCH: 6
api
String
The api endpoint that was called
client
ObjectId
The object id of the app that's issuing the request, if defined. (relevant only for request stats)
ms
Number
The total number of milliseconds it took to complete this task
in
Number
The total number of bytes in
out
Number
The total number of bytes out
errs
Number
The number of errors
scriptId
ObjectId
The script identifier
scriptType
String
Script type (like "route", "trigger", etc)
callouts
Number
Total number of HTTP callouts used in the script
calloutsMs
Number
Total milliseconds of HTTP callouts in the script
ops
Number
Number of operations used in the script
notifType
ObjectId
The notification object identifier. A notification might be a standard or custom one defined in the Notifications tab of the admin interface.
notifEndpoint
ObjectId
The notification endpoint identifier. Each notification might have an email, sms, or push endpoint.
{
"_id": "575f58bfa588cb8881e49833",
"api": "",
"client": null,
"code": 0,
"count": 1,
"ending": "2016-06-14T01:59:59.999Z",
"in": 0,
"location": 1,
"method": 0,
"ms": 22,
"object": "stat",
"org": "575f58271d0c03a53ccc3840",
"out": 2871,
"starting": "2016-06-14T01:00:00.000Z"
}Log Object
_id
ObjectId
Log object instance identifier
org
ObjectId
Org identifier
req
ObjectId
Request identifier
pid
ObjectId
Principal Identifier - The principal is the authenticated entity that issued the request
oid
ObjectId
Original Principal Identifier - The original principal is the authenticated entity that issued the first request. The "run as" argument of scripts could make the pid different from oid.
beg
Date
Start date of this log instance
end
Date
End date of this log instance
sts
Number
HTTP status code (like 2xx, 3xx, 4xx)
src
Number
logger: 0
api: 1
script: 2
request: 3
audit: 4
deployment: 5
export: 6
lvl
Number
error: 0
warn: 1
info: 2
debug: 3
trace: 4
trc
Document
Stack trace (file, line number, function)
err
Document
Error details (error name, message, reason, faults, etc)
in
Number
Total bytes in
out
Number
Total bytes out
sid
ObjectId
Script identifier
stp
String
Script type (like "route", "trigger", etc)
ops
Number
Number of operations used in the script
ctt
Number
Total number of HTTP callouts used in the script
cms
Number
Total milliseconds of HTTP callouts in the script
adr
Number
Source IP address
mtd
Number
Request method
GET: 0
POST: 1
PUT: 2
DELETE: 3
HEAD: 4
OPTIONS: 5
PATCH: 6
url
String
Request URL path
que
Any
Request query params
rte
String
API route
aid
ObjectId
App ID
cid
ObjectId
App client ID
ses
String
Session ID
lid
ObjectId
Location ID
dat
Any
Any data passed in via the Logger
op
Number
Operation Code
set: 1
remove: 2 // remove a property value
push: 3
pull: 4
delete: 5 // delete an instance
auth: 6 // authentication event
transfer: 7 // ownership transfer
device: 8 // new device registered for account
access: 9 // instance access granted/removed
ctx
ObjectId
Context ID
obj
String
Object Name
ads
Number
Audit Source
request: 1
script: 2
system: 3
acs
Number
Natural Access
grt
Number
Granted Access
pts
String
Updated Paths
pis
ObjectId
Updated Property Identifiers
dpl
ObjectId
Deployment Identifier
{
"_id": "59433e6a8cb4760100c7216e",
"adr": 1187315762,
"aid": "5810f6e4cc761537539d3e2c",
"beg": "2017-06-16T02:11:54.702Z",
"cid": "5810f6e4cc761537539d3e2d",
"end": "2017-06-16T02:11:55.199Z",
"err": {
"faults": []
},
"in": 417,
"lvl": 2,
"mtd": 0,
"out": 525,
"pis": [],
"pts": [],
"que": {
"c_public_user": "593b2a2f9a8ca001000f0435",
"c_study": "58faa94410cc4501001fe779"
},
"req": "59433e6a81ae9d0100e9fca7",
"rte": "/routes/get_public_group*",
"src": 3,
"sts": 200,
"trc": [],
"url": "/routes/get_public_group"
}Export Object
You can create data exports through the admin UI or directly through the API. Creating exports through the API is helpful when needing to automate an export process.
Export object instances define export jobs to run including details such as type of export, query and aggregation criteria, export paths to include, and more. Each export instance represents one specific export job. Export jobs are queued in the background and each org can run one job at a time. Although you can create as many export jobs as you'd like, they will run sequentially in the order they were created.
Exported data is archived in zip format and stored securely in an encrypted file store within Cortex. When the export job is complete, a secure download link will be provided in the export's dataFile property. This link can only be accessed by an authenticated user with administrator privileges. Exports are available for download for seven days, after which the export and archive are deleted.
Note
Export archive sizes count against file storage limits in your org.
label
String
The label for your export. This appears in the export jobs UI
description
String
The description of your export. If present, this appears in the export jobs UI
state
String
The current state of the export job. Can be pending, running, ready, error
exportFiles
Boolean
When selected, if the export contains files, they will be included along-side the exported data. Note, this can cause exports to take a long time to complete if there are many large files.
zipFiles
Boolean
Applies with exporting files. If true, files are archived together in a zip archive within the exported archive.
format
MIME-type
The format of the exported data. Valid types are:
application/x-ndjson: New-line delimited JSONapplication/json: JSON formattext/csv: CSV format
objects
String
The plural name of the Cortex object being exported.
paths
String Array
Optional array of property names to include in the export. When no paths are provided, all non-optional paths are included.
include
String Array
An array of optional property names to be included in the export.
expand
String Array
An array of reference property names to be expanded in the export.
where
String
Optional query argument to filter the export. See the Where query argument for more details.
afterScript
String
A stringified custom script that will execute after export job completion. This is helpful for logging the completion of exports or sending notifications, etc.
principal
ObjectId
When set, the export runs as this principal. This is helpful when exports need to be limited by acl and when used in conjunction with a path prefix.
prefix
String
When a prefix is present the export can be limited to documents available in a write-through list or nested document array.
Object Definition
You can extend the API by creating new custom objects and extending the standard objects with custom properties, You can do this via the API if you have the Administrator or Developer roles, or via the admin UI. For details on how to create and extend objects using the admin UI, see Data Model Setup.
At every level, custom objects and properties are prefixed with c_ to differentiate them from standard properties that may be placed alongside in a document. For example, retrieving a custom property from a custom object might look like GET /c_records/551ebec0f6b25fd828742de1/c_info
Although a standard object's standard properties cannot be modified, custom properties can be added to extensible standard object classes.
Also some of the standard object’s properties can either be overridden or extended, including the createAcl, defaultAcl and shareAcl.
_id
ObjectId
The object definition identifier.
label
String
The object label.
name
String
The object name.
pluralName
String
Based on the name, this is the name used in API routes. For example, to retrieve a list of c_thing objects, use GET /c_things
description
String
The object description.
defaultAcl
Document
All contexts objects of this type will have this ACL merged with their instance ACL.
createAcl
Document
These ACL targets are able to create context objects of this type.
shareAcl
Document
These ACL targets are able to share context objects of this type. The entries defined which access levels and roles can be assigned by which targets.
shareChain
Number
A caller can create a connection granting any level of access in the share chain, as long as it is less than his own.
allowTransfers
Boolean
Allow ownership transfer for this context\'s objects.
allowConnections
Boolean
Set to enable/disable sharing of contexts for this object.
connectionOptions
Document
Options around connection requests, such as whether to auto-accept and send-notification.
properties
Document Array
All of the properties defined in this object class.
object
String
The context’s object name.
objectTypes
Array
The object's types. For more info, see Object Types.
hasETag
Boolean
If true, an ETag property is made available and is (re)generated on an instance whenever it is updated.
{
"_id": "576870f71d0c03a53cd665cd",
"access": 7,
"allowConnections": true,
"allowTransfers": true,
"connectionOptions": {
"requireAccept": true,
"requiredAccess": 5,
"sendNotifications": true
},
"createAcl": [
{
"_id": "576870f71d0c03a53cd665ce",
"allow": 1,
"target": "000000000000000000000003",
"type": 1
}
],
"created": "2016-06-20T22:40:55.523Z",
"creator": {
"_id": "575f58281d0c03a53ccc3ac6",
"object": "account",
"path": "/accounts/575f58281d0c03a53ccc3ac6"
},
"defaultAcl": [
{
"_id": "57b1ebac14e8971b6add7c66",
"allow": 7,
"type": 4
},
{
"_id": "57b1ebac14e8971b6add7c67",
"allow": 4,
"target": "578483dc46b010416571393d",
"type": 3
}
],
"label": "Prescription",
"lookup": "576870f71d0c03a53cd665cd",
"name": "c_prescription",
"object": "object",
"objectTypes": [],
"pluralName": "c_prescriptions",
"properties": [
{
"_id": "576d71d01d0c03a53cde6e88",
"acl": [],
"auditable": false,
"autoCreate": false,
"cascadeDelete": false,
"creatable": false,
"expandable": true,
"grant": 2,
"indexed": true,
"label": "Patient",
"name": "c_patient",
"optional": false,
"pacl": [],
"paths": [],
"readAccess": 4,
"readable": true,
"referenceAccess": 0,
"removable": false,
"sourceObject": "account",
"type": "Reference",
"unique": false,
"validators": [],
"writable": true,
"writeAccess": 6
},
{
"_id": "576d72a41d0c03a53cde7144",
"acl": [],
"array": false,
"auditable": false,
"canPull": true,
"canPush": true,
"creatable": false,
"indexed": true,
"label": "Rx",
"lowercase": false,
"maxItems": 100,
"maxShift": false,
"minItems": 0,
"name": "c_rx",
"optional": false,
"readAccess": 4,
"readable": true,
"removable": false,
"trim": false,
"type": "String",
"unique": false,
"uniqueValues": false,
"uppercase": false,
"validators": [
{
"_id": "57914b65356ff1a73d2db0cf",
"definition": {
"max": 10000000000,
"min": 0
},
"name": "printableString"
},
{
"_id": "57914b65356ff1a73d2db0d0",
"name": "required"
}
],
"writable": true,
"writeAccess": 6,
"writeOnCreate": true
}
],
"shareChain": [
5,
4,
2
],
"updated": "2017-05-26T04:08:39.488Z",
"updater": {
"_id": "5771495a1d0c03a53ce83f1a",
"object": "account",
"path": "/accounts/5771495a1d0c03a53ce83f1a"
}
}Object Properties
The following sections describe the possible types of custom properties you can add to an object definition.
The following base options are available when defining properties, unless otherwise noted. See individual properties for additional property-specific options.
*Bold options are required*
name
String
API name of property.
label
String
Property label that can be used in UI.
type
String
The property type. See individual property type details for more info.
description
String
Property description. This can be used for UI or for administrative purposes.
array
Boolean
false
If true, this property is an array of this type rather than a single value. This option can only be set when creating the property and cannot be changed.
uniqueValues
Boolean
false
Applies only if array: true. If true, values in array are guaranteed to be unique.
minItems
Integer
0
Applies only if array: true. The minimum number of items required in the array. Set to 0 for no minimum.
maxItems
Integer
100
Applies only if array: true. The maximum number of items allowed in the array. Cannot be greater than 1000.
maxShift
Boolean
false
Applies only if array: true. When true, shifts older items off of front of array when max items is reached rather than producing a kMaxAllowed fault.
canPush
Boolean
true
Applies only if array: true. If true, POST operations on the property can push values into the array.
canPull
Boolean
true
Applies only if array: true. If true, DELETE operations on property can remove items from the array by value or by array element _id
writeOnCreate
Boolean
true
Applies only if array: true. Allow values to be written to property array on document create.
readAccess
Integer
4
The access level require to read this property. See Access Control for available values.
writeAccess
Integer
6
The access level require to write to this property. See Access Control for available values.
acl
Document Array
Allows additional ACL to be specified for property. This acl merges with runtime acl to increase access to this property. Additive only -- these acl entries cannot lessen access to this property.
auditable
Boolean
false
When true, changes to this property will result in a record in the audit logs.
readable
Boolean
true
Allow this property to be read. When false, this property is not available through the API and is only available through scripts.
writable
Boolean
true
When true, this property is writable via the API. When false, this property is only writable through scripts.
creatable
Boolean
false
When true, this property is only writable on document creation.
removable
Boolean
false
If true, this property can be removed from a document using DELETE method. Otherwise, property can only be nullified.
history
Boolean
false
If true, changes to this property are recorded in a history collection and made available though an audit.history property on the object. Note that the audit.history property is optional and is not returned unless explicitly included with the include option.
optional
Boolean
false
If true, this property is not included in read operations unless explicitly included with the include option.
indexed
Boolean
false
If true, property is indexed and available for querying. There is a limit of 20 indexed properties per object.
unique
Boolean
false
If true, the property will be guaranteed unique. This option can only be set on property definition creation. There is a limit of 5 unique properties per object.
validators
Document Array
A list of validators applied to this property before writing. Failure to validate will result in akValidationError. See Property Validation Options for available validation options.
When defining custom object properties, you can also specify validation rules to apply to your properties in the property definition validators option. You can specify multiple validation rules for a property.
When defined, these rules are evaluated prior to properties being written. Should validation fail for a property, the entire request will fail and a kValidationError fault will be returned for each validation error. When validations faults are returned, property paths are also returned with the faults. This is helpful when relaying validation errors to users in a client UI.
Validation rules take the form:
{
"name": <validator name>,
"description": <validator description>,
"definition": { <validator definition> }
}
*Bold options are required*
name
String
The name of an available validator for the property. See individual property details for available validators.
description
String
A description of the validator
definition
Document
A document specifying validator options (if available). See individual property validators for available options.
Property Type: any
An any property can store any user-defined object data. When defined, a json schema can be attached that will validate the
input. This is very handy for storing legacy data, rapid prototyping, and for non-access controlled adhoc data.
serializeData
Boolean
true
If true, property will be serialized and stored as a string. Note, when serialized, property cannot be used in query or aggregation.
maxSize
Integer
0
The maximum object size in bytes. Set to 0 for no maximum size.
Base property options not available:
- array
- uniqueValues
- indexed
- unique
Required
name: required
JSON Schema
name: json
defintion:
schema
JSON Schema
A valid JSON Schema for validating the input against. See http://json-schema.org/examples.html for examples.
Binary
Property Type: binary
A binary property represents a raw buffer. For uploads and data with associated mimes such as video and images, use a File property. Scripting buffer objects can be natively stored and retrieved using the raw outputEncoding.
serializeData
outputEncoding
base64
The encoding used to output the buffer (into a script or out through rest api). Valid values are:
base64, hex, array, utf8, raw.
maxSize
Integer
1000
The maximum buffer size in bytes, up to 1MB.
Base property options not available:
- array
- uniqueValues
- indexed
- unique
Required
name: required
Date
Property Type: date
DateTime values are sent through the API as string values formatted in simplified extended ISO 8601 format, which is always 24 characters long: YYYY-MM-DDTHH:mm:ss.sssZ (eg. 1966-07-12T16:34:01.000Z). The timezone is always zero UTC offset, as denoted by the suffix "Z". Though the parser will attempt to make sense of any sane date value, values should be sent in the above extended ISO format.
A Date property can also be configured as "Date only" for cases where the time zone is irrelevant, such as a birth dates. For these, the caller must send a string in the YYYY-MM-DD format, and responses will be in the same format (eg. 1973-07-16).
dateOnly
Boolean
false
'If true, the input must be a string in the YYYY-MM-DD format, and responses will be in the same format (eg. 1973-07-16)'
Required
name: required
Date Validator
name: date
definition:
allowNull
Boolean
false
Allow null entries
min
Date
Earliest valid date
max
Date
Latest valid date
Document
Property Type: document
A Document can act in two ways. When configured as an array, it is a collection of documents with shared properties. When not defined as an array, the document properties are implemented as children.
Documents whose definition is configured as an array have an _id property which can be used to retrieve, update or remove individual documents from the array. For example, the Organization roles are defined as a document array. Retrieving the _id of all org roles could be done as follows:
GET /orgs/5516ee1b34d8d934281699e3/roles?paths[]=_id
{
"_id": "5516ee1b34d8d934281699e3",
"object": "org",
"roles": [{
"_id": "000000000000000000000004"
}, {
"_id": "000000000000000000000005"
}, {
"_id": "000000000000000000000007"
}]
}Note
Notice the use of a relative path to the org roles identifiers in the query (paths[]=_id). Selection using paths, include and expand all work in this way.
An example of a non-array Document is the Account name property, having first and last child properties.
GET /accounts/me
{
"_id": "5516ee2634d8d93428169c0e",
"object": "account",
"name": {
"first": "Jonas",
"last": "Salk"
}
}Note
When ACLs and filters are applied at the document level, they affect access to all its children.
Discriminators
Some Document arrays contain a discriminator, such as Post and Comment bodies. Because these arrays carry documents with potentially varying properties, the name property is used as a discriminator. When creating a Post, for example, the discriminator must be included in the json body.
POST /c_vads/551f3515b8b206e835950b59/posts/c_heartrate
{
"body": [{
"name": "c_datapoint",
"c_value": 65
}]
}When updating a document array that has a discriminator, the _id of the segment is sufficient:
PUT /551f3a95b8b206e835950b6b
{
"body": [{
"_id": "551f3aa2b8b206e835950b6d",
"c_value": 67
}]
}properties
Property Definition Array
An array of property definitions. These can be properties of any type except Document.
Base property options not available:
- uniqueValues
- indexed
- unique
- auditable
File
Property Type: file
File types store binary data such as images or video. Each File type can be configured with multiple processors, which create streamable, named facets. Every File property has a default content facet at its root.
Streaming files is done in one of two ways, both of which begin by directly accessing a named facet using the path to the file property plus the facet name. For example, the Organization logo content can be accessed as follows:
GET /orgs/5516ee1b34d8d934281699e3/logo/content
The response depends on the value of the HTTP accept request header. If the header begins with application/json, the response is a json document containing a secure url property to the file stream:
{
"object": "facet",
"ETag": "594b69d035ac27c2e69ef053082eb6a3",
"creator": "5516ee2634d8d93428169c0e",
"height": 500,
"location": 4,
"mime": "image/jpeg",
"name": "content",
"size": 52586,
"state": 2,
"url": "https://cdn.medable.com/5516ee1b34d8d93428169/...",
"width": 622
}
If the accept header does not begin with application/json, the request will result in a 302 Found, with the Location response header having been set to the above url property.
Note
In cases where it's not possible to include HTTP request headers, such as an image tag, the Medable-Client-Key may be placed in the url as a query argument.
The Organization logo File property has a thumbnail facet, which can be accessed in much the same way, replacing content with thumbnail (GET /orgs/5516ee1b34d8d934281699e3/logo/thumbnail).
Reading a File without requesting a stream retrieves all of the File's facet information, which includes the root content and any available facets:
GET /orgs/5516ee1b34d8d934281699e3/logo
{
"ETag": "594b69d035ac27c2e69ef053082eb6a3",
"creator": "5516ee2634d8d93428169c0e",
"facets": [
{
"ETag": "5046104d05edf82e2a2c0d72118ca15b",
"creator": "5516ee2634d8d93428169c0e",
"height": 241,
"location": 4,
"mime": "image/jpeg",
"name": "thumbnail",
"path": "/orgs/5516ee1b34d8d934281699e3/logo/thumbnail",
"size": 16495,
"state": 2,
"width": 300
}
],
"height": 500,
"location": 4,
"mime": "image/jpeg",
"name": "content",
"path": "/orgs/5516ee1b34d8d934281699e3/logo/content",
"size": 52586,
"state": 2,
"width": 622
}
File States
File content and facets can be in the following states:
| State | Name | Description |
|---|---|---|
| 0 | Pending | The facet has been created, and the system is waiting for uploads. |
| 1 | Processing | Sources are uploaded and are currently being processed into facets. |
| 2 | Ready | The facet is ready for streaming. |
| 3 | Error | There was an error processing the facet. A fault property is attached to the facet. |
| 4 | Dead | The system will no longer attempt to process this facet. A fault property is attached to the facet. |
Note
Requests for facets that are still in a pending or processing will result in a 202 kMediaNotReady fault. Clients should try again after a time. File processing time depends on the file size, type, number and type of facets, the and the facet storage location.
Private facets are only readable by the facet creator. As such, the uploaded content is completely isolated from view by other users, but can still be used as input to another process. The Conversation attachments File array is configured in this fashion, having a content facet that is configured to use an overlay png, combining it with a private original to produce a final image that is anonymized.
See File Uploads to find out how to upload media content.
processors
Document Array
Processors specify how your file will be processed. Available processor types are image, overlay, and passthru.
Base property options not available:
- indexed
- unique
Geometry
Property Type: geometry
Geometry types store longitude latitude coordinates. There are two sub-types of Geo:
Point [x, y]
Two floats that represent a point (on a map or otherwise)Multi-Point [ Point, Point, Point, ...]
an array of Points
Geometry types become very handy when you later want to check if a given x-y coordinate lies within the bounds of pre-defined area. For more info on this, see Geospatial Operators.
geoType
string
"Point"
"Point" or "MultiPoint" stringEnum that defines what kind of coordinate data this prop will hold.
List
Property Type: list
List types store an array of references. Lists are used to model One-to-Many Relationships.
sourceObject
String
0
The name of the source object for the list.
grant
Access Level (Integer) See Access Levels
This defines what level of access you have to the expanded list of object instances.
roles
ObjectID[]
This defines a set of roles to merge into the calling principal for access to the expanded object list.
skipAcl
Boolean
false
Select this if you'd like the matching to disregard all ACL rules.
where
String
A stringified where clause consisting of local instance properties linking the list references. Example: "{\"c_doc_ref\": \"{{input._id}}\" }"
linkedProperty
String
When set, connects the property to a top-level, indexed, readable, indexed, custom Reference in the sourceObject that points back to the current object.
When using a linked property, the where condition is augmented with {c_parent: "{{input._id}}"}, which in many case makes the where clause obsolete.
When using write-through, newly created children will automatically set the liked property to the identifier of the list holder.
To further secure the relationship, the child reference can be marked as cascadeDelete:true and writable:false.
readThrough
Boolean
false
Allows reading objects in a list using specific identifiers and overriding list rules (defaultAcl, grant, roles)
writeThrough
Boolean
false
Allows creating and updating objects in a list using specific identifiers and overriding list rules (createAcl/defaultAcl, grant, roles)
updateOnWriteThrough
Boolean
false
When true, write-through events bubble up to the current instance and modify the updated date, firing any triggers and updating the ETag where required.
inheritInstanceRoles
Boolean
false
When true, instance roles held by the caller on the current instance are applied to the list instances.
createAcl
Object[]
[]
An overriding set of acl rules to apply to creation of child object instances when write-through is enabled.
defaultAcl
Object[]
[]
An overriding set of acl rules to apply to reading of child object instances when read/write-through is enabled.
Base property options not available:
- array
- indexed
- unique
- writable
- minItems
- maxItems
- canPull
- canPush
- maxShift
- writeOnCreate
Number
Property Type: number
A Number value can be configured to hold integer or float values, with minimum and/or maximum values.
Required
name: required
Number Validator
name: number
definition:
allowNull
boolean
false
Allow null entries
min
integer
Minimum value
max
integer
Maximum value
allowDecimal
boolean
true
Allow float values
Allow Level Validator
name: allowLevel
definition:
includeNoAllow
boolean
false
Allow acl.AccessLevels.NoAllow. If false, acl.AccessLevels.Public is the minimum allowed
defaultValue
integer
an optional default value
Coordinate Validator
name: coordinate
definition:
min0
integer
min value
max0
integer
max value
min1
integer
min value
max1
integer
max value
allowDecimal0
boolean
true
Allow float values
allowDecimal1
boolean
true
Allow float values
Enum Validator
name: numberEnum
definition:
values
array
An array of possible entries
ObjectId
Property Type: objectid
An ObjectId is a 12-byte BSON type, used to represent the _id property of contexts, posts, body segments, document array element identifiers, and others. When retrieved using the API, these values are represented in the response as a 24-byte hexadecimal string value.
Required
name: required
ID Enum Validator
name: idEnum
definition:
idEnum
boolean
true
true if element exists in the list of possible objectId's
Reference
Property Type: reference
A Reference property is a structure that exposes the object, identifer of another object instance. Some references can be expanded , allowing an object instance to be read through another.
Property ACLs can be attached to references in order to allow greater access to expanded properties than would normally be allowed. For example, the Patient File Object account property exposes the name property of the referenced account when expanded to anyone who is Connected to the Patient File.
Custom reference properties can be configured to allow the reference identifier to be updated, but only if the caller has the required referenceAccess to the instance being referenced. References can also be configured to include a static list of properties, or disallow expansion entirely.
expandable
Boolean
false
If true, this property can be expanded using "expand" options
autoCreate
Boolean
false
If true, a referenced object is auto-created, owned by the owner of the host context (in the case of account, the account holder)
grant
Number
acl.AccessLevels.NoAllow
Applies to expansions. The access level granted to the calling principal through expansion. Warning! This option can expose private context details. Consider using object pacls instead, and leave the grant level low.
sourceObject
String
Applies to expansions. The name of the object from which to expand.
paths
String
Applies to expansions. A list of fixed property names to load if the property is expanded. If set, access is always granted to these paths.
referenceAccess
Number
acl.AccessLevels.Share
The access required by the calling principal on the referenced context in order to set the reference _id.
pacl
Document
Adds augmented access to individual properties in the expanded object.
writeThrough
Boolean
false
Allows updating referenced objects, overriding access control using custom defaultAcl, gran and roles.
inheritInstanceRoles
Boolean
false
When true, instance roles held by the caller on the current instance are applied to the reference when expanded or updated using write-through.
defaultAcl
Object[]
[]
An overriding set of acl rules to apply to referenced instances when expandable or write-through is enabled.
String
Property Type: string
Strings represent a text value and can be configured with validators to limit input using regular expressions, and to enforce minimum and maximum lengths.
trim
boolean
false
Trims the input string prior to validation but after writers.
lowercase
boolean
false
Lowercase the input string prior to validation but after writers.
uppercase
boolean
false
Uppercase the input string prior to validation but after writers.
localization
document
String localization options.
Note: Although query matching for localized string values is possible, some cases (like $elemMatch) are not supported.
localization.enabled
boolean
false
Enable localization for the string values. Reading and writing to the property occurs on the current locale or the options below.
When any string in an object definition is localized, a locales property document appears in the instance. Inside it, each localized string property is represented by an array of documents containing each locale and value that have been written ({locale: 'en_US', value: 'foo'}).
Note: Once enabled, localization on a string cannot be disabled.
localization.valid
string[]
[]
Limits writing to a set of locales. Leaving this empty allows all org-level valid locales.
localization.fixed
string
''
Limit the native string property to reading and writing this locale. For reading, the fallback option still applies.
localization.strict
boolean
true
For reading and writing, throw an error if the selected locale is invalid. When false, the fallback option is used to attempt to return a fallback value.
localization.fallback
boolean
true
For reading, fallback to any usable locale value when none exists for the requested locale.
localization.acl
document[]
[]
A set of acl entries to apply to direct reading and writing of the locales-prefixed string property document array.
localization.readAccess
number
4 (read)
The resolved access level required to read the locales-prefixed property document array.
localization.writeAccess
number
6 (update)
The resolved access level required to update the locales-prefixed property document array.
localization.aclOverride
boolean
false
When true, the acl entries that are applied to the locales-prefixed property document array are applied from scratch to the caller, instead of augmenting their current access level.
Required
name: required
String Validator
name: string
definition:
min
integer
0
Minimum length of string
max
integer
Maximum length of string
allowNull
boolean
false
Allow null values
allowEmpty
boolean
false
Allow 0-length strings
Printable String Validator
name: printableString
definition:
anyFirstLetter
boolean
true
Allow the first letter of the string to be non-alphanumeric.
allowNumberAsFirstLetter
boolean
true
Allows a number as the first letter of the string.
min
integer
0
min length
max
integer
max length
String Enum Validator
name: stringEnum
definition:
values
array
An array of possible entries.
Email Validator
name: email
definition:
allowNull
boolean
true
Allow blank or null entries
Locale Validator
name: locale
definition:
allowNull
boolean
false
Allow blank or null entries
Password Strength Validator
name: passwordStrength
definition:
minScore
integer
The minimum password score requirement (based on zxcvbn)
Phone Number Strength Validator
name: phoneNumber
definition:
allowNull
boolean
false
Allow null entries.
requireMobile
boolean
false
If true, requires the number to be a mobile number.
allowedCountries
array or strings
List of allowed countries
URL Validator
name: url
definition:
allowNull
boolean
false
Allow null values
allowEmpty
boolean
false
Allow 0-length strings
webOnly
boolean
true
Url must be a web url, beginning with http:// or https://
webSecure
boolean
Applies when webOnly is true. If present, url must either be https:// (true) or http:// (false). Omitting this property allows either.
Pattern Validator
name: pattern
definition:
allowNull
boolean
false
Allow null values
allowEmpty
boolean
false
Allow 0-length strings
pattern
regex
The regex pattern to test against the incoming string value
Object Types
Sub-classing objects
In your data modeling, you may find that you want to define an object class that inherits all properties from another. For example, you might have a generic c_assessment class with properties like c_patient and more specific classes like c_blood_test that has all the properties of c_assessment but also a set of more specific properties like c_blood_type.
To create an object type, you simply add the object type definitions into the objectTypes array of an object's definition. These types will inherit all the properties from the super-class (or super-type).
The properties that define an object type are as follows:
name
String
The API name for the object type
label
String
The human readable label for the object type
properties
Property Definition Array
The array of property definitions for properties specific to this object type
Note
Once an object type is defined, the type property becomes required when creating instances of the object. The type property is populated with the name of the object type you are creating.
In this example, we've created the object class c_assessment and set the proper ACL's. We've also added a property to this object that all of this object's types will share: c_patient. This is because all assessments will be made on a particular patient, no matter what kind of assessment it is.
GET /objects/5951719d514ef101000216cf
{
"_id": "5951719d514ef101000216cf",
"access": 7,
"allowConnections": true,
"allowTransfers": true,
"connectionOptions": {
"requireAccept": true,
"requiredAccess": 5,
"sendNotifications": true
},
"createAcl": [
{
"_id": "5951719dfc65ed0100e62068",
"allow": 1,
"target": "000000000000000000000003",
"type": 1
}
],
"created": "2017-06-26T20:42:05.183Z",
"creator": {
"_id": "5771495a1d0c03a53ce83f1a",
"object": "account",
"path": "/accounts/5771495a1d0c03a53ce83f1a"
},
"defaultAcl": [
{
"_id": "5951719dfc65ed0100e62069",
"allow": 7,
"target": null,
"type": 4
}
],
"favorite": false,
"feedDefinition": [],
"label": "Assessment",
"lookup": "5951719d514ef101000216cf",
"name": "c_assessment",
"object": "object",
"objectTypes": [],
"pluralName": "c_assessments",
"properties": [
{
"_id": "595171e811f6710100683480",
"acl": [],
"auditable": false,
"autoCreate": false,
"cascadeDelete": true,
"creatable": false,
"expandable": true,
"grant": 0,
"indexed": true,
"label": "Patient",
"name": "c_patient",
"optional": false,
"pacl": [],
"paths": [],
"readAccess": 4,
"readable": true,
"referenceAccess": 5,
"removable": false,
"sourceObject": "account",
"type": "Reference",
"unique": false,
"validators": [
{
"_id": "595171e811f6710100683481",
"name": "required"
}
],
"writable": true,
"writeAccess": 6
}
],
"shareChain": [
5,
4,
2
],
"updated": "2017-06-26T20:43:21.022Z",
"updater": {
"_id": "5771495a1d0c03a53ce83f1a",
"object": "account",
"path": "/accounts/5771495a1d0c03a53ce83f1a"
}
}You'll notice that the objectTypes value in the JSON result above is an empty array. We're going to add a c_blood_test object type to this array.
POST /objects/5951719d514ef101000216cf/objectTypes
{
"label":"Blood Test",
"name":"c_blood_test",
"properties": [
{
"label":"Blood Type",
"name":"c_blood_type",
"type": "String",
"validators": [
{
"name": "required"
}
]
}
]
}Now, the objectTypes array contains the c_blood_test definition we just created.
GET /objects/5951719d514ef101000216cf/objectTypes
{
"data": [
{
"_id": "5951751611f6710100683fdc",
"label": "Blood Test",
"name": "c_blood_test",
"properties": [
{
"_id": "5951751611f6710100683fdd",
"acl": [],
"array": false,
"auditable": false,
"canPull": true,
"canPush": true,
"creatable": false,
"indexed": false,
"label": "Blood Type",
"lowercase": false,
"maxItems": 100,
"maxShift": false,
"minItems": 0,
"name": "c_blood_type",
"optional": false,
"readAccess": 4,
"readable": true,
"removable": false,
"trim": false,
"type": "String",
"unique": false,
"uniqueValues": false,
"uppercase": false,
"validators": [
{
"_id": "5951751611f6710100683fde",
"name": "required"
}
],
"writable": true,
"writeAccess": 6,
"writeOnCreate": true
}
]
}
],
"hasMore": false,
"object": "list"
}We can now create a c_assessment object instance of type c_blood_test:
POST /c_assessments
{
"c_patient":"5771495a1d0c03a53ce83f1a",
"type":"c_blood_test",
"c_blood_type":"Type A"
}The resulting instance of c_assessment is of type: c_blood_test and contains both the base property of c_patient and the c_blood_test type property c_blood_type.
{
"_id": "59517718cfc40501006da501",
"access": 7,
"c_blood_type": "Type A",
"c_patient": {
"_id": "5771495a1d0c03a53ce83f1a",
"object": "account",
"path": "/accounts/5771495a1d0c03a53ce83f1a"
},
"created": "2017-06-26T21:05:28.068Z",
"creator": {
"_id": "5771495a1d0c03a53ce83f1a",
"object": "account",
"path": "/accounts/5771495a1d0c03a53ce83f1a"
},
"favorite": false,
"object": "c_assessment",
"owner": {
"_id": "5771495a1d0c03a53ce83f1a",
"object": "account",
"path": "/accounts/5771495a1d0c03a53ce83f1a"
},
"shared": false,
"type": "c_blood_test"
}Access Control
Access control lists (ACLs) allow you to define fine-grained access to object instances and their properties directly in your data model.
ACLs are composed of access control definitions. These definitions take the following forms:
{
"type": <access target type>,
"target": <access target identifier>,
"allow": <access level>
}
These definitions are evaluated and applied to the specified targets at runtime.
type
Integer
Integer representing the type of entity this ACL applies to at runtime. See Access Types
target
ObjectId
The _id of the role or account that of the ACL target. Not used when type is Self or Owner.
allow
Integer
Integer representing access level being granted to target. Not used in create ACL. See Access Levels
1
Account
Target type of Account -- includes anonymous and public principals.
2
Self
Applies to ACL on Account object only. Access principal is the same as the Account instance being accessed.
3
Role
Target type of org role
4
Owner
Access principal is the object instance owner.
5
Access
For share ACL only, allows the access target to be an access level. This overrides the share chain behaviour and enables more fine-tuning.
1
Public
A principal with this access can read public data (eg, Org details).
2
Connected
Granted when making Connections and typically provides read access to context properties.
3
Reserved
Reserved for a future use
4
Read
Grants access to private context properties. This is default access level required for new custom properties.
6
Update
Update access typically provides write access to context properties.
7
Delete
Grants access to delete delete/archive a context.
8
Script
The highest assignable access level, it can only be granted at runtime in a script.
By default, Cortex enforces a no-access sharing model. This means that without defined ACL, users cannot create, read, update, or delete any data through the API. That is, until the ability to do so is granted through ACL definitions in custom objects and in extensible standard objects.
Standard objects such as the Account Object come pre-defined with Create ACL and Default ACL that enforce a private sharing model.
In a private-sharing model, data is only available to the creator/owner and no one else. In this model, there are only two ways for a user to gain access to another user's data:
- The owner of the data shares that data with another user directly using Connections.
- Access to the data is granted to a subset of users (such as through ACLs)
The following ACL definitions make up a typical private-sharing implementation for an object.
Create ACL
createAcl: [{
"target": "000000000000000000000003",
"type": 1
}]
Here, the type: 1 specifies the target is an Account, and the target: "000000000000000000000003" is the system identifier for any user in the org. So this ACL is specifying that any authenticated user can create instances of this object.
Default ACL
defaultAcl: [{
"allow": 7,
"type": 4
}]
Here, the type: 4 is specifying that the target is the instance Owner, and the allow: 7 specifies that the Owner is granted Delete access.
Share Chain
shareChain: [6, 5, 4, 2]
This share chain specifies that access levels of update (6), share (5), read (4), and connected (2) can be used in connections. Because it is a share chain, a user can create a connection with one of these allow levels as long as it is less than his/her own.
Create ACLs determine who in an Organization can create new object instances. Conversations, for example, can only be created by accounts with the Provider role. An object's create acl can be defined in custom objects and augmented or even overwritten in extensible standard objects.
In the case of Create ACL, allow is not provided in the definition since create access is already implied.
Each Object has it's own set of default rules that determine the level of access users get to object instances. For example, the Account Object default acl allows the account holder Update access to themselves. These defaults can be defined in custom objects and augmented or even overwritten in extensible standard objects.
Share ACLs define how an object instance can be shared. The target in a share ACL entry can be an account, role, owner, or another access level. The allow in a share ACL entry then specifies what role or access level that target is allowed to grant when sharing an object instance via a connection. When share ACL rules are defined, share chains no longer apply.
Example Share ACL
shareAcl:[{
"type": 5,
"target": 7,
"allow": 6
}]
Here, the type: 5 is specifying the target is an access level. This means that a user with an access level of 7 (Delete) to the instance can grant up to access level 6 (Update) to another user via a connection.
shareAcl: [{
"type": 4,
"allow": "000000000000000000000005"
}]
Here, the type: 4 is specifying the target is the instance owner and that the owner can grant the provider role (role _id "000000000000000000000005") via a connection. This means that any defaultAcl defined for the provider role in the object definition will be granted to the connected user for that object instance even though they may not have the provider role assigned to their user account.
shareAcl: [{
"type": 3,
"target": "5532e499540b0183799b4ee5"
"allow": "58e96eb0105ddf010067046b"
}]
Here, the type: 3 is specifying the target is a role. We've created some custom roles of Manager (role _id "5532e499540b0183799b4ee5") and Reporter (role _id "58e96eb0105ddf010067046b"). In the share ACL rule, we are specifying that the Manager role can grant the Reporter role to another user for an object instance via a connection.
The share chain for each Object controls the access level that can be granted to a user through a Connection. A user with
enough access to create a Connection can grant any level of access in the object's Share Chain as long as it is lesser than
their own.
For example, a user who creates a Patient File is granted Delete access through the object's default ACL. That use can
then grant others Share or Connected access to the context. Subsequently, a connected invitee with Share access could
re-share the context with others, but only grant Connected access.
The share chains for each object are listed in their descriptions.
There are three standard roles: Admin, Provider and Developer. An Organization can create custom roles, and assign access
controls to these. Custom roles can be also be includes within each other. All accounts holder a role are also assumed to
hold the included roles.
Creating custom roles can easily be done under Settings > Roles. Creating a new custom role simply requires providing a role name.
Custom roles can also be hierarchical. For example you can create a custom role and specify that it includes other roles.
Once your custom role is created, it's available to be used in Access Controls as well as in scripts via the Consts Module
Object properties have ACLs that determine the access required to create, read, update and delete properties. An Organization can
also augment read and update access settings for individual properties with custom ACLs. Commonly, properties required
Connected access to read and Update access to update.
Query Arguments
Objects can be queried using the available query arguments, allowing developers to easily search large amounts using the API.
Query arguments are applied in the following order: where, sort, skip, limit
Query Arguments
Accepts A JSON object containing operators and expressions used to limit the search results.
where={“$and”: [{“created”: {“$gt”: “2015-01-01T00:00:00.000Z”}}, {“created”: {“$lt”: “2015-06-01T00:00:00.000Z”}}]}
Used to sort results, can be an indexed property name or a named grouping (when group is used). Also accepts a JSON object containing one or more properties, the values of which must be 1 for ascending and -1 for descending.
sort=posts or sort={“posts”: 1, “_id”: 1}
An integer representing the number of results to skip. Useful for paging where mapping or groupings have been applied, or where search the search criteria cannot be paged using unique fields.
skip=100
Where
The where argument limits the resulting document list using search criteria applied against indexed properties.
?where={<query conditions>}
See Query Operators for more details and examples of available conditions.
For example, the following call finds all accounts where the last name starts with the letter s (case-insensitive) and sorts by last name, then by first name.
GET /accounts?where={"name.last": {"$regex": "/^s/i"}}{
"data": [
{
"_id": "5888b91d35f8c91536c6ddea",
"access": 6,
"c_enrollments": [],
"c_study_groups": [],
"created": "2017-01-25T14:41:33.297Z",
"email": "john@medable.com",
"favorite": false,
"gender": "m",
"inherited_roles": [
"000000000000000000000007",
"000000000000000000000006"
],
"key": {
"fingerprint": "8e53d430-e30c-11e6-aaeb-99172490c13b",
"secret": "heBcf2Wgh6hjezADTAc88wHJNGcJgwUd"
},
"locale": "en_US",
"locked": false,
"mobile": "+12223334449",
"name": {
"first": "John",
"last": "Silver"
},
"object": "account",
"roles": [
"000000000000000000000004"
],
"shared": false,
"state": "verified",
"updated": "2017-01-25T14:42:54.970Z",
"updater": {
"_id": "5888b91d35f8c91536c6ddea",
"object": "account",
"path": "/accounts/5888b91d35f8c91536c6ddea"
}
}
],
"hasMore": false,
"object": "list"
}Sort
Sorting can be applied to indexed properties, or to any named property when a grouping is applied. The value can be a single property name sort=total, or a JSON object containing
one or more property names with either 1 (ascending) or -1 (descending) as the value.
?where={<query conditions>}&sort=<property>
Or when specifying the sort order:
?where={<query conditions>}&sort={<property>: <sort order>}
Or sorting by multiple properties:
?where={<query conditions>}&sort={<property1>: <sort order>, <property2>: <sort order>, ...}
The following shows an example of sorting a list of accounts by last name then by first name.
GET /accounts/?paths[]=name&sort={"name.last": 1, "name.first": 1}{
"data": [
{
"_id": "507f1f77bcf86cd799439011",
"name": {
"first": "John",
"last": "Smith"
},
"object": "account"
},
{
"_id": "55ff9db67a00a89c14aa31a6",
"name": {
"first": "Stan",
"last": "Smith"
},
"object": "account"
},
{
"_id": "507f191e810c19729de860ea",
"name": {
"first": "Jane",
"last": "Svenson"
},
"object": "account"
},
],
"hasMore": true,
"object": "list"
}Skip
The skip argument lets you specify a number of results to skip in your result set.
?where={<query conditions>}&skip=<positive integer>
For example, if you have a result set of 200, and you specify skip=100, you would receive results 101-200.
GET /accounts/?paths[]=name&skip=2
{
"data": [
{
"_id": "507f191e810c19729de860ea",
"name": {
"first": "Jane",
"last": "Svenson"
},
"object": "account"
}
],
"hasMore": false,
"object": "list"
}
/* if the full result set was
[
{
"_id": "507f1f77bcf86cd799439011",
"name": {
"first": "John",
"last": "Smith"
},
"object": "account"
},
{
"_id": "55ff9db67a00a89c14aa31a6",
"name": {
"first": "Stan",
"last": "Smith"
},
"object": "account"
},
{
"_id": "507f191e810c19729de860ea",
"name": {
"first": "Jane",
"last": "Svenson"
},
"object": "account"
}
]
*/Limitations of paging with skip
Paging using skip should only be used for small result sets of a few hundred or less. For paging larger result sets, see Paging
Limit
The limit argument allows you to specify a number of results to return, e.g. limit=2. The default limit for an API request is 100. The max limit is 1000.
?where={<query conditions>}&limit=<positive integer>
If you are dealing with a result set larger than 1000, you should either narrow your result set with a more specific where clause or use pagination to page through your full result set.
GET /accounts/?paths[]=name&limit=2
{
"data": [
{
"_id": "507f1f77bcf86cd799439011",
"name": {
"first": "John",
"last": "Smith"
},
"object": "account"
},
{
"_id": "55ff9db67a00a89c14aa31a6",
"name": {
"first": "Stan",
"last": "Smith"
},
"object": "account"
}
],
"hasMore": true,
"object": "list"
}Paging
Most API calls that result in a list response can be paged by using the hasMore property when it is true. Paging results can be accomplished using limit and where query arguments or a combination of where, limit and skip query arguments.
The recommended method for paging is using indexed, unique identifiers such as _id, sorting by the identifier and applying a where argument. For example:
?where={"_id": {"$gt": "561b5a700000000000000000"}}&sort={"_id": 1}
If forced to sort by non-unique fields, like name.last, it is possible to fall back on using the skip argument for paging, though it is not as efficient as using a unique indexed field. Additionally, paging using skip is only effective for small result sets (e.g. less than a few hundred records).
In the below example, we have a custom "Conversation" object. Suppose there are 20 conversations available to a user. An initial call to GET /conversations?paths[]=_id&limit=2&sort={"_id": 1} results in the following response:
GET /c_conversations?paths[]=_id&limit=2&sort={"_id": 1}
{
"data": [
{
"_id": "551c76c3bad12f302b343481",
"object": "c_conversation"
},
{
"_id": "551c76c4bad12f302b343489",
"object": "c_conversation"
}
],
"hasMore": true,
"object": "list"
}The response's hasMore property is true, so the caller knows there are more results. The last _id in the list is used in the next where argument like this:
GET /conversations?paths[]=_id&limit=2&where={"_id": {"$gt": "551c76c4bad12f302b343489"}}&sort={"_id": 1}
{
"data": [
{
"_id": "551c76c3bad12f302b343492",
"object": "c_conversation"
},
{
"_id": "551c76c4bad12f302b343511",
"object": "c_conversation"
}
],
"hasMore": true,
"object": "list"
}List Property Paging
Lists of contexts can be paged by prefixing query arguments with the property name. For example:
GET /c_patientfiles/550891732390ac1832f3317f/?paths[]=connections.access&connections.where{"_id":{"$gt":"550b9a25c59c1ef032ab641c"}}
{
"_id": "550891732390ac1832f3317f",
"object": "c_patientfile",
"connections": {
"object": "list",
"hasMore": "false",
"data: [{
"_id": "551ce5dfcd3227a41dfa7e9d",
"object": "connection",
"access": 2
}]
}
}Query Operators
Query operators can be used to construct query conditions in order to find data. Query operators are typically applied to a property and take a value or a document defining the conditions of the operation.
For example:
{<property>: {<operator>: value}}
Or:
{<property>: {<operator>: {<option>: <value>, <option>: value, ...}}}
Or, in the case of logical operators (e.g. $and, $or), the operator takes an array of expressions:
{<operator>: [{<expression>}, {<expression>}, ...]}
Query operators can be used in a where query argument or in a $match pipeline stage .
When used in a where query argument, the request looks similar to the following:
GET /<object>?where={<query conditions>}
When used in a $match pipeline stage, the request looks similar to the following:
GET /<object>?pipeline=[{"$match":{<query conditions>}}]
For filtering results based on value comparisons.
Join query clauses together or invert the meaning of a query expression
Filter results based on the result of a regular expression
Find locations within a distance of a central location.
Match on arrays, elements in an array, or size of arrays.
Comparison Operators
$eq
Selects documents where the value of the property is equal to the passed in value.
{“c_bpm”: {“$eq”: 70}}
$gt
Selects documents where the value of the property is greater than the passed in value.
{“c_bpm”: {“$gt”: 70}}
$gte
Selects documents where the value of the property is greater than or equal to the passed in value.
{“c_bpm”: {“$gte”: 70}}
$lt
Selects documents where the value of the property is lesser than the passed in value.
{“c_bpm”: {“$lt”: 70}}
$lte
Selects documents where the value of the property is lesser than or equal to the passed in value.
{“c_bpm”: {“$lte”: 70}}
$ne
Selects documents where the value of the property is not equal to the passed in value.
{“c_bpm”: {“$ne”: 70}}
$in
Selects documents where the property matches any of the passed in values.
{“c_bpm”: {“$in”: [65, 66, 67, 68, 69, 70]}}
$nin
Selects documents where the property matches none of the passed in values.
{“c_bpm”: {“$nin”: [65, 66, 67, 68, 69, 70]}}
Logical Operators
$and
Selects documents where all passed in conditions are met.
{“$and”: [{“c_bpm”: {“$gt”: 70}}, {“c_bpm”: {“$lt”: 100}}] }
$or
Selects documents where any passed in conditions are met.
{“$or”: [{“c_bpm”: {“$gt”: 70}}, {“c_bmi”: {“$gt”: 24.9}}] }
$not
Evaluates to true if the property or expression evaluates to false.
{“$not”: “c_active”}
$nor
Selects documents where none of the passed in conditions are met.
{“$nor”: [{“c_bpm”: {“$gt”: 70}}, {“c_bmi”: {“$gt”: 24.9}}] }
Evaluation Operators
$regex
Selects documents where the string property matches the passed in regular expression.
{“name.first”: {“$regex”: “/^james/i”}}
Geospatial Operators
$within
Selects documents with geospatial data that exists entirely within a specified shape.
{"c_location": {"$within": {"$center": [-122.143019, 37.441883], "$radius": 10}}}
Array Operators
$all
Selects documents where the array property contains all of the passed in values.
{“roles”: {“$all”: [“000000000000000000000007”, “0123456789ab0123456789ab”]}}
$elemMatch
Selects documents where all properties of an array of document properties match the passed in expression. $elemMatch does not limit the results within the array, but filters the entire document for contained entries.
{“c_docs”: {“$elemMatch”: {“c_foo”: “yes”, “c_bar”: true}}}
$size
Selects documents where the size of the array property matches the passed in values.
{“c_arr”: {“$size”: 20}}
Property Selection
Selecting context response properties using the API is accomplished using paths, include and expand query arguments.
paths
string[]
An array of properties to which the response should be limited.
include
string[]
An array of properties marked as optional that should be included in the response.
expand
string[]
An array of expandable reference that should be expanded in the response.
You can specify any of the above query arguments multiple times. For example, if you need to expand multiple properties, you can do so with the following query string.
?expand[]=account&expand[]=c_customProperty1&expand[]=c_customProperty2
The example below shows:
- A reference automatically expanded by selecting a path in the referenced context (creator.name.first).
- A response limited to the paths specified by the paths[] query arguments.
- An explicit reference expansion using expand[]=account.
- An optional path included with include[]=connections.
- An implicitly included optional path through the use of paths[]=posts;
$.ajax({
url: "https://api.dev.medable.com/example/patientfiles/550891732390ac1832f3317f?expand[]=account&include[]=connections&paths[]=posts&paths[]=age&paths[]=name.first",
type: "GET",
contentType: "application/json; charset=UTF-8",
dataType : "json",
headers: {
"Medable-Client-Key": "GsAqlhnIMzrDeD8V2MBQWq"
}
});MDAPIParameters* parameters = [MDAPIParameterFactory parametersWithParameters:
[MDAPIParameterFactory parametersWithExpandPaths:@[ kAccountKey ]],
[MDAPIParameterFactory parametersWithIncludePaths:@[ kConnectionsKey ]],
[MDAPIParameterFactory parametersWithLimitPaths:@[ kPostsKey, kAgeKey, [MDAPIPathFactory pathStringWithComponents:@[ kNameKey, kFirstNameKey ]]] ],
nil];
[[MDAPIClient sharedClient]
patientFileWithId:[MDObjectId objectIdWithString:@"550891732390ac1832f3317f"]
parameters:parameters
callback:^(MDPatientFile *patientFile, MDFault *fault)
{
if (fault)
{
// Fault handling
}
}];{
"_id": "550891732390ac1832f3317f",
"object": "patientfile",
"account": {
"_id": "550b82336390d9cc34fdd1f0",
"access": 1,
"name": {
"first": "Phineas",
"last": "Gage"
},
"object": "account",
"roles": []
},
"age": 25,
"connections": [
{
"_id": "550b9a25c59c1ef032ab641c",
"object": "connection",
"access": 2,
"context": {
"_id": "550891732390ac1832f3317f",
"object": "patientfile",
"path": "/patientfiles/550891732390ac1832f3317f"
},
"created": "2015-03-20T03:55:17.000Z",
"creator": {
"_id": "4578616d706c652055736572",
"object": "Account",
"path": "/accounts/4578616d706c652055736572"
},
"state": 1,
"target": {
"email": "patient@example.com"
}
}
],
"creator": {
"_id": "4578616d706c652055736572",
"name": {
"first": "James"
},
"object": "account"
},
"name": {
"first": "Phineas"
}
"posts": []
}Another example would be to automatically expand into the account reference and limit the properties to first name of the referenced account. The account name may not be accessible to the caller, but the Patient File account property reference has an ACL that allows the name to be read by caller with a Connection to the patient file:
// GET /patientfiles/550891732390ac1832f3317f?paths[]=account.name.first
{
"_id": "550891732390ac1832f3317f",
"account": {
"_id": "550b82336390d9cc34fdd1f0",
"name": {
"first": "Phineas"
},
"object": "account"
},
"object": "patientfile"
}Limiting Response Properties
Clients can shrink responses by limiting the properties returned by an API request using the paths query argument. Sub paths
must be in dot syntax (eg. name.first) and must exist in the object definition.
- Object responses always include the
_idandobjectproperties. - Selecting an optional property using
pathsautomatically includes it. - Selecting a path in a reference is possible (eg
creator.name.first), automatically expanding the referenced context.
Expanding References
References marked as expandable can be expanded into full objects. This can result in less API calls when the client
wants to access information in the referenced object.
Depending on the reference property definition, using expand[] may limit the resulting expansion to a set of paths,
may grant greater context access than the caller would normally have or allow greater access to a set of properties.
For more information about configuration options, see the section about References.
Optional Properties
Some object properties are marked as optional. Typically, these are non-crtical properties that would be expensive to include
in every set of responses. For example, the connections and posts properties of objects are optional so wouldn't be
included in the result of a call to GET /patientfiles. To retrieve properties marked as optional, use the include[]
query argument.
When using paths[], included optional properties will be part of the response.
List Property Selections
Properties that return a list of contexts, such as posts and connections can have selection arguments passed by prefixing
them with the property name. For example:
// GET /patientfiles/550891732390ac1832f3317f/connections?paths[]=access
{
"_id": "550891732390ac1832f3317f",
"object": "patientfile",
"connections": {
"object": "list",
"hasMore": "false",
"data: [{
"_id": "550b9a25c59c1ef032ab641c",
"object": "connection",
"access": 2
}]
}
}Property Access
The Medable API affords developers the ability to access and update property data in flexible and convenient ways.
Although Property Selection can reduce the number of paths returned while maintaining the structure of the document,
// GET /accounts/5516ee2634d8d93428169c0e?paths[]=name.first
{
"_id": "5516ee2634d8d93428169c0e",
"name": {
"first": "Jonas"
},
"object": "account"
}A single property can also be directly accessed, resulting in a result response.
// GET /accounts/5516ee2634d8d93428169c0e/name/first
{
"object": "result",
"data": "James"
} A property within a document array can be directly accessed, using its _id ("551f34c8b8b206e835950b57"). For example, retrieving the name of a custom role:
// GET /orgs/5516ee1b34d8d934281699e3/roles/551f34c8b8b206e835950b57/name
{
"object": "result",
"data": "Care Giver"
} Properties may be updated in the same way. The following are both valid ways to update the name of the above role:
// PUT /orgs/5516ee1b34d8d934281699e3
Request:
{
"roles": [{
"_id": "551f34c8b8b206e835950b57",
"name": "Third Party"
}]
}
Response:
{
"_id": "5516ee1b34d8d934281699e3",
"object": "org",
"code": "example",
"roles": [{
"_id": "551f3515b8b206e835950b59",
"name": "Care Giver",
"all": [],
"include": []
},
],
}The above response includes the entire updated context.
// PUT /orgs/5516ee1b34d8d934281699e3/roles/551f34c8b8b206e835950b57/name
Request:
"Third Party"
Response:
{
"object": "result",
"data": "Third Party"
} Property and Document arrays can be configured to allow overwrite, append-only, and/or pull. Arrays can also be configured to ensure unique values within the array, or in the case of a Document array, a property can have a validator that ensures it is unique within the rest of the parent array's documents.
- Appending items to an array using the API must be done using the
POSTmethod. - Overwriting an array is done using
PUT. - Array elements can be directly access by index (
GET /orgs/5516ee1b34d8d934281699e3/roles/0). - Array elements cannot be updated by index.
- When removing elements from a document array, use the
_id(DELETE /orgs/5516ee1b34d8d934281699e3/roles/551f34c8b8b206e835950b57) - When removing elements from a primitive array, all matchinge values are removed (
DELETE /c_custom/c_tags/MyTag)
Pipeline Aggregation
Pipeline aggregation allows for querying, aggregating, and transforming data in multiple stages in real-time through a single API request. While query arguments allow for making simple, single-stage queries through the API, pipelines allow for more complex searches, aggregations and transformations.
To leverage pipeline aggregation via the API, simply pass a pipeline query argument with the request. The pipeline query argument is an array of pipeline stages that execute in order. Each stage transforms the result set and passes it on to the next stage in the pipeline.
?pipeline=[{ stage1 },{ stage2 }, { stage3 }, ...]
In the below example, the pipeline contains two stages. The first is a $match stage. This filters the result set to all accounts create on or after 2015-01-01T00:00:00.000Z. Then that set of results is passed onto the $group stage which counts all of the accounts in the result set and finally returns a count result. For all available stages, see Pipeline Stages
GET /accounts?pipeline=[{"$match": {"created": {"$gte": "2015-01-01T00:00:00.000Z"}}}, {"$group": {"_id": null, "count": {"$count": "_id"}}}]{
"data": [
{
"count": 24
}
],
"hasMore": false,
"object": "list"
}A JSON object containing an _id property (required) and 0 or more property groupings.
{"$group": {"_id": null, "count": {"$count": "_id"}}}
A JSON object containing operators and expressions used to limit the search results.
{"$match": {“$and”: [{“created”: {“$gt”: “2015-01-01T00:00:00.000Z”}}, {“created”: {“$lt”: “2015-06-01T00:00:00.000Z”}}]}}
A JSON object that specifies existing properties or new properties to pass along to the next stage in the pipeline.
{"$project",{"_id": 1, "name": 1}}
An integer representing the number of results to skip. Useful for paging where mapping or groupings have been applied, or where search the search criteria cannot be paged using unique fields.
{"$skip": 10}
A JSON object containing one or more properties, the values of which must be 1 for ascending and -1 for descending.
{"$sort": {"_id": -1}}
Accepts a property name and deconstructs an array into a single property in multiple documents.
{"$unwind": roles}
$group
Result sets can be grouped in order to apply accumulators and aggregate data from accessible documents.
The $group stage takes the following form:
{"$group": {"_id": <expression>, <property>: { <accumulator1> : <expression> }, <property>: { <accumulator2> : <expression> },... }}
For available accumulators, see Accumulator Operators.
The _id property is your grouping expression and is required. The _id can be null, it can be a single property or a combination of properties and group expressions. When you specify an _id of null, you will group together all of the documents in the result set. This is helpful for calculating accumulated values for all of the documents, for example when calculating a cont of the total number of documents in your result. When the _id is null, it is not included in the result set.
In the following example, we aggregate a custom c_patient object with a two-stage pipeline. The first stage is a $match that filters the documents down to patients with a gender: 'f'. Those documents are then passed into the $group stage where we count all of the documents in the result set and return a count property. Because we pass null for the grouping _id, we can calculate an accumulation for the entire result set.
GET /c_patients?pipeline=[{"$match": {"gender": "f"}},{"$group": {"_id": null, "count": {"$count": "_id"}}}]{
"data": [
{
"count": 359
}
],
"hasMore": false,
"object": "list"
}The following example is a single-stage $group on the connections object. The grouping is by the connections' context._id. Then, a count is calculated for each context grouping and returned in total properties.
GET /connections?pipeline=[{"$group": {"_id": "context._id", "total": {"$count": "_id"}}}, {"$sort": {"total": 1}}]{
"data": [
{
"_id": "507f1f77bcf86cd799439011",
"total": 2
},
{
"_id": "55ff9db67a00a89c14aa31a6",
"total": 4
},
{
"_id": "4d656461626c6552756c656b",
"total": 12
},
{
"_id": "507f191e810c19729de860ea",
"total": 52
}
],
"hasMore": false,
"object": "list"
}$limit
The limit stage limits the number of documents passed onto the next stage in the pipeline.
{"$limit": <integer>}
GET /c_patients?pipeline=[{"$match": {"c_gender": "f"}},{"$project": {"c_name": 1}},{"$limit":2}]{
"data": [
{
"_id": "59495fc1514ef1010000598d",
"c_name": {
"c_first": "Jane",
"c_last": "Smith"
}
},
{
"_id": "59496035bfd25d0100661faf",
"c_name": {
"c_first": "Holly",
"c_last": "Forrester"
}
}
],
"hasMore": false,
"object": "list"
}$match
The $match stage accepts a JSON document that specifies query conditions on indexed properties to filter the resulting document list. This document list is then passed onto the next stage of the pipeline or returned as the response if it is the last stage of the pipeline.
{"$match": {<query conditions>}}
See Query Operators for more details and examples of available conditions.
In this example, we have just a one stage pipeline where we match accounts by the first name in a custom script. This returns a result set of accounts filtered to only include accounts where the last name starts with 's'.
GET /accounts?pipeline=[{"$match": {"name.last": {"$regex": "/^s/i"}}}]{
"data": [
{
"_id": "5888b91d35f8c91536c6ddea",
"access": 6,
"c_enrollments": [],
"c_study_groups": [],
"created": "2017-01-25T14:41:33.297Z",
"email": "john@medable.com",
"favorite": false,
"gender": "m",
"inherited_roles": [
"000000000000000000000007",
"000000000000000000000006"
],
"key": {
"fingerprint": "8e53d430-e30c-11e6-aaeb-99172490c13b",
"secret": "heBcf2Wgh6hjezADTAc88wHJNGcJgwUd"
},
"locale": "en_US",
"locked": false,
"mobile": "+12223334449",
"name": {
"first": "John",
"last": "Silver"
},
"object": "account",
"roles": [
"000000000000000000000004"
],
"shared": false,
"state": "verified",
"updated": "2017-01-25T14:42:54.970Z",
"updater": {
"_id": "5888b91d35f8c91536c6ddea",
"object": "account",
"path": "/accounts/5888b91d35f8c91536c6ddea"
}
}
],
"hasMore": false,
"object": "list"
}$project
The projection stage takes a JSON document that can specify the inclusion of properties and/or the addition of new properties.
{"$project": {<projection spec>}}
property: 1 or true
Include this property in the projection
property: expression
Add a new property to the projection
- Except for
_id, only properties that you specify for inclusion or add to the projection as new properties will be projected on to the next stage. - The
_idproperty is always included in the projection, even if you don't specify inclusion. - Existing properties cannot be overridden in a projection. If you wish to transform an existing property in a projection, it is recommended that you instead add a new property with a different name.
In the below example, a custom c_patient object is aggregated with a two stage pipeline in a script. The first stage is a $match that finds all patient records with c_gender: 'm'. That result set is then passed into the $project stage. The projection then specifies that c_name, and c_gender properties are included and that fullName and age are added as new properties.
- The new
fullNameproperty is a concatenation of thec_firstandc_lastsub-properties if thec_namedocument property using the$concatstring operator and$stringliteral operator. - The new
ageproperty is calculated from an existingc_birthdateproperty, using$subtract,$divide, and$floorarithmetic operators to calculate the age from the difference betweenc_birthdateand today's date. - Since the
$projectstage is the last stage in the pipeline, the result of the projection is returned as the response.
return org.objects.c_patients.aggregate()
.match({
c_gender: 'm'
})
.project({
c_name: 1,
fullName: {$concat: ['c_name.c_first', {$string: ' '}, 'c_name.c_last']},
c_gender: 1,
age: { $floor: { $divide: [{ $subtract:[new Date(), 'c_birthdate']}, (365 * 24*60*60*1000)]}}
})
.toList();{
"data": [
{
"_id": "59495fb2514ef1010000598b",
"age": 38,
"c_gender": "m",
"c_name": {
"c_first": "John",
"c_last": "Smith"
},
"fullName": "John Smith"
},
{
"_id": "59495fd7514ef1010000598f",
"age": 48,
"c_gender": "m",
"c_name": {
"c_first": "Charles",
"c_last": "Jones"
},
"fullName": "Charles Jones"
},
{
"_id": "59496012cfc40501006c10d2",
"age": 43,
"c_gender": "m",
"c_name": {
"c_first": "Richard",
"c_last": "Roberts"
},
"fullName": "Richard Roberts"
}
],
"hasMore": false,
"object": "list"
}$skip
The skip stage skips over the specified number of documents and passes the remaining documents into the next stage of the pipeline.
{"$skip": <positive integer>}
GET /c_patients?pipeline=[{"$match": {"c_gender": "f"}},{"$project": {"c_name": 1}},{"$skip": 1},{"$limit":1}]{
"data": [
{
"_id": "59496035bfd25d0100661faf",
"c_name": {
"c_first": "Holly",
"c_last": "Forrester"
}
}
],
"hasMore": false,
"object": "list"
}$sort
The sort stage take all documents it receives and passes them into the next stage in the specified sort order.
{"$sort": {<property1>: <sort order>, <property2>: <sort order>, ...}}
Where sort order can be 1 for ascending or -1 for descending.
To optimize performance, it is best to use $sort at the beginning of the pipeline or near the beginning, after a $match and $limit. And $sort should always proceed $project, $unwind, or $group if it is required -- otherwise your query may be slow or time out.
GET /c_patients?pipeline=[{"$match": {"c_gender": "f"}},{"$limit": 2},{"$sort": {"c_name.c_last": 1},{"$project": {"c_name": 1}}}]{
"data": [
{
"_id": "59496035bfd25d0100661faf",
"c_name": {
"c_first": "Holly",
"c_last": "Forrester"
}
},
{
"_id": "59495fc1514ef1010000598d",
"c_name": {
"c_first": "Jane",
"c_last": "Smith"
}
}
],
"hasMore": false,
"object": "list"
}$unwind
Unwinding arrays and document arrays expands them into individual documents so that aggregation can take place of the resulting output. For example, mapping the roles array of an account with 3 roles results in 3 output documents, each containing a roles ObjectId property.
{"$unwind": <property>}
GET /accounts/?pipeline=[{"$project": {"roles": 1}}, {"$unwind": "roles"}]
{
"data": [
{
"_id": "55ff9db67a00a89c14aa31a6",
"object": "account",
"roles": "000000000000000000000004"
},
{
"_id": "55ff9db67a00a89c14aa31a6",
"object": "account",
"roles": "000000000000000000000005"
},
{
"_id": "55ff9db67a00a89c14aa31a6",
"object": "account",
"roles": "000000000000000000000007"
}
],
"hasMore": false,
"object": "list"
}Aggregation Operators
Aggregation operators can be used to create expressions in the aggregation pipeline. The operators work like functions. They typically take either a single argument like this:
{[operator]: [argument]}
Or they take an array of arguments like this:
{[operator]: [[argument1], [argument2] ...]}
Boolean operators evaluate their expression and return a boolean result.
Comparison operators compare two arguments and return a boolean result or a number.
Arithmetic operators perform calculations on numbers and dates
String operators perform operations on string arguments.
Array operators perform operations on array arguments.
Set operators work on arrays but treats them as sets, ignoring duplicate entries and order and return a set as a result.
Literal operators return a value or expression without parsing or evaluating the expression.
Date operators perform operations on date arguments.
Conditional operators evaluate expressions and return a value depending on the result of the condition.
Accumulator operators take a single expression as input and evaluate that expression once for each document in the result set.
Boolean Operators
$and
Evaluates to true if all conditions in the passed in array evaluate to true.
{“$and”: [“c_active”, “c_fav”]}
$or
Evaluates to true if any condition in the passed in array evaluate to true.
{“$or”: [“c_active”, “c_fav”]}
$not
Evaluates to true if the property or expression evaluates to false.
{“$not”: “c_active”}
Comparison Operators
$cmp
Returns 0 if the two passed in array values are equivalent, 1 if the first value is greater than the second, -1 if the second value is greater than the first.
{“$cmp”: [“name.first”, {“$string”: “Jamie”}]}
$gt
Selects documents where the value of the property is greater than the passed in value.
{“c_bpm”: {“$gt”: 70}}
$gte
Selects documents where the value of the property is greater than or equal to the passed in value.
{“c_bpm”: {“$gte”: 70}}
$lt
Selects documents where the value of the property is lesser than the passed in value.
{“c_bpm”: {“$lt”: 70}}
$lte
Selects documents where the value of the property is lesser than or equal to the passed in value.
{“c_bpm”: {“$lte”: 70}}
$ne
Returns true if the first property or expression in the passed in not equivalent to the second.
{“$ne”: [“c_bpm”, {“$integer”: 100}]}
Arithmetic Operators
$trunc
Truncates a number down to an integer.
{ "$trunc": "c_value" } }
$sqrt
Takes the square root of an aggregated number.
{"$sqrt": {"$add": "c_value"}}
$ln
Takes the log of a number.
{"$ln": "c_number"}
$floor
Returns the largest integer less than or equal to the number
{"$floor": "c_number"}
$exp
Takes the e^n of a number
{"$exp": "c_number"}
$ceil
Returns the smallest integer greater than or equal to the specified number.
{"$ceil": "c_number"}
$abs
Takes the absolute value of a number.
{"$abs": "c_number"}
$add
Adds two or more array properties or expressions. In addition to numbers, a single Date value may be included in the array.
{“$add”: [“created”, “c_msOffset”]}
$multiply
Multiplies two or more number properties or expressions in the passed in array.
{“$multiply”: [“c_bpm”, “c_scalar”, {“$number”: 0.99}]}
$subtract
Subtracts the second element from the first in the passed in array. In addition to number properties, numbers and dates maybe be subtracted from a date value.
{“$subtract”: [“created”, “updated”]}
$divide
Divides the second element by the first in the passed in array.
{“$divide”: [“c_bpm”, {“$number”: 0.9}]}
$mod
Divides the second element by the first in the passed in array, and returns the remainder.
{“$divide”: [“c_bpm”, {“$number”: 20}]}
$pow
Raises the first number to the power of the second number.
{“$pow”: [“c_heartrate”, {“$number”: 2}]}
$log
Takes the log of the first number in the second number's base.
{“$log”: [100, 10] }
// result: 2
String Operators
$concat
Concatenates two or more string properties or expressions in the passed in array.
{“$concat”: [“name.first”, {“$string”: “ ”}, “name.last”]}
$substr
Returns a portion of a string. Takes an array of three elements: source string, integer start index and integer length. The integer values can be literals, properties, or expressions.
{“$substr”: [“c_desc”, 0, 20]}
$toLower
Returns a lowercase version of the string argument.
{“$toLower”: “c_title”}
$toUpper
Returns an uppercase version of the string argument.
{“$toUpper”: “c_title”}
$strcasecmp
Performs a case-insensitive string comparison. Returns 0 if the two passed in array values are equivalent, 1 if the first value is greater than the second, -1 if the second value is greater than the first.
{“$strcasecmp”: [“name.first”, {“$string”: “J”}]}
Array Operators
$size
Returns the size of the array argument. The argument must resolve to an array
{“$size”: “body”}
$slice
Returns the subset of an array.
Param 1: The master array
Param 2 (optional): the position to start evaluating the array from
Param 3: the number of elements from param 2 to return
{ $slice: [ [ 1, 5, 7, 9 ], 1, 2 ] }
// returns [5, 7]
$isArray
Returns true if the operand is an array
{"$isArray": [1,2,3]}
// returns true
$concatArrays
Returns an array which contains all the arrays concatenated together.
{"$concatArrays": [ [ "medable", "is"], [ "great" ] ] }
//returns ["medable", "is", "great"]
$arrayElemAt
Returns the element in the array at a specified index.
{ $arrayElemAt: [ [ "purple", "orange", "yellow" ], 1 ] }
//returns "orange"
Set Operators
$setEquals
Evaluates to true if the passed in array properties or expressions contain the same distinct elements
{“$setEquals”: [ {“$array”: [“cpg”, “mvc”, “kvm”]}, “c_requested” ] }}
$setIntersection
Returns the intersection between 2 or more input arrays.
{“$setIntersection”:[“c_available”, “c_reserved”]}
$setUnion
Combines 2 or more input arrays.
{“$setUnion”:[{“$array”: [“000000000000000000000007”]}, “roles”]}}}
$setDifference
Returns the difference between 2 or more input arrays.
{“$setDifference”:[{“$array”: [“000000000000000000000007”]}, “roles”]}}}
$setIsSubset
Returns true if the first array is a subset of the second.
{“$setIsSubset”: [“c_some”, “c_all”]}
$anyElementTrue
Returns true if any property or expression in the passed in array evaluates to true.
{“$anyElementTrue”: [“c_bool”, “c_fav”]}
$allElementsTrue
Returns true if all properties or expressions in the passed in array evaluate to true.
{“$allElementsTrue”: [“c_bool”, “c_fav”]}
Literal Operators
$literal
Allows the insertion of any literal value. This is used mainly when you'd like to use a value that would otherwise be evaluated as an expression.
pricesEqual: { $eq: [ "$cashValue", { $literal: "$10" } ] }
$string
Allows the insertion of a string literal. The value must be a string or an expression that evaluates to a string.
{“$concat”: [“c_pants”, {“$string”: “c_pants”}] } -> “clown c_pants”
$number
Allows the insertion of a number value as a literal where a property name would otherwise be expected. The value must be a number or an expression that evaluates to a number.
{“$add”: [“c_scalar”, {“$number”: 1.23}]}
$integer
Allows the insertion of an integer value as a literal where a property name would otherwise be expected. The value must be an integer or an expression that evaluates to an integer.
{“$add”: [“c_ints”, {“$integer”: 10}]}
$boolean
Allows the insertion of a boolean value as a literal where a property name would otherwise be expected. The value must be a boolean or an expression that evaluates to a boolean.
{“alwaysFirstName”: {“$first”: {“$cond”: [{“$boolean”: true}, “name.first”, “name.last”]}}}
$date
Allows the insertion of a date value as a literal where a property name would otherwise be expected. The value must be a date or an expression that evaluates to a date.
{“offsetDate”: {“$add”: [{“$date”: “2015-06-07T14:48:00.000Z”}, “c_offset”]}}
$objectId
Allows the insertion of an objectId value as a literal where a property name would otherwise be expected. The value must be an objectId or an expression that evaluates to an objectId.
{“$cmp”: [{“$objectId”: “561614700000000000000000”}, “_id”]}
$array
Allows the insertion of an array value as a literal where a property name would otherwise be expected. The value must be an array or an expression that evaluates to an array.
{“$setUnion”:[{“$array”: [“000000000000000000000007”]}, “roles”]}}}
$object
Allows the insertion of an object value as a literal where a property name would otherwise be expected. The value must be an object or an expression that evaluates to an object.
{“$eq”:
[ {“$object”: {
"street": "Easy St"
}}, “c_address”]}
Date Operators
$dayOfWeek
Returns the day of the week for the passed in date property or expression as a number from 1 (Sunday) to 7 (Saturday).
{"$dayOfWeek": "created"}
$dayOfMonth
Returns the day of the month for the passed in date property or expression as a number from 1 to 31
{"$dayOfMonth": "created"}
$dayOfYear
Returns the day of the year for the passed in date property or expression as a number from 1 to 366
{"$dayOfYear": "created"}
$year
Returns the year for the passed in date property or expression.
{"$year": "created"}
$month
Returns the month for the passed in date property or expression.
{"$month": "created"}
$week
Returns the week of the year for the passed in date property or expression as a number between 0 (the partial week that precedes the first Sunday of the year) and 53 (in a leap year).
{"$week": "created"}
$hour
Returns the hour for the passed in date property or expression as a number between 0 and 23.
{"$hour": "created"}
$minute
Returns the minute for the passed in date property or expression as a number between 0 and 59.
{"$minute": "created"}
$second
Returns the second for the passed in date property or expression as a number between 0 and 60 (for a leap second).
{"$second": "created"}
$millisecond
Returns the millisecond for the passed in date property or expression as a number between 0 and 999.
{"$millisecond": "created"}
$dateToString
Converts a date object to a string in a specified format, and expects an array of [<format>, date_expression]
{ "$dateToString": ["%Y-%m-%d", "created"] }
Date Format Specifiers
%d
Day of Month (2 digits, zero padded)
01-31
%G
Year in ISO 8601 format
0000-9999
%H
Hour (2 digits, zero padded, 24-hour clock)
00-23
%j
Day of year (3 digits, zero padded)
001-366
%L
Millisecond (3 digits, zero padded)
000-999
%m
Month (2 digits, zero padded)
01-12
%M
Minute (2 digits, zero padded)
00-59
%S
Second (2 digits, zero padded)
00-60
%u
Day of week number in ISO 8601 format (1-Monday, 7-Sunday)
1-7
%U
Week of year (2 digits, zero padded)
00-53
%V
Week of Year in ISO 8601 format
1-53
%w
Day of week (1-Sunday, 7-Saturday)
1-7
%Y
Year (4 digits, zero padded)
0000-9999
%%
Percent Character as a Literal
%
Conditional Operators
$cond
Takes an array of 3 expressions. If the first expression evaluates to true, the second expression value is returned. Otherwise, the value of the third expression is returned.
{“$cond”: [“c_active”, {“$string”: “active”}, {“$string”: “inactive”}]}
$ifNull
Takes an array of 2 expressions. Returns the value of the first expression unless it evaluates to null, in which case the value of the second expression is returned.
{“$ifNull”: [“c_offset”, {“$integer”: 42}]}
Accumulator Operators
$count
Performs a count of a grouped documents or, if the property is an array, a count of the number of elements.
{“numInGroup”: {“$count”: “_id”}}
$sum
Calculates the sum of a number property or expression in the group.
{“sumOfDays”: {“$sum”: {“$dayOfMonth”: “created”}}}
$avg
Calculates the average of a number property or expression in the group.
{“averageHeartRate”: {“$avg”: “c_bpm”}}
$first
Returns the first value from the group. The result depends on the sort field(s).
{“oldest”: {“$first”: “created”}}
$last
Returns the last value from the group. The result depends on the sort field(s).
{“latest”: {“$last”: “created”}}
$min
Returns the smallest value from the group.
{“smallest”: {“$min”: “c_size”}}
$max
Returns the largest value from the group.
{“largestArray”: {“$max: {”$size": “c_arr”}}}
$pushAll
Returns the array of pushed values, with NULL included in the array where there are missing values
{"combinedArray": {"$pushAll": "c_value"}}
$push
Returns the array of pushed values
{"combinedArray": {"$push": "c_value"}}
$addToSet
Returns array of unique pushed values
{"uniqueArray": {"$addToSet": "c_value"}}
$stdDevPop
Returns the population standard deviation of input values
{"stdDeviation": { "$stdDevPop": "c_heartrate"}}
$stdDevSamp
Returns the sample standard deviation of input values
{"stdDeviation": { "$stdDevSamp": "c_heartrate"}}
Introduction
The Medable platform offers a JavaScript API for developers to create, read, update, and delete cortex objects; query and aggregate data; send custom notifications; perform callouts; console and debug logging; create object triggers; run scheduled jobs; create custom api routes and more.
All scripts run synchronously. There are no callbacks or timers and as such no implementation of functions such as setInterval, setTimeout or setImmediate. For example, a route script employing an http callout might look like the following:
import http from 'http';
try {
const response = http.get('https://www.example.com/service?json');
return JSON.parse(response.body);
} catch(err) {
// handle me
}Environment Notes
The Javascript engine is ECMAScript 5/5.1 compliant. You can also use many ES2015 features and some decorators. The following babel plugins are enabled:
babel-plugin-check-es2015-constants
babel-plugin-transform-decorators-legacy
babel-plugin-transform-class-properties
babel-plugin-transform-regenerator
babel-plugin-transform-es2015-arrow-functions
babel-plugin-transform-es2015-block-scoped-functions
babel-plugin-transform-es2015-block-scoping
babel-plugin-transform-es2015-classes
babel-plugin-transform-es2015-computed-properties
babel-plugin-transform-es2015-duplicate-keys
babel-plugin-transform-es2015-function-name
babel-plugin-transform-es2015-literals
babel-plugin-transform-es2015-modules-commonjs
babel-plugin-transform-es2015-object-super
babel-plugin-transform-es2015-parameters
babel-plugin-transform-es2015-shorthand-properties
babel-plugin-transform-es2015-spread
babel-plugin-transform-es2015-template-literals
babel-plugin-transform-es2015-destructuring
babel-plugin-transform-es2015-for-of
babel-plugin-transform-es2015-typeof-symbol
babel-plugin-transform-object-rest-spread
The following decorators are built-in and can be imported using the decorators-{decoratorName} convention: autobind, decorate, deprecate, enumerable, extendDescriptor, lazyInitialize, nonconfigurable, nonenumerable, override, readonly.
import autobind from 'decorators-autobind';
import readonly from 'decorators-readonly';
class Eye {
@readonly
pie = 'pie'; // initializable properties support.
@autobind
apple() {
return this.pie;
}
orange = () => this.pie; // bound functions support.
}
const eye = new Eye();
eye.apple.call(null); // 'pie' returned even though bound to null.
eye.orange.call(null); // 'pie' returned even though bound to null.
eye.pie = 'not allowed'; // throws Module loading is available via CommonJS; Standard and custom modules are loaded using require and defined using module.exports. Imports and exports are also supported.
For example, a module exported as c_utils, defined as:
import _ from 'underscore';
export default {
dateToAge: function(birthDate) {
if (!_.isDate(birthDate)) return 0;
const today = new Date(),
m = today.getMonth() - birthDate.getMonth();
let age = today.getFullYear() - birthDate.getFullYear();
if (m < 0 || (m === 0 && today.getDate() < birthDate.getDate())) {
age--;
}
return age;
}
};might be loaded and used in a route as follows:
import utils from 'c_utils';
const me = org.objects.Accounts
.find({
_id: script.principal._id
})
.paths('dob')
.next();
return utils.dateToAge(new Date(me.dob));All scripts run in strict mode. For triggers, jobs and routes the entry point to the script is called main, which can be seen in script stack traces. In order to get meaningful stack traces, it's good practice to name all functions.
Stack traces are available for debugging via the Error object's trace property or the getCurrentStackTrace global function. A stack trace is also provided with calls to the logger or console modules.
The console, consts, org and script auto-globals are always guaranteed to be available, though console printing only works on the development servers.
Triggers
// Example of a custom time-based access control mechanism in an account trigger update.
var hour = new Date().getUTCHours();
if (!(hour >= 8 && hour <= 17)) {
throw new Error('Updates are only allowed between 8am and 5pm GMT');
}
// Update the c_random property each time the instance is updated (not directly writable by the account holder).
script.arguments.new.update('c_random', Math.random(), {grant: 8});Triggers can be setup to run before and/or after creation, update, and deletion of object instances, as well as before and after session authentications (to allow for custom authentication mechanisms).
All before triggers are run inline, that is they return false or throw an error from the script to cancel the operation. In object instance before triggers, changes can be made inline to instance properties directly from the script, and made as either the script's calling principal or given a grant. These changes are recorded in the audit logs as separate events.
All before update trigger code should be idempotent, as they may run more than once during update conflict resolution events.
An after script runs after the operation that triggered it has completed and is ideally suited for sending notifications. These triggers are guaranteed to run only once.
Routes
// example of utilizing a path parameter to output an xml-document.
// This route was configured as GET /routes/multiply/:a/:b
var req = require('request'),
res = require('response'),
xml = require('xml');
var response = {
total: req.params.a * req.params.b
};
res.setHeader('Content-Type', 'text/xml');
res.write( xml.toXml(response) );A route script creates new API endpoints for an organization. Route matching is available using wildcards, named-parameters and regular expression matching. A route can be set to run as the calling principal or as any other available org principal. ACL can also be applied at the configuration level in order to restrict endpoint access to a set of roles or specific accounts.
PUT and POST routes can be configured to parse application/x-www-form-urlencoded form data, as well as accept text/ content-types. When accepting text/ content, the request body will be in raw form. Otherwise, application/json and application/x-www-form-urlencoded are parsed into json objects.
Jobs
import notifications from 'notifications';
import moment from 'moment';
// load administrators.
const adminIds = org.objects.accounts
.find({roles: '000000000000000000000004'})
.paths('_id')
.skipAcl(true)
.grant(4)
.map(doc => doc._id);
// set desired time periods.
const startDate = moment(new Date()).utc().subtract(1,'day').startOf('day').toDate(),
endDate = moment(new Date()).utc().subtract(1,'day').endOf('day').toDate();
// aggregate counts.
const cursor = org.objects.c_widgets.aggregate()
.match({created: {$gte: startDate, $lte: endDate}})
.group({_id: null, count: {$count: '_id'}});
const count = cursor.hasNext() ? cursor.next().count : 0;
// create report.
const report = {
c_num_new_widgets: count
};
// send notification to admins.
adminIds.forEach(_id =>
notifications.send('c_daily_report', report, {recipient: _id})
);Jobs are scheduled using standard cron syntax and are suited for maintenance tasks, statistics gathering and data post-processing.
Libraries
A library is a CommonJS library that can be loaded by triggers, jobs, routes, and other library scripts. The format follows that of a common js module. A library is configured with an Export property, the name that will be used to import into other scripts. The name follows the same c_ naming convention as the rest of the api.
For example, a library script with the Export name of c_utils could look like the following:
With the following script:
/**
* Utility Library
*/
module.exports = {
foo: function() {
return 'bar';
},
baz: function() {
return 'qux';
}
}And could then be imported into other scripts like the following
/**
* My Script
*/
import utils from 'c_utils'
return utils.foo() // returns 'bar'Script Limits
Because cortex scripts execute within a multi-tenant environment, there are limits in place to ensure that runaway scripts do not monopol