Pangani data yopangidwa motengera malamulo ndi zoletsa zomwe zafotokozedwa kale, ndicholinga chotengera zomwe zikuchitika padziko lapansi kapena kutengera zochitika zinazake.
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:
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.
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.
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.
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.
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.
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.
Nazi zitsanzo zopangira Rule Based Synthetic Data ndi ntchito zathu Zowerengera: