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Datasets:
LHRS-UM-FERI
/
MENTHOS-dataset-sid

Modalities:
Tabular
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Formats:
csv
Languages:
English
Slovenian
Size:
1K - 10K
Tags:
menthos
sid
multi-label-classification
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Auto-converted to Parquet Duplicate
data
string
si_address
int64
si_bank_acct
int64
si_credit_card
int64
si_email
int64
si_govt_id
int64
si_name
int64
si_password
int64
si_phone_num
int64
si_secret_keys
int64
si_user
int64
Unnamed: 0
float64
{'JENKINSPASSWORD': '06061980', 'DeviceDefinitionId': 29822238, 'reportedStartTime': 370476121, 'aggregation': '8632016839220', 'Name': 'Janine Barnes', 'note_id': 210340892, 'stock_location_id': 80}
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"{search.type_point_pbo_position_time_series.reference_frame: 10:38:37, critics-pick: American, plateform: 0450e9d3a2d596f11f4026cb4110a3d2, personal_email_address: lefortcharles@gmail.com, search.db_gazeteer_census_tracts.water_area: mHDStgzmaeuZJpjcNJZN, ifSourceGenerationMatch: after, cards_limit: white, ocp-date: 1...
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'Address': '72 Morrissey Street H13APE4 Leanne Ville', 'membersInvited': '7c02369d-4250-476b-884f-74c5b6bde23e', 'minMonthlyBudget.units': '01', 'podIP': '219.157.89.68', 'social_media': 848, 'matchFields': 'v33bvSBuC+y5', 'search.db_gazeteer_census_tracts.state': '19110462b0451c29d25297355f86265a'
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{'action_member': 'size', 'org': 'fund', 'ambience': '4097953526d3ede77d44b8da6609b53823ce0bdd', 'ORACLE_SECRET': '|0D9RUFqg02xnjR9CvOFOruO8A1orbGHU|', 'shipNode': '169.14.3.63', 'educationGoalId': 7724647, 'global_currency_code': '1f193bc0d8653436e468d507b93bc3d599635147', 'notification_since': 'here'}
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{'bank account': '030070275', 'imgSize': 'Y4-4854339x', 'trace': 'anyone', 'useragent': 'movie', 'deviceTemplateName': 'rather', 'createdAtMax': 'vote', 'Credit-card': '5058018394305496', 'restapi_id': 58333}
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"{'p2SVpnServerConfigurationName': 'business', 'dbsnp_build': '8fd6418ba590414be62e5e1bf66ec5ae1dda5290', 'groupByTag': 'seek', 'includeShipmentItems': '78.23.181.236'}"
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{'packageName': 'career', 'asyncinfo': 'DELETE', 'webPropertyId': 282416850, 'recordingId': 65253, 'recorder[hdmi]': '68d3470d04930694ba2c7a5c5fce23de35729bac4cb19d3468c914f3c85b5549', 'TaskId': 7702}
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{\\"disbursementId\\":8748409,\\"minimumShipmentId\\":5,\\"P_STATION\\":\\"tough\\",\\"track_id\\":8211825,\\"linkedin_url\\":\\"http://www.cochran-jacobs.com/\\",\\"TagId\\":44384}
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subscription_cancel_now: 107.28.255.191, filmography_description: Movement general indicate under simple bag yard thank., aws-access-key: ANPAH7ZRGKS1YI2ATN96, IdProvider: 946438, exp_month: 02, RedirectToFile: to
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"{'SSHPASSWORD': 'logos1', 'account': 'a8acc7fc3b9aeecbad4d2647f8d23f50', 'filter[groups]': 'tell', 'last_name': 'Nakul Gole'}"
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{"sourceObject": "/science/policy.json", "search.db_tasks.complete": "Notice life six bad. Yes morning high quickly example artist.", "minCorpusCount": "08943e9c-4295-40ff-8384-75d316da5e8f", "forceCascade": 981, "ifMatch": "who", "nationality": "46COfiujCFrgrli", "TaxId": "853-24-4855", "legal-hold": "5f99407c93d10ebf...
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{'mobile': '163-530-8859x4984', 'assignment': 'foot', 'height': 'P2-7251882Q'}
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{'personal_email_address': 'joshuaphillips@szm.sk', 'key': 'AIzarN0bbwGKwnvoC6EfOiH6IC\\fUyK3d0oUQJK', 'maximumTenants': 'Job live upon some particularly. Score matter hospital heavy budget. Across cold most act give.\nAnswer first hour. Fund PM out foot. Put organization pretty thing kind.', 'num': 'allow'}
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"{roleDefinitionId: 483961915, minEndDate: 1974-02-02, client_id: 3, idBoardStar: 3776749}"
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"{'minimumBillBeeOrderId': 2173, 'secretKey': '"NGds4ZQPB/s3N+ycWDkx78asF9ceK1UUWzMx2pJw"', 'teamDriveId': 5037357, 'exclude_nudity': '02a638f6-351c-4195-b9e2-be0311d88706', 'eu_country_code': 'PUT', 'invoice_address_postal_code': '1-9769-1725-5', 'search.db_bookmarks.date': '2002-04-04', 'HOUR24': 'CONNECT', 'stop_acc...
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{'securityItem': 'then', 'interval.startTime': '13:21:04', 'listener': '2013-09-25T16:29:42', 'SystemDrive': 'c3f256b5059af15123d61f47bb1e5f80', 'ymmt': '130e7fafec363aaedf2195daa2a75be79445e1c98e94b668c030e30ce14b0fac', 'genre_description': 'Such hospital consumer camera behavior.', 'onlyOrgMembers': 0, 'secondary_ema...
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rate_plan=DELETE maxlatitude=True home_address=PSC 3391 Box 9199 APO AE 58941
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"{'highRange': None, 'recorder[model]': 'police', 'pvId': 50, 'restorableDroppededDatabaseId': 635193029, 'ownerObjectId': 0}"
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{\"channel\":\"DELETE\",\"tax_id\":\"523-13-1221\",\"user\":\"tyronevargas\",\"HOMEPATH\":\"/difference/market.wav\",\"GITLAB_PATH\":\"/citizen/trip.mp4\"}
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{\"pvService\":None,\"deploy_id\":99570,\"mobile\":\"657.372.8984x43969\",\"gtfs\":\"stay\",\"GITLAB_PATH\":\"/everything/subject.csv\",\"substrains\":201223,\"homeaddress\":\"15CrowleyStreetK1481P1OrlaithVille\",\"committee_id\":721376582}
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{'min_timestamp': '15:14:55', 'id': 345, 'user': 'tommygarcia', 'email address': 'kevinpasquier@bluewin.ch', 'taxId': '118 673 474', 'projection': 'spring', 'orderDateEnd': '2008-10-22'}
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'work_address': '235 Soper Street Benjaminton 5109', 'callSetId': 9785, 'DOCKERPASSWORD': 'redsox02', 'fieldMask': 'ivDxQMHYqdIATXlqJuVr', 'user-id': 'haroldhamilton'
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{'search.db_todo.category': 'desktop-91.miller-tran.com'}
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max_payment_to_date=1996-10-27 asset_id=68 last_name=Patricia Knight
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"{BirthName: Joan Adkins, gtin: owner, exactTerms: situation, personal_email_address: lindacoleman@walters-johnson.info, skipFramesWithNoFaces: 91.182.47.241, InsightArn: 29e999f9da18631916b4c6e0c773b989, mobile_number: 6065174970}"
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'date_max': '1995-03-26', 'fileSize': 'century', 'private_path': '/law/exactly.wav', 'FaceDetails_MouthOpen': 'interview', 'first_name': 'Sylvia Wade', 'social security': '740606-1117090'
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{"minCorpusCount": "c846fc75cbbd732af5dd659a853e604c", "updated": "2011-03-22", "headId": 28432802}
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{'minimumBeds': '0-469-28950-3', 'toId': 8670867, 'end_month': '02', 'canBeAcknowledged': False, 'candidate_id': '2005-01-15'}
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'Phonenumber': '001-588-617-2790x792', 'fips': '130.4.163.122', 'DashboardId': 386707062, 'primary_address': 'Flat 50 5 Valerie Circlet South Carlos, NT, 2927', 'q[varifocal_true]': 'dca18ac56a61912c7c4195d9fef33ef24a9c4874ea8f0870c35fd152c25c87bc', 'eu_country_code': 'email-29.morton.net', 'artistType': 'prevent', 's...
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{'toId': 1, 'tlang': 'z9-4999800r', 'zip.includeReferences': '112.135.132.224', 'tax_id': '608-41-5254', 'relatedSite': 'somebody', 'EpisodeNumber': 56794}
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'snapshot': '1994-02-12T17:41:28', 'DAY': '28', 'fields': 'sell', 'fromNumber': 652, 'resourceRegistrationId': 325811566, 'altIds': 25, 'achievementId': 4
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{\"pqlQuery\":\"f78bf9bf0ab54bc264e263460a5ce394\",\"showPreorders\":\"Lo7Qynp6oz7ICct\",\"kernelTypeParameter\":\"business\",\"appFilterMimeTypes\":\"design\",\"x-ms-source-if-match\":\"student\"}
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Range: truth, parent_type: aca90f294cf10d077a8471d1bda1e83b0cd182f7, rank-last-week: d99f65e5-1648-4b89-8cf2-59a347833931, httpHealthCheck: 42, JENKINSPASSWORD: mwdpete, PATHEXT: /same/especially.html, seasonid: 0, interconnectLocation: yq8V3ed4Nefh9nL
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{\\"day\\":\\"02\\",\\"dateContentAuthored\\":\\"2002-04-10\\",\\"Season\\":\\"bgYHNwOVoLCxALsiqCFR\\"}
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work_address=522 Pickering Pass Mayoneath 9876 mail=kadlectadeas@chello.cz boardsInvited_fields=f68311955538dc713b194c864312550e875a7b91 model[audio_in]=True x-ms-content-disposition=laptop-44.cobb-clark.com show_sold_out=1bf16c087af0815ccf20a2c3ee61c612d006db1c48c994d286ce12be09ec4600 modifiedDateBehavior=1979-01-27 l...
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'target_screenshot_test_id': 689603113, 'last_index': 'G7-0017809Z', 'TheaterId': 8, 'phonenumber': '001-160-028-8178', 'member_fields': False, 'rentalObjectUID': 98507
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{\\"parent_id\\":2998712,\\"readiness_probe\\":\\"2012-03-20T07:02:55\\",\\"IsoCountryCode\\":\\"srv-93.rodriguez-hughes.com\\",\\"range_stop\\":None,\\"personal_website\\":\\"4576235303937\\",\\"pinned\\":\\"C5-6541261C\\"}
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"{work_address: 2254-H 74th Street, Pagalungan, 4627 Pangasinan, lists: b8b4078e-ee51-4637-9b17-cdb8c9dfb2a1, -email: adelasia56@poste.it, lff_sequence_number: 138, $skiptoken: 215.61.80.58}"
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{"InitialContactId": 9, "GITLAB_PATH": "/majority/store.txt", "company_email": "strinavicanica@t.ht.hr"}
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{'onBehalfOfContentOwnerChannel': 7107, 'HasVideo': 4, 'providernetworkUID': 58990, 'two_year_transaction_period': '2011', 'action_since': 'web-42.burgess.biz', 'stop': 'rate', 'search.db_todo.category': 'worker', 'myPrefs': '039f3efebbd069639f72aafcc98c565d', 'segments': '168.72.205.173', 'worklogId': 43964}
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'toExpectedShipDate': '1970-05-11', 'user_email': 'edwinmcconnell@hardy.com', 'Password': '#BR(7YEt2', 'phone_num': '001-939-191-4798x268', 'orRoles': 'market', 'outputArn': '7639dadf533ffd57089085ab9419bedcbf048b81', 'DistributionId': 559437
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{'make': None, 'mobile_phone': '927-378-8013x572', 'auth': 'f9)o_{??M"U]D)0k"<$#=kC_y":p5pw8$T`jn@U5|ouP;@2TF_3J/f,ntc|KmyadzrrXWeY5GmbAvQKHcu5gtHiLfyH8UxcH6NdU1UR|"', 'shortCode': 'computer', 'search.db_bookmarks.date': '1987-12-31', 'includetotalcount': '7bd5207b-e400-413a-8864-7c8da4fd1bc8', 'refresh_token': 'all'}
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{'filename': 'power', 'subAccountId': 9, 'includeMode': 'pretty', 'idChecklist': 85744, 'school_search_radius': 'show', 'itemInstanceId': 15933, 'subject': '466a309a776d54b572ded30dc40dc360e1c14d7b', 'ensureResourcesExist': 'consider', 'forceRefresh': 'TRACE', 'ROOT_PATH': '/until/glass.mp3'}
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{\\"slot\\":\\"accept\\",\\"XDG_RUNTIME_DIR\\":176666240,\\"MinRate\\":\\"condition\\"}
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"{""possibly_sensitive"": ""AOQaBszWRKKQPkgvmfIX"", ""email address"": ""popejohn@pobox.sk"", ""ambience"": ""8251cc3afe9778dbe33b7d549b1be003a9cb7842"", ""wordid"": 15, ""event_id"": 9695, ""From"": 6, ""YearRange_End"": ""1975"", ""blockhash"": ""5efb1882425585cb17c945bd3299d78f"", ""VsConference"": ""work""}"
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{'index': 'Charge already either. Building leader back at. Clear remember some lose weight I pay. Lawyer dog enjoy animal federal rate.\nFront head begin. Think company result fund.', 'categoryId': 65813357, 'song': '3dc85e39b5f69d46e5c4db480e5881dc5bc0c3ba', 'customThumbnailUrl': 'http://andrews-johnson.biz/', 'queueN...
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{\"EMAIL\":\"mfomina@maslov.info\",\"searchTerm\":\"benefit\",\"firstname\":\"CathyRios\",\"park_search_radius\":\"exactly\"}
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{'venue_id': 175764, 'WEBHOOK_ID': 715, 'StationID': 99073928}
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{"search.type_gtfs_route.route_id": 476, "critics-pick": "church", "creditcard": "6281572860665517", "dateTimeRenderOption": 1195108858, "runAsUser": "2013-11-10T15:42:19", "descriptionFilter": "Increase possible international system.", "search.geo_gpx.moving_time": 705633002, "NotYetStarted": "charge", "instance": Fal...
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{"home address": "98239 Chaiwut Corners Wimolnotfort, NC 47190", "dataTransferId": 10260, "dueMin": "1976-04-16T08:04:44", "search.db_construction_permits.building_uses_and_work_scopes": None, "resultsAbove": "206.27.4.17", "WestPlayer1": "resource", "inactive": "d8-9005168L"}
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{'EC2PASSWORD': 'richardj', 'PipelineId': 98622, 'HOUR': '37e4948fa0a4d60f305205826d64d97c33301013', 'description': 'Fill site few matter. Try happy recent hope research.', 'MessageSid': 954, 'home_address': '6058 Tungkasethakul Flats Suite 551 Phubeschester, GA 59000', 'XDG_DATA_DIRS': 970251}
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'$select': '63.179.166.252', 'sortOrder': '371cde8fbbe191b2a38b3ce75c07403adbc2a84ede3c080862a07188519eda51', 'surname': 'Grant Adams-Furness', 'onlyVerified': 'civil', '$format': 'e912eff2e08cfb5fb57eab965ca717b1', 'WINDOWS_PASSWORD': 'fishfinger', 'label': 'situation'
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{'search.geo_gpx.elevation_gain': 'do', 'mobile_number': '110-341-7635', 'User_id': 'jerrygeorge', 'y': 2, 'alertTenantType': '0-472-78224-X', 'TheaterId': 96, 'versionsId': 6081698}
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{\"actions\":\"37f5c6ca195c01ec51cca09a7a769ff94b01d6a1\",\"emailAddress\":\"kmhdyn@mly.com\",\"excludeJquery\":\"7763059694204\",\"deleteAuthorizable\":\"/note/your.wav\",\"competition\":\"event\"}
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"{""expansionFileType"": ""0-438-78503-7"", ""supportsTeamDrives"": ""0-03-235898-9"", ""MINUTE"": ""/claim/possible.wav"", ""ROOT_PASSWORD"": ""3Uu2CfgBUo"", ""VsPlayerIDList"": 11630561, ""receiver"": ""interview"", ""removeParents"": False}"
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account=pattern JENKINSPASSWORD=s$1dTgx uuid=2275412 NextToken=two expiration=169657526 notificationHubName=house search.type_point_snotel.site_id=684150 queryOptions.pageSize=Mouth democratic state western someone third energy store. Sell writer several.\nFigure experience size explain teach. One turn dark exactly yar...
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'ixLastUpdate': '2017-03-14', 'intent': 'desktop-87.wilkerson.biz', 'ProjectID': 8151164, 'key-version': 'ec8f9c1081e770c268e50924d9134acb3ecc3ab4f5d5dad5e4c4f4e8ef028b39'
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"{""emailAddress"": ""ecossy@monnet.ch"", ""min_height"": ""individual"", ""search.type_usda_arms_crop.report"": ""0-622-34074-3""}"
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creditcardnumber: 6552286652429618, Fullname: Dalton Blair, EpisodeNumber: 4276198
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{'creditcardnumber': '5792277692760114', 'aWBPrefix': 'qmfurgEOp4Ddq9a'}
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{'imgColorType': '/eat/laugh.avi', 'exp_month': '07', 'exclude_editorial_use_only': '2002-11-21T21:51:50', 'home_phone': '(458)472-3567', 'therapeutic_area': '491fe304c4be2090812dcb2d6b48135a'}
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"{""searchMode"": ""0-928543-06-4"", ""sensitivityLabelSource"": ""break"", ""user"": ""rachaelbell""}"
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"{""includeDisabled"": ""/either/without.csv"", ""FaceDetails_Mustache"": 89, ""dealer_id"": 3070155, ""STATION"": ""4.173.83.83"", ""look_backwards"": ""3717347256341"", ""threatIntelSetId"": 6, ""dataTransferId"": 7261451}"
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"{'model[sd_card]': '18.140.149.141', 'ShowtimeId': 1422328024, 'includeTrailingDelimiter': 'guy', 'Bank_acct': '022799030', 'productId': 740, 'search.db_registrations.organization_type': '6f4ae2e0-8662-4b14-aeb3-dcffb7f8e62f', 'buyerCreativeId': 4119, 'phrases': 784430316, 'zip.originalMedia': '157.47.231.185', 'subca...
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"{'HOME': '2892531181494', 'af_max_fd_date': '2005-05-09', 'customStickers': 'lt-21.gonzalez.com', 'propertyIDsToView': 384, 'work_country': '8409bb9636691a93c88ac91fe9a07fb1', 'kernelTypeParameter': '1995-02-17T12:59:47'}"
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{\\"retirementGoalId\\":71,\\"target_screenshot_test_id\\":90,\\"key\\":\\"AIzaq4VPKJ6_KSj^mjCPkmYRmbUh1g17IubAkoe\\",\\"hdrs\\":\\"Servemuchlivepart.Recenttoughthousandthreatscenesingleparticipant.\nPartnerchurcholdinclude.Tencitizenentereverybody.Marriagereducekitchenexampleeastclear.\\",\\"partner\\":\\"qUUESDwObNpd...
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End of preview. Expand in Data Studio

MENTHOS-dataset-sid

English

About

MENTHOS-SID is a multi-label text classification dataset for Sensitive Information Detection (SID). Each sample can contain zero, one, or multiple sensitive information types.

Source Data

Processing

  • Input files are concatenated.
  • Split into 70% train, 15% validation, 15% test.
  • No class balancing/downsampling step is applied. This means the label frequencies remain naturally uneven across the multi-label targets.

Schema

  • Text column: data
  • Multi-label columns:
    • si_address
    • si_bank_acct
    • si_credit_card
    • si_email
    • si_govt_id
    • si_name
    • si_password
    • si_phone_num
    • si_secret_keys
    • si_user

Splits and Label Counts

The prepared train, validation, and test splits are included with the dataset release.

label train (n=2800) val (n=600) test (n=600)
si_address 263 68 63
si_bank_acct 285 62 43
si_credit_card 269 67 67
si_email 288 41 60
si_govt_id 252 56 83
si_name 306 59 43
si_password 304 60 72
si_phone_num 282 71 59
si_secret_keys 277 56 65
si_user 269 52 58

Citation 

@misc{borovic_li-dobnik_kranjec_ferme_2026,
  title        = {MENTHOS-dataset-sid},
  author       = {Borovic, Li Dobnik, Kranjec, Ferme},
  year         = {2026},
  publisher    = {Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/LHRS-UM-FERI/MENTHOS-dataset-sid}}
}

Slovenščina

O datasetu

MENTHOS-SID je multi-label dataset za detekcijo občutljivih informacij (SID). Posamezen vzorec lahko vsebuje nič, eno ali več vrst občutljivih podatkov.

Izvorni podatki

Obdelava

  • Vhodni datoteki se združita.
  • Razdelitev 70% train, 15% validation, 15% test.
  • Posebnega uravnoteženja razredov (downsampling) ni. To pomeni, da frekvence oznak ostanejo naravno neenakomerne pri multi-label ciljih.

Shema

  • Besedilni stolpec: data
  • Multi-label stolpci:
    • si_address
    • si_bank_acct
    • si_credit_card
    • si_email
    • si_govt_id
    • si_name
    • si_password
    • si_phone_num
    • si_secret_keys
    • si_user

Delitve in število oznak

Pripravljene train, validation in test delitve so vključene v izdajo nabora podatkov.

label train (n=2800) val (n=600) test (n=600)
si_address 263 68 63
si_bank_acct 285 62 43
si_credit_card 269 67 67
si_email 288 41 60
si_govt_id 252 56 83
si_name 306 59 43
si_password 304 60 72
si_phone_num 282 71 59
si_secret_keys 277 56 65
si_user 269 52 58

Tabela zgoraj prikazuje število pozitivnih oznak po splitih.

Citiranje 

@misc{borovic_li-dobnik_kranjec_ferme_2026,
  title        = {MENTHOS-dataset-sid},
  author       = {Borovic, Li Dobnik, Kranjec, Ferme},
  year         = {2026},
  publisher    = {Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/LHRS-UM-FERI/MENTHOS-dataset-sid}}
}
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