{"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\/ro\/blog\/administrirovanie\/kachestvo-dannyh-v-hranilishhe","title":{"rendered":"Calitatea datelor \u00een stocare","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Calitatea datelor \u00een stocare este o premis\u0103 important\u0103 pentru ob\u021binerea de informa\u021bii valoroase. O calitate slab\u0103 duce la o reac\u021bie \u00een lan\u021b negativ\u0103 pe termen lung.<br \/>\nIni\u021bial, se pierde \u00eencrederea \u00een informa\u021biile furnizate. Oamenii \u00eencep s\u0103 utilizeze mai pu\u021bin aplica\u021biile de Business Intelligence, iar poten\u021bialul aplica\u021biilor r\u0103m\u00e2ne nevalorificat.<br \/>\nCa rezultat, se pun la \u00eendoial\u0103 investi\u021biile ulterioare \u00een proiectul analitic.<\/p>\n<h4>Responsabilitatea pentru calitatea datelor<\/h4>\n<p>\nAspectul legat de \u00eembun\u0103t\u0103\u021birea calit\u0103\u021bii datelor este extrem de important \u00een proiectele BI. Totu\u0219i, nu este o privilegiu doar pentru speciali\u0219tii tehnici.<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nCalitatea datelor este influen\u021bat\u0103 \u0219i de aspecte precum<\/p>\n<p><b>Cultura organiza\u021bional\u0103<\/b><\/p>\n<ul>\n<li>Sunt angaja\u021bii \u00eens\u0103rcina\u021bi cu producerea unor date de bun\u0103 calitate interesa\u021bi?<\/li>\n<li>Dac\u0103 nu, de ce? Poate c\u0103 exist\u0103 un conflict de interese.<\/li>\n<li>Poate exist\u0103 reguli corporative care stabilesc persoanele responsabile pentru calitate?<\/li>\n<\/ul>\n<p>\n<b>Procese<\/b><\/p>\n<ul>\n<li>Ce date sunt generate la sf\u00e2r\u0219itul acestor lan\u021buri?<\/li>\n<li>Poate sistemele opera\u021bionale sunt configurate astfel \u00eenc\u00e2t s\u0103 fie nevoie de \u201estr\u0103duin\u021b\u0103\u201d pentru a reflecta o anumit\u0103 situa\u021bie din realitate.<\/li>\n<li>Sistemele opera\u021bionale \u00ee\u0219i efectueaz\u0103 singure verificarea \u0219i reconcilierea datelor?<\/li>\n<\/ul>\n<p>\nToat\u0103 lumea din organiza\u021bie este responsabil\u0103 de calitatea datelor \u00een sistemele de raportare.<\/p>\n<h4>Defini\u021bie \u0219i semnifica\u021bie<\/h4>\n<p>\nCalitatea este satisfacerea confirmat\u0103 a a\u0219tept\u0103rilor clientului.<\/p>\n<p>Dar calitatea datelor nu con\u021bine o defini\u021bie. Aceasta reflect\u0103 \u00eentotdeauna contextul utiliz\u0103rii. Stocarea datelor \u0219i sistemul BI \u00eendeplinesc scopuri diferite fa\u021b\u0103 de sistemul opera\u021bional din care provine datele.<\/p>\n<p>De exemplu, \u00een sistemul opera\u021bional, atributul clientului poate fi un c\u00e2mp op\u021bional. \u00cen stocare, acest atribut poate fi folosit ca m\u0103sur\u0103 \u0219i completarea sa este obligatorie. Ceea ce, la r\u00e2ndul s\u0103u, introduce necesitatea de a completa cu valori implicite.<\/p>\n<p>Cerin\u021bele pentru stocarea datelor se schimb\u0103 constant \u0219i de obicei sunt mai ridicate dec\u00e2t cele pentru sistemele opera\u021bionale. Dar poate fi \u0219i invers, atunci c\u00e2nd \u00een stocare nu este necesar\u0103 p\u0103strarea informa\u021biilor detaliate din sistemul opera\u021bional.<\/p>\n<p>Pentru a face calitatea datelor m\u0103surabil\u0103, trebuie definite standardele lor. Persoanele care utilizeaz\u0103 informa\u021bii \u0219i cifre \u00een activit\u0103\u021bile lor trebuie s\u0103 fie implicate \u00een procesul de descriere. Rezultatul acestei implic\u0103ri poate fi o regul\u0103, conform c\u0103reia, dintr-o singur\u0103 privire asupra unui tabel, se poate spune dac\u0103 exist\u0103 o eroare sau nu. Aceast\u0103 regul\u0103 trebuie formalizat\u0103 sub forma unui script\/cod pentru o verificare ulterioar\u0103.<\/p>\n<h4>\u00cembun\u0103t\u0103\u021birea calit\u0103\u021bii datelor<\/h4>\n<p>\nNu este posibil s\u0103 cure\u021bi \u0219i s\u0103 repari toate erorile ipotetice \u00een procesul de \u00eenc\u0103rcare a datelor \u00een depozit. O calitate bun\u0103 a datelor poate fi realizat\u0103 numai prin colaborarea str\u00e2ns\u0103 a tuturor participan\u021bilor. Persoanele care introduc date \u00een sistemele opera\u021bionale trebuie s\u0103 \u00eenve\u021be ce ac\u021biuni duc la erori.<\/p>\n<p>Calitatea datelor este un proces. Din p\u0103cate, \u00een multe organiza\u021bii nu exist\u0103 o strategie pentru \u00eembun\u0103t\u0103\u021birea sa continu\u0103. Multe se limiteaz\u0103 doar la p\u0103strarea datelor \u0219i nu utilizeaz\u0103 \u00eentregul poten\u021bial al sistemelor analitice. De regul\u0103, \u00een dezvoltarea depozitelor de date, 70-80% din buget se cheltuie pentru implementarea integr\u0103rii datelor. Procesul de control \u0219i \u00eembun\u0103t\u0103\u021bire r\u0103m\u00e2ne nefinalizat, dac\u0103 nu cumva r\u0103m\u00e2ne absent.<\/p>\n<h4>Instrumente<\/h4>\n<p>\nAplicarea instrumentelor software poate ajuta \u00een procesul de automatizare a \u00eembun\u0103t\u0103\u021birii \u0219i monitoriz\u0103rii calit\u0103\u021bii datelor. De exemplu, acestea pot automatiza complet verificarea tehnic\u0103 a structurilor depozitului: formatul c\u00e2mpurilor, prezen\u021ba valorilor implicite, conformitatea cu cerin\u021bele denumirilor c\u00e2mpurilor din tabele.<\/p>\n<p>Verificarea con\u021binutului poate fi mai complicat\u0103. Deoarece cerin\u021bele pentru depozit se schimb\u0103, interpretarea datelor se poate schimba. Instrumentul \u00eensu\u0219i poate deveni un proiect uria\u0219, care necesit\u0103 mentenan\u021b\u0103.<\/p>\n<h4>Sfaturi<\/h4>\n<p>\nBazele de date rela\u021bionale, \u00een care de obicei sunt proiectate depozitele, au o capacitate remarcabil\u0103 de a crea viziuni (view-uri). Acestea pot fi folosite pentru o verificare rapid\u0103 a datelor, dac\u0103 se cunosc tr\u0103s\u0103turile con\u021binutului. Fiecare caz de g\u0103sire a unei erori sau probleme \u00een date poate fi \u00eenregistrat sub forma unei interog\u0103ri la baza de date.<\/p>\n<p>Astfel, se va forma o baz\u0103 de cuno\u0219tin\u021be despre con\u021binut. Desigur, aceste interog\u0103ri trebuie s\u0103 fie rapide. De obicei, \u00eentre\u021binerea vederilor dureaz\u0103 mai pu\u021bin timp uman dec\u00e2t instrumentele organizate pe tabele. Vederea este \u00eentotdeauna preg\u0103tit\u0103 s\u0103 afi\u0219eze rezultatul verific\u0103rii.<br \/>\n\u00cen cazul rapoartelor importante, vederea poate con\u021bine o coloan\u0103 cu destinatarul. Are sens s\u0103 utiliz\u0103m acelea\u0219i instrumente BI pentru a realiza o raportare a st\u0103rii calit\u0103\u021bii datelor \u00een depozit.<\/p>\n<h4>Exemplu<\/h4>\n<p>\nInterogarea este scris\u0103 pentru baza de date Oracle. \u00cen acest exemplu, testele returneaz\u0103 o valoare numeric\u0103, care poate fi interpretat\u0103 \u00een modul dorit. Valorile T_MIN \u0219i T_MAX pot regla gradul de alarm\u0103. C\u00e2mpul REPORT a fost folosit ini\u021bial ca mesaj \u00eentr-un produs ETL comercial, care nu putea trimite emailuri \u00een mod adecvat, a\u0219a c\u0103 rpad este un \u201eworkaround\u201d.<\/p>\n<p>\u00cen cazul unei tabele mari, se poate ad\u0103uga, de exemplu, AND ROWNUM &lt;= 10, adic\u0103, dac\u0103 s-au acumulat 10 erori, acesta este suficient pentru a activa alarma.<\/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 (-- Testul propriu-zis\n  SELECT\n    &#039;DIM_PRODUCT&#039; AS TABLE_NAME,\n    &#039;Num\u0103rul de goluri&#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 -- valoare implicit\u0103\n  AND ATTRIBUTE IS NULL ); -- num\u0103r\u0103 golurile\n<\/code><\/pre>\n<p>\n<i>Publica\u021bia folose\u0219te materiale din cartea<br \/>\nRonald Bachmann, Dr. Guido Kemper<br \/>\nIesire din capcana BI<br \/>\nCum devine Business Intelligence un succes<\/i><br \/>\n<br \/>Sursa: <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 5.0.2.1 - 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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