# Memely Alpha Stock Ranking - AI Scoring Analysis

## Overview

This repository contains the **Memely Alpha Stock Ranking** data with AI-powered scoring analysis for 121 unique stocks/assets across multiple thematic sectors.

## Files

| File | Description |
|------|-------------|
| `MemelyAlphaStockRanking_original.xlsx` | Original Excel file with stock master list, weekly/YTD rankings |
| `MemelyAlphaStockRanking_scored.xlsx` | Updated Excel with AI scores (yellow-highlighted cells) |
| `research_scores.json` | Raw AI scoring data in JSON format |
| `scoring_progress.json` | Scoring progress tracking file |
| `score_stocks.py` | Python script used for AI model scoring |
| `write_scores_to_excel.py` | Python script to write scores into Excel |

## AI Scoring Methodology

Each stock was evaluated by an AI model (GPT-4.1-mini) based on:

1. **Overall Score (1-100)**: Comprehensive investment attractiveness
2. **Momentum Score (1-100)**: Based on 7-day and YTD price performance
3. **Theme Score (1-100)**: Relevance of thematic play (AI, Defense, Aerospace, Crypto, etc.)
4. **Risk Score (1-100)**: Volatility and risk level (100 = highest risk)
5. **Social Buzz Score (1-100)**: KOL backing and social media attention

## Top 10 Stocks by Overall Score

| Rank | Symbol | Theme | Overall | Momentum | Theme Score |
|------|--------|-------|---------|----------|-------------|
| 1 | UMAC | Drone | 88 | 95 | 80 |
| 2 | EQRLF | - | 85 | 95 | 20 |
| 3 | OSS | Defense | 82 | 80 | 70 |
| 4 | AXTI | Photonics | 80 | 90 | 75 |
| 5 | LASR | Defense | 80 | 85 | 75 |
| 6 | LFMD | GLP-1 | 80 | 90 | 75 |
| 7 | AMPX | Battery | 78 | 60 | 80 |
| 8 | CRCL | Stablecoin | 78 | 75 | 70 |
| 9 | FSLY | - | 75 | 80 | 25 |
| 10 | PSRHF | Helium 3 | 75 | 85 | 70 |

## Sector Distribution

Key sectors covered include:
- **Defense & Drone**: UMAC, OSS, LASR, RCAT, KTOS, MRCY, AIRO, etc.
- **Aerospace**: ASTS, RDW, PL, IRDM, RKLB, VELO, etc.
- **AI & Technology**: ACMR, NBIS, ZETA, PATH, GTLB, etc.
- **Photonics**: AXTI, AAOI, POET, LPTH, ALMU
- **Crypto & Fintech**: CRCL, GLXY, BKKT, FIGR, ETOR, GEMI
- **Biotech & Pharma**: LFMD, NVO, RXRX, CERT, HIMS
- **Quantum Computing**: IONQ, RGTI, QUBT, QBTS, INFQ
- **Nuclear/Energy**: UUUU, OKLO, SMR, NEE, PPSI

## Excel Modifications

All AI-generated scores are written into the Excel file with **yellow background highlighting** to clearly distinguish new data from original data. The modifications include:

1. **"stock master list" sheet**: 6 new columns added (AI Overall Score, Momentum, Theme, Risk, Social Buzz, Brief Analysis)
2. **"Sheet4"**: Same 6 columns added
3. **"AI Score Summary" (new sheet)**: Complete ranking sorted by Overall Score with color-coded cells

## Date

Analysis performed on: **March 14, 2026**