{"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\/cs\/blog\/administrirovanie\/kachestvo-dannyh-v-hranilishhe","title":{"rendered":"Kvalita dat ve skladov\u00e1n\u00ed","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Kvalita dat v \u00falo\u017ei\u0161ti je d\u016fle\u017eit\u00fdm p\u0159edpokladem pro z\u00edsk\u00e1n\u00ed cenn\u00fdch informac\u00ed. \u0160patn\u00e1 kvalita vede k negativn\u00edmu \u0159et\u011bzci reakc\u00ed v dlouhodob\u00e9m horizontu.<br \/>\nNejd\u0159\u00edve se ztr\u00e1c\u00ed d\u016fv\u011bra v poskytovan\u00e9 informace. Lid\u00e9 za\u010d\u00ednaj\u00ed m\u00e9n\u011b pou\u017e\u00edvat aplikace Business Intelligence, potenci\u00e1l aplikac\u00ed z\u016fst\u00e1v\u00e1 nedostate\u010dn\u011b vyu\u017eit.<br \/>\nV d\u016fsledku toho se zpochyb\u0148uj\u00ed dal\u0161\u00ed investice do analytick\u00e9ho projektu.<\/p>\n<h4>Odpov\u011bdnost za kvalitu dat<\/h4>\n<p>\nAspekt spojen\u00fd se zlep\u0161en\u00edm kvality dat je nesm\u00edrn\u011b d\u016fle\u017eit\u00fd v projektech BI. Nicm\u00e9n\u011b nen\u00ed privilegium pouze technick\u00fdch specialist\u016f.<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nNa kvalitu dat maj\u00ed vliv tak\u00e9 aspekty jako<\/p>\n<p><b>Korpor\u00e1tn\u00ed kultura<\/b><\/p>\n<ul>\n<li>Zaj\u00edmaj\u00ed se sami zam\u011bstnanci o v\u00fdrobu kvalitn\u00edch dat?<\/li>\n<li>Pokud ne, pro\u010d? M\u016f\u017ee existovat konflikt z\u00e1jm\u016f.<\/li>\n<li>Existuj\u00ed mo\u017en\u00e1 korpor\u00e1tn\u00ed pravidla, kter\u00e1 ur\u010duj\u00ed odpov\u011bdn\u00e9 za kvalitu?<\/li>\n<\/ul>\n<p>\n<b>Procesy<\/b><\/p>\n<ul>\n<li>Jak\u00e1 data se vytv\u00e1\u0159ej\u00ed na konci t\u011bchto \u0159et\u011bzc\u016f?<\/li>\n<li>Mo\u017en\u00e1 jsou opera\u010dn\u00ed syst\u00e9my nastaveny tak, \u017ee je t\u0159eba \"vym\u00fd\u0161let\" zp\u016fsoby, jak odr\u00e1\u017eet ur\u010ditou situaci v realit\u011b.<\/li>\n<li>Prov\u00e1d\u011bj\u00ed opera\u010dn\u00ed syst\u00e9my vlastn\u00ed kontrolu a porovn\u00e1n\u00ed dat?<\/li>\n<\/ul>\n<p>\nZa kvalitu dat v reportingov\u00fdch syst\u00e9mech jsou zodpov\u011bdn\u00ed v\u0161ichni v organizaci.<\/p>\n<h4>Definice a v\u00fdznam<\/h4>\n<p>\nKvalita je potvrzen\u00e9 uspokojen\u00ed o\u010dek\u00e1v\u00e1n\u00ed z\u00e1kazn\u00edka.<\/p>\n<p>Ale kvalita dat neobsahuje v sob\u011b definici. V\u017edy odr\u00e1\u017e\u00ed kontext pou\u017eit\u00ed. Datov\u00e9 \u00falo\u017ei\u0161t\u011b a syst\u00e9m BI pln\u00ed jin\u00e9 c\u00edle ne\u017e opera\u010dn\u00ed syst\u00e9m, odkud jsou data z\u00edsk\u00e1na.<\/p>\n<p>Nap\u0159\u00edklad v opera\u010dn\u00edm syst\u00e9mu nemus\u00ed b\u00fdt atribut z\u00e1kazn\u00edka povinn\u00fdm polem. V \u00falo\u017ei\u0161ti m\u016f\u017ee b\u00fdt tento atribut pou\u017e\u00edv\u00e1n jako m\u011b\u0159en\u00ed a jeho vypln\u011bn\u00ed je povinn\u00e9. To n\u00e1sledn\u011b vy\u017eaduje vypln\u011bn\u00ed hodnotami podle defaultu.<\/p>\n<p>Po\u017eadavky na datov\u00e9 \u00falo\u017ei\u0161t\u011b se neust\u00e1le m\u011bn\u00ed a obvykle jsou vy\u0161\u0161\u00ed ne\u017e ty pro opera\u010dn\u00ed syst\u00e9my. M\u016f\u017ee v\u0161ak tak\u00e9 existovat p\u0159\u00edpad, kdy nen\u00ed nutn\u00e9 v \u00falo\u017ei\u0161ti uchov\u00e1vat podrobn\u00e9 informace z opera\u010dn\u00edho syst\u00e9mu.<\/p>\n<p>Aby kvalitativn\u011b vyhodnotit data, je nutn\u00e9 popsat jeho standardy. Lid\u00e9, kte\u0159\u00ed pou\u017e\u00edvaj\u00ed informace a \u010d\u00edsla ve sv\u00e9 pr\u00e1ci, by m\u011bli b\u00fdt zapojeni do procesu popisu. V\u00fdsledkem tohoto zapojen\u00ed m\u016f\u017ee b\u00fdt pravidlo, podle kter\u00e9ho lze na prvn\u00ed pohled na tabulku zjistit, zda do\u0161lo k chyb\u011b \u010di nikoliv. Toto pravidlo by m\u011blo b\u00fdt zpracov\u00e1no ve form\u011b skriptu\/k\u00f3du pro dal\u0161\u00ed ov\u011b\u0159en\u00ed.<\/p>\n<h4>Zlep\u0161en\u00ed kvality dat<\/h4>\n<p>\nNen\u00ed mo\u017en\u00e9 vy\u010distit a opravit v\u0161echny hypotetick\u00e9 chyby v pr\u016fb\u011bhu na\u010d\u00edt\u00e1n\u00ed dat do \u00falo\u017ei\u0161t\u011b. Kvality dat lze dos\u00e1hnout pouze ve spolupr\u00e1ci v\u0161ech z\u00fa\u010dastn\u011bn\u00fdch. Lid\u00e9, kte\u0159\u00ed zad\u00e1vaj\u00ed data do opera\u010dn\u00edch syst\u00e9m\u016f, by m\u011bli zjistit, kter\u00e9 \u010dinnosti vedou k chyb\u00e1m.<\/p>\n<p>Kvalita dat je proces. Bohu\u017eel mnoho organizac\u00ed nem\u00e1 strategii pro jeho neust\u00e1l\u00e9 zlep\u0161ov\u00e1n\u00ed. Mnoz\u00ed se omezuj\u00ed pouze na uchov\u00e1n\u00ed dat a nevyu\u017e\u00edvaj\u00ed pln\u00fd potenci\u00e1l analytick\u00fdch syst\u00e9m\u016f. Obecn\u011b se p\u0159i v\u00fdvoji datov\u00fdch sklad\u016f 70-80 % rozpo\u010dtu vynakl\u00e1d\u00e1 na implementaci datov\u00e9 integrace. Proces sledov\u00e1n\u00ed a zlep\u0161ov\u00e1n\u00ed z\u016fst\u00e1v\u00e1 nedo\u0159e\u0161en\u00fd, pokud v\u016fbec existuje.<\/p>\n<h4>N\u00e1stroje<\/h4>\n<p>\nPou\u017eit\u00ed softwarov\u00fdch n\u00e1stroj\u016f m\u016f\u017ee pomoci v procesu automatizace zlep\u0161en\u00ed a monitorov\u00e1n\u00ed kvality dat. Nap\u0159\u00edklad je lze pln\u011b automatizovat k prov\u00e1d\u011bn\u00ed technick\u00e9 kontroly struktur \u00falo\u017ei\u0161t\u011b: form\u00e1t pol\u00ed, p\u0159\u00edtomnost v\u00fdchoz\u00edch hodnot, shoda s po\u017eadavky n\u00e1zv\u016f pol\u00ed tabulek.<\/p>\n<p>Obt\u00ed\u017en\u011bj\u0161\u00ed m\u016f\u017ee b\u00fdt kontrola obsahu. Jakmile se po\u017eadavky na \u00falo\u017ei\u0161t\u011b m\u011bn\u00ed, m\u016f\u017ee se tak\u00e9 zm\u011bnit interpretace dat. N\u00e1stroj se s\u00e1m m\u016f\u017ee st\u00e1t obrovsk\u00fdm projektem vy\u017eaduj\u00edc\u00edm \u00fadr\u017ebu.<\/p>\n<h4>Tip<\/h4>\n<p>\nRelational database management systems, in which data warehouses are typically designed, have the wonderful capability of creating views. These can be used for quick data verification if the characteristics of the content are known. Each instance of finding an error or issue in the data can be recorded as a query to the database.<\/p>\n<p>T\u00edmto zp\u016fsobem bude vytvo\u0159ena z\u00e1kladna znalost\u00ed o obsahu. Samoz\u0159ejm\u011b mus\u00ed b\u00fdt tyto dotazy rychl\u00e9. Obvykle trv\u00e1 zpracov\u00e1n\u00ed pohled\u016f m\u00e9n\u011b lidsk\u00e9ho \u010dasu ne\u017e n\u00e1stroj\u016f organizovan\u00fdch v tabulk\u00e1ch. Pohled je v\u017edy p\u0159ipraven zobrazit v\u00fdsledek kontroly.<br \/>\nV p\u0159\u00edpad\u011b d\u016fle\u017eit\u00fdch zpr\u00e1v m\u016f\u017ee pohled obsahovat sloupec s p\u0159\u00edjemcem. D\u00e1v\u00e1 smysl vytv\u00e1\u0159et zpr\u00e1vy o kvalit\u011b dat v \u00falo\u017ei\u0161ti stejn\u00fdmi prost\u0159edky BI.<\/p>\n<h4>P\u0159\u00edklad<\/h4>\n<p>\nDotaz je naps\u00e1n pro datab\u00e1zi Oracle. V tomto p\u0159\u00edkladu testy vrac\u00ed numerickou hodnotu, kterou lze interpretovat podle pot\u0159eby. Hodnoty T_MIN a T_MAX mohou regulovat \u00farove\u0148 alarmu. Pole REPORT bylo kdysi pou\u017e\u00edv\u00e1no jako zpr\u00e1va v komer\u010dn\u00edm ETL produktu, kter\u00fd neum\u011bl \u0159\u00e1dn\u011b pos\u00edlat e-maily, proto je rpad 'obej\u00edt\u00ed'.<\/p>\n<p>V p\u0159\u00edpad\u011b velk\u00e9 tabulky lze p\u0159idat nap\u0159\u00edklad AND ROWNUM &lt;= 10, tzn. pokud nastane 10 chyb, to sta\u010d\u00ed pro 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 (-- Test s\u00e1m\n  SELECT\n    &#039;DIM_PRODUCT&#039; AS TABLE_NAME,\n    &#039;Po\u010det pr\u00e1zdn\u00fdch m\u00edst&#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 -- nen\u00ed v\u00fdchoz\u00ed hodnota\n  AND ATTRIBUTE IS NULL ); -- po\u010det pr\u00e1zdn\u00fdch m\u00edst\n<\/code><\/pre>\n<p>\n<i>V publikaci byly pou\u017eity materi\u00e1ly z knihy<br \/>\nRonald Bachmann, Dr. Guido Kemper<br \/>\nZ pasti BI<br \/>\nJak se Business Intelligence st\u00e1v\u00e1 \u00fasp\u011b\u0161nou<\/i><br \/>\n<br \/>Zdroj: <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 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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 5.0.3 - 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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