Wrangling: meaning, definitions and examples

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wrangling

 

[ ˈræŋ.ɡlɪŋ ]

Verb / Noun
Context #1 | Verb

data manipulation

Wrangling refers to the process of manipulating and refining data to make it suitable for analysis. This often involves cleaning, transforming, and organizing raw data into a more usable format.

Synonyms

cleaning, manipulating, organizing

Examples of usage

  • I spent the afternoon wrangling the dataset for our project.
  • Data wrangling is crucial before performing any analysis.
  • He is skilled at wrangling complex data structures.
  • After wrangling the data, we found some interesting trends.
Context #2 | Noun

data processing

In the context of data science, wrangling refers to the steps taken to convert raw data into a more organized and useful format. This is a critical step in the data analysis process.

Synonyms

data cleaning, data processing, data transformation

Examples of usage

  • The wrangling process took longer than expected.
  • Effective data wrangling can improve the quality of your insights.
  • She specializes in data wrangling techniques.
  • Good wrangling practices lead to better data analysis.

Translations

Translations of the word "wrangling" in other languages:

🇵🇹 manipulação

🇮🇳 संस्कार

🇩🇪 Bearbeitung

🇮🇩 pengolahan

🇺🇦 обробка

🇵🇱 obróbka

🇯🇵 扱い

🇫🇷 manipulation

🇪🇸 manipulación

🇹🇷 işleme

🇰🇷 처리

🇸🇦 معالجة

🇨🇿 zpracování

🇸🇰 spracovanie

🇨🇳 处理

🇸🇮 obdelava

🇮🇸 meðferð

🇰🇿 өңдеу

🇬🇪 მომზადება

🇦🇿 emal

🇲🇽 manipulación

Word origin

The term 'wrangle' originates from the early 15th century, derived from the Middle English word 'wranglen', which means to contend or argue. It is related to the Old High German word 'rengan' meaning to hold fast or grapple. Over the years, the term evolved and found its way into various contexts, including livestock management, where 'wrangler' refers to someone who manages horses and cattle. In recent times, especially within the fields of data science and analytics, 'wrangling' has come to refer specifically to the handling and preprocessing of data to prepare it for analysis. This shift illustrates how language evolves with societal and technological changes.

Word Frequency Rank

Positioned at #23,853, this word is part of extensive vocabulary. It's relatively rare in general usage but may be important in specific fields or formal writing.