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Load Data

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

Load Data has 25 facts recorded in Dontopedia across 3 references, with 4 live disagreements.

25 facts·17 predicates·3 sources·4 in dispute

Mostly:returns(4), rdf:type(3), calls function(2)

Maturity scale raw canonical shape-checked rule-derived certified

Returnsin disputereturns

  • Tuple X Y[1]sourceall time · 5679be66 975d 4ac3 8008 E70820051098
  • X and Y[3]sourceall time · Dd6560d5 64d1 4999 Ae8b 6d6edb214986
  • X[2]all time · F7420fe4 1945 4e74 A2e3 97d553a4880e
  • y[2]all time · F7420fe4 1945 4e74 A2e3 97d553a4880e

Rdf:typein disputerdf:type

  • Function[3]all time · Dd6560d5 64d1 4999 Ae8b 6d6edb214986
  • Function[2]all time · F7420fe4 1945 4e74 A2e3 97d553a4880e
  • Function[1]sourceall time · 5679be66 975d 4ac3 8008 E70820051098

Calls Functionin disputecallsFunction

Callsin disputecalls

Rdfs:labelrdfs:label

  • load_data[2]all time · F7420fe4 1945 4e74 A2e3 97d553a4880e
  • load_data[3]sourceall time · Dd6560d5 64d1 4999 Ae8b 6d6edb214986

Precedesprecedes

Generates DatageneratesData

Returns TuplereturnsTuple

  • Tuple X Y[1]sourceall time · 5679be66 975d 4ac3 8008 E70820051098

Createscreates

Has DocstringhasDocstring

  • Load and return synthetic dataset.[1]sourceall time · 5679be66 975d 4ac3 8008 E70820051098

Inverse Returns toinverse_returnsTo

  • Main[3]sourceall time · Dd6560d5 64d1 4999 Ae8b 6d6edb214986

Producesproduces

Inbound mentions (6)

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.

callsCalls(2)

capturedBeforeCaptured Before(1)

containsFunctionContains Function(1)

hasStepHas Step(1)

prerequisiteForPrerequisite for(1)

Other facts (5)

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.

5 facts
PredicateValueRef
DescriptionLoads the synthetic dataset[3]
Returns Multiple2[2]
Prerequisite forEncrypt Data[2]
CommentPlaceholder for actual data loading logic[2]
Is Placeholdertrue[2]

Timeline

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.

callsbeam/5679be66-975d-4ac3-8008-e70820051098
ex:np-random-rand
callsbeam/5679be66-975d-4ac3-8008-e70820051098
ex:np-random-randint
callsFunctionbeam/5679be66-975d-4ac3-8008-e70820051098
ex:np-random-rand
callsFunctionbeam/5679be66-975d-4ac3-8008-e70820051098
ex:np-random-randint
commentbeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
Placeholder for actual data loading logic
createsbeam/5679be66-975d-4ac3-8008-e70820051098
ex:synthetic-dataset
descriptionbeam/dd6560d5-64d1-4999-ae8b-6d6edb214986
Loads the synthetic dataset
generatesDatabeam/5679be66-975d-4ac3-8008-e70820051098
ex:synthetic-binary-classification-dataset
hasDocstringbeam/5679be66-975d-4ac3-8008-e70820051098
Load and return synthetic dataset.
inverse_returnsTobeam/dd6560d5-64d1-4999-ae8b-6d6edb214986
ex:main
isPlaceholderbeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
true
precedesbeam/5679be66-975d-4ac3-8008-e70820051098
ex:split_data
prerequisiteForbeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
ex:encrypt_data
producesbeam/dd6560d5-64d1-4999-ae8b-6d6edb214986
ex:features_and_labels
labelbeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
load_data
labelbeam/dd6560d5-64d1-4999-ae8b-6d6edb214986
load_data
typebeam/dd6560d5-64d1-4999-ae8b-6d6edb214986
ex:Function
typebeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
ex:Function
typebeam/5679be66-975d-4ac3-8008-e70820051098
ex:Function
returnsbeam/5679be66-975d-4ac3-8008-e70820051098
ex:tuple-X-y
returnsbeam/dd6560d5-64d1-4999-ae8b-6d6edb214986
ex:X_and_y
returnsbeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
X
returnsbeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
y
returnsMultiplebeam/f7420fe4-1945-4e74-a2e3-97d553a4880e
2
returnsTuplebeam/5679be66-975d-4ac3-8008-e70820051098
ex:tuple-X-y

References (3)

3 references
  1. [1]beam-chunk11 facts
    customctx:claims/beam/5679be66-975d-4ac3-8008-e70820051098
    • full textbeam-chunk
      text/plain1 KBdoc:beam/5679be66-975d-4ac3-8008-e70820051098
      Show excerpt
      from sklearn.model_selection import train_test_split from sklearn.ensemble import RandomForestClassifier from sklearn.metrics import accuracy_score, classification_report, confusion_matrix import logging # Set up logging configuration logg
  2. [2]beam-chunk8 facts
    customctx:claims/beam/f7420fe4-1945-4e74-a2e3-97d553a4880e
    • full textbeam-chunk
      text/plain1 KBdoc:beam/f7420fe4-1945-4e74-a2e3-97d553a4880e
      Show excerpt
      encrypted_data = cipher.encrypt(data) return encrypted_data def decrypt_data(encrypted_data, key): cipher = Fernet(key) decrypted_data = cipher.decrypt(encrypted_data) return decrypted_data def load_data(): # Place
  3. [3]beam-chunk6 facts
    customctx:claims/beam/dd6560d5-64d1-4999-ae8b-6d6edb214986
    • full textbeam-chunk
      text/plain1 KBdoc:beam/dd6560d5-64d1-4999-ae8b-6d6edb214986
      Show excerpt
      y_pred = model.predict(X_test) accuracy = accuracy_score(y_test, y_pred) logging.debug(f"Model evaluation completed. Accuracy: {accuracy:.4f}") report = classification_report(y_test, y_pred) matrix = confusion_matri

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