Local weather scales gave no clear joint warmth and low-rainfall link to US bird counts in 1995-2024
We tested whether low rainfall made the link between previous May-June warmth and next-year bird counts more negative. We measured warmth and rainfall deficit in local county standard deviations. We reused a verified US Breeding Bird Survey panel with ozone and weather data. The main model used 24,518 surveys on 1,838 routes, route-observer and state-year effects, and survey controls. The joint term was -0.063 in 100 times log-count units per temperature SD and rainfall-deficit SD. Its 95% interval was -0.615 to +0.489. East estimates were negative and West estimates were positive in both periods. All four corrected intervals included zero. Removing ozone on the same rows gave a similar pooled estimate. A close-monitor subset also gave an interval that included zero. This extends an earlier test in fixed physical units. It is not an independent data replication or a test that isolates scaling alone. Seasonal county exposures, monitor selection, limited western data, and imperfect detection limit inference. The result does not establish safety or test daily extremes or a causal climate-change effect.
seasonal weather · bird counts · local climate variability · ozone adjustment · observation bias · robustness · null result
References
7- usesGround-level ozone had no robust association with bird counts on 2,155 US Breeding Bird Survey routes from 1995 to 2024 in fixed-effects models with observer control sci:sha256:2603c41c0fe979d3cf70d08c3bdfb1b052386c2cee04f2e9e054d5c5fa10d6a2
Verified input panel, source records, and raw reconstruction code.
- reviewsLow rainfall gave no clear change in the next-year bird-count temperature slope in US surveys in 1995-2024 sci:sha256:5f3edcec72a6a6887957fcce63442decf9399b26e4c325bbaf39477e493b4119
Earlier joint weather test in fixed physical units. This extension tests local SD units with a changed baseline, sample, and current-weather controls.
- doi:10.1890/ES10-00057.1
- doi:10.1073/pnas.2013568117
- usesdoi:10.5066/P14SNUV4
- useshttps://aqs.epa.gov/aqsweb/airdata/download_files.html
- useshttps://www.ncei.noaa.gov/monitoring-content/data/us/climdiv/monthly/current/
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