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Integration Services), Microsoft'un sunmuş olduğu ETL (Extract, Transform, Load) servisidir ve veri tekilleştirme dışında daha fazlasını yapabilir.","DQS (Data Quality Services), Microsoft'un sunmuş olduğu başka bir servistir ve SQL Server üzerinde entegre bir şekilde kullanılabilmektedir.","DQS, veri temizleme ve bilgi oluşturmaya yönelik bir ürün olup, SS'den farklı olarak daha çok ETL süreçleri geliştirmeye yarar."]},"beginTime":530,"endTime":672,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=530&ask_summarization=1"},{"index":5,"title":"Veri Tekilleştirme Senaryosu","list":{"type":"unordered","items":["E-ticaret firması olarak müşterilerin kayıtlarını \"seans customer\" tablosunda tutuyoruz.","Satışlar ve anket uygulaması (Typeform) ile toplanan müşteri verileri farklı kaynaklarda bulunuyor.","İki farklı kaynaktan alınan veriler (satış yapan müşteriler ve anket dolduranlar) gözle 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oluşturup tabloları veya SQL komutları ile verileri alıyoruz.","Kaynak bileşenlerin isimlendirmesine özen göstermek önemlidir."]},"beginTime":970,"endTime":1110,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=970&ask_summarization=1"},{"index":8,"title":"Verileri Tekilleştirme","list":{"type":"unordered","items":["İki farklı kaynaktaki verileri önce union all bileşeni ile birleştiriyoruz.","Birleştirilen verileri fazi grouping bileşeni ile tekilleştiriyoruz.","Fazi grouping bileşeni, verileri belli kurallara göre tekilleştirip ortaya tekil sonuçlar döndürür."]},"beginTime":1110,"endTime":1231,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=1110&ask_summarization=1"},{"index":9,"title":"Fazi Grouping Bileşeninin Yapılandırılması","list":{"type":"unordered","items":["Fazi grouping bileşeni üç farklı ekranda yapılandırılabilir.","İlk ekranda bir connection manager istenir çünkü bileşen çalışırken geçici tablolar oluşturur.","Veri tekilleştirme için hangi kolonların karşılaştırılacağını seçebilir ve eşleştirme türünü (exact veya fazi) belirleyebilirsiniz."]},"beginTime":1231,"endTime":1365,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=1231&ask_summarization=1"},{"index":10,"title":"Fazi Grouping Bileşeni ve Benzerlik Kontrolü","list":{"type":"unordered","items":["Fazi grouping bileşeni, belirtilen minimum benzerlik oranına göre verileri birleştirip birleştirmeyeceğini kontrol eder.","Ad, soyad, e-posta ve telefon numarası gibi dört farklı kolonun benzerlik kontrolü yapılır, çünkü sadece ad veya soyad üzerinden müşteri benzerliği karar vermek yeterli değildir.","Benzerlik kontrolü için tüm kolonlar fazi tipinde seçilir, böylece benzerlik oranına göre değerlendirmeler yapılır."]},"beginTime":1374,"endTime":1482,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=1374&ask_summarization=1"},{"index":11,"title":"Benzerlik Oranı Ayarları","list":{"type":"unordered","items":["Fazi grouping bileşeninde, karşılaştırılan verilerin minimum benzerlik oranı belirlenebilir (örneğin yüzde yetmiş).","Bileşen, gelen verileri sıralayarak her birine benzersiz bir key değeri atar ve çıkışta bu key değerlerini gösterir.","Skor kolonu, belirlenen benzerlik oranını doğrudan gösterir."]},"beginTime":1482,"endTime":1688,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=1482&ask_summarization=1"},{"index":12,"title":"Fazi Grouping Sonuçları","list":{"type":"unordered","items":["Veri akışı çalıştırıldığında, sekiz kayıt birleştirilerek on altı kayıt haline gelir.","Key in değeri, gelen kaydın kaynak sistemdeki değerini; key out değeri ise hangi kayda benzetildiğini gösterir.","Benzerlik oranları, her kolon için ayrı ayrı gösterilir ve skor kolonu tüm kolonların ortalama benzerlik oranını ifade eder."]},"beginTime":1688,"endTime":1882,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=1688&ask_summarization=1"},{"index":13,"title":"Tekil Veri Oluşturma ve Farklı Ayarlar","list":{"type":"unordered","items":["Tekil veriye ulaşmak için key in ve key out değerleri birbirine eşit olan kayıtlar filtrelenir.","Telefon numarası gibi bazı alanlar için benzerlik yerine birebir eşleşme (exact) istenirse, fazi yerine exact mat seçeneği kullanılabilir.","Exact mat seçildiğinde, benzerlik oranı yerine sadece eşleşme durumu (benziyor/benzemiyor) gösterilir."]},"beginTime":1882,"endTime":2020,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=1882&ask_summarization=1"},{"index":14,"title":"Veri Tekilleştirme Kuralları","list":{"type":"unordered","items":["Telefon numaraları uymayan müşteriler için daha düşük benzerlik puanı verilebilir.","TC kimlik numarası gibi günlükliğinden emin olduğunuz veriler için exact match type kullanılabilir.","Veri tekilleştirme süreci deneme yanılma içerir ve veri kalitesine bağlı olarak değişir."]},"beginTime":2029,"endTime":2102,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2029&ask_summarization=1"},{"index":15,"title":"Tekilleştirme Sonuçlarının İncelemesi","list":{"type":"unordered","items":["Tekilleştirme sonrası skorlar incelenerek puanlar ve ağırlıklar ayarlanabilir.","Veri tekilleştirme işlemi veri kalitesine ve karakteristiğine göre farklılık gösterebilir.","Büyük veri setleri için daha az deneme ile tekilleştirme yapılabilir."]},"beginTime":2102,"endTime":2173,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2102&ask_summarization=1"},{"index":16,"title":"Tekilleştirilmiş Veriyi Hedef Sisteme Aktarma","list":{"type":"unordered","items":["Tekilleştirilmiş veriyi bir hedef tabloya aktarmak için yeni bir tablo oluşturulabilir.","Master customer adında bir tablo oluşturulup, tekilleştirilmiş veriler buraya aktarılabilir.","Ken değeri 1 olan kayıtlar master kayıtları olarak dönmüş olur."]},"beginTime":2173,"endTime":2294,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2173&ask_summarization=1"},{"index":17,"title":"Tekilleştirme Sonuçlarının Değerlendirilmesi","list":{"type":"unordered","items":["Veri tekilleştirme sonrası beklenen sonuçlarla karşılaştırılmalıdır.","Telefon numaraları gibi eksik eşleştirme kuralları nedeniyle yanlış birleştirme olabilir.","Veri tekilleştirme işleminin aynısını Data Service'de de yapılacağı belirtilmiştir."]},"beginTime":2294,"endTime":2390,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2294&ask_summarization=1"},{"index":18,"title":"Benzerlik Oranı Hakkında Bilgiler","list":{"type":"unordered","items":["Benzerlik oranı tamamen veriye ve ihtiyaca göre değişebilir.","En sağlıklı kullanım senaryolarında %60-70 değerlerinin üstünde tutmak önerilir.","Bazı durumlarda %30 değerinde bir benzerlik bile yeterli olabilir."]},"beginTime":2390,"endTime":2444,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2390&ask_summarization=1"},{"index":19,"title":"Data Service ve Knowledge Base","list":{"type":"unordered","items":["Data Service ekranında Knowledge Base Management penceresi, quality project oluşturma ve monitör ekranı bulunur.","Knowledge Base, doğrudan veri tutmayan ancak verilere dönüşüm uygulayan bir bilgi tabanıdır.","Data Service'de birden fazla veri kaynağı birleştirilemez, önceden birleştirilmiş veri kullanılmalıdır."]},"beginTime":2444,"endTime":2525,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2444&ask_summarization=1"},{"index":20,"title":"Knowledge Base Oluşturma","list":{"type":"unordered","items":["Knowledge Base oluşturmak için bir ad verilip, matching policy (eşleştirme kuralı) seçilir.","Data Service'de tekilleştirmek için tek bir veri kaynağı seçilebilir.","Farklı kaynaklardan gelen verileri birleştirmek için önceden birleştirme işlemi yapılmalıdır."]},"beginTime":2525,"endTime":2742,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2525&ask_summarization=1"},{"index":21,"title":"Knowledge Bezi ve Domain Oluşturma","list":{"type":"unordered","items":["Knowledge bez içerisinde domain kavramı bulunur ve domain, veritabanındaki kolonlara karşılık gelir.","Kaynaktan okunan email kolonu için email tipinde bir domain oluşturulur ve diğer kolonlar için name, email ve fon domainleri eklenir.","Domainler oluşturulduktan sonra kaynak verisiyle domainler arasında mapping yapılır."]},"beginTime":2755,"endTime":2844,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2755&ask_summarization=1"},{"index":22,"title":"Benzerlik Kuralı Oluşturma","list":{"type":"unordered","items":["Domainler üzerinden bir benzerlik kuralı oluşturulur ve kuralın adı belirlenir.","Dört domain için ağırlık oranı belirlenir, toplamda yüz'lük bir dağılım yapılması gerekir.","Benzerlik oranı (minimum matching skor) yüzde yetmiş olarak ayarlanır, varsayılan değer yüzde seksen olarak belirtilmiştir."]},"beginTime":2844,"endTime":3013,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=2844&ask_summarization=1"},{"index":23,"title":"Tekilleştirme Sonuçları","list":{"type":"unordered","items":["Servis çalıştırıldığında veriler tekilleştirilir ve benzerlik oranlarına göre kayıtlar birleştirilir.","Görsel arayüzde benzerlik sonuçları gösterilir ve cluster adı verilen master kayıtlar bulunur.","Soyisme çok önem verildiğinde, isimleri farklı ama soyisimleri aynı olan kayıtlar (örneğin karı koca) birleştirilebilir."]},"beginTime":3013,"endTime":3278,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=3013&ask_summarization=1"},{"index":24,"title":"Verileri Export Etme","list":{"type":"unordered","items":["Tekilleştirme işleminden sonra verileri export etmek için data quality projesi oluşturulması gerekir.","Data quality projesinde, önceden oluşturulan knowledge bez'i bağlanır ve domainler otomatik olarak dahil edilir.","Matching aktivitesi çalıştırıldıktan sonra veriler export edilebilir ve eşleşen kayıtlar bir tabloya basılabilir."]},"beginTime":3278,"endTime":3503,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=3278&ask_summarization=1"},{"index":25,"title":"Veritabanında Tekilleştirme Sonuçları","list":{"type":"unordered","items":["Veritabanında yenilenme yapıldığında customer tablosu görüntüleniyor ve seçilen veriler sunuluyor.","Cluster id ile record id aynıysa bu bir master kayıt, farklıysa tekilleşmiş bir müşteri kaydı olarak değerlendiriliyor.","Master kayıtlara ulaşmak için cluster id ile record id eşit olanları seçmek mümkün."]},"beginTime":3507,"endTime":3570,"href":"/video/preview/16557340239712748082?parent-reqid=1765126106533460-2879360786044041453-balancer-l7leveler-kubr-yp-klg-234-BAL&text=DQS+Russia&t=3507&ask_summarization=1"},{"index":26,"title":"Tekilleştirme Sonuçlarının Değerlendirilmesi","list":{"type":"unordered","items":["Sekiz müşteri kaydından yedi tanesi 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