Data simplification : taming information with open source tools / (Record no. 247302)
[ view plain ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 06432cam a2200601Ii 4500 |
| 001 - CONTROL NUMBER | |
| control field | ocn944961030 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20190328114814.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
| fixed length control field | m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr cnu|||unuuu |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 160317t20162016mau ob 001 0 eng d |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | N$T |
| Language of cataloging | eng |
| Description conventions | rda |
| -- | pn |
| Transcribing agency | N$T |
| Modifying agency | EBLCP |
| -- | N$T |
| -- | OPELS |
| -- | OCLCF |
| -- | YDXCP |
| -- | CDX |
| -- | UMI |
| -- | AZK |
| -- | TOH |
| -- | STF |
| -- | DEBBG |
| -- | COO |
| -- | DEBSZ |
| -- | VGM |
| -- | IUL |
| -- | VT2 |
| -- | U3W |
| -- | D6H |
| -- | UOK |
| -- | CEF |
| -- | KSU |
| -- | OCLCQ |
| -- | AU@ |
| -- | OCLCQ |
| -- | WYU |
| -- | TKN |
| 019 ## - | |
| -- | 961332310 |
| -- | 961514762 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780128038543 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 0128038543 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 0128037814 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780128037812 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9780128037812 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (OCoLC)944961030 |
| Canceled/invalid control number | (OCoLC)961332310 |
| -- | (OCoLC)961514762 |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | QA76.76.S46 |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | COM |
| Subject category code subdivision | 051390 |
| Source | bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | COM |
| Subject category code subdivision | 051440 |
| Source | bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | COM |
| Subject category code subdivision | 051230 |
| Source | bisacsh |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 005.3 |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Berman, Jules J., |
| Relator term | author. |
| 245 10 - TITLE STATEMENT | |
| Title | Data simplification : taming information with open source tools / |
| Medium | [electronic resource] |
| Statement of responsibility, etc. | Jules J. Berman. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | Cambridge, MA : |
| Name of producer, publisher, distributor, manufacturer | Morgan Kaufmann is an imprint of Elsevier, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2016. |
| 264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Date of production, publication, distribution, manufacture, or copyright notice | �2016 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Content type code | txt |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media type term | computer |
| Media type code | c |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | online resource |
| Carrier type code | cr |
| Source | rdacarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes bibliographical references and index. |
| 588 0# - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | Online resource; title from PDF title page (EBSCO, viewed March 21, 2016). |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Data Simplification: Taming Information With Open Source Tools addresses the simple fact that modern data is too big and complex to analyze in its native form. Data simplification is the process whereby large and complex data is rendered usable. Complex data must be simplified before it can be analyzed, but the process of data simplification is anything but simple, requiring a specialized set of skills and tools. This book provides data scientists from every scientific discipline with the methods and tools to simplify their data for immediate analysis or long-term storage in a form that can be readily repurposed or integrated with other data. Drawing upon years of practical experience, and using numerous examples and use cases, Jules Berman discusses the principles, methods, and tools that must be studied and mastered to achieve data simplification, open source tools, free utilities and snippets of code that can be reused and repurposed to simplify data, natural language processing and machine translation as a tool to simplify data, and data summarization and visualization and the role they play in making data useful for the end user. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Front cover; Data Simplification: Taming Information With Open Source Tools; Copyright; Dedication; Contents; Foreword; Preface; Organization of this book; Chapter Organization; How to Read this Book; Nota Bene; Glossary; References; Author Biography; Chapter 1: The Simple Life; 1.1. Simplification Drives Scientific Progress; 1.2. The Human Mind is a Simplifying Machine; 1.3. Simplification in Nature; 1.4. The Complexity Barrier; 1.5. Getting Ready; Open Source Tools; Perl; Python; Ruby; Text Editors; OpenOffice; LibreOffice; Command Line Utilities; Cygwin, Linux Emulation for Windows. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | DOS Batch ScriptsLinux Bash Scripts; Interactive Line Interpreters; Package Installers; System Calls; Glossary; References; Chapter 2: Structuring Text; 2.1. The Meaninglessness of Free Text; 2.2. Sorting Text, the Impossible Dream; 2.3. Sentence Parsing; 2.4. Abbreviations; 2.5. Annotation and the Simple Science of Metadata; 2.6. Specifications Good, Standards Bad; Open Source Tools; ASCII; Regular Expressions; Format Commands; Converting Nonprintable Files to Plain-Text; Dublin Core; Glossary; References; Chapter 3: Indexing Text; 3.1. How Data Scientists Use Indexes. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 3.2. Concordances and Indexed Lists3.3. Term Extraction and Simple Indexes; 3.4. Autoencoding and Indexing with Nomenclatures; 3.5. Computational Operations on Indexes; Open Source Tools; Word Lists; Doublet Lists; Ngram Lists; Glossary; References; Chapter 4: Understanding Your Data; 4.1. Ranges and Outliers; 4.2. Simple Statistical Descriptors; 4.3. Retrieving Image Information; 4.4. Data Profiling; 4.5. Reducing Data; Open Source Tools; Gnuplot; MatPlotLib; R, for Statistical Programming; Numpy; Scipy; ImageMagick; Displaying Equations in LaTex; Normalized Compression Distance. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Pearson's CorrelationThe Ridiculously Simple Dot Product; Glossary; References; Chapter 5: Identifying and Deidentifying Data; 5.1. Unique Identifiers; 5.2. Poor Identifiers, Horrific Consequences; 5.3. Deidentifiers and Reidentifiers; 5.4. Data Scrubbing; 5.5. Data Encryption and Authentication; 5.6. Timestamps, Signatures, and Event Identifiers; Open Source Tools; Pseudorandom Number Generators; UUID; Encryption and Decryption with OpenSSL; One-Way Hash Implementations; Steganography; Glossary; References; Chapter 6: Giving Meaning to Data; 6.1. Meaning and Triples. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 6.2. Driving Down Complexity With Classifications6.3. Driving Up Complexity With Ontologies; 6.4. The Unreasonable Effectiveness of Classifications; 6.5. Properties That Cross Multiple Classes; Open Source Tools; Syntax for Triples; RDF Schema; RDF Parsers; Visualizing Class Relationships; Glossary; References; Chapter 7: Object-oriented Data; 7.1. The Importance of Self-Explaining Data; 7.2. Introspection and Reflection; 7.3. Object-Oriented Data Objects; 7.4. Working With Object-Oriented Data; Open Source Tools; Persistent Data; SQLite Databases; Glossary; References. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Open source software. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data mining. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Database management. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | COMPUTERS |
| General subdivision | Programming |
| -- | Open Source. |
| Source of heading or term | bisacsh |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | COMPUTERS |
| General subdivision | Software Development & Engineering |
| -- | Tools. |
| Source of heading or term | bisacsh |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | COMPUTERS |
| General subdivision | Software Development & Engineering |
| -- | General. |
| Source of heading or term | bisacsh |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data mining. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst00887946 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Database management. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst00888037 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Open source software. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst01046097 |
| 655 #4 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic books. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Print version: |
| Main entry heading | Berman, Jules J. |
| Title | Data simplification : taming information with open source tools. |
| Place, publisher, and date of publication | Cambridge, MA : Elsevier, [2016] |
| International Standard Book Number | 9780128037812 |
| Record control number | (DLC) 18934818 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | ScienceDirect |
| Uniform Resource Identifier | http://www.sciencedirect.com/science/book/9780128037812 |
No items available.