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Hands-On Data Science with SQL Server 2017

You're reading from   Hands-On Data Science with SQL Server 2017 Perform end-to-end data analysis to gain efficient data insight

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781788996341
Length 506 pages
Edition 1st Edition
Languages
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Authors (2):
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Vladimír Mužný Vladimír Mužný
Author Profile Icon Vladimír Mužný
Vladimír Mužný
Marek Chmel Marek Chmel
Author Profile Icon Marek Chmel
Marek Chmel
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Toc

Table of Contents (14) Chapters Close

Preface 1. Data Science Overview FREE CHAPTER 2. SQL Server 2017 as a Data Science Platform 3. Data Sources for Analytics 4. Data Transforming and Cleaning with T-SQL 5. Data Exploration and Statistics with T-SQL 6. Custom Aggregations on SQL Server 7. Data Visualization 8. Data Transformations with Other Tools 9. Predictive Model Training and Evaluation 10. Making Predictions 11. Getting It All Together - A Real-World Example 12. Next Steps with Data Science and SQL 13. Other Books You May Enjoy

Data Exploration and Statistics with T-SQL

When creating our data science solutions, the data that we want to use in these tasks should be explored carefully. As we learned in Chapter 5, Data Transformation and Cleansing with T-SQL, when data is loaded into a desired format, we need to find the distributions and patterns within it. We should also use data exploration during the staging process to check and improve data quality.

In this chapter, we will learn how to use T-SQL language to get statistical results from our data. To do this, we will use the following techniques:

  • T-SQL aggregate queries: This section explains what the aggregate query is and which statistical measures it can show.
  • Ranking, framing, and windowing with T-SQL: Using framing and windowing helps to obtain results enriched by sorting or ranking. In this section, we will play with framing and windowing from...
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