{"id":78146,"date":"2020-04-17T01:42:21","date_gmt":"2020-04-16T23:42:21","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/divizion-dannyh-2013-god-retrospektiva"},"modified":"2020-04-17T01:42:21","modified_gmt":"2020-04-16T23:42:21","slug":"divizion-dannyh-2013-god-retrospektiva","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/divizion-dannyh-2013-god-retrospektiva","title":{"rendered":"Andme\u00fcksus. 2013. aasta. Tagasivaade","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>2013. aastal <b>IBS<\/b>, mis siis tundusid nagu loomas <b>Andmeosakond<\/b>, palusid mul koostada selline ajur\u00fcnnak (ainult ettev\u00f5tte nafta- ja gaasit\u00f6\u00f6stuse klientide kogemuse p\u00f5hjal) probleemse valdkonna Suurte Andmete ja andmete \u00fcldiselt kohta. N\u00fc\u00fcd, seitse aastat hiljem, sattusin sellele uuesti ja tundus naljakas. M\u00f5ned asjad on ilmsed. M\u00f5ned ei olnud p\u00e4ris \u00f5iged, aga... seitse aastat on m\u00f6\u00f6das. <\/p>\n<p>Kirjutasin inglise keeles ja m\u00f5tlesin n\u00fc\u00fcd t\u00f5lkida vene keelde. \u00c4kki on midagi endiselt aktuaalne? (T\u00f5lgin bullet'id, aga tabelid j\u00e4tan ingliskeelseteks laisku. Roheline \u2013 hea, punane \u2013 ohtlik, sinine \u2013 unistus). <\/p>\n<p>Minimaalsed kommentaarid 't\u00e4na' vormistan <i>kursiivis<\/i>, et see oleks arusaadav ja eristatav.<\/p>\n<p>Nii et, ANDMED! Meile on andmed\u2026<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nAndmeosakond on nagu veri, sest andmeid v\u00f5ib v\u00f5rrelda n\u00e4iteks verega, mis voolab ettev\u00f5tte keha veenides ja arterites. Kuid kuigi veri on \u00fchesugune \u2013 organismid on erinevad ja seet\u00f5ttu <b>toodete loomine<\/b> on t\u00f5eliselt keeruline, aga see on ka arenguv\u00f5imalus. <\/p>\n<p>On inimesi, kellele andmed paiskuvad silma \u2013 need on <b>Meie<\/b>. <br \/>\nJa on inimesi, kes ei n\u00e4e andmeid kahjuks silme ees. See on, j\u00e4lle kahjuks, meie <b>Kliendid<\/b>!<\/p>\n<p><img decoding=\"async\" alt=\"Andme\u00fcksus. 2013. aasta. Tagasivaade\" src=\"\/wp-content\/uploads\/2020\/04\/5f02356568e8bbaee4baebb4f8928cdb.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nNii, <b>\u00e4rilised dogmad...<\/b><\/p>\n<ol>\n<li>M\u00fc\u00fck <b>\u00e4rile<\/b>, mitte <b>IT<\/b> (kandke mulle andeks k\u00f5ik IT-inimesed kohe), sest lahendame globaalseid probleeme ja teenime rohkem raha.<\/li>\n<li>K\u00f5ik \u00e4ri probleemid on koondunud temaatilistesse t\u00f6\u00f6stusvertikaalidesse ja n\u00f5uavad adekvaatset <b>spetsialiseerumist.<\/b>.<\/li>\n<li>Katsetused t\u00f5estada <b>andmete v\u00e4\u00e4rtust<\/b> v\u00f5i, mis on veel keerulisem, 'andmehalduse' v\u00e4\u00e4rtust \u00e4rile \u2013 see on igavene kannatus ja valu. P\u00f5him\u00f5tteliselt on see nagu tulla inimese juurde, kes end h\u00e4sti tunneb, ja \u00f6elda: 'T\u00fc\u00fcp, n\u00fc\u00fcd me ravime su verd, ja see on kallis!'<\/li>\n<li>Minu otse 'niisutav unistus' on SaaS mudeli raames m\u00fc\u00fca 'andmete eraldamist' ja 'anal\u00fc\u00fcsi' <b>v\u00e4ike- ja keskmise suurusega ettev\u00f5tetele<\/b>, kes on tunginud 123 pilveteenusesse, millel on toredad liidesed: projektijuhtimine, abi teenindus, arvandmed, CRM, palgaarvestus, ajarakendamine, turundus... nimekiri j\u00e4tkub, ja on andmetesse kinni j\u00e4\u00e4nud. Youcalc ja Successfactors (<i>selliseid ei ole enam t\u00f5en\u00e4oliselt<\/i>) on head!<\/li>\n<li>Otsige inimesi, kes armastavad andmetega toimetada <b>krahhiga <\/b>andmetega. Nad on haruldased ja veidrad (nagu kohvij\u00e4\u00e4nuste ennustajad), kuid \u00e4ri jaoks h\u00e4davajalikud. N\u00e4iteks v\u00f5ib luuletaja v\u00e4ga h\u00e4sti m\u00f5ista korrelatsiooni.<\/li>\n<li><b>Insenerid<\/b> vajalikud! Vajalikud, et muuta Cruncherite andmetest v\u00e4lja astunud probleemid lahendusteks. Ja lahenduse edu v\u00f5i ebaedu s\u00f5ltub t\u00e4ielikult neist. <\/li>\n<li>Areng <b>avatud l\u00e4htekoodiga<\/b> projektid esindavad tohutut v\u00e4\u00e4rtust ja v\u00f5imaldavad \"kokku panna\" keerulisi lahendusi praktiliselt \"nullist\".<\/li>\n<li>Aga\u2026 ei tohi unustada, et Hadoop on raamatukogu ja Lucene on samuti raamatukogu, ning vahe <b>raamatukogu ja t\u00f6\u00f6stustootes<\/b> on m\u00e4rkimisv\u00e4\u00e4rne!<\/li>\n<li>Ehitatud lahendusi tuleb oluliselt kohandada, kuna <b>moodulite paindlikkus<\/b> ja <b>integreeritavus<\/b> on v\u00f5tmehetked. <\/li>\n<li>Agile (<i>halasta, Jumal<\/i>) \u2014 on v\u00f5tmetehnika kliendiga suhtlemisel ja <b>h\u00fcpoteeside<\/b>testimisel, mida on palju. <\/li>\n<li>Koodimist ja UI-d on t\u00e4iesti v\u00f5imalik ja vajalik v\u00e4lja koostada. Kogu \u00e4rianal\u00fc\u00fcs ja spetsifikatsioonid <b>tagaplaanist<\/b> tuleb j\u00e4tta <b>sees<\/b> ja seda peate pidama v\u00f5tmeoskuseks. <\/li>\n<li>\u00c4ripoole otsustajad peavad olema pidevalt \"teavitatud\" <b>\u00f5igest andmet\u00f6\u00f6st <\/b>ja pidevast uute anal\u00fc\u00fcsimeetodite otsimisest. Meie t\u00f6\u00f6tajate tehniliste ja \u00e4rikompetentside kombinatsioon aitab t\u00f5sta kogu organisatsiooni staatust. <\/li>\n<li><b>Internett<\/b> on l\u00f5pmatu inspiratsiooni allikas (<i>siis polnud veel nii palju kiisusid<\/i>) korporatiivsete andmehalduse l\u00e4henemiste osas, kuigi \u00fclesanded ja ulatus varieeruvad oluliselt. <\/li>\n<\/ol>\n<p><img decoding=\"async\" alt=\"Andme\u00fcksus. 2013. aasta. Tagasivaade\" src=\"\/wp-content\/uploads\/2020\/04\/9c761f1f5539e243648b06c11442137b.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n<b>Tehnoloogilised postulaadid...<\/b><\/p>\n<ol>\n<li>On tohutu arengu potentsiaal <b>lihtsustamises<\/b> kuidas andmed inimestele kuvatakse. Seda v\u00f5iks nimetada \"iPhone'istamiseks\".<\/li>\n<li>Kuigi BI tarnijad v\u00e4idavad, et nad toovad anal\u00fc\u00fctika l\u00f5ppkasutajateni (ja nad t\u00f5esti liiguvad selles suunas) \u2013 revolutsioon on endiselt toimunud. Inimesed lihtsalt ei saa arusaada <b>mitmeh\u00fcvelistest<\/b>andmetest. <b>Kasutajaliides, mis esindab v\u00e4hem v\u00f5i rohkem keerulisi halvasti struktureeritud andmeid<\/b> freesimulaadi<\/li>\n<li>kujul \u2013 kujutab samuti l\u00f5pmatult palju probleeme. J\u00e4reldus: mida lamedam (flatter) \u2013 seda parem. <b>Andmed peavad olema selged ja h\u00e4sti esitatud, et saavutada t\u00f5hus anal\u00fc\u00fcs.<\/b> Parimad lahendused t\u00f6\u00f6tavad ladusalt ja intuitiivselt. <\/li>\n<li>Platvorm, mis on rajatud automaatsele andmete v\u00e4ljav\u00f5ttele allikatest (mis ei ole alati m\u00f5eldud selliseks v\u00e4ljav\u00f5tmiseks), s\u00f5ltub oluliselt allikatest, \u00fchenduste j\u00e4tkusuutlikkusest ja infrastruktuurist. Tulemuste tagamise eba\u00f5nnestumise korral s\u00fc\u00fcdistatakse alati platvormi (saatjat). <b>Usaldus<\/b> \u2013 sellise platvormi kapital. Kapital, mida on raske teenida ja millest on lihtne ilma j\u00e4\u00e4da. <\/li>\n<li>\u00c4ripoolelt vaadates ei ole mingit vahet suurte andmete anal\u00fc\u00fcsi ja <b>Lihtsalt andmete vahel.<\/b>. Tihti peidavad n\u00e4iliselt lihtsad nagu 2x2 numbrid endas v\u00f5imalusi miljonite dollarite v\u00e4\u00e4rtuses. Hea n\u00e4ide \u2013 Norra shelfi infrastruktuuri elementide elu l\u00f5puandmed. Kui k\u00f5ik tulevaste kapitali remontide kuup\u00e4evad koguda \u00fchte telge ja selgub, et N aasta p\u00e4rast on tuliseks muutumas shelfi Armagedeon \u2013 \u00fcks v\u00e4ga rikas inimene t\u00f5usis toolilt ja kiiresti lahkudes \u00fctles: \"Vabandage, mul on v\u00e4he aega, pean armee ette valmistama\u2026\"<\/li>\n<li>Excel, millel on p\u00f5hiolemuselt selge ja arusaadav tabeli kujutamine andmetest, omab tohutut j\u00f5udu ja suurt tulevikku. <b>Usun ilusatesse tabelitesse<\/b> (<i>ja siiani<\/i>) ja see ongi k\u00f5ik!<\/li>\n<li>Kogu selle \"anal\u00fc\u00fcsi\" peamine siduv osa on <b>otsuste automatiseerimine<\/b>. Seal on k\u00f5ige rasvasemad v\u00f5imalused, kuid ka k\u00f5ige k\u00f5rgemad riskid. Seet\u00f5ttu on v\u00f5imalused rasvased, riskid on samuti k\u00f5rged, ja v\u00f5imalused, ja riskid\u2026 \ud83d\ude42 N\u00e4iteks puuraamimise juhtimine.<\/li>\n<li>Kui \"integreeritavus\" on v\u00f5tmelement, siis andmed peavad de facto olema esitatud teenusena. <b>REST<\/b> avalikustamine on olemas, kuid ei tohi unustada optimeerimist <b>t\u00f5hususest<\/b>, mida tihti toimetatakse praegu integreeritavuse nimel ohverdamise kaudu, kuna arvutusv\u00f5ime j\u00e4tkab kasvu. <\/li>\n<li><b>Peamised andmed<\/b> on need, mida on vaja lokaliseerida, v\u00e4ljuda, standardiseerida, enne kui adresseerime mingid \u00e4rik\u00fcsimused. Peamised andmed on v\u00e4ikesed, kuid probleemid nendega on suured! Nagu semantika vennad \u00fctlevad \u2013 50% k\u00f5igist maailmas esinevatest probleemidest tuleneb sellest, et inimesed nimetavad samu asju erinevate nimedega, ja teised 50% seet\u00f5ttu, et nad nimetavad erinevaid asju \u00fche ja sama nimega.<\/li>\n<li>Igasugune <b>enkapsuleerimine<\/b> salvestustasemel piirab lahenduse avatus ja viib SILO-ifikatsioonini. H\u00e4sti, kui olete suur m\u00fc\u00fcja, muidu \u2013 see pole eriti hea.<i>Siin ei r\u00e4\u00e4gita kindlasti mitte plokk-tasemest ega ka AWS S3-st, mis siis juba kuus aastat vana, vaid failidest.<\/i>). <\/li>\n<li><b>Relatsiooniline modelleerimine<\/b> andmed pole meile enam s\u00f5ber. RDF ja key-value \u2013 h\u00e4mmastav! Oleme n\u00e4inud maagilisi \u00fcleminekuid relatsioonilistest andmebaasidest, kus 2000 tabelit muudetakse 15 tabeliks, ja keegi kasutajatest ei kaota midagi. <\/li>\n<li>Interneti toimimiseks vajame <b>URL<\/b> \u00fchtset adresseerimist. URL-i v\u00f5i pigem <b>URI<\/b> ettev\u00f5tte teabeallikate jaoks on keeruline \u00fcle hinnata. <\/li>\n<li><b>Tekstimining ja NLP on populaarsed<\/b>. Internetis. Kuid ka ettev\u00f5tte sektoris on v\u00f5imalik saavutada tohutu edu, eraldades struktureeritud andmeid struktureerimata ettev\u00f5tte andmetest. <\/li>\n<li><b>S\u00fcnergia<\/b> struktureeritud andmete ning struktureerimata andmete, st failide, seest v\u00e4lja toodud teabe vahel \u2013 anal\u00fc\u00fctika kullakaevandus. <\/li>\n<li>Andmete eraldamine \u2013 \u00e4rgem unustagem \u00f5igusi ja <b>autori\u00f5igusi.<\/b>. <\/li>\n<li>Andmete eraldamisega tegelev ettev\u00f5te peaks looma d<b>atateadlastest osakonna<\/b>, hea s\u00f5na m\u00f5ttes. Inspiratsiooniks on keeruline v\u00f5itlus kollaste lehtede kaitses\u00fcsteemide vastu otsingurobotite kaudu. <\/li>\n<li>Enne andmetega t\u00f6\u00f6tamist tuleb need <b>\u00abn\u00e4hes\u00bb<\/b> kogu ulatuses. Seda on keeruline selgitada. Meenub tabeliformaat. M\u00f5nele graafilised esitusviisid, kuid igasugune graafik on juba t\u00f5lgendus. Nii v\u00f5i teisiti\u2026 \u00abn\u00e4ha\u00bb!<\/li>\n<li>Korduv k\u00fcsimus, mis puudutab kasutajate usaldust kasutajaliidese suhtes. Usaldus andmete genereerimise \u00fchenduste\/protsesside, andmete ja <b>vastuv\u00f5etud otsuste suhtes.<\/b>.<\/li>\n<\/ol>\n<p>Allikas: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/497486\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412 2013 \u0433\u043e\u0434\u0443 IBS, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u043e\u0433\u0434\u0430, \u043a\u0430\u0436\u0435\u0442\u0441\u044f, \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u043b\u0438 \u0414\u0438\u0432\u0438\u0437\u0438\u043e\u043d \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u043b\u0438 \u043c\u0435\u043d\u044f \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0442\u0430\u043a\u043e\u0439 \u0431\u0440\u0435\u0439\u043d\u0434\u0430\u043c\u043f (\u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u0430 \u0431\u0430\u0437\u0435 \u043e\u043f\u044b\u0442\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u044b\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430\u043c\u0438) \u043f\u043e \u043f\u043e\u0432\u043e\u0434\u0443 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0411\u043e\u043b\u044c\u0448\u0438\u0445 \u0414\u0430\u043d\u043d\u044b\u0445, \u0434\u0430 \u0438 \u0414\u0430\u043d\u043d\u044b\u0445 \u0432\u043e\u043e\u0431\u0449\u0435. \u0412\u043e\u0442 \u044f \u043d\u0430\u0442\u043a\u043d\u0443\u043b\u0441\u044f \u043d\u0430 \u043d\u0435\u0433\u043e \u0441\u043f\u0443\u0441\u0442\u044f 7 \u043b\u0435\u0442 \u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u043e\u0441\u044c \u0437\u0430\u0431\u0430\u0432\u043d\u043e. \u041d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u0435\u0449\u0438 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u044b. \u041d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0441\u043e\u0432\u0441\u0435\u043c \u0432\u0435\u0440\u043d\u044b \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c, \u043d\u043e\u2026 7 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":78147,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-78146","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - 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