Changes

On December 2, 2024 at 6:23:51 PM UTC, admin:
Changed title to Adult dataset (previously Adult Dataset)
Set author of Adult dataset to Seth Neel (previously Dheeru Dua)
Updated description of Adult dataset from
The Adult dataset contains demographic data for adults and is often used for classification tasks such as income prediction based on attributes.
to
A commonly observed pattern in machine learning models is an underprediction of the target feature, with the model’s predicted target rate for members of a given category typically being lower than the actual target rate for members of that category in the training set.
Added the following tags to Adult dataset
Changed value of field defined_in to https://doi.org/10.48550/arXiv.2206.10923 in Adult dataset
Changed value of field extra_authors to [{'extra_author': 'Aaron Roth', 'orcid': ''}, {'extra_author': 'Giuseppe Vietri', 'orcid': ''}, {'extra_author': 'Zhiwei Steven Wu', 'orcid': ''}] in Adult dataset
Changed value of field citation to ['https://doi.org/10.48550/arXiv.2304.00061', 'https://doi.org/10.48550/arXiv.2102.13472', 'https://doi.org/10.48550/arXiv.2307.01384', 'https://doi.org/10.48550/arXiv.2402.15274', 'https://doi.org/10.48550/arXiv.2305.18504', 'https://doi.org/10.48550/arXiv.1803.10815', 'https://doi.org/10.48550/arXiv.2310.16506', 'https://doi.org/10.48550/arXiv.1505.05723', 'https://doi.org/10.48550/arXiv.2009.04441', 'https://doi.org/10.48550/arXiv.2401.00583', 'https://doi.org/10.48550/arXiv.1908.03840', 'https://doi.org/10.48550/arXiv.1909.01783', 'https://doi.org/10.48550/arXiv.1905.12843', 'https://doi.org/10.48550/arXiv.2311.03000', 'https://doi.org/10.48550/arXiv.2401.02062', 'https://doi.org/10.48550/arXiv.2403.13125', 'https://doi.org/10.48550/arXiv.2109.08344', 'https://doi.org/10.1002/int.22354', 'https://doi.org/10.48550/arXiv.1703.00377', 'https://doi.org/10.48550/arXiv.2302.08158', 'https://doi.org/10.48550/arXiv.2407.03080', 'https://doi.org/10.48550/arXiv.2104.02532', 'https://doi.org/10.48550/arXiv.2010.09293', 'https://doi.org/10.48550/arXiv.2206.11436', 'https://doi.org/10.48550/arXiv.2309.08678', 'https://doi.org/10.48550/arXiv.1901.08291', 'https://doi.org/10.48550/arXiv.2407.14210', 'https://doi.org/10.1007/978-3-031-44070-0_20', 'https://doi.org/10.48550/arXiv.2010.04050', 'https://doi.org/10.48550/arXiv.2310.01937', 'https://doi.org/10.1007/978-3-031-68323-7_33', 'https://doi.org/10.48550/arXiv.2301.11584'] in Adult dataset
Changed value of field landing_page to https://archive.ics.uci.edu/ml/datasets/Adult in Adult dataset
Deleted resource Original Metadata from Adult dataset
              
    
          
          
        
        
            f 1 { f 1 {
            2   "access_rights": "", 2   "access_rights": "",
            n 3   "author": "Dheeru Dua", n 3   "author": "Seth Neel",
            4   "author_email": "", 4   "author_email": "",
            n 5   "citation": [], n 5   "citation": [
            6     "https://doi.org/10.48550/arXiv.2304.00061",
            7     "https://doi.org/10.48550/arXiv.2102.13472",
            8     "https://doi.org/10.48550/arXiv.2307.01384",
            9     "https://doi.org/10.48550/arXiv.2402.15274",
            10     "https://doi.org/10.48550/arXiv.2305.18504",
            11     "https://doi.org/10.48550/arXiv.1803.10815",
            12     "https://doi.org/10.48550/arXiv.2310.16506",
            13     "https://doi.org/10.48550/arXiv.1505.05723",
            14     "https://doi.org/10.48550/arXiv.2009.04441",
            15     "https://doi.org/10.48550/arXiv.2401.00583",
            16     "https://doi.org/10.48550/arXiv.1908.03840",
            17     "https://doi.org/10.48550/arXiv.1909.01783",
            18     "https://doi.org/10.48550/arXiv.1905.12843",
            19     "https://doi.org/10.48550/arXiv.2311.03000",
            20     "https://doi.org/10.48550/arXiv.2401.02062",
            21     "https://doi.org/10.48550/arXiv.2403.13125",
            22     "https://doi.org/10.48550/arXiv.2109.08344",
            23     "https://doi.org/10.1002/int.22354",
            24     "https://doi.org/10.48550/arXiv.1703.00377",
            25     "https://doi.org/10.48550/arXiv.2302.08158",
            26     "https://doi.org/10.48550/arXiv.2407.03080",
            27     "https://doi.org/10.48550/arXiv.2104.02532",
            28     "https://doi.org/10.48550/arXiv.2010.09293",
            29     "https://doi.org/10.48550/arXiv.2206.11436",
            30     "https://doi.org/10.48550/arXiv.2309.08678",
            31     "https://doi.org/10.48550/arXiv.1901.08291",
            32     "https://doi.org/10.48550/arXiv.2407.14210",
            33     "https://doi.org/10.1007/978-3-031-44070-0_20",
            34     "https://doi.org/10.48550/arXiv.2010.04050",
            35     "https://doi.org/10.48550/arXiv.2310.01937",
            36     "https://doi.org/10.1007/978-3-031-68323-7_33",
            37     "https://doi.org/10.48550/arXiv.2301.11584"
            38   ],
            6   "creator_user_id": "17755db4-395a-4b3b-ac09-e8e3484ca700", 39   "creator_user_id": "17755db4-395a-4b3b-ac09-e8e3484ca700",
            n 7   "defined_in": "", n 40   "defined_in": "https://doi.org/10.48550/arXiv.2206.10923",
            8   "doi": "10.57702/cuh7j83e", 41   "doi": "10.57702/cuh7j83e",
            9   "doi_date_published": "2024-11-25", 42   "doi_date_published": "2024-11-25",
            10   "doi_publisher": "TIB", 43   "doi_publisher": "TIB",
            11   "doi_status": true, 44   "doi_status": true,
            12   "domain": "https://service.tib.eu/ldmservice", 45   "domain": "https://service.tib.eu/ldmservice",
            13   "extra_authors": [ 46   "extra_authors": [
            14     { 47     {
            n 15       "extra_author": "Casey Graff", n 48       "extra_author": "Aaron Roth",
            49       "orcid": ""
            50     },
            51     {
            52       "extra_author": "Giuseppe Vietri",
            53       "orcid": ""
            54     },
            55     {
            56       "extra_author": "Zhiwei Steven Wu",
            16       "orcid": "" 57       "orcid": ""
            17     } 58     }
            18   ], 59   ],
            n 19   "groups": [], n 60   "groups": [
            61     {
            62       "description": "",
            63       "display_name": "Adult Income Prediction",
            64       "id": "31faa2ef-ad87-4777-af9d-73c4f020f67d",
            65       "image_display_url": "",
            66       "name": "adult-income-prediction",
            67       "title": "Adult Income Prediction"
            68     },
            69     {
            70       "description": "",
            71       "display_name": "Adult dataset",
            72       "id": "94c35e7e-bafb-449a-8b84-df1690734941",
            73       "image_display_url": "",
            74       "name": "adult-dataset",
            75       "title": "Adult dataset"
            76     },
            77     {
            78       "description": "",
            79       "display_name": "Bias Mitigation",
            80       "id": "f890b9ed-edb4-4c74-b132-4ce96323bb9e",
            81       "image_display_url": "",
            82       "name": "bias-mitigation",
            83       "title": "Bias Mitigation"
            84     },
            85     {
            86       "description": "",
            87       "display_name": "Bias in decision-making",
            88       "id": "14dfaea2-216d-4ca6-a13e-55f84d253eae",
            89       "image_display_url": "",
            90       "name": "bias-in-decision-making",
            91       "title": "Bias in decision-making"
            92     },
            93     {
            94       "description": "",
            95       "display_name": "Classification",
            96       "id": "57bb78f3-a48d-4716-a9cc-0028df74b1c5",
            97       "image_display_url": "",
            98       "name": "classification",
            99       "title": "Classification"
            100     },
            101     {
            102       "description": "",
            103       "display_name": "Credit risk assessment",
            104       "id": "5fc4cf30-2fe7-45fe-aa21-2e9d3cce7b4d",
            105       "image_display_url": "",
            106       "name": "credit-risk-assessment",
            107       "title": "Credit risk assessment"
            108     },
            109     {
            110       "description": "",
            111       "display_name": "Criminal Justice",
            112       "id": "7e28c328-6b27-404a-8f5a-8c30ab2e8fb0",
            113       "image_display_url": "",
            114       "name": "criminal-justice",
            115       "title": "Criminal Justice"
            116     },
            117     {
            118       "description": "",
            119       "display_name": "Demographic data",
            120       "id": "4959ec97-bc25-46f1-ae2e-470eceee4a59",
            121       "image_display_url": "",
            122       "name": "demographic-data",
            123       "title": "Demographic data"
            124     },
            125     {
            126       "description": "",
            127       "display_name": "Demographics",
            128       "id": "f887e16c-efb2-4b4e-a43a-6ace845888ca",
            129       "image_display_url": "",
            130       "name": "demographics",
            131       "title": "Demographics"
            132     },
            133     {
            134       "description": "",
            135       "display_name": "Differential Privacy",
            136       "id": "187ef457-9bf7-4226-a29b-2f0d940ccc35",
            137       "image_display_url": "",
            138       "name": "differential-privacy",
            139       "title": "Differential Privacy"
            140     },
            141     {
            142       "description": "",
            143       "display_name": "Discrimination",
            144       "id": "cec1fe0b-eeb1-4706-9c02-e992d9359ea3",
            145       "image_display_url": "",
            146       "name": "discrimination",
            147       "title": "Discrimination"
            148     },
            149     {
            150       "description": "",
            151       "display_name": "Distribution Shifts",
            152       "id": "7fd8f1cc-e292-49cb-8700-9ac3c2402c49",
            153       "image_display_url": "",
            154       "name": "distribution-shifts",
            155       "title": "Distribution Shifts"
            156     },
            157     {
            158       "description": "",
            159       "display_name": "Economics",
            160       "id": "0b518160-c396-41ad-855b-09648bc9d1c7",
            161       "image_display_url": "",
            162       "name": "economics",
            163       "title": "Economics"
            164     },
            165     {
            166       "description": "",
            167       "display_name": "Employment",
            168       "id": "cbecb0f8-b7f1-4ee8-8da4-bb6747f65b8a",
            169       "image_display_url": "",
            170       "name": "employment",
            171       "title": "Employment"
            172     },
            173     {
            174       "description": "",
            175       "display_name": "Fairness",
            176       "id": "6abc9c20-ddf4-4463-bc26-c16c6dd9f915",
            177       "image_display_url": "",
            178       "name": "fairness",
            179       "title": "Fairness"
            180     },
            181     {
            182       "description": "",
            183       "display_name": "Fairness in machine learning",
            184       "id": "acd9ab59-b298-49cd-8e2b-8de7d366522b",
            185       "image_display_url": "",
            186       "name": "fairness-in-machine-learning",
            187       "title": "Fairness in machine learning"
            188     },
            189     {
            190       "description": "",
            191       "display_name": "Fairness-aware Learning",
            192       "id": "86cb6c29-b936-47bf-b457-1d1c97baee9e",
            193       "image_display_url": "",
            194       "name": "fairness-aware-learning",
            195       "title": "Fairness-aware Learning"
            196     },
            197     {
            198       "description": "",
            199       "display_name": "Income",
            200       "id": "32166c69-477b-49f0-829e-e87f62947a6b",
            201       "image_display_url": "",
            202       "name": "income",
            203       "title": "Income"
            204     },
            205     {
            206       "description": "",
            207       "display_name": "Job applicants",
            208       "id": "be59bb32-b18a-45ee-9e63-6c59654c59aa",
            209       "image_display_url": "",
            210       "name": "job-applicants",
            211       "title": "Job applicants"
            212     },
            213     {
            214       "description": "",
            215       "display_name": "Machine Learning",
            216       "id": "1d8623c9-adbd-4f91-be1e-53847c4ac32a",
            217       "image_display_url": "",
            218       "name": "machine-learning",
            219       "title": "Machine Learning"
            220     },
            221     {
            222       "description": "",
            223       "display_name": "Multivariate Data",
            224       "id": "0c4ab96d-a5ab-4ebb-b3d9-40392a7f89d4",
            225       "image_display_url": "",
            226       "name": "multivariate-data",
            227       "title": "Multivariate Data"
            228     },
            229     {
            230       "description": "",
            231       "display_name": "Real-World Datasets",
            232       "id": "18b16328-eee0-4e2f-a383-7abbfda1b932",
            233       "image_display_url": "",
            234       "name": "real-world-datasets",
            235       "title": "Real-World Datasets"
            236     },
            237     {
            238       "description": "",
            239       "display_name": "Self-selection",
            240       "id": "290700e8-8f34-4113-a1e4-ca677c80af18",
            241       "image_display_url": "",
            242       "name": "self-selection",
            243       "title": "Self-selection"
            244     },
            245     {
            246       "description": "",
            247       "display_name": "Socioeconomics",
            248       "id": "281484fe-1ce4-41d2-b946-306accc3a66c",
            249       "image_display_url": "",
            250       "name": "socioeconomics",
            251       "title": "Socioeconomics"
            252     },
            253     {
            254       "description": "",
            255       "display_name": "Synthetic data generation",
            256       "id": "366cfe42-f42f-432c-9315-8aedd48ac429",
            257       "image_display_url": "",
            258       "name": "synthetic-data-generation",
            259       "title": "Synthetic data generation"
            260     },
            261     {
            262       "description": "",
            263       "display_name": "Tabular data",
            264       "id": "1abdd79b-92f8-4ac7-ad70-6199929c5d60",
            265       "image_display_url": "",
            266       "name": "tabular-data",
            267       "title": "Tabular data"
            268     }
            269   ],
            20   "id": "b5f8b19c-fd00-48b3-ab90-9030df606a99", 270   "id": "b5f8b19c-fd00-48b3-ab90-9030df606a99",
            21   "isopen": false, 271   "isopen": false,
            n 22   "landing_page": "http://archive.ics.uci.edu/ml/datasets/adult", n 272   "landing_page": "https://archive.ics.uci.edu/ml/datasets/Adult",
            23   "license_title": null, 273   "license_title": null,
            24   "link_orkg": "", 274   "link_orkg": "",
            25   "metadata_created": "2024-11-25T15:03:58.356078", 275   "metadata_created": "2024-11-25T15:03:58.356078",
            n 26   "metadata_modified": "2024-11-25T15:03:58.680324", n 276   "metadata_modified": "2024-12-02T18:23:50.095929",
            27   "name": "adult-dataset", 277   "name": "adult-dataset",
            n 28   "notes": "The Adult dataset contains demographic data for adults and  n 278   "notes": "A commonly observed pattern in machine learning models is 
            29 is often used for classification tasks such as income prediction based  279 an underprediction of the target feature, with the model\u2019s 
            30 on attributes.", 280 predicted target rate for members of a given category typically being 
            281 lower than the actual target rate for members of that category in the 
            282 training set.",
            31   "num_resources": 1, 283   "num_resources": 0,
            32   "num_tags": 0, 284   "num_tags": 63,
            33   "organization": { 285   "organization": {
            34     "approval_status": "approved", 286     "approval_status": "approved",
            35     "created": "2024-11-25T12:11:38.292601", 287     "created": "2024-11-25T12:11:38.292601",
            36     "description": "", 288     "description": "",
            37     "id": "079d46db-32df-4b48-91f3-0a8bc8f69559", 289     "id": "079d46db-32df-4b48-91f3-0a8bc8f69559",
            38     "image_url": "", 290     "image_url": "",
            39     "is_organization": true, 291     "is_organization": true,
            40     "name": "no-organization", 292     "name": "no-organization",
            41     "state": "active", 293     "state": "active",
            42     "title": "No Organization", 294     "title": "No Organization",
            43     "type": "organization" 295     "type": "organization"
            44   }, 296   },
            45   "owner_org": "079d46db-32df-4b48-91f3-0a8bc8f69559", 297   "owner_org": "079d46db-32df-4b48-91f3-0a8bc8f69559",
            46   "private": false, 298   "private": false,
            47   "relationships_as_object": [], 299   "relationships_as_object": [],
            48   "relationships_as_subject": [], 300   "relationships_as_subject": [],
            n 49   "resources": [ n 301   "resources": [],
            50     { 302   "services_used_list": "",
            51       "cache_last_updated": null, 
            52       "cache_url": null, 
            53       "created": "2024-11-25T15:30:26", 
            54       "data": [ 
            55         "dcterms:title", 
            56         "dcterms:accessRights", 
            57         "dcterms:creator", 
            58         "dcterms:description", 
            59         "dcterms:issued", 
            60         "dcterms:language", 
            61         "dcterms:identifier", 
            62         "dcat:theme", 
            63         "dcterms:type", 
            64         "dcat:keyword", 
            65         "dcat:landingPage", 
            66         "dcterms:hasVersion", 
            67         "dcterms:format", 
            68         "mls:task" 
            69       ], 
            70       "description": "The json representation of the dataset with its  
            71 distributions based on DCAT.", 
            72       "format": "JSON", 
            73       "hash": "", 
            74       "id": "64fd8086-dc70-4730-a792-1d5912e9922e", 
            75       "last_modified": "2024-11-25T15:03:58.674019", 
            76       "metadata_modified": "2024-11-25T15:03:58.683129", 
            77       "mimetype": "application/json", 
            78       "mimetype_inner": null, 
            79       "name": "Original Metadata", 
            80       "package_id": "b5f8b19c-fd00-48b3-ab90-9030df606a99", 
            81       "position": 0, 
            82       "resource_type": null, 
            83       "size": 714, 
            84       "state": "active", 303   "state": "active",
            85       "url":  304   "tags": [
            86 resource/64fd8086-dc70-4730-a792-1d5912e9922e/download/metadata.json", 305     {
            87       "url_type": "upload" 306       "display_name": "Adult Dataset",
            307       "id": "059d60a8-19fa-4b25-ba7b-8fff89637dc2",
            308       "name": "Adult Dataset",
            309       "state": "active",
            310       "vocabulary_id": null
            311     },
            312     {
            313       "display_name": "Adult Income",
            314       "id": "76984795-0023-4ca4-9c98-41db554fba71",
            315       "name": "Adult Income",
            316       "state": "active",
            317       "vocabulary_id": null
            318     },
            319     {
            320       "display_name": "Adult dataset",
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            322       "name": "Adult dataset",
            323       "state": "active",
            324       "vocabulary_id": null
            325     },
            326     {
            327       "display_name": "Bias Mitigation",
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            329       "name": "Bias Mitigation",
            330       "state": "active",
            331       "vocabulary_id": null
            332     },
            333     {
            334       "display_name": "Binary Dataset",
            335       "id": "d560b136-e055-4913-b1b8-527781a30542",
            336       "name": "Binary Dataset",
            337       "state": "active",
            338       "vocabulary_id": null
            339     },
            340     {
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            343       "name": "Binary classification",
            344       "state": "active",
            345       "vocabulary_id": null
            346     },
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            350       "name": "Census",
            351       "state": "active",
            352       "vocabulary_id": null
            353     },
            354     {
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            359       "vocabulary_id": null
            360     },
            361     {
            362       "display_name": "Criminal Justice",
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            364       "name": "Criminal Justice",
            365       "state": "active",
            366       "vocabulary_id": null
            367     },
            368     {
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            373       "vocabulary_id": null
            374     },
            375     {
            376       "display_name": "Data scarcity",
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            378       "name": "Data scarcity",
            379       "state": "active",
            380       "vocabulary_id": null
            381     },
            382     {
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            384       "id": "bff2f733-39c9-4436-9dd3-cddc7ac30ffc",
            385       "name": "Demographics",
            386       "state": "active",
            387       "vocabulary_id": null
            388     },
            389     {
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            392       "name": "Discrimination",
            393       "state": "active",
            394       "vocabulary_id": null
            395     },
            396     {
            397       "display_name": "Distribution Shifts",
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            402     },
            403     {
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            408       "vocabulary_id": null
            409     },
            410     {
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            413       "name": "Employment",
            414       "state": "active",
            415       "vocabulary_id": null
            416     },
            417     {
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            420       "name": "Fairness",
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            422       "vocabulary_id": null
            423     },
            424     {
            425       "display_name": "Fairness-aware Learning",
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            427       "name": "Fairness-aware Learning",
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            429       "vocabulary_id": null
            430     },
            431     {
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            436       "vocabulary_id": null
            437     },
            438     {
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            440       "id": "46411786-8389-472c-892c-e8ef54fdc1a8",
            441       "name": "High-income",
            442       "state": "active",
            443       "vocabulary_id": null
            444     },
            445     {
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            447       "id": "f0aebc67-2b28-4088-8e8b-a1de4b9ad5cd",
            448       "name": "Income",
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            450       "vocabulary_id": null
            451     },
            452     {
            453       "display_name": "Low-income",
            454       "id": "345e20f4-ab6a-4d5d-9ede-2108e5f2176e",
            455       "name": "Low-income",
            456       "state": "active",
            457       "vocabulary_id": null
            458     },
            459     {
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            465     },
            466     {
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            471       "vocabulary_id": null
            472     },
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            478       "vocabulary_id": null
            479     },
            480     {
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            482       "id": "457c9b81-48e3-4eef-bff8-65f52e780455",
            483       "name": "Prediction",
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            485       "vocabulary_id": null
            486     },
            487     {
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            490       "name": "Race",
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            492       "vocabulary_id": null
            493     },
            494     {
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            499       "vocabulary_id": null
            500     },
            501     {
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            504       "name": "Socioeconomics",
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            506       "vocabulary_id": null
            507     },
            508     {
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            514     },
            515     {
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            521     },
            522     {
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            526       "state": "active",
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            528     },
            529     {
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            535     },
            536     {
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            542     },
            543     {
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            549     },
            550     {
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            556     },
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            563     },
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            571     {
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            591     },
            592     {
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            598     },
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            731     },
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            738     },
            739     {
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            744       "vocabulary_id": null
            88     } 745     }
            89   ], 746   ],
            t 90   "services_used_list": "", t 
            91   "state": "active", 
            92   "tags": [], 
            93   "title": "Adult Dataset", 747   "title": "Adult dataset",
            94   "type": "dataset", 748   "type": "dataset",
            95   "version": "" 749   "version": ""
            96 } 750 }