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analyzing-text-with-nlp

Analyze text with natural language processing, a set of methods for finding patterns in language. The skill can identify sentiment, extract keywords and named entities such as people or organizations, and surface the main topics in reviews, articles, or other text.

中文简介正在准备中。当前显示英语简介。

原文查看原文说明

Execute this skill enables AI assistant to perform natural language processing and text analysis using the nlp-text-analyzer plugin. it should be used when the user requests analysis of text, including sentiment analysis, keyword extraction, topic modeling, or ... Use when analyzing code or data. Trigger with phrases like 'analyze', 'review', or 'examine'.

jeremylongshore/tons-of-skills-marketplace

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适用场景

  • Checking sentiment in customer reviews
  • Extracting keywords from an article
  • Finding the main topics in a text

包含的文件（8）

  • SKILL.md3.2 KB
  • assets/analysis_report_template.md3.3 KB
  • assets/error_handling_examples.md8.5 KB
  • assets/example_text_inputs.json2.8 KB
  • assets/README.md434 B
  • references/README.md60 B
  • scripts/analyze_text.py4.7 KB
  • scripts/README.md465 B

SKILL.md（原文）

安装前可以查看交给 AI 代理的指令内容。

Nlp Text Analyzer

Analyze text using NLP techniques including sentiment analysis, keyword extraction, named entity recognition, and topic modeling.

Overview

This skill empowers Claude to analyze text using the nlp-text-analyzer plugin, extracting meaningful information and insights. It facilitates tasks such as sentiment analysis, keyword extraction, and topic modeling, enabling a deeper understanding of textual data.

How It Works

  1. Request Analysis: Claude receives a user request to analyze text.
  2. Text Processing: The nlp-text-analyzer plugin processes the text using NLP techniques.
  3. Insight Extraction: The plugin extracts insights such as sentiment, keywords, and topics.

When to Use This Skill

This skill activates when you need to:

  • Perform sentiment analysis on a piece of text.
  • Extract keywords from a document.
  • Identify the main topics discussed in a text.

Examples

Example 1: Sentiment Analysis

User request: "Analyze the sentiment of this product review: 'I loved the product! It exceeded my expectations.'"

The skill will:

  1. Process the review text using the nlp-text-analyzer plugin.
  2. Determine the sentiment as positive and provide a confidence score.

Example 2: Keyword Extraction

User request: "Extract the keywords from this news article about the latest AI advancements."

The skill will:

  1. Process the article text using the nlp-text-analyzer plugin.
  2. Identify and return a list of relevant keywords, such as "AI", "advancements", "machine learning", and "neural networks".

Best Practices

  • Clarity: Be specific in your requests to ensure accurate and relevant analysis.
  • Context: Provide sufficient context to improve the quality of the analysis.
  • Iteration: Refine your requests based on the initial results to achieve the desired outcome.

Integration

This skill can be integrated with other tools to provide a comprehensive workflow, such as using the extracted keywords to perform further research or using sentiment analysis to categorize customer feedback.

Prerequisites

  • Appropriate file access permissions
  • Required dependencies installed

Instructions

  1. Invoke this skill when the trigger conditions are met
  2. Provide necessary context and parameters
  3. Review the generated output
  4. Apply modifications as needed

Output

The skill produces structured output relevant to the task.

Error Handling

  • Invalid input: Prompts for correction
  • Missing dependencies: Lists required components
  • Permission errors: Suggests remediation steps

Resources

  • Project documentation
  • Related skills and commands

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