{"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\/lv\/blog\/administrirovanie\/kachestvo-dannyh-v-hranilishhe","title":{"rendered":"Datu kvalit\u0101te glab\u0101tuv\u0113","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Datu kvalit\u0101te glab\u0101tuv\u0113 ir svar\u012bgs nosac\u012bjums v\u0113rt\u012bgas inform\u0101cijas ieg\u016b\u0161anai. Slikt\u0101 kvalit\u0101te rada negat\u012bvu \u0137\u0113des reakciju ilgtermi\u0146\u0101.<br \/>\nVispirms tiek zaud\u0113ta uztic\u012bba sniegtajai inform\u0101cijai. Cilv\u0113ki s\u0101k maz\u0101k izmantot Business Intelligence lietojumprogrammas, un to potenci\u0101ls paliek neizmantots.<br \/>\nRezult\u0101t\u0101 tiek ap\u0161aub\u012btas turpm\u0101k\u0101s invest\u012bcijas anal\u012btikas projekt\u0101.<\/p>\n<h4>Atbild\u012bba par datu kvalit\u0101ti<\/h4>\n<p>\nAspekts, kas saist\u012bts ar datu kvalit\u0101tes uzlabo\u0161anu, ir \u0101rk\u0101rt\u012bgi svar\u012bgs BI projektos. Tom\u0113r tas nav tikai tehnisko speci\u0101listu privil\u0113\u0123ija.<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nUz datu kvalit\u0101ti ietekmi atst\u0101j ar\u012b t\u0101di aspekti k\u0101<\/p>\n<p><b>Uz\u0146\u0113muma kult\u016bra<\/b><\/p>\n<ul>\n<li>Vai pa\u0161i darbinieki ir ieinteres\u0113ti ra\u017eot kvalitat\u012bvus produktus?<\/li>\n<li>Ja n\u0113, tad k\u0101p\u0113c? Varb\u016bt past\u0101v intere\u0161u konflikts.<\/li>\n<li>Varb\u016bt ir uz\u0146\u0113muma noteikumi, kas nosaka atbild\u012bg\u0101s personas par kvalit\u0101ti?<\/li>\n<\/ul>\n<p>\n<b>Procesi<\/b><\/p>\n<ul>\n<li>K\u0101di dati tiek rad\u012bti \u0161o \u0137\u0113\u017eu beig\u0101s?<\/li>\n<li>Varb\u016bt oper\u0113t\u0101jsist\u0113mas ir konfigur\u0113tas t\u0101, ka ir j\u0101\u201eizliekas\u201d par k\u0101du situ\u0101ciju re\u0101laj\u0101 dz\u012bv\u0113.<\/li>\n<li>Vai oper\u0113t\u0101jsist\u0113mas pa\u0161i veic datu p\u0101rbaudi un sal\u012bdzin\u0101\u0161anu?<\/li>\n<\/ul>\n<p>\nPar datu kvalit\u0101ti zi\u0146ojumu sist\u0113m\u0101s ir atbild\u012bgi visi organiz\u0101cij\u0101.<\/p>\n<h4>Defin\u012bcija un noz\u012bme<\/h4>\n<p>\nKvalit\u0101te ir apstiprin\u0101ta klienta cer\u012bbu apmierin\u0101\u0161ana.<\/p>\n<p>Bet datu kvalit\u0101te nesatur sev\u012b noteikumu. T\u0101 vienm\u0113r atspogu\u013co izmanto\u0161anas kontekstu. Datu glab\u0101tuve un BI sist\u0113ma veic citas funkcijas nek\u0101 oper\u0113t\u0101jsist\u0113ma, no kuras dati ir \u0146emti.<\/p>\n<p>Piem\u0113ram, oper\u0113t\u0101jsist\u0113m\u0101 klienta atrib\u016bts var b\u016bt neoblig\u0101ts lauks. Glab\u0101tuv\u0113 \u0161is atrib\u016bts var tikt izmantots k\u0101 dimensija, un t\u0101 aizpild\u012b\u0161ana ir oblig\u0101ta. Tas, savuk\u0101rt, rada nepiecie\u0161am\u012bbu aizpild\u012bt ar noklus\u0113juma v\u0113rt\u012bb\u0101m.<\/p>\n<p>Datu glab\u0101tuvju pras\u012bbas past\u0101v\u012bgi main\u0101s, un parasti t\u0101s ir augst\u0101kas nek\u0101 oper\u0113t\u0101jsist\u0113m\u0101m. Bet var b\u016bt ar\u012b pret\u0113ji, kad glab\u0101tuv\u0113 nav nepiecie\u0161ams saglab\u0101t detaliz\u0113tu inform\u0101ciju no oper\u0113t\u0101jsist\u0113mas.<\/p>\n<p>Lai padar\u012btu datu kvalit\u0101ti izm\u0113r\u0101mu, ir j\u0101nosaka t\u0101s standarti. Cilv\u0113ki, kas izmanto inform\u0101ciju un skait\u013cus sav\u0101 darb\u0101, j\u0101iesaista apraksta proces\u0101. \u0160\u012bs iesaistes rezult\u0101t\u0101 var rasties noteikums, saska\u0146\u0101 ar kuru, vien\u0101 skatien\u0101 uz tabulu var noteikt, vai ir k\u013c\u016bda vai nav. \u0160o noteikumu nepiecie\u0161ams noform\u0113t k\u0101 skriptu\/kodu turpm\u0101kai verifik\u0101cijai.<\/p>\n<h4>Datu kvalit\u0101tes uzlabo\u0161ana<\/h4>\n<p>\nNav iesp\u0113jams not\u012br\u012bt un labot visas hipot\u0113tisk\u0101s k\u013c\u016bdas datu iel\u0101d\u0113\u0161anas proces\u0101 noliktav\u0101. Labas kvalit\u0101tes datus var sasniegt tikai cie\u0161\u0101 sadarb\u012bb\u0101 starp visiem iesaist\u012btajiem. Cilv\u0113kiem, kuri ievada datus oper\u0113t\u0101jsist\u0113m\u0101s, j\u0101saprot, k\u0101das darb\u012bbas noved pie k\u013c\u016bd\u0101m.<\/p>\n<p>Datu kvalit\u0101te ir process. Diem\u017e\u0113l daudz\u0101s organiz\u0101cij\u0101s nav strat\u0113\u0123ijas t\u0101s past\u0101v\u012bgai uzlabo\u0161anai. Daudzi ierobe\u017eo sevi tikai ar datu saglab\u0101\u0161anu un neizmanto visu anal\u012btisko sist\u0113mu potenci\u0101lu. Parasti datu noliktavu izstr\u0101des proces\u0101 70-80% bud\u017eeta aiziet datu integr\u0101cijas \u012bsteno\u0161anai. Kontroles un uzlabo\u0161anas process paliek nepabeigts, ja visp\u0101r paliek.<\/p>\n<h4>R\u012bki<\/h4>\n<p>\nProgrammat\u016bras r\u012bku izmanto\u0161ana var pal\u012bdz\u0113t automatiz\u0113t datu kvalit\u0101tes uzlabo\u0161anas un uzraudz\u012bbas procesu. Piem\u0113ram, ar to pal\u012bdz\u012bbu var piln\u012bb\u0101 automatiz\u0113t tehnisko strukt\u016bru p\u0101rbaudi noliktav\u0101: lauku form\u0101ta, noklus\u0113juma v\u0113rt\u012bbu kl\u0101tb\u016btne, atbilst\u012bba tabulu lauku nosaukumu pras\u012bb\u0101m.<\/p>\n<p>Gr\u016bt\u0101k var b\u016bt ar satura p\u0101rbaudi. \u0145emot v\u0113r\u0101, ka pras\u012bbas attiec\u012bb\u0101 uz noliktavu main\u0101s, var main\u012bties ar\u012b datu interpret\u0101cija. R\u012bks pats var k\u013c\u016bt par milz\u012bgu projektu, kas prasa atbalstu.<\/p>\n<h4>Padoms<\/h4>\n<p>\nRel\u0101ciju datu b\u0101zes, kur\u0101s parasti projekt\u0113 noliktavas, ir iev\u0113rojama sp\u0113ja veidot skatus (views). Tos var izmantot, lai \u0101tri p\u0101rbaud\u012btu datus, ja zina, k\u0101das ir satura \u012bpatn\u012bbas. Katru datu k\u013c\u016bdas vai probl\u0113mas gad\u012bjumu var fiks\u0113t k\u0101 vaic\u0101jumu datu b\u0101zei.<\/p>\n<p>T\u0101d\u0113j\u0101di tiks izveidota zin\u0101\u0161anu b\u0101ze par saturu. Protams, \u0161\u0101di piepras\u012bjumi j\u0101izpilda \u0101tri. Parasti skat\u012bjumu apkalpo\u0161ana prasa maz\u0101k cilv\u0113ku laika nek\u0101 instrumenti, kas organiz\u0113ti tabul\u0101s. Skat\u012bjums vienm\u0113r ir gatavs par\u0101d\u012bt p\u0101rbaudes rezult\u0101tu.<br \/>\nSvar\u012bgu zi\u0146ojumu gad\u012bjum\u0101 skat\u012bjumam var b\u016bt kolonna ar adres\u0101tu. J\u0113dz\u012bgi ir izmantot tos pa\u0161us BI l\u012bdzek\u013cus, lai izveidotu zi\u0146ojumus par datu kvalit\u0101tes st\u0101vokli noliktav\u0101.<\/p>\n<h4>uzbrukumam<\/h4>\n<p>\nPiepras\u012bjums ir rakst\u012bts Oracle datu b\u0101zei. \u0160aj\u0101 piem\u0113r\u0101 testi atgrie\u017e skaitlisku v\u0113rt\u012bbu, ko var atbilsto\u0161i interpret\u0113t. Ar T_MIN un T_MAX v\u0113rt\u012bb\u0101m var regul\u0113t satraukuma l\u012bmeni. Lauks REPORT k\u0101dreiz tika izmantots k\u0101 zi\u0146ojums komerci\u0101laj\u0101 ETL produkt\u0101, kas neprotot nos\u016bt\u012bt e-pastus adekv\u0101ti, t\u0101d\u0113\u013c rpad - tas ir \"\u0137\u0113riens\".<\/p>\n<p>Lielas tabulas gad\u012bjum\u0101 var pievienot, piem\u0113ram, AND ROWNUM &lt;= 10, t.i., ja ir izveidoju\u0161\u0101s 10 k\u013c\u016bdas, tad t\u0101 ir pietiekama, lai rad\u012btu satraukumu.<\/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 (-- Tests pats\n  SELECT\n    &#039;DIM_PRODUCT&#039; AS TABLE_NAME,\n    &#039;Neaizpild\u012bto skaits&#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 -- ne noklus\u0113juma v\u0113rt\u012bba\n  AND ATTRIBUTE IS NULL ); -- skaita neaizpild\u012btos\n<\/code><\/pre>\n<p>\n<i>Public\u0113\u0161an\u0101 izmantoti gr\u0101matas materi\u0101li<br \/>\nRonald Bachmann, Dr. Guido Kemper<br \/>\nIzv\u0113rsieties no BI slazda<br \/>\nK\u0101 biznesa inteli\u0123ence k\u013c\u016bst par pan\u0101kumu<\/i><br \/>\n<br \/>Avots: <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 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435 \u0432\u043e\u0441\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u043d\u044b\u043c. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435, \u043f\u043e\u0434 \u0432\u043e\u043f\u0440\u043e\u0441 \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0435 \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438 \u0432 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442. \u041e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0437\u0430 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0410\u0441\u043f\u0435\u043a\u0442, \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 5.0.5 - 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 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