Dongosolo la Synthetic Data

Pangani zidziwitso zopanga kuti mutsanzire zochitika zenizeni kapena zomwe mukuzifuna pogwiritsa ntchito malamulo ofotokozedweratu ndi zopinga

graph data synthetic data

Chiyambi cha Dongosolo Lotengera Synthetic Data

Kodi Rule Based Synthetic Data ndi chiyani?

Pangani data yopangidwa motengera malamulo ndi zoletsa zomwe zafotokozedwa kale, ndicholinga chotengera zomwe zikuchitika padziko lapansi kapena kutengera zochitika zinazake.

Nchifukwa chiyani mabungwe amagwiritsa ntchito deta yopangidwa ndi malamulo?

Dongosolo lopangidwa ndi malamulo limatanthawuza njira yopangira data yongopeka kapena yofananira yomwe imatsatira malamulo ndi zoletsa (zamalonda). Njirayi imaphatikizapo kufotokozera ndondomeko, zikhalidwe, ndi maubwenzi kuti apange deta yopangira. Zifukwa zomwe mabungwe amagwiritsira ntchito Rule Based Synthetic Data:

Pangani Data kuchokera poyambira

Zikakhala kuti deta ili yochepa kapena mulibe deta, kufunikira kwa deta yoyimira kumakhala kofunika kwambiri popanga ntchito zatsopano. Zopangira zozikidwa pamalamulo zimatheketsa kutulutsa deta kuyambira pachiyambi, kupereka deta yofunikira kwa oyesa ndi opanga.

Limbikitsani deta

Dongosolo lopanga malamulo limatha kulemeretsa deta popanga mizere yotalikirapo ndi/kapena mizati. Itha kugwiritsidwa ntchito kupanga mizere yowonjezerapo kuti mupange ma dataset akuluakulu mosavuta komanso moyenera. Kuphatikiza apo, data yopangidwa ndi Rule ingagwiritsidwe ntchito kukulitsa deta ndikupanga mizati yatsopano yomwe ingadalire mizati yomwe ilipo.

Kusinthasintha ndi makonda

Njira yokhazikitsidwa ndi malamulo imapereka kusinthasintha ndi kusinthika kuti zigwirizane ndi mitundu yosiyanasiyana ya deta ndi mapangidwe, zomwe zimathandiza kugwirizanitsa kwathunthu deta yopangira malinga ndi zosowa zenizeni. Munthu akhoza kupanga malamulo kuti ayese zochitika zosiyanasiyana, zomwe zimapangitsa kukhala njira yosinthika yopangira deta.

Kuyeretsa deta

Dongosolo lokhazikitsidwa ndi malamulo limathandizira kuyeretsa deta popanga deta kutsatira malamulo omwe adafotokozedwatu, kukonza zosagwirizana, kudzaza zikhalidwe zomwe zikusowa, ndikuchotsa zolakwika, kuonetsetsa kuti kukhulupirika ndi mtundu wa dataset zimasungidwa. Izi zimathandiza ogwiritsa ntchito kukhala ndi data yokhala ndi mtundu wapamwamba kwambiri.

Zazinsinsi ndi Zachinsinsi

Kupanga zidziwitso zozikidwa pamalamulo ndikothandiza makamaka pazochitika zomwe zenizeni zamunthu sizingagwiritsidwe ntchito chifukwa chazinsinsi kapena zoletsa zamalamulo. Popanga deta yopangira ngati njira ina, mabungwe amatha kuyesa ndikukula popanda kusokoneza zidziwitso zachinsinsi.

graph data synthetic data

Kodi muli ndi mafunso alionse?

Lankhulani ndi mmodzi wa akatswiri athu

Kodi munthu angapange bwanji Rule Based Synthetic Data ndi Syntho?

Pulatifomu yathu imathandizira kupanga Rule Based Synthetic Data kudzera pa Calculated Column ntchito. Ntchito zowerengetsera za Mgawo zitha kugwiritsidwa ntchito pochita zinthu zingapo pazambiri ndi magawo ena, kuyambira masamu osavuta kupita ku mawerengero ovuta komanso ovuta. Kaya mukusonkhanitsa manambala, kuchotsa magawo amasiku, kuwerengera ma avareji, kapena kusintha mawu, ntchitozi zimapereka kusinthasintha kuti mupange zomwe mukufuna.

Konzani malamulo abizinesi mosavuta kuti mupange data yopangira molingana

Nazi zitsanzo zopangira Rule Based Synthetic Data ndi ntchito zathu Zowerengera:

  • Kuyeretsa ndi Kusintha kwa Data: Chotsani mwachangu ndikusintha data, monga kudula malo oyera, kusintha casing ya mawu, kapena kusintha mawonekedwe amasiku.
  • Kuwerengera Zowerengera: Chitani ziwerengero monga ma avareji, kusiyanasiyana, kapena masinthidwe okhazikika kuti mupeze chidziwitso kuchokera kumagulu a data.
  • Zochita Zomveka: Gwiritsani ntchito mayeso omveka pa data kuti mupange mbendera, zizindikiro, kapena kusefa ndi kugawa deta potengera zomwe mukufuna.
  • Ntchito za Masamu: Chitani ntchito zosiyanasiyana zamasamu, zomwe zimathandizira kuwerengetsa zovuta monga kuwerengera ndalama kapena kuwerengera zaukadaulo.
  • Kusintha Malemba ndi Tsiku: Chotsani kapena sinthani magawo a malemba ndi madeti, zomwe zimakhala zothandiza kwambiri pokonzekera lipoti kapena kusanthula kwina.
  • Kuyerekeza kwa data: kupanga deta potsatira kugawa kwina, osachepera, pazipita, mtundu wa deta ndi zina zambiri.

syntho guide chivundikiro

Sungani kalozera wanu wazinthu zopangira tsopano!