Similarity score for skill sets🔗
The /skills/similarity_score
endpoint provides skills related to a given skill or a set of skills. The service returns closely related skills in a sense that knowing the provided skills either implies knowledge about the returned related skills, or should make it considerably easier to acquire knowledge about them.
Endpoint🔗
Method | Media | URL |
---|---|---|
POST | application/json |
{{domain}}/skills/similarity_score |
Input parameters🔗
Parameter | Type | Default | Description |
---|---|---|---|
code_ids_a |
list str OR list Skill |
None (required) | The skill codes in skill set A for comparison against skill set B. The skills can be either a list of str , or a list of Skill objects, as described in the section below. The Skill object allows to add a skill score that will be applied as weight. |
code_ids_b |
list str OR list Skill |
None (required) | The skill codes in skill set B for comparison against skill set A. The skills can be either a list of str , or a list of Skill objects, as described in the section below. The Skill object allows to add a skill score that will be applied as weight. |
Skill
object🔗
The Skill
object is an object that contains a code_id
, a score
and optionally a description
. This object is used in all skill-based requests and responses of the Ontology Service. Therefore, the response skills of one endpoint are immediately portable to the request for the next.
Property | Type | Required? | Description |
---|---|---|---|
code_id |
str |
Yes | The code ID of the skill. This should be a valid code ID from the TK taxonomy. |
score |
float |
Yes | The score or weight of a skill. In responses this means the score of the output. In requests this means the weight that will be applied to the skill. This must be a value in the range [0 - 1] |
description |
str |
No | Description label of the skill. Does not have any effect in requests. |
Using the score
property to weight input skills🔗
The score
property in requests determines the weight of a skill in the input. A logical use case of this property would for example be to translate a candidate's proficiency level for that skill to a weight. When the request contains a list of Skill
objects, supplying scores for all skills is mandatory. When the request contains a list of str
objects, all skills are weighted equally.
The score
values need to be in the range [0 - 1]
. For example, if your data model uses proficiency levels [1, 2, 3, 4, 5]
, they should be translated into weights [0.2, 0,4, 0.6, 0.8, 1.0]
.
The weights are relative, so SKILL_A.weight = 0.2
and SKILL_B.weight = 0.4
is equivalent to SKILL_A.weight = 0.5
and SKILL_B.weight = 1.0
.
Response🔗
Status | Content type | Content description |
---|---|---|
200 (OK) |
application/json |
A JSON object containing:
|
400 (Bad request) |
The input request body is incorrect | |
422 (Validation error) |
The input code IDs are not a valid code IDs in the Textkernel profession taxonomy. |
Example🔗
Using skill codes as a list of str
:
curl -X POST POST https://api.textkernel.nl/skills/v2/similarity_score \
-H "Authorization: Bearer $TOKEN" \
-H "accept: application/json" \
-H "Content-Type: application/json" \
-d "{\"code_ids_a\": [{\"KS120076FGP5WGWYMP0F\", \"KSB0O0RTR4GBUS9C1FV7\"],\
\"code_ids_b\": [\"KS125LS6N7WP4S6SFTCK\", \"KS440QS66YCBN23Y8K25\"]}"
Response:
{
"meta": {
"service_version": "1.0.6",
"taxonomy_release": "2023-06-26T15:31:57.202249"
},
"similarity_score": 0.35198178985931916
}
Using a list of Skill
objects:
curl -X POST POST https://api.textkernel.nl/skills/v2/similarity_score \
-H "Authorization: Bearer $TOKEN" \
-H "accept: application/json" \
-H "Content-Type: application/json" \
-d "{\"code_ids_a\": [{\"code_id\": \"KS120076FGP5WGWYMP0F\", \"score\": 0.8}{\"code_id"\": \"KSB0O0RTR4GBUS9C1FV7\", \"score\": 0.2}],\
\"code_ids_b\": [{\"code_id\": \"KS125LS6N7WP4S6SFTCK\", \"score\": 0.8}{\"code_id"\": \"KS440QS66YCBN23Y8K25\", \"score\": 0.2}]}
Response:
{
"meta": {
"service_version": "1.0.6",
"taxonomy_release": "2023-06-26T15:31:57.202249"
},
"similarity_score": 0.35198178985931916
}
Response fields🔗
Field | Type | Value |
---|---|---|
similarity_score |
float |
A score representing the relatedness of skill set A and skill set B, based on the relations between skills |
Rate limits🔗
Accounts have a limited request rate. If you exceed the limit you will receive 429 Too Many Requests
HTTP responses.
Plan | Limit | Units |
---|---|---|
Standard | 1000 | Minute |
Demo | 30 | Minute |
Remember to send your authentication token with each request (see Authentication).