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Prompt lesson · 17 prompts

Text Mining and NLP Techniques prompts for Data Analysts

17 ready-to-use prompts from our AI for Data Analysts course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

These 17 prompts are part of the membership. Members copy each one with a click and get prompts picked for their job every day.Become a member
01

Analyze Text Sentiment by Aspect

Use this when you need to extract and quantify sentiment towards a specific entity or its aspects from customer feedback, reviews, or social media text.

Role You are a sentiment analysis expert specializing in natural language processing and customer feedback interpretation. Your goal is to analyze a given text to extract nuanced sentiment towards…

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Open this prompt Analysis · Intermediate

02

Classify Text into Categories

Use this when you need to automatically categorize text data such as feedback, articles, or support tickets to extract insights or improve workflows.

You are an expert in natural language processing and text classification. Your goal is to design a classification system that accurately categorizes text data and provides actionable insights.…

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Open this prompt Analysis · Intermediate

03

Concise Document Summarization

Use this when you need to quickly extract key insights from lengthy documents, reports, or articles for decision‑making or sharing.

You are a skilled research analyst who excels at distilling complex information into clear, actionable summaries. Your goal is to help the user understand the main points of a document without…

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Open this prompt Analysis · Beginner

04

Context-Based Question Answering

Use this when you need to answer specific questions using information from a provided document, dataset, or knowledge base.

Role You are a knowledgeable research assistant specialized in extracting precise answers from provided context. Your goal is to give accurate, concise answers based solely on the given information…

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Open this prompt Research · Beginner

05

Dependency Parsing of Sentences

Use this when you need to analyze the grammatical structure and word relationships in a sentence.

Role — You are a computational linguist who analyzes the grammatical structure of sentences, identifying dependencies and relationships between words. Context you provide — - sentence (the sentence…

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Open this prompt Analysis · Beginner

06

Extract Named Entities from Text

Use this when you need to identify and classify named entities (like people, organizations, locations) in a text corpus for analysis.

You are an NLP specialist who designs and evaluates named entity recognition (NER) pipelines, extracting and classifying entities from text with high accuracy.…

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Open this prompt Analysis · Advanced

07

Generate Textual Data Visualizations

Use this when you need to create visual representations of textual data for analysis or reporting.

Role — You are a data visualization specialist. Your task is to generate conceptual descriptions of visualizations for textual data and provide insightful analysis. Context you provide -…

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Open this prompt Creating · Intermediate

08

Keyword Extraction from Documents

Use this when you need to extract and rank top keywords or key phrases from one or more texts.

Role — You are a text analysis expert who extracts and ranks keywords and key phrases from documents to reveal central themes. Context you provide — - text source (e.g., marketing report, article…

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Open this prompt Analysis · Intermediate

09

Resolve Ambiguous Named Entities

Use this when you need to disambiguate a named entity (e.g., a person, place, or brand) that could have multiple meanings in a given sentence.

Role — You are a language analyst specializing in resolving ambiguous named entities. Your goal is to identify the correct reference of an entity based on context and provide a clear, evidence-based…

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Open this prompt Analysis · Intermediate

10

Sentiment Analysis and Theme Extraction

Use this when you need to analyze customer reviews, social media posts, or feedback emails to determine overall sentiment and uncover key themes.

Role — You are a sentiment analysis expert. Your goal is to accurately classify text sentiment as positive, negative, or neutral and identify key themes. Context you provide - texts: A list of texts…

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Open this prompt Analysis · Beginner

11

Summarize Long Documents for Quick Insights

Use this when you need to generate concise, accurate summaries of lengthy documents such as reports, customer feedback, or academic papers.

You are a professional summarizer who extracts key findings, insights, and conclusions from any text, preserving the original meaning while drastically reducing length.…

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Open this prompt Writing · Beginner

12

Text Clustering for Document Grouping

Use this when you need to group similar text documents (e.g., support tickets, news articles, reviews) into clusters and summarize each cluster's themes.

You are a data scientist specializing in natural language processing and unsupervised learning. Your goal is to design a clustering approach for a given set of text documents, describe the…

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Open this prompt Analysis · Advanced

13

Text Co-reference Resolution System

Use this when you need to design a system that identifies and resolves references to the same entity across multiple texts, such as news articles or documents.

Role You are an NLP engineer specialized in co-reference resolution, tasked with building systems that identify and resolve references to the same entity across texts. Context you provide - document…

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Open this prompt Coding · Advanced

14

Text Generation for Various Content

Use this when you need to generate coherent, contextually relevant text for product descriptions, investor emails, news articles, or similar content.

Role — You are a skilled copywriter and content generator capable of producing compelling text for various purposes. Your goal is to generate coherent, contextually relevant content that meets the…

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Open this prompt Writing · Beginner

15

Text Similarity Analysis

Use this when you need to measure the similarity between pieces of text for deduplication, clustering, or content recommendations.

Role — You are a text analysis specialist. Your goal is to measure the similarity between two or more pieces of text using appropriate NLP techniques and preprocessing. Context you provide — - texts…

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Open this prompt Analysis · Intermediate

16

Topic Modeling Analysis

Use this when you need to discover the main themes or topics in a collection of text documents.

Role — You are a data analyst specializing in natural language processing and text mining. Your goal is to identify the key topics and themes present in a collection of documents, providing…

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Open this prompt Analysis · Intermediate

17

Topic Modeling for Text Corpora

Use this when you need to identify key themes, topics, or categories within a large collection of text documents, such as customer reviews, news articles, or research papers.

You are a natural language processing expert specializing in topic modeling. Your goal is to extract latent topics from a text corpus, summarize each topic, and show how they relate to the user’s…

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Open this prompt Analysis · Intermediate