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?

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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
bts-t100-AK-2025-origin-departures 2025 annual context Alaska air mobility and flight-path exposure mobility context Origin airport departures 120904.0000 departures BTS T-100 Traffic Market data 88/100 Departure volume is a mobility context variable, not an antimicrobial-resistance measurement or causal explanation.
bts-t100-AK-2025-origin-freight-lbs 2025 annual context Alaska air mobility and flight-path exposure mobility context Origin airport freight 5843130522.0000 pounds BTS T-100 Traffic Market data 86/100 Freight volume is a mobility context variable only and should not be interpreted as AMR transport or exposure proof.
bts-t100-AK-2025-origin-passengers 2025 annual context Alaska air mobility and flight-path exposure mobility context Origin airport passengers 3723579.0000 passengers BTS T-100 Traffic Market data 88/100 Air mobility context supports correlation screening only. It does not prove organism movement, exposure pathway, travel-associated AMR acquisition, or transmission.
open-meteo-AK-2025-hot-days 2025 annual context Alaska weather and climate exposure environmental context Days with maximum temperature at or above 90 F 0.0000 days Open-Meteo Historical Weather API 82/100 Heat-day context supports exploratory screening only. It is not an AMR event, patient exposure, or causal mechanism.
open-meteo-AK-2025-mean-temperature-f 2025 annual context Alaska weather and climate exposure environmental context Mean daily temperature 10.8200 degrees Fahrenheit Open-Meteo Historical Weather API 84/100 State-centroid weather context supports correlation screening only. It is not an official statewide climate normal, exposure measurement, patient record, or AMR causal finding.
open-meteo-AK-2025-precipitation-in 2025 annual context Alaska weather and climate exposure environmental context Total annual precipitation 80.4300 inches Open-Meteo Historical Weather API 84/100 State-centroid precipitation context supports correlation screening only. It is not an official statewide precipitation average or an AMR exposure-source measurement.
open-meteo-AK-2025-wet-days 2025 annual context Alaska weather and climate exposure environmental context Wet days at or above 0.25 inches 91.0000 days Open-Meteo Historical Weather API 82/100 Wet-day context supports exploratory screening only. It does not establish weather-driven antimicrobial resistance.
bts-t100-AL-2025-origin-departures 2025 annual context Alabama air mobility and flight-path exposure mobility context Origin airport departures 42315.0000 departures BTS T-100 Traffic Market data 88/100 Departure volume is a mobility context variable, not an antimicrobial-resistance measurement or causal explanation.
bts-t100-AL-2025-origin-freight-lbs 2025 annual context Alabama air mobility and flight-path exposure mobility context Origin airport freight 51336762.0000 pounds BTS T-100 Traffic Market data 86/100 Freight volume is a mobility context variable only and should not be interpreted as AMR transport or exposure proof.
bts-t100-AL-2025-origin-passengers 2025 annual context Alabama air mobility and flight-path exposure mobility context Origin airport passengers 2843669.0000 passengers BTS T-100 Traffic Market data 88/100 Air mobility context supports correlation screening only. It does not prove organism movement, exposure pathway, travel-associated AMR acquisition, or transmission.
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Use boundary

What this dataset should not be used for

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