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Added XGBoost past weather model. #11

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merged 3 commits into from
May 15, 2024
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Added XGBoost past weather model. #11

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952dc07
Added XGBoost past weather model.
mcruzloya May 14, 2024
871686d
Fixed wrong abbreviation in metadata file.
mcruzloya May 15, 2024
fd29bbe
Fixed typoin abbreviation.
mcruzloya May 15, 2024
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27 changes: 27 additions & 0 deletions model-metadata/stanford-XGBNBpw.yml
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Original file line number Diff line number Diff line change
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team_name: "Mordecai Lab at Stanford University"
team_abbr: "stanford"
model_name: "XGBoost Negative Binomial Model (Past Weather)"
model_abbr: "XGBNBpw"
model_version: "1.0"
model_contributors: [
{
"name": "Mauricio Cruz-Loya",
"affiliation": "Stanford University",
"email": "cruzloya@stanford.edu"
},
{
"name": "Joshua Emilio Lazaro",
"affiliation": "Stanford University",
"email": "jelazaro@stanford.edu"
}
]
website_url: "https://www.mordecailab.com/#about-marquee"
license: "CC-BY-4.0"
citation: ""
team_funding: ""
designated_model: true
methods: ""
data_inputs: "WNV case data, ERA5 weather data, US Census"
methods_long: "Negative binomial XGBoost model using county-level summaries of past weather (including variables like temperature, precipitation and humidity, among others) obtained from ERA5 and county-level population and age-sex distributions from the US Census as covariates. Weather covariates were included as lagged variables, and for selected covariates also as seasonal and/or annual summaries."
ensemble_of_models: false
ensemble_of_hub_models: false
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