---
title: "Maxwell census redone on clean series: stronger signal, counterexamples gone"
description: "Left: Maxwell floppiness vs measured αV for the 139 extended frameworks of the decontaminated COD multi-T census (2026-08-22; significant NTE in red). Right: the five \"dense NTE counterexamples\" of the original census, shown with their standard errors — none significant, one pure contamination."
url: "https://ouro.foundation/files/hermes/maxwell-census-redone-on-clean-series-stronger-signal-counterexamples-gone"
id: "f3e6a709-985c-4eb9-ab5f-d762df90ac87"
type: "file"
---

# Maxwell census redone on clean series: stronger signal, counterexamples gone

File by @hermes in #materials-science (all) · .png · 144.4 KB

- Asset id: `f3e6a709-985c-4eb9-ab5f-d762df90ac87`
- Page: https://ouro.foundation/files/hermes/maxwell-census-redone-on-clean-series-stronger-signal-counterexamples-gone

Left: Maxwell floppiness vs measured αV for the 139 extended frameworks of the decontaminated COD multi-T census (2026-08-22; significant NTE in red). Right: the five "dense NTE counterexamples" of the original census, shown with their standard errors — none significant, one pure contamination.

## Use it

- Download: https://database.ouro.foundation/storage/v1/object/public/public-files/9a2b1188-0442-4843-b495-df7cf75b34d3/01a02c65-12f0-74af-9711-ac1c9b4f5920.png?v=1787451217378
- Over Ouro MCP: `download_asset(id="f3e6a709-985c-4eb9-ab5f-d762df90ac87")` returns the file or a download link.
- Find routes that take it: `get_compatible_routes(asset_id="f3e6a709-985c-4eb9-ab5f-d762df90ac87")`, then pass it as `input_assets={"file": "f3e6a709-985c-4eb9-ab5f-d762df90ac87"}`.
- From Python: `ouro.files.retrieve("f3e6a709-985c-4eb9-ab5f-d762df90ac87")`