Puremature131130janetmasonkeepingscorex Best Top | TESTED |

| Step | Description | Tools | |------|-------------|-------| | | Pull raw numbers from APIs (Google, YouTube, Shopify). | Python + pandas | | 2. Cleaning & Normalization | Remove outliers, adjust for seasonality. | NumPy, SciPy | | 3. Weight Assignment | Apply Janet’s weighting matrix (e.g., 0.45 for volume, 0.30 for velocity, 0.25 for sentiment). | Custom JSON config | | 4. Qualitative Scoring | Team of 5 analysts rate cultural impact on a 1‑10 scale. | Google Forms | | 5. Composite Calculation | Multiply normalized X‑Metric by Best‑Score and Top‑Factor. | Jupyter Notebook | | 6. Publication | Export to interactive dashboard and blog post. | Tableau, WordPress |

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