cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.8048252.v3
title: ICS-209-PLUS - An all-hazards dataset mined from the US National Incident Management System 1999-2014

description: <b>Abstract</b><b></b>This paper describes a new dataset mined from the public archive (1999-2014) of the U.S. National Incident Management System/Incident Command System Incident Status Summary Form (a total of 124,411 reports for 25,083 incidents, including 24,608 wildfires). This system captures detailed information on incident management costs, personnel, hazard characteristics, values at risk, fatalities, and structural damage. Most (98.5%) of the reports are fire-related, followed in decreasing order by <i>other</i>, hurricane, hazardous materials, flood, tornado, search and rescue, civil unrest, and winter storms. The archive, although publicly available, has been difficult to use due to multiple record formats, inconsistent free-form fields, and no bridge between individual reports and high-level incident analysis. Here, we describe this improved dataset and the open, reproducible methods used, including merging records across three versions of the system, cleaning and aligning with the current system, smoothing values across reports, and supporting incident-level analysis. This integrated record offers the opportunity to explore the daily progression of the most costly, damaging, and deadly events in the U.S., particularly for wildfires. Data Description:These data are the output results from the reproducible code found here: https://github.com/lisestdenis/ics209plus. There are 4 *.zip files found within. Below describes them: ics209-plus.zip: Contains 1 files for all hazards within the ICS209 system at the daily reporting level. ics209-plus-wf.zip: Contains 3 files for the wildfire only events in the ICS209 database. These are at the daily level (ics209-plus-wf_sitreps_1999to2014.csv), event level (ics209-plus-wf_incidents_1999to2014.csv), and the associated wildfire complexes (ics209-plus-wf_complex_assocs_1999to2013.csv). ics209-plus_incidents_spatial.zip: Contains 1 *.gpkg file. This is a spatial cleaned file at the incident level. ics209_sitreps_deleted.zip: A list of all deleted incidents from the raw data.
DOI: 10.6084/m9.figshare.8048252.v4
title: ICS-209-PLUS - An all-hazards dataset mined from the US National Incident Management System 1999-2014

description: AbstractThis paper describes a new dataset mined from the public archive (1999-2014) of the U.S. National Incident Management System/Incident Command System Incident Status Summary Form (a total of 124,411 reports for 25,083 incidents, including 24,608 wildfires). This system captures detailed information on incident management costs, personnel, hazard characteristics, values at risk, fatalities, and structural damage. Most (98.5%) of the reports are fire-related, followed in decreasing order by <i>other</i>, hurricane, hazardous materials, flood, tornado, search and rescue, civil unrest, and winter storms. The archive, although publicly available, has been difficult to use due to multiple record formats, inconsistent free-form fields, and no bridge between individual reports and high-level incident analysis. Here, we describe this improved dataset and the open, reproducible methods used, including merging records across three versions of the system, cleaning and aligning with the current system, smoothing values across reports, and supporting incident-level analysis. This integrated record offers the opportunity to explore the daily progression of the most costly, damaging, and deadly events in the U.S., particularly for wildfires. <br>Data Description:These data are the output results from the reproducible code found here: https://github.com/lisestdenis/ics209plus. There are 4 *.zip files found within. Below describes them: <br>ics209-plus.zip: Contains 1 files for all hazards within the ICS209 system at the daily reporting level. <br>ics209-plus-wf.zip: Contains 3 files for the wildfire only events in the ICS209 database. These are at the daily level (ics209-plus-wf_sitreps_1999to2014.csv), event level (ics209-plus-wf_incidents_1999to2014.csv), and the associated wildfire complexes (ics209-plus-wf_complex_assocs_1999to2013.csv). <br>ics209-plus_incidents_spatial.zip: Contains 1 *.gpkg file. This is a spatial cleaned file at the incident level. <br>ics209_sitreps_deleted.zip: A list of all deleted incidents from the raw data.
DOI: 10.6084/m9.figshare.8048252.v5
title: ICS-209-PLUS - An all-hazards dataset mined from the US National Incident Management System 1999-2014

description: AbstractThis paper describes a new dataset mined from the public archive (1999-2014) of the U.S. National Incident Management System/Incident Command System Incident Status Summary Form (a total of 124,411 reports for 25,083 incidents, including 24,608 wildfires). This system captures detailed information on incident management costs, personnel, hazard characteristics, values at risk, fatalities, and structural damage. Most (98.5%) of the reports are fire-related, followed in decreasing order by <i>other</i>, hurricane, hazardous materials, flood, tornado, search and rescue, civil unrest, and winter storms. The archive, although publicly available, has been difficult to use due to multiple record formats, inconsistent free-form fields, and no bridge between individual reports and high-level incident analysis. Here, we describe this improved dataset and the open, reproducible methods used, including merging records across three versions of the system, cleaning and aligning with the current system, smoothing values across reports, and supporting incident-level analysis. This integrated record offers the opportunity to explore the daily progression of the most costly, damaging, and deadly events in the U.S., particularly for wildfires. <br>Data Description:These data are the output results from the reproducible code found here: https://github.com/lisestdenis/ics209plus. There are 4 *.zip files found within. Below describes them: <br>ics209-plus.zip: Contains 1 files for all hazards within the ICS209 system at the daily reporting level. <br>ics209-plus-wf.zip: Contains 3 files for the wildfire only events in the ICS209 database. These are at the daily level (ics209-plus-wf_sitreps_1999to2014.csv), event level (ics209-plus-wf_incidents_1999to2014.csv), and the associated wildfire complexes (ics209-plus-wf_complex_assocs_1999to2013.csv). <br>ics209-plus_incidents_spatial.zip: Contains 1 *.gpkg file. This is a spatial cleaned file at the incident level. <br>ics209_sitreps_deleted.zip: A list of all deleted incidents from the raw data.
DOI: 10.6084/m9.figshare.8048252.v6
title: ICS-209-PLUS - An all-hazards dataset mined from the US National Incident Management System 1999-2014

description: AbstractThis paper describes a new dataset mined from the public archive (1999-2014) of the U.S. National Incident Management System/Incident Command System Incident Status Summary Form (a total of 124,411 reports for 25,083 incidents, including 24,608 wildfires). This system captures detailed information on incident management costs, personnel, hazard characteristics, values at risk, fatalities, and structural damage. Most (98.5%) of the reports are fire-related, followed in decreasing order by <i>other</i>, hurricane, hazardous materials, flood, tornado, search and rescue, civil unrest, and winter storms. The archive, although publicly available, has been difficult to use due to multiple record formats, inconsistent free-form fields, and no bridge between individual reports and high-level incident analysis. Here, we describe this improved dataset and the open, reproducible methods used, including merging records across three versions of the system, cleaning and aligning with the current system, smoothing values across reports, and supporting incident-level analysis. This integrated record offers the opportunity to explore the daily progression of the most costly, damaging, and deadly events in the U.S., particularly for wildfires. Data Description:The 'ics209_raw.zip' file contains all of the yearly raw databases and associated lookup tables to run the cleaning algorithm (https://github.com/lisestdenis/ics209plus). The 'ics209_cleaned.zip' file contain the resulting databases from the cleaning produce (code found here: https://github.com/lisestdenis/ics209plus. There are 4 *.zip files found within. Below describes them: ics209-plus.zip: Contains 1 files for all hazards within the ICS209 system at the daily reporting level. ics209-plus-wf.zip: Contains 3 files for the wildfire only events in the ICS209 database. These are at the daily level (ics209-plus-wf_sitreps_1999to2014.csv), event level (ics209-plus-wf_incidents_1999to2014.csv), and the associated wildfire complexes (ics209-plus-wf_complex_assocs_1999to2013.csv). ics209-plus_incidents_spatial.zip: Contains 1 *.gpkg file. This is a spatial cleaned file at the incident level. ics209_sitreps_deleted.zip: A list of all deleted incidents from the raw data.
DOI: 10.6084/m9.figshare.8048078
title: Belem_climate_series_2005_2016.csv

description: Climate time series for the city of Belem, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048078.v1
title: Belem_climate_series_2005_2016.csv

description: Climate time series for the city of Belem, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048069
title: Curitiba_climate_series_2005_2016.csv

description: Climate time series for the city of Curitiba, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048072
title: Boavista_climate_series_2005_2016.csv

description: Climate time series for the city of Boavista, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048252.v7
title: ICS-209-PLUS - An all-hazards dataset mined from the US National Incident Management System 1999-2014

description: AbstractThis paper describes a new dataset mined from the public archive (1999-2014) of the U.S. National Incident Management System/Incident Command System Incident Status Summary Form (a total of 124,411 reports for 25,083 incidents, including 24,608 wildfires). This system captures detailed information on incident management costs, personnel, hazard characteristics, values at risk, fatalities, and structural damage. Most (98.5%) of the reports are fire-related, followed in decreasing order by <i>other</i>, hurricane, hazardous materials, flood, tornado, search and rescue, civil unrest, and winter storms. The archive, although publicly available, has been difficult to use due to multiple record formats, inconsistent free-form fields, and no bridge between individual reports and high-level incident analysis. Here, we describe this improved dataset and the open, reproducible methods used, including merging records across three versions of the system, cleaning and aligning with the current system, smoothing values across reports, and supporting incident-level analysis. This integrated record offers the opportunity to explore the daily progression of the most costly, damaging, and deadly events in the U.S., particularly for wildfires. <br> Data Description:external_manuscript_tables.zip: Contains 3 additional tables referred to in the original manuscript text.<br>The 'ics209_raw.zip' file contains all of the yearly raw databases and associated lookup tables to run the cleaning algorithm (https://github.com/lisestdenis/ics209plus).<br> The 'ics209_cleaned.zip' file contain the resulting databases from the cleaning produce (code found here: https://github.com/lisestdenis/ics209plus. There are 4 *.zip files found within. Below describes them: <br>ics209-plus.zip: Contains 1 files for all hazards within the ICS209 system at the daily reporting level. <br>ics209-plus-wf.zip: Contains 3 files for the wildfire only events in the ICS209 database. These are at the daily level (ics209-plus-wf_sitreps_1999to2014.csv), event level (ics209-plus-wf_incidents_1999to2014.csv), and the associated wildfire complexes (ics209-plus-wf_complex_assocs_1999to2013.csv). <br>ics209-plus_incidents_spatial.zip: Contains 1 *.gpkg file. This is a spatial cleaned file at the incident level. <br>ics209_sitreps_deleted.zip: A list of all deleted incidents from the raw data.
DOI: 10.6084/m9.figshare.8048063
title: Fortaleza_climate_series_2005_2016.csv

description: Climate time series for the city of Fortaleza, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048066
title: FeiraDeSantana_climate_series_2005_2016.csv

description: Climate time series for the city of FSA, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048072.v1
title: Boavista_climate_series_2005_2016.csv

description: Climate time series for the city of Boavista, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048060
title: Maceio_climate_series_2005_2016.csv

description: Climate time series for the city of Maceio, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048060.v1
title: Maceio_climate_series_2005_2016.csv

description: Climate time series for the city of Maceio, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048066.v1
title: FeiraDeSantana_climate_series_2005_2016.csv

description: Climate time series for the city of FSA, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048069.v1
title: Curitiba_climate_series_2005_2016.csv

description: Climate time series for the city of Curitiba, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048252.v8
title: ICS-209-PLUS - An all-hazards dataset mined from the US National Incident Management System 1999-2014

description: <b>Abstract</b><b>This paper describes a new dataset mined from the public archive (1999-2014) of the U.S. National Incident Management System/Incident Command System Incident Status Summary Form (a total of 124,411 reports for 25,083 incidents, including 24,608 wildfires). This system captures detailed information on incident management costs, personnel, hazard characteristics, values at risk, fatalities, and structural damage. Most (98.5%) of the reports are fire-related, followed in decreasing order by <i>other</i>, hurricane, hazardous materials, flood, tornado, search and rescue, civil unrest, and winter storms. The archive, although publicly available, has been difficult to use due to multiple record formats, inconsistent free-form fields, and no bridge between individual reports and high-level incident analysis. Here, we describe this improved dataset and the open, reproducible methods used, including merging records across three versions of the system, cleaning and aligning with the current system, smoothing values across reports, and supporting incident-level analysis. This integrated record offers the opportunity to explore the daily progression of the most costly, damaging, and deadly events in the U.S., particularly for wildfires. </b><b> </b><b>External Tables referred to in the original manuscript:</b><b> </b><b>ics209_sitreps_short_masterlist.zip</b><b>ics209-plus_sitrep_definitions.zip</b><b>sit209_lookup_codes_definitions.zip</b><b> </b><b>Data Description:</b><b>The 'ics209_raw.zip' file contains all of the yearly raw databases and associated lookup tables to run the cleaning algorithm (https://github.com/lisestdenis/ics209plus).</b><b> </b><b>The 'ics209_cleaned.zip' file contain the resulting databases from the cleaning produce (code found here: https://github.com/lisestdenis/ics209plus. There are 4 *.zip files found within. Below describes them:</b><b> </b><b>ics209-plus.zip</b><b>: Contains 1 files for all hazards within the ICS209 system at the daily reporting level.</b><b> </b><b>ics209-plus-wf.zip</b><b>: Contains 3 files for the wildfire only events in the ICS209 database. These are at the daily level (ics209-plus-wf_sitreps_1999to2014.csv), event level (ics209-plus-wf_incidents_1999to2014.csv), and the associated wildfire complexes (ics209-plus-wf_complex_assocs_1999to2013.csv).</b><b> </b><b>ics209-plus_incidents_spatial.zip</b><b>: Contains 1 *.gpkg file. This is a spatial cleaned file at the incident level.</b><b> </b><b>ics209_sitreps_deleted.zip</b><b>: A list of all deleted incidents from the raw data.</b>
DOI: 10.6084/m9.figshare.8048054
title: Manaus_climate_series_2005_2016.csv

description: Climate time series for the city of Manaus, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048063.v1
title: Fortaleza_climate_series_2005_2016.csv

description: Climate time series for the city of Fortaleza, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048054.v1
title: Manaus_climate_series_2005_2016.csv

description: Climate time series for the city of Manaus, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048045
title: PortoAlegre_climate_series_2005_2016.csv

description: Climate time series for the city of Porto Alegre, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048039
title: RioDeJaneiro_climate_series_2005_2016.csv

description: Climate time series for the city of Rio de janeiro, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048036
title: Salvador_climate_series_2005_2016.csv

description: Climate time series for the city of Salvador, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048042
title: PortoSeguro_climate_series_2005_2016.csv

description: Climate time series for the city of Porto Seguro period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048045.v1
title: PortoAlegre_climate_series_2005_2016.csv

description: Climate time series for the city of Porto Alegre, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048039.v1
title: RioDeJaneiro_climate_series_2005_2016.csv

description: Climate time series for the city of Rio de janeiro, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048252
title: ICS-209-PLUS - An all-hazards dataset mined from the US National Incident Management System 1999-2014

description: <b>Abstract</b>This paper describes a new dataset mined from the public archive (1999-2014) of the U.S. National Incident Management System/Incident Command System Incident Status Summary Form (a total of 124,411 reports for 25,083 incidents, including 24,608 wildfires). This system captures detailed information on incident management costs, personnel, hazard characteristics, values at risk, fatalities, and structural damage. Most (98.5%) of the reports are fire-related, followed in decreasing order by <i>other</i>, hurricane, hazardous materials, flood, tornado, search and rescue, civil unrest, and winter storms. The archive, although publicly available, has been difficult to use due to multiple record formats, inconsistent free-form fields, and no bridge between individual reports and high-level incident analysis. Here, we describe this improved dataset and the open, reproducible methods used, including merging records across three versions of the system, cleaning and aligning with the current system, smoothing values across reports, and supporting incident-level analysis. This integrated record offers the opportunity to explore the daily progression of the most costly, damaging, and deadly events in the U.S., particularly for wildfires.<b><br></b><b> </b><b>Data Description:</b><b><br></b>The ics209-plus-allhazards.zip file contains the complete set of cleaned all hazards situation reports ics209-plus_sitreps_1999to2014.csv<br>The ics209-plus-wildfire.zip file contains all wildfire output files including daily situation reports, the incident summary table, and complex associations. <i> </i>ics209-plus-wf_sitreps_1999to2014.csv ics209-plus-wf_incidents_1999to2014.csv ics209-plus-wf_complex_assocs_1999to2013.csv ics209-plus-wf_complex_assocs_2014.csv **<i>Deleted historical wildfire sitreps (2 files)</i><i><br></i>The ics209-plus-source.zip file contains all the yearly raw database tables and associated input files needed to run the cleaning algorithm found here:(https://github/lisestdenis/ics209plus)<br>The ics209-plus-reference.zip file contains detailed table definitions and fill rates for the Incident Summary and Daily Situation Reports Tables as well as Lookup Table definitions.<br><br><br>
DOI: 10.6084/m9.figshare.8048033
title: Santarem_climate_series_2005_2016.csv

description: Climate time series for the city of Santarem period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048036.v1
title: Salvador_climate_series_2005_2016.csv

description: Climate time series for the city of Salvador, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048042.v1
title: PortoSeguro_climate_series_2005_2016.csv

description: Climate time series for the city of Porto Seguro period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048012
title: SaoLuis_climate_series_2005_2016.csv

description: Climate time series for the city of Sao Luis, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048012.v1
title: SaoLuis_climate_series_2005_2016.csv

description: Climate time series for the city of Sao Luis, period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/
DOI: 10.6084/m9.figshare.8048033.v1
title: Santarem_climate_series_2005_2016.csv

description: Climate time series for the city of Santarem period 2005-2016. Data from BDMEP http://www.inmet.gov.br/projetos/rede/pesquisa/