{"id":36155,"date":"2019-10-31T22:09:53","date_gmt":"2019-10-31T19:09:53","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kachestvo-dannyh-v-hranilishhe\/"},"modified":"2019-10-31T22:09:53","modified_gmt":"2019-10-31T19:09:53","slug":"kachestvo-dannyh-v-hranilishhe","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/kachestvo-dannyh-v-hranilishhe","title":{"rendered":"Cil\u00ebsia e t\u00eb dh\u00ebnave n\u00eb depot","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Cil\u00ebsia e t\u00eb dh\u00ebnave n\u00eb depo \u00ebsht\u00eb nj\u00eb kusht i r\u00ebnd\u00ebsish\u00ebm p\u00ebr t\u00eb marr\u00eb informacion t\u00eb vlefsh\u00ebm. Cil\u00ebsia e dob\u00ebt \u00e7on n\u00eb nj\u00eb reagim zinxhir negativ n\u00eb afat t\u00eb gjat\u00eb.<br \/>\nFillimisht humbet besimi n\u00eb informacionin e ofruar. Njer\u00ebzit fillojn\u00eb t\u00eb p\u00ebrdorin m\u00eb pak aplikacionet Business Intelligence, potenciali i aplikacioneve mbetet i pamarr\u00eb parasysh.<br \/>\nSi pasoj\u00eb, vihen n\u00eb pik\u00ebpyetje investimet e m\u00ebtejshme n\u00eb projektin analitik.<\/p>\n<h4>P\u00ebrgjegj\u00ebsia p\u00ebr cil\u00ebsin\u00eb e t\u00eb dh\u00ebnave<\/h4>\n<p>\nAspekti i lidhur me p\u00ebrmir\u00ebsimin e cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave \u00ebsht\u00eb mega i r\u00ebnd\u00ebsish\u00ebm n\u00eb projektet BI. Megjithat\u00eb, ai nuk \u00ebsht\u00eb privilegj vet\u00ebm i specialist\u00ebve teknik\u00eb.<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nCil\u00ebsin\u00eb e t\u00eb dh\u00ebnave e ndikon gjithashtu aspekte t\u00eb tilla si<\/p>\n<p><b>Kultura korporative<\/b><\/p>\n<ul>\n<li>A jan\u00eb punonj\u00ebsit vet\u00eb t\u00eb interesuar n\u00eb prodhimin e cil\u00ebsis\u00eb s\u00eb mir\u00eb?<\/li>\n<li>N\u00ebse jo, at\u00ebher\u00eb pse? Ndoshta ka nj\u00eb konflikt interesi.<\/li>\n<li>Ndoshta ka rregulla korporative q\u00eb p\u00ebrcaktojn\u00eb p\u00ebrgjegj\u00ebsit\u00eb p\u00ebr cil\u00ebsin\u00eb?<\/li>\n<\/ul>\n<p>\n<b>Proceset<\/b><\/p>\n<ul>\n<li>Cilat t\u00eb dh\u00ebna krijohen n\u00eb fund t\u00eb k\u00ebtyre zinxhir\u00ebve?<\/li>\n<li>Ndoshta sistemet operuese jan\u00eb tjet\u00ebrsoj t\u00eb konfiguruara, aq sa duhet \"t\u00eb manipulojn\u00eb\" p\u00ebr t\u00eb reflektuar k\u00ebt\u00eb apo at\u00eb situat\u00eb n\u00eb realitet.<\/li>\n<li>A i kryejn\u00eb sistemet operuese vet\u00eb verifikimin dhe krahasimin e t\u00eb dh\u00ebnave?<\/li>\n<\/ul>\n<p>\nT\u00eb gjith\u00eb n\u00eb organizat\u00eb jan\u00eb p\u00ebrgjegj\u00ebs p\u00ebr cil\u00ebsin\u00eb e t\u00eb dh\u00ebnave n\u00eb sistemet raportuese.<\/p>\n<h4>Definimi dhe kuptimi<\/h4>\n<p>\nCil\u00ebsia \u00ebsht\u00eb konfirmimi i plot\u00ebsimit t\u00eb pritshm\u00ebrive t\u00eb klientit.<\/p>\n<p>Por cil\u00ebsia e t\u00eb dh\u00ebnave nuk p\u00ebrmban nj\u00eb definicion t\u00eb sakt\u00eb. Ajo gjithmon\u00eb pasqyron kontekstin e p\u00ebrdorimit. Depo e t\u00eb dh\u00ebnave dhe sistemi BI kryejn\u00eb q\u00ebllime t\u00eb ndryshme se sa sistemi operativ nga ku jan\u00eb marr\u00eb t\u00eb dh\u00ebnat.<\/p>\n<p>P\u00ebr shembull, n\u00eb sistemin operativ atributi i klientit mund t\u00eb jet\u00eb nj\u00eb fush\u00eb jo e detyrueshme. N\u00eb depo, ky atribut mund t\u00eb p\u00ebrdoret si p\u00ebrmas\u00eb dhe plot\u00ebsimi i tij \u00ebsht\u00eb i obliguesh\u00ebm. Kjo, n\u00eb an\u00ebn tjet\u00ebr, krijon nevoj\u00ebn p\u00ebr t\u00eb mbushur me vlera p\u00ebrkat\u00ebse.<\/p>\n<p>K\u00ebrkesat p\u00ebr depo t\u00eb dh\u00ebnash vazhdimisht ndryshojn\u00eb dhe zakonisht jan\u00eb m\u00eb t\u00eb larta se ato p\u00ebr sistemet operuese. Por mund t\u00eb ndodh\u00eb e kund\u00ebrta, kur n\u00eb depo nuk k\u00ebrkohet ruajtja e informacionit t\u00eb detajuar nga sistemi operativ.<\/p>\n<p>P\u00ebr t\u00eb b\u00ebr\u00eb cil\u00ebsin\u00eb e t\u00eb dh\u00ebnave t\u00eb matshme, standardet e saj duhet t\u00eb p\u00ebrshkruhen. Nj\u00ebsit\u00eb q\u00eb p\u00ebrdorin informacionin dhe numrat p\u00ebr pun\u00ebn e tyre duhet t\u00eb p\u00ebrfshihen n\u00eb procesin e p\u00ebrshkrimit. Rezultati i k\u00ebtij angazhimi mund t\u00eb jet\u00eb nj\u00eb rregull, sipas t\u00eb cilit, me nj\u00eb shikim n\u00eb tabel\u00eb mund t\u00eb thuhet n\u00ebse ka gabim apo jo. Ky rregull duhet t\u00eb formalizohet n\u00eb form\u00ebn e nj\u00eb skripti\/kodi p\u00ebr verifikim t\u00eb m\u00ebvonsh\u00ebm.<\/p>\n<h4>P\u00ebrmir\u00ebsimi i cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave<\/h4>\n<p>\nNuk \u00ebsht\u00eb e mundur t\u00eb pastrohen dhe korrigjohen t\u00eb gjitha gabimet hipotetike gjat\u00eb procesit t\u00eb ngarkimit t\u00eb t\u00eb dh\u00ebnave n\u00eb depo. Cil\u00ebsia e mir\u00eb e t\u00eb dh\u00ebnave mund t\u00eb arrihet vet\u00ebm n\u00ebp\u00ebrmjet nj\u00eb pune t\u00eb ngusht\u00eb t\u00eb t\u00eb gjith\u00eb pjes\u00ebmarr\u00ebsve. Njer\u00ebzit q\u00eb futin t\u00eb dh\u00ebna n\u00eb sistemet operative duhet t\u00eb m\u00ebsojn\u00eb se cilat veprime \u00e7ojn\u00eb n\u00eb gabime.<\/p>\n<p>Cil\u00ebsia e t\u00eb dh\u00ebnave \u00ebsht\u00eb nj\u00eb proces. Fatkeq\u00ebsisht, n\u00eb shum\u00eb organizata nuk ka nj\u00eb strategji p\u00ebr p\u00ebrmir\u00ebsimin e vazhduesh\u00ebm t\u00eb saj. Shum\u00eb e kufizojn\u00eb veten n\u00eb ruajtjen e t\u00eb dh\u00ebnave dhe nuk e shfryt\u00ebzojn\u00eb t\u00eb gjith\u00eb potencialin e sistemeve analitike. Si rregull, gjat\u00eb zhvillimit t\u00eb depozita t\u00eb dh\u00ebnash, 70-80% e buxhetit shpenzohet p\u00ebr realizimin e integrimit t\u00eb t\u00eb dh\u00ebnave. Procesi i kontrollit dhe p\u00ebrmir\u00ebsimit mbetet i pap\u00ebrfunduar, n\u00ebse n\u00eb t\u00eb v\u00ebrtet\u00eb mbetet.<\/p>\n<h4>Mjetet<\/h4>\n<p>\nAplikimi i mjeteve softuerike mund t\u00eb ndihmoj\u00eb n\u00eb procesin e automatizimit t\u00eb p\u00ebrmir\u00ebsimit dhe monitorimit t\u00eb cil\u00ebsis\u00eb s\u00eb t\u00eb dh\u00ebnave. P\u00ebr shembull, ato mund t\u00eb automatizojn\u00eb plot\u00ebsisht kontrollin teknik t\u00eb strukturave t\u00eb depozit\u00ebs: formati i fushave, prania e vlerave t\u00eb parazgjedhura, p\u00ebrputhshm\u00ebria me k\u00ebrkesat e emrave t\u00eb fushave t\u00eb tabelave.<\/p>\n<p>M\u00eb e v\u00ebshtir\u00eb mund t\u00eb jet\u00eb kontrolli i p\u00ebrmbajtjes. Meqen\u00ebse k\u00ebrkesat p\u00ebr depozitat ndryshojn\u00eb, mund t\u00eb ndryshoj\u00eb gjithashtu interpretimi i t\u00eb dh\u00ebnave. Vegla vet\u00eb mund t\u00eb shnd\u00ebrrohet n\u00eb nj\u00eb projekt t\u00eb madh, q\u00eb k\u00ebrkon mb\u00ebshtetje.<\/p>\n<h4>K\u00ebshill\u00eb<\/h4>\n<p>\nBaza t\u00eb dh\u00ebnash relacione, n\u00eb t\u00eb cilat zakonisht projektohen depozitat, kan\u00eb nj\u00eb mund\u00ebsi t\u00eb shk\u00eblqyer p\u00ebr t\u00eb krijuar pamje (views). Ato mund t\u00eb p\u00ebrdoren p\u00ebr nj\u00eb kontroll t\u00eb shpejt\u00eb t\u00eb t\u00eb dh\u00ebnave, n\u00ebse dihen ve\u00e7orit\u00eb e p\u00ebrmbajtjes. \u00c7do rast i gjetjes s\u00eb nj\u00eb gabimi apo problemi n\u00eb t\u00eb dh\u00ebna mund t\u00eb regjistrohet n\u00eb form\u00ebn e nj\u00eb pyetjeje n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave.<\/p>\n<p>K\u00ebshtu do t\u00eb formohet nj\u00eb baz\u00eb njohurish p\u00ebr p\u00ebrmbajtjen. Sigurisht, k\u00ebrkesat e tilla duhet t\u00eb jen\u00eb t\u00eb shpejta. N\u00eb p\u00ebrgjith\u00ebsi, sh\u00ebrbimi i pamjeve merr m\u00eb pak koh\u00eb njer\u00ebzore sesa mjetet e organizuara n\u00eb tabela. Pamja \u00ebsht\u00eb gjithmon\u00eb e gatshme p\u00ebr t\u00eb shfaqur rezultatin e kontrollit.<br \/>\nN\u00eb rastin e raporteve t\u00eb r\u00ebnd\u00ebsishme, pamja mund t\u00eb p\u00ebrmbaj\u00eb nj\u00eb kolon\u00eb me adresat. Ka kuptim q\u00eb t\u00eb p\u00ebrdoret e nj\u00ebjta mjet BI p\u00ebr t\u00eb raportuar mbi cil\u00ebsin\u00eb e t\u00eb dh\u00ebnave n\u00eb depo.<\/p>\n<h4>Shembulli<\/h4>\n<p>\nK\u00ebrkesa \u00ebsht\u00eb shkruar p\u00ebr baz\u00ebn Oracle. N\u00eb k\u00ebt\u00eb shembull, testet kthejn\u00eb nj\u00eb vler\u00eb numerike q\u00eb mund t\u00eb interpretohet si\u00e7 duhet. Vlerat T_MIN dhe T_MAX mund t\u00eb rregullojn\u00eb nivelin e alarmit. Fusha REPORT dikur ishte p\u00ebrdorur si mesazh n\u00eb nj\u00eb produkt komercial ETL, i cili nuk dinte t\u00eb d\u00ebrgonte email-e si\u00e7 duhet, dhe prandaj rpad \u00ebsht\u00eb nj\u00eb 'patch'.<\/p>\n<p>N\u00eb rastin e nj\u00eb tabele t\u00eb madhe, mund t\u00eb shtoni, p\u00ebr shembull, AND ROWNUM &lt;= 10, pra n\u00ebse ka pasur 10 gabime, kjo \u00ebsht\u00eb e mjaftueshme p\u00ebr alarm.<\/p>\n<pre><code class=\"sql\">CREATE OR REPLACE VIEW V_QC_DIM_PRODUCT_01 AS\nSELECT\n  CASE WHEN OUTPUT&gt;=T_MIN AND OUTPUT&lt;=T_MAX\n  THEN &#039;OK&#039; ELSE &#039;ERROR&#039; END AS RESULT,\n  DESCRIPTION,\n  TABLE_NAME, \n  OUTPUT, \n  T_MIN,\n  T_MAX,\n  rpad(DESCRIPTION,60,&#039; &#039;) || rpad(OUTPUT,8,&#039; &#039;) || rpad(T_MIN,8,&#039; &#039;) || rpad(T_MAX,8,&#039; &#039;) AS REPORT\nFROM (-- Testi vet\u00eb\n  SELECT\n    &#039;DIM_PRODUCT&#039; AS TABLE_NAME,\n    &#039;Numri i boshll\u00ebqeve&#039; AS DESCRIPTION,\n    COUNT(*) AS OUTPUT,\n    0 AS T_MIN,\n    10 AS T_MAX\n  FROM DIM_PRODUCT\n  WHERE DIM_PRODUCT_ID != -1 -- jo vlera e paracaktuar\n  AND ATTRIBUTE IS NULL ); -- numri i boshll\u00ebqeve\n<\/code><\/pre>\n<p>\n<i>N\u00eb publikim jan\u00eb p\u00ebrdorur materiale nga libri<br \/>\nRonald Bachmann, Dr. Guido Kemper<br \/>\nDalja nga rrethi BI<br \/>\nSi Inteligjenca e Biznesit b\u00ebhet e suksesshme<\/i><br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/459682\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0430\u0436\u043d\u043e\u0439 \u043f\u0440\u0435\u0434\u043f\u043e\u0441\u044b\u043b\u043a\u043e\u0439 \u043a \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044e \u0446\u0435\u043d\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u041f\u043b\u043e\u0445\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0432\u0435\u0434\u0451\u0442 \u043a \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0446\u0435\u043f\u043d\u043e\u0439 \u0440\u0435\u0430\u043a\u0446\u0438\u0438 \u0432 \u0434\u043e\u043b\u0433\u043e\u0441\u0440\u043e\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u0435. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u041b\u044e\u0434\u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442 \u043c\u0435\u043d\u044c\u0448\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Business Intelligence 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\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0439 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-36155","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0430\u0436\u043d\u043e\u0439 \u043f\u0440\u0435\u0434\u043f\u043e\u0441\u044b\u043b\u043a\u043e\u0439 \u043a \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044e \u0446\u0435\u043d\u043d\u043e\u0439 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