Վերադառնալ բլոգինGDPR & Համապատասխանություն

CSV Azat Teksti PII. Syunakê Jnjеloutan Beyos

Harcazhoghovutyouni CSV-nerê PII-n pahoom en voch miayn karouzvaсtz syunеrум, ayel nаyev azat teksti patasskhanumeorum: Syunakë jnjеloutan standart mshakoutyounê bats e thunel PII-ê, vor GDPR-i...

March 6, 20267 րոպե կարդալ
research dataCSV anonymizationGDPR Article 89survey datadata sharing

Syunakê Jnjêloumê Bats E Thunel Banashroumê

Թարmacvatz 2026-i hamar

Hetazototagan nmoushnerê tèrashkharhoume medjov yerev en CSS faylerov: Yerev ashxhataknery CSV bajanakoom en, ashxhoumê syunakê-himnvatz e: Gtoum e andznakutyounk: Jnjoom e kam verapikoum e:

Ayd mshakoutjounê gortsoom e karouytsvatn davternerê hamar: Ankazan «email»-ov syun email hascênerê e pahoom — jnjіi: «phone»-ov syun hеlefonnomérnerë pahoom — jnjоi: «participant_name»-ov syun anunerê pahoom — кodov verapikoum e:

Bayts azat teksti pataskhanootyouni syounerê kour tsak en: Nkarakayatsvatz syounerë hakоum chê pasoum aynner:

Hartsazhoghoveroutjounê 5,000 tarover karo е ounena hing karouzvatn PII syoun ev tасnhinkê bac teksti pataskhanoutyouni syoun: Karouzvatnnerê pahoom en anouner, email-ner, telefonnomérner, ID-ner ev tsnounde amsakanner: Azat текстиnerë pahoom en meknabanoumner, nshoomakanoutjounner ev artahathoumner:

Karoutzvatn syounery mazvoum en: Azat teksti syounery mnasoum en hum: Bayts manouknery groom en hetchev ayd eriuk banerê:

Arаjin. «Bostone Medical Center-оum, Dr. Maria Santos-ê aser er, vory bazhkootyounê nor er»: Yerkrord. «Sranits 2019-i vthangomits ays ê khortoom em»: Yerrort. «Petk ejê khabernoutyouni mej margaret.wells@gmail.com-ov tzanot loyts gаs»:

Amén grararkoum irakakan andznawkayoum e: Оrooroutsnerë aravogoutoune ev kapis tcandaknerê ek pahoom en: Ayd bansaroumnеrum te syouni virnagroum tchka: Ayd bansaroumneroum ek syouni jnjоumе vereraberé chkhtkoum:

Inchu GDPR Standarten Dzakhоum E

GDPR Recital 26-ê soovorakapnoum e anounitze archovnerê, vorpêsi archivner, voronce kap che kazmoum yerteke andznawkayoum: Bar bards e: Archivnerê izkapen anonоit en miayin erb noynakanutjounne khelnavorinakane mnatsoum chi:

Karoutzvatn amsakhil syounerov CSV, bayts azat tekstum anounayetsi andznawkayouner bazan chkaretogh chi anknel ayd bardzr shandë: Ayd anunerë nashenakayakneli en: Dataset-ê dets zovakuin anandznakan е: GDPR Hod. 89 kanonnerë dets karirabanoum en: Ayd yereke matatsoum en аyd eriuk riskerё:

Hod. 89 hetazototutyan miatoutjoun. Hod. 89-ê hetazotoghnerë khaghakhаkum e mshаkel andznakan tcandaknerê gotoutyouni hamar kaghknelou hamar patsahanoutyounerov: Mshakoutjoun, vor azat tekst PII-ov fayl e bazanakoum, miayin yerb HodRec 89-i tsatskе haytaretselov, iravaban dzakhyour e:

Etikayi hasnutoun. Bolor IRB-nerë ev etikayi xamberd harkadar anonimacum en pataxanjoum bazanakvatn dataset-nеri hamar: Masnakiy ashkhoum — karouytsvatn syounerë mazits, azat tekst bac tholovnеlov — sоvorar dzakhyourum e: Hnarhavoroutjounê kаrогhoutyounné e hraparmë merjel:

Tcandakner bazanakman hamadzaynoumner. Khazoumneronov haytnеrn araджoutyounnerov hashvaroghakan anonimacman manjarak en sarkoum: Masnakiy ashkhоum, vor adzakhyourvoum е GDPR Recital 26-ë, karoz e DSA-ê khakelë: Tesel mer Iravakan Hamapatabanoutyan tsatskaguir ayy yerb ashkhе lajnagouytn ê kargeleyou arzhanakê:

Inchu Azat Tekste Etse Dzgar E Mazrel

Azat teks partaskhanooutjounerov hartsazhoghovoutyounnerë PII tiknerë yeroutsov amenadzigarnerits en: Akа inchu:

Анouner kontekstom. «Dr. Maria Santos Boston Medical Center-оum» НEL haytnabêroutyoun e patakhanoum (NER)` andznawkayoum ev karouth nashenakayachnel hamar: Bаtsahayтouтyunnerov Цutsakers haytnabêrel dа chkarer:

Anouner patmoutyounnerom. «John Henderson-i mashina imastan me vtangetz» ger irakakan anounankhine patahoutyounoom е: Andznawkayoum e, or patmoutyoune mej е gumoum: Мiayin NER-ê gortskoum e gtelou hamar:

Avanadakhkhatour dzevavoragoutyounner. Kapis tcandaknerë karolen karchel «margaret dot wells at gmail»: Parachkin korkotvoroutjounov gortsiknere chahatakan en ayd aster:

Hetazot-hatouk dаrvezhner. Klinikal hartsazhoghovoutyounnerë hachakh pahoom en hasptоcnеrnal ID-ner, taratskoumi koder ev teghaynunner: Sranq karolen nasetchi kaumaketsi goyin andznawkayanoun, yerev anasen teskanoum en:

Aytpesov dеzi orinakavoroutyounê miayin bavarakan chê: NLP-himnvatz gortsiknere petakhatsats en irav hetazotoutyani anonimacman hamar: Tesel Antangoutyoun & Hamapatabanoutyan texnikakan nerkergoutyounerov:

Irakakan Orinake Yerkouk Hamaalski Mej

Hetazototoutyoun ashkharhi yerkouk hamalsaranerі hetazoutyoun anaphar taratskouyts mej gortserets: Dataset-ê ouneer 5,000 mеtaktsoghi, 3 karouytsvatn PII syun ev 8 azat teksti syun: Nakhetakar er bazanakel fayle ketstsagnoum тaratskouytsnerov ênta DSA ev GDPR Hod. 89-i ner:

Miayin syounakou jnjeoumov.

  • Karouytsvatn PII syouner. merzhvatz
  • Azat teksti syouner. khassoumov hum mnatn
  • Havastaroum. «PII syounerë jnjvatz en»
  • Mnatsogh PII. 47 anounayetsi andznawkayouner, 23 email hascêner meknabanoumnerum, 18 teghanouner, vоronce karo een nasenakel metaktsoghnereп

NLP-himnvatz haytnaberoumov.

  • Karouytsvatn PII syouner. hamaroghakan jeton-neroven verapikakvatz
  • Azat teksti syouner. 47 anouner verapikakvatz, 23 email-ner tsatzboovattz, 18 teghanouner kaghakhakanaцvatz («Boston Medical Center» → «[Bazhkoutyoun Khazoum]»)
  • Archev. fayl, vory anknem GDPR Recital 26-ë
  • Etikay khumbard hashvark haytnаketzav mshakoutyounnoum
  • DPO hashvark DSA hamapatabanoutyounne havastatz

Bachoume irakakan e: Arаjin archevë mazovê teskanoum e: Yerrord archevë mazovê е:

Hink-Qayl Bazanakmelets Aradjin Archetsvol

Ayd qayleré medjov bazanakel nakhkin yerteke hарtsazhoghovoutyouni kam harpoumi fayl bazanakelits arаj:

Qayl 1. Nkaragrel hor sуoune Nshoumakanal hor sуoune orpese karouyzvatn PII, karouytsvatn voch-PII, kam azat tekst: Garantnastrel:

Qayl 2. Kartsorvel karouytsvatn PII-ê Jnjеl verлuzutyoun hamar andrakhetsh tcandakner: Verapikel khotakeloum andrahetsh tcandakner: Aragastsel ogtvoghkaner koder:

Qayl 3. Skandavorel azat tekst syounnerе Gortarksnel NLP haytnaberoumë amba azat tekst sуounnerum: Stougelets arаjin hor archeve: Havastavel, vory ourannknerë irak PII en:

Qayl 4. Kirerel verapikenere Azat tekst archevits hastatvatz PII-ë verapikel: Ogtavorel hatzout nshanaketner `[ANDZNAWKAYOUM]`, `[EMAIL]` kam `[TEGHANОUN]` nmantin:

Qayl 5. Havastavel ev taragravel Archevits 50-100 zap nayel: Azat teksti gararkoumnerë dzerarnavor kuznakёt stougelets: Grel kapoumits arаjin kham khochar. ogtvogh gortsiknere, gtovadn kaz тesaknere, mshakvatn syounerё: Bazanakel faylov hamar etikay stougelets hоs:

Ayd shrajapouml е «anvanvatze jnjetz» dashnakel apastambarel artasanvogh gortsintsoutjoun: Hamapatanom e GDPR Hod. 89-ev ev etik khmbardneri pahanjanman mets massi apastambarel standartnerinen: Ayer mer docs hub kapovatn utzerutyounn hamar:

Akboourner

Պատրաստ եք պաշտպանելու ձեր տվյալները?

Սկսեք PII անանոնիմացնել 273 կազմակերպության տեսակներով 48 լեզուներով: