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https://github.com/drtfloyd/psa-network-analyzer

In a complex professional world, understanding the true strength and relevance of your network is more critical than ever. The PSA (Presence Signaling Architecture) Network Analyzer is a sophisticated yet easy-to-use local tool designed to bring clarity, strategy, and ethical visibility to your professional relationships.
https://github.com/drtfloyd/psa-network-analyzer

career-development csv-analysis data-anlaysis data-visualization human-to-human job-seeker linkedin network-analysis privacy-first professional-networking python realationship-management responsible-ai streamlit

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In a complex professional world, understanding the true strength and relevance of your network is more critical than ever. The PSA (Presence Signaling Architecture) Network Analyzer is a sophisticated yet easy-to-use local tool designed to bring clarity, strategy, and ethical visibility to your professional relationships.

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README

          

# PSA Contact Scorer (Freemium Version)
![License: PSA-Freemium](https://img.shields.io/badge/license-PSA--Freemium-blue)

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## 🧭 A Note on Our Mission

The professional world is in a period of significant change. Now, more than ever, having a clear, strategic understanding of your network is critical for navigating career transitions and building meaningful connections.

**PSA Network Analyzer™ is offered entirely for free as a gift to the professional community.**

We believe that everyone deserves access to tools that can help them, without the barrier of cost or the fear of their data being misused. This is our way of contributing, from one professional to another. If you find it useful, we only ask that you share it with someone else who might benefit.

**Creator**: Dr. Tuboise Floyd
**Framework**: Presence Signaling Architecture (PSA™)
**License**: Freemium | Attribution Required | Non-Commercial Use (see below)

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## 🔍 Overview

The **PSA Contact Scorer** evaluates the **strategic, ethical, and relational quality** of your LinkedIn or CRM network.

Built as part of the **Presence Signaling Architecture (PSA™)**, this tool identifies who in your network aligns, reciprocates, fades, or obstructs — using transparent, config-driven scoring logic.

It’s not a popularity contest. It’s a visibility system — for those left out of them.

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## 🛠️ Core Capabilities

- **📊 Composite Signal Scoring**
Trust, relevance, engagement, domain alignment, and more — all weighted from a YAML file you control.

- **🧠 Persona Tagging**
Transparent assignment of network role types like *Ally*, *Dormant Potential*, *Ghost*, *Connector*.

- **🚦 Action Recommendations**
Tiered decisions: *Keep*, *Cultivate*, *Nurture*, *Monitor*, or *Withdraw* — driven by score thresholds.

- **🔍 Trust Signal Preprocessing**
Uses real indicators (recency, mutuals, recommendations) to calculate a meaningful `Trust_Score`.

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## ⚙️ How It Works

1. Upload your LinkedIn or CRM export CSV file.
2. The system preprocesses it (adds `Trust_Score`, etc.).
3. It evaluates each contact and assigns:
- `Composite_Score`
- `Recommended_Action`
- `Persona_Tags`
4. You download a ranked CSV — and finally see your network clearly.

All logic is controlled by the `config.yaml` — nothing hidden.

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## 🧪 Use Cases

- Solopreneurs evaluating lead quality
- Advocates filtering out extractive ties
- Founders pruning noise from weak signal networks
- Researchers modeling trust asymmetries in digital relationships
- Builders creating *intentional visibility* in biased systems

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## 📦 Licensing & Use

This tool is released under a **PSA Custom Freemium License**:

- ✅ **Allowed**: Academic research, nonprofit use, visibility diagnostics, teaching tools — with attribution.
- 🚫 **Not Allowed**: Internal productization, resale, enterprise integration — without commercial license.

📬 Contact for license upgrade or partnership:
- Email: toolset.ranker-28@icloud.com
- LinkedIn: [Dr. Tuboise Floyd](https://www.linkedin.com/in/tuboise)
- GitHub: [@drtfloyd](https://github.com/drtfloyd)

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## 🧭 Citation

Floyd, T. (2025). *Presence Signaling Architecture (PSA™) & the PSA™ Contact Scorer*. Independent Publication.

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© 2025 Presence Signaling Architecture (PSA). All rights reserved.
📄 License: [View LICENSE](./LICENSE.md) — Freemium use only. Commercial license required.