calculate_metrics

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)

calculate_metrics has 67 facts recorded in Dontopedia across 5 references, with 13 live disagreements.

67 facts·25 predicates·5 sources·13 in dispute

Mostly:parameter(8), computes(6), has default parameter(5)

Inbound mentions (17)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`calledBy`Called by(4)

Accuracy Score Functionex:accuracy-score-function
F1 Score Functionex:f1-score-function
Precision Score Functionex:precision-score-function
Recall Score Functionex:recall-score-function

`describes`Describes(3)

Explanation Point 1ex:explanation-point-1
Explanation Sectionex:explanation-section
Point 1ex:point-1

`calculatedBy`Calculated by(1)

Percentage of Steps With Improved Clarityex:percentage-of-steps-with-improved-clarity

`calls`Calls(1)

Log Metrics Functionex:log-metrics-function

`computedBy`Computed by(1)

Percentage of Steps With Improved Clarityex:percentage-of-steps-with-improved-clarity

`configuredFor`Configured for(1)

Logging Configurationex:logging-configuration

`contains`Contains(1)

Python Code Blockex:python-code-block

`containsFunction`Contains Function(1)

Python Code Blockex:python-code-block

`definesFunction`Defines Function(1)

Python Scriptex:python-script

`demonstrates`Demonstrates(1)

Example Implementationex:example-implementation

`elaboratesOn`Elaborates on(1)

Point 1ex:point-1

`encloses`Encloses(1)

Python Code Blockex:python-code-block

Other facts (65)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

65 facts

Predicate	Value	Ref
Parameter	data	[2]
Parameter	Steps	[5]
Parameter	Clarity Improvement	[5]
Parameter	User Feedback	[5]
Parameter	Time to Completion	[5]
Parameter	Error Rate	[5]
Parameter	Help Requests	[5]
Parameter	Usage Metrics	[5]
Computes	Accuracy Value	[3]
Computes	Precision Value	[3]
Computes	Recall Value	[3]
Computes	F1 Value	[3]
Computes	Improved Steps Count	[5]
Computes	Percentage of Steps With Improved Clarity	[5]
Has Default Parameter	User Feedback None	[5]
Has Default Parameter	Time to Completion None	[5]
Has Default Parameter	Error Rate None	[5]
Has Default Parameter	Help Requests None	[5]
Has Default Parameter	Usage Metrics None	[5]
Has Optional Parameter	User Feedback	[5]
Has Optional Parameter	Time to Completion	[5]
Has Optional Parameter	Error Rate	[5]
Has Optional Parameter	Help Requests	[5]
Has Optional Parameter	Usage Metrics	[5]
Returns	Calculated Metrics	[1]
Returns	Normalized Metrics Variable	[2]
Returns	Metrics Tuple	[4]
Returns	Metric Values	[5]
Rdf:type	Function	[2]
Rdf:type	Function	[3]
Rdf:type	Function	[4]
Rdf:type	Function	[5]
Has Parameter	y_true	[3]
Has Parameter	y_pred	[3]
Has Parameter	Y True Parameter	[4]
Has Parameter	Y Pred Parameter	[4]
Calls	Accuracy Score Function	[3]
Calls	Precision Score Function	[3]
Calls	Recall Score Function	[3]
Calls	F1 Score Function	[3]
Assigns	Accuracy Variable	[3]
Assigns	Precision Variable	[3]
Assigns	Recall Variable	[3]
Assigns	F1 Variable	[3]
Calculates	Ndcg@5	[1]
Calculates	Map@10	[1]
Calculates	Improved Steps	[5]
Takes Input	Predicted Scores	[1]
Takes Input	True Labels	[1]
Requires	Y True Array	[4]
Requires	Y Pred Array	[4]
Calculation	Improved Steps	[5]
Calculation	Percentage of Steps With Improved Clarity	[5]
Uses Technique	Dictionary Comprehension	[2]
Has Parameter Type	Dictionary	[2]
Has Return Type	Dictionary	[2]
Line Number	1	[2]
Return Statement Line	13	[2]
Is Runnable	true	[2]
Returns Multiple Metrics	true	[3]
Takes Ground Truth	y_true	[3]
Takes Predictions	y_pred	[3]
Called by	Log Metrics Function	[4]
Language	Python	[5]
Imports	Pandas	[5]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

67 undated

—

calculatesbeam/7c7c4d94-1626-4327-b6b2-b57b1fc421dd

ex:NDCG@5

—

calculatesbeam/7c7c4d94-1626-4327-b6b2-b57b1fc421dd

ex:MAP@10

—

takesInputbeam/7c7c4d94-1626-4327-b6b2-b57b1fc421dd

ex:predicted-scores

—

takesInputbeam/7c7c4d94-1626-4327-b6b2-b57b1fc421dd

ex:true-labels

—

returnsbeam/7c7c4d94-1626-4327-b6b2-b57b1fc421dd

ex:calculated-metrics

—

typebeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

ex:Function

—

parameterbeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

data

—

returnsbeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

ex:normalized-metrics-variable

—

usesTechniquebeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

ex:dictionary-comprehension

—

hasParameterTypebeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

ex:Dictionary

—

hasReturnTypebeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

ex:Dictionary

—

lineNumberbeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

—

returnStatementLinebeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

—

isRunnablebeam/cbc9db46-35a4-41fe-a106-fc2f984bd354

true

—

typebeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:Function

—

hasParameterbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

y_true

—

hasParameterbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

y_pred

—

callsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:accuracy-score-function

—

callsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:precision-score-function

—

callsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:recall-score-function

—

callsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:f1-score-function

—

computesbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:accuracy-value

—

computesbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:precision-value

—

computesbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:recall-value

—

computesbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:f1-value

—

assignsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:accuracy-variable

—

assignsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:precision-variable

—

assignsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:recall-variable

—

assignsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

ex:f1-variable

—

returnsMultipleMetricsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

true

—

takesGroundTruthbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

y_true

—

takesPredictionsbeam/2b7229d1-a1ff-4ee9-bc85-d3c33a30acd6

y_pred

—

typebeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:Function

—

labelbeam/e439b65d-d477-4a00-b619-b77ab784c2c2

calculate_metrics

—

hasParameterbeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:y-true-parameter

—

hasParameterbeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:y-pred-parameter

—

returnsbeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:metrics-tuple

—

calledBybeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:log-metrics-function

—

requiresbeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:y-true-array

—

requiresbeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:y-pred-array

—

typebeam/64791015-a748-4718-a295-2720a272f276

ex:Function

—

labelbeam/64791015-a748-4718-a295-2720a272f276

calculate_metrics

—

languagebeam/64791015-a748-4718-a295-2720a272f276

ex:Python

—