etoile-insights 2025.5.160702

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etoile_insights

etoile_insights is a Python package developed to analyze and generate structured insights into a person's interests, psychological traits, and professional potentials using advanced natural language processing models. This package is part of the Mistral Étoile project suite and is designed to support careers advisors, psychologists, and educational professionals in understanding and guiding individuals based on textual data analysis.

Installation

To install etoile_insights, use pip:

pip install etoile_insights

Usage

The package provides three main functions: get_interests, get_psychological_insights, and get_professional_potentials. These functions analyze text data and output structured insights.

Setting Up the Model

from langchain_mistralai import ChatMistralAI

MISTRAL_LARGE_LATEST = "mistral-large-latest"

llm = ChatMistralAI(
    model=MISTRAL_LARGE_LATEST,
    temperature=0,
    max_retries=2,
)

Generating Insights

Interests

texts = ["Text data that might reveal interests..."]
interests = get_interests(llm, texts, verbose=True)
print(interests)

Psychological Insights

texts = ["Text data relevant to psychological analysis..."]
psych_insights = get_psychological_insights(llm, texts, verbose=True)
print(psych_insights)

Professional Potentials

texts = ["Text data that might indicate professional potentials..."]
prof_potentials = get_professional_potentials(llm, texts, verbose=True)
print(prof_potentials)

These functions use text data to predict structured insights, which can be valuable in various professional contexts, from education to career planning.

Features

• Analyzes textual data to generate structured insights into interests, psychological traits, and professional potentials.
• Utilizes state-of-the-art language models to provide accurate and meaningful interpretations.
• Provides outputs in a structured format that is easy to integrate into professional reports or systems.

Contributing

Contributions, issues, and feature requests are welcome! Please feel free to check the issues page.

License

etoile_insights is licensed under the MIT License.

Acknowledgements

This package was developed by Evgenii (Eugene) Evstafev as part of the innovative tools offered by the Mistral Étoile project, aiming to provide deep insights into human behavior and potential through text analysis.