Curated dataset package

Antimicrobial Resistance (AMR) Public Source Signal Dataset

What weather, climate, agriculture, mobility, and AMR context can be joined by geography and reporting period?

View Map Preview Preview Records Pricing

Included package

Public Antimicrobial Resistance (AMR) evidence, markers, source lineage, and outbreak-watch scoring

Preview shows mapped records, source mix, key fields, source URLs, AI-ready export shape, and known limitations.

source-linked records time and geography fields source URLs limitations AI-ready exports

Row grain

state/country + year/month + context layer + named measurement + source owner

Key fields in the package

record_id date location source_stream published_value source_url limitations

AI-ready dataset

Prepared for RAG, model features, APIs, and governed delivery.

This is not a raw source dump. The package is structured, enriched, documented, and delivered with the files and metadata data teams need before moving it into production systems.

Structured for retrieval and modeling

Rows are normalized around state/country + year/month + context layer + named measurement + source owner, with stable fields, source context, and reusable identifiers.

RAG-ready records

The package includes retrieval-ready JSONL with source text, metadata, geography, reporting period, and limitation context.

Model-feature outputs

Feature tables expose documented fields such as record_id, date, location, source_stream, published_value, source_url for analytics and workflow integration without publishing DeepWave scoring recipes.

Governed delivery

Schema, package manifest, data-quality records, source lineage, refresh cadence, and export files travel with the dataset.

Map preview

Mapped records by place and reporting period

Integrated dataset sample is capped until payment confirmation or private package access.

Preview records - not the full file

Preview of integrated_records.csv

This table shows 10 capped preview rows from integrated_records.csv. It is a preview of the export shape and sample records, not the full primary dataset file. Purchase unlocks the complete CSV/JSON package, source references, quality table, package manifest, and export-ready records. Public preview text intentionally withholds DeepWave scoring recipes.

source_record_id	reporting_period	location	source_stream	evidence_type	value_name	value	source_name	quality_score	limitations
`weatheramrcontext-preview-01`	2026-07-30 18:00 UTC	DC Metro central grid	AMR public source signal preview	AI-ready preview row	geo_time_context_score	92 0-100 preview index	CDC AR&PSP / NHSN	88/100	Use within the published source fields, dates, geography, license, and public-use limits.
`weatheramrcontext-preview-02`	2026-07-31 18:00 UTC	Arlington-Alexandria grid	AMR public source signal preview	AI-ready preview row	geo_time_context_score	88 0-100 preview index	CDC NARMS	87/100	Use within the published source fields, dates, geography, license, and public-use limits.
`weatheramrcontext-preview-03`	2026-08-01 18:00 UTC	Bethesda-Silver Spring grid	AMR public source signal preview	AI-ready preview row	geo_time_context_score	84 0-100 preview index	FDA NARMS Integrated Data	86/100	Use within the published source fields, dates, geography, license, and public-use limits.
`weatheramrcontext-preview-04`	2026-08-02 18:00 UTC	Baltimore-Washington corridor	AMR public source signal preview	AI-ready preview row	geo_time_context_score	80 0-100 preview index	NCBI PubMed and PMC	85/100	Use within the published source fields, dates, geography, license, and public-use limits.
`weatheramrcontext-preview-05`	2026-08-03 18:00 UTC	Dulles corridor	AMR public source signal preview	AI-ready preview row	geo_time_context_score	76 0-100 preview index	NCBI SRA	84/100	Use within the published source fields, dates, geography, license, and public-use limits.
`weatheramrcontext-preview-06`	2026-08-04 18:00 UTC	Prince George's County grid	AMR public source signal preview	AI-ready preview row	geo_time_context_score	72 0-100 preview index	NCBI NDARO / AMRFinderPlus	83/100	Use within the published source fields, dates, geography, license, and public-use limits.
`weatheramrcontext-preview-07`	2026-08-05 18:00 UTC	Montgomery County grid	AMR public source signal preview	AI-ready preview row	geo_time_context_score	68 0-100 preview index	WHO GLASS and TrACSS	82/100	Aggregate baseline context, not buyer-intent evidence.
`weatheramrcontext-preview-08`	2026-08-06 18:00 UTC	Fairfax County grid	AMR public source signal preview	AI-ready preview row	geo_time_context_score	64 0-100 preview index	NOAA Storm Events Database	81/100	Event reports are not AMR observations.
`weatheramrcontext-preview-09`	2026-08-07 18:00 UTC	Richmond reference region	AMR public source signal preview	AI-ready preview row	geo_time_context_score	60 0-100 preview index	USGS NWIS Water Services	80/100	Gauge coverage varies by location.
`weatheramrcontext-preview-10`	2026-08-08 18:00 UTC	Philadelphia reference region	AMR public source signal preview	AI-ready preview row	geo_time_context_score	56 0-100 preview index	EPA EJScreen	79/100	Not a pathogen or AMR measurement.

Use boundary

What this dataset should not be used for

causal claims about AMR; it is a joined context layer for screening and modeling