iris-skfair / ro-crate-metadata.json
Jjlange's picture
skfair run and training of the iris dataset
38de227 verified
{
"@context": "https://w3id.org/ro/crate/1.1/context",
"@graph": [
{
"@id": "#53ff75a9-4de7-439d-bd01-5dc537f54173",
"@type": "CreateAction",
"actionStatus": "https://schema.org/CompletedActionStatus",
"additionalProperty": {
"@id": "_:b0"
},
"agent": {
"@id": "#example-runner"
},
"endTime": "2025-09-15T09:08:41.408719+00:00",
"identifier": "53ff75a9-4de7-439d-bd01-5dc537f54173",
"instrument": [
{
"@id": "skfair"
},
{
"@id": "#environment-53ff75a9-4de7-439d-bd01-5dc537f54173"
}
],
"name": "Iris RandomForestClassifier Training Run",
"object": {
"@id": "https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html"
},
"result": [
{
"@id": "#RandomForestClassifier-53ff75a9-4de7-439d-bd01-5dc537f54173"
},
{
"@id": "params.json"
},
{
"@id": "metrics.json"
}
],
"startTime": "2025-09-15T09:08:41.118506+00:00"
},
{
"@id": "#RandomForestClassifier-53ff75a9-4de7-439d-bd01-5dc537f54173",
"@type": "SoftwareApplication",
"about": {
"@id": "#model.joblib-about"
},
"additionalProperty": [
{
"@id": "_:b5"
},
{
"@id": "_:b6"
},
{
"@id": "_:b7"
},
{
"@id": "_:b8"
},
{
"@id": "_:b9"
},
{
"@id": "_:b10"
},
{
"@id": "_:b11"
},
{
"@id": "_:b12"
},
{
"@id": "_:b13"
},
{
"@id": "_:b14"
},
{
"@id": "_:b15"
},
{
"@id": "_:b16"
},
{
"@id": "_:b17"
},
{
"@id": "_:b18"
},
{
"@id": "_:b19"
},
{
"@id": "_:b20"
},
{
"@id": "_:b21"
},
{
"@id": "_:b22"
},
{
"@id": "_:b23"
},
{
"@id": "_:b24"
},
{
"@id": "_:b25"
}
],
"additionalType": "https://w3id.org/ro/terms#Model",
"algorithm": "sklearn.ensemble._forest.RandomForestClassifier",
"hasPart": {
"@id": "model.joblib"
},
"isBasedOn": {
"@id": "https://pypi.org/project/scikit-learn/1.6.1"
},
"name": "RandomForestClassifier v1.6.1"
},
{
"@id": "#environment-53ff75a9-4de7-439d-bd01-5dc537f54173",
"@type": "CreativeWork",
"additionalProperty": [
{
"@id": "_:b26"
},
{
"@id": "_:b27"
},
{
"@id": "_:b28"
},
{
"@id": "_:b29"
}
],
"additionalType": "https://w3id.org/ro/terms#Environment",
"name": "Execution Environment"
},
{
"@id": "#example-runner",
"@type": "Person",
"affiliation": {
"@id": "https://example.org"
},
"name": "Example Runner"
},
{
"@id": "#model.joblib-about",
"@type": "SoftwareApplication",
"description": "scikit-learn model sklearn.ensemble._forest.RandomForestClassifier",
"isBasedOn": [
{
"@id": "https://pypi.org/project/scikit-learn/1.6.1"
},
{
"@id": "params.json"
}
],
"name": "Model Configuration"
},
{
"@id": "./",
"@type": "Dataset",
"creator": {
"@id": "#example-runner"
},
"dateCreated": "2025-09-15T09:08:41.118506+00:00",
"datePublished": "2025-09-15T09:08:41.118506+00:00",
"description": "Provenance record for a scikit-learn machine learning experiment.",
"hasPart": [
{
"@id": "#RandomForestClassifier-53ff75a9-4de7-439d-bd01-5dc537f54173"
},
{
"@id": "params.json"
},
{
"@id": "metrics.json"
}
],
"identifier": "53ff75a9-4de7-439d-bd01-5dc537f54173",
"license": "https://creativecommons.org/publicdomain/zero/1.0/",
"name": "Iris RandomForestClassifier Training Run",
"softwareRequirements": [
{
"@id": "https://pypi.org/project/cachetools/6.1.0"
},
{
"@id": "https://pypi.org/project/certifi/2025.8.3"
},
{
"@id": "https://pypi.org/project/charset-normalizer/3.4.3"
},
{
"@id": "https://pypi.org/project/frozendict/2.4.6"
},
{
"@id": "https://pypi.org/project/idna/3.10"
},
{
"@id": "https://pypi.org/project/joblib/1.5.1"
},
{
"@id": "https://pypi.org/project/lxml/6.0.0"
},
{
"@id": "https://pypi.org/project/numpy/2.0.2"
},
{
"@id": "https://pypi.org/project/pandas/2.3.1"
},
{
"@id": "https://pypi.org/project/PyLD/2.0.4"
},
{
"@id": "https://pypi.org/project/python-dateutil/2.9.0.post0"
},
{
"@id": "https://pypi.org/project/pytz/2025.2"
},
{
"@id": "https://pypi.org/project/requests/2.32.5"
},
{
"@id": "https://pypi.org/project/scikit-learn/1.6.1"
},
{
"@id": "https://pypi.org/project/scipy/1.13.1"
},
{
"@id": "https://pypi.org/project/six/1.17.0"
},
{
"@id": "https://pypi.org/project/# Editable install with no version control (skfair/0.1.0)"
},
{
"@id": "https://pypi.org/project/threadpoolctl/3.6.0"
},
{
"@id": "https://pypi.org/project/tzdata/2025.2"
},
{
"@id": "https://pypi.org/project/urllib3/2.5.0"
}
]
},
{
"@id": "_:b0",
"@type": "PropertyValue",
"name": "runtime_seconds",
"value": 0.290213
},
{
"@id": "_:b1",
"@type": "PropertyValue",
"name": "n_samples",
"value": 150
},
{
"@id": "_:b10",
"@type": "PropertyValue",
"name": "max_features",
"value": "sqrt"
},
{
"@id": "_:b11",
"@type": "PropertyValue",
"name": "max_leaf_nodes"
},
{
"@id": "_:b12",
"@type": "PropertyValue",
"name": "max_samples"
},
{
"@id": "_:b13",
"@type": "PropertyValue",
"name": "min_impurity_decrease",
"value": 0.0
},
{
"@id": "_:b14",
"@type": "PropertyValue",
"name": "min_samples_leaf",
"value": 1
},
{
"@id": "_:b15",
"@type": "PropertyValue",
"name": "min_samples_split",
"value": 2
},
{
"@id": "_:b16",
"@type": "PropertyValue",
"name": "min_weight_fraction_leaf",
"value": 0.0
},
{
"@id": "_:b17",
"@type": "PropertyValue",
"name": "monotonic_cst"
},
{
"@id": "_:b18",
"@type": "PropertyValue",
"name": "n_estimators",
"value": 100
},
{
"@id": "_:b19",
"@type": "PropertyValue",
"name": "n_jobs"
},
{
"@id": "_:b2",
"@type": "PropertyValue",
"name": "n_features",
"value": 4
},
{
"@id": "_:b20",
"@type": "PropertyValue",
"name": "oob_score",
"value": false
},
{
"@id": "_:b21",
"@type": "PropertyValue",
"name": "random_state",
"value": 42
},
{
"@id": "_:b22",
"@type": "PropertyValue",
"name": "verbose",
"value": 0
},
{
"@id": "_:b23",
"@type": "PropertyValue",
"name": "warm_start",
"value": false
},
{
"@id": "_:b24",
"@type": "PropertyValue",
"name": "metric_accuracy",
"value": 1.0
},
{
"@id": "_:b25",
"@type": "PropertyValue",
"name": "metric_f1",
"value": 1.0
},
{
"@id": "_:b26",
"@type": "PropertyValue",
"name": "python_version",
"value": "3.9.6"
},
{
"@id": "_:b27",
"@type": "PropertyValue",
"name": "platform",
"value": "macOS-26.0-arm64-arm-64bit"
},
{
"@id": "_:b28",
"@type": "PropertyValue",
"name": "architecture",
"value": "arm64"
},
{
"@id": "_:b29",
"@type": "PropertyValue",
"name": "cpu",
"value": "arm"
},
{
"@id": "_:b3",
"@type": "PropertyValue",
"name": "sha256",
"value": "2b24ba6d3d20ec1c79b5029f40799ea0399d5374506dc46776b511c5be0bd991"
},
{
"@id": "_:b30",
"@type": "PropertyValue",
"name": "sha256",
"value": "c034185df67d36cc50e6015c5448b2db399b077ce82e1b9e5107d184b745b775"
},
{
"@id": "_:b4",
"@type": "PropertyValue",
"name": "sha256",
"value": "9b0cd357c154c4e464680212999479a51f17e9bebe4c44f0c99941787561cace"
},
{
"@id": "_:b5",
"@type": "PropertyValue",
"name": "bootstrap",
"value": true
},
{
"@id": "_:b6",
"@type": "PropertyValue",
"name": "ccp_alpha",
"value": 0.0
},
{
"@id": "_:b7",
"@type": "PropertyValue",
"name": "class_weight"
},
{
"@id": "_:b8",
"@type": "PropertyValue",
"name": "criterion",
"value": "gini"
},
{
"@id": "_:b9",
"@type": "PropertyValue",
"name": "max_depth"
},
{
"@id": "https://pypi.org/project/# Editable install with no version control (skfair/0.1.0)",
"@type": "SoftwareApplication",
"name": "# Editable install with no version control (skfair",
"version": "0.1.0)"
},
{
"@id": "https://pypi.org/project/PyLD/2.0.4",
"@type": "SoftwareApplication",
"name": "PyLD",
"version": "2.0.4"
},
{
"@id": "https://pypi.org/project/cachetools/6.1.0",
"@type": "SoftwareApplication",
"name": "cachetools",
"version": "6.1.0"
},
{
"@id": "https://pypi.org/project/certifi/2025.8.3",
"@type": "SoftwareApplication",
"name": "certifi",
"version": "2025.8.3"
},
{
"@id": "https://pypi.org/project/charset-normalizer/3.4.3",
"@type": "SoftwareApplication",
"name": "charset-normalizer",
"version": "3.4.3"
},
{
"@id": "https://pypi.org/project/frozendict/2.4.6",
"@type": "SoftwareApplication",
"name": "frozendict",
"version": "2.4.6"
},
{
"@id": "https://pypi.org/project/idna/3.10",
"@type": "SoftwareApplication",
"name": "idna",
"version": "3.10"
},
{
"@id": "https://pypi.org/project/joblib/1.5.1",
"@type": "SoftwareApplication",
"name": "joblib",
"version": "1.5.1"
},
{
"@id": "https://pypi.org/project/lxml/6.0.0",
"@type": "SoftwareApplication",
"name": "lxml",
"version": "6.0.0"
},
{
"@id": "https://pypi.org/project/numpy/2.0.2",
"@type": "SoftwareApplication",
"name": "numpy",
"version": "2.0.2"
},
{
"@id": "https://pypi.org/project/pandas/2.3.1",
"@type": "SoftwareApplication",
"name": "pandas",
"version": "2.3.1"
},
{
"@id": "https://pypi.org/project/python-dateutil/2.9.0.post0",
"@type": "SoftwareApplication",
"name": "python-dateutil",
"version": "2.9.0.post0"
},
{
"@id": "https://pypi.org/project/pytz/2025.2",
"@type": "SoftwareApplication",
"name": "pytz",
"version": "2025.2"
},
{
"@id": "https://pypi.org/project/requests/2.32.5",
"@type": "SoftwareApplication",
"name": "requests",
"version": "2.32.5"
},
{
"@id": "https://pypi.org/project/scikit-learn/1.6.1",
"@type": "SoftwareApplication",
"name": "scikit-learn",
"version": "1.6.1"
},
{
"@id": "https://pypi.org/project/scipy/1.13.1",
"@type": "SoftwareApplication",
"name": "scipy",
"version": "1.13.1"
},
{
"@id": "https://pypi.org/project/six/1.17.0",
"@type": "SoftwareApplication",
"name": "six",
"version": "1.17.0"
},
{
"@id": "https://pypi.org/project/threadpoolctl/3.6.0",
"@type": "SoftwareApplication",
"name": "threadpoolctl",
"version": "3.6.0"
},
{
"@id": "https://pypi.org/project/tzdata/2025.2",
"@type": "SoftwareApplication",
"name": "tzdata",
"version": "2025.2"
},
{
"@id": "https://pypi.org/project/urllib3/2.5.0",
"@type": "SoftwareApplication",
"name": "urllib3",
"version": "2.5.0"
},
{
"@id": "https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html",
"@type": "Dataset",
"additionalProperty": [
{
"@id": "_:b1"
},
{
"@id": "_:b2"
}
],
"description": "Fisher's Iris dataset (150 samples, 4 features).",
"license": "https://creativecommons.org/publicdomain/zero/1.0/",
"name": "Iris",
"variableMeasured": [
"sepal length (cm)",
"sepal width (cm)",
"petal length (cm)",
"petal width (cm)"
]
},
{
"@id": "metrics.json",
"@type": "File",
"about": {
"@id": "#RandomForestClassifier-53ff75a9-4de7-439d-bd01-5dc537f54173"
},
"additionalProperty": {
"@id": "_:b30"
},
"contentSize": 38,
"encodingFormat": "application/json",
"name": "Evaluation Metrics"
},
{
"@id": "model.joblib",
"@type": "File",
"about": {
"@id": "#model.joblib-about"
},
"additionalProperty": {
"@id": "_:b3"
},
"contentSize": 187073,
"encodingFormat": "application/octet-stream",
"name": "Trained Model"
},
{
"@id": "params.json",
"@type": "File",
"additionalProperty": {
"@id": "_:b4"
},
"contentSize": 3022,
"encodingFormat": "application/json",
"name": "Run Provenance Parameters"
},
{
"@id": "ro-crate-metadata.json",
"@type": "CreativeWork",
"conformsTo": {
"@id": "https://w3id.org/ro/crate/1.1"
},
"about": {
"@id": "./"
}
},
{
"@id": "skfair",
"@type": "SoftwareApplication",
"name": "skfair"
}
]
}