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Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"SEEDNet (Settlement-level Epidemiological Estimates Datasets for Network Analysis) is an open-source data library of settlement-level multi-country representations of human populations, their health, demographics and environmental features intended to be used for network-science research and traditional epidemiological research. This is the most up-to-date version of the library and will be updated and improved as new data becomes available.","descriptionType":"Abstract"},{"description":"Other countries and indicators will be added as new surveys become available. Currently, the 169 surveys covering 60 countries included in this library are:\n\nList of countries:\nAlbania, Angola, Armenia, Bangladesh, Benin, Bolivia, Burkina Faso, Burundi, Cambodia, Cameroon, Chad, Colombia, Comoros, Congo Democratic Republic, Cote d'Ivoire, Dominican Republic, Egypt, Eswatini, Ethiopia, Gabon, Gambia, Ghana, Guatemala, Guinea, Guyana, Haiti, Honduras, IDN, IND, Jordan, Kenya, Kyrgyz Republic, Lesotho, Liberia, Madagascar, Malawi, Mali, Mauritania, Moldova, Morocco, Mozambique, Myanmar, Namibia, Nepal, Niger, Nigeria, Pakistan, Peru, Philippines, Rwanda, Senegal, Sierra Leone, South Africa, Tajikistan, Tanzania, Timor-Leste, Togo, Uganda, Zambia, Zimbabwe\n\nList of surveys:\nAlbania-2008, Albania-2017, Angola-2015, Angola-2023, Armenia-2010, Armenia-2016, Bangladesh-2000, Bangladesh-2004, Bangladesh-2007, Bangladesh-2011, Bangladesh-2014, Bangladesh-2017, Bangladesh-2022, Benin-2001, Benin-2012, Benin-2017, Bolivia-2008, Burkina Faso-2003, Burkina Faso-2010, Burkina Faso-2021, Burundi-2010, Burundi-2016, Cambodia-2000, Cambodia-2005, Cambodia-2010, Cambodia-2014, Cambodia-2021, Cameroon-2004, Cameroon-2011, Cameroon-2018, Chad-2014, Colombia-2010, Comoros-2012, Congo Democratic Republic-2007, Congo Democratic Republic-2013, Congo Democratic Republic-2023, Cote d'Ivoire-2012, Cote d'Ivoire-2021, Dominican Republic-2007, Dominican Republic-2013, Egypt-2000, Egypt-2003, Egypt-2005, Egypt-2008, Egypt-2014, Eswatini-2006, Ethiopia-2000, Ethiopia-2005, Ethiopia-2011, Ethiopia-2016, Ethiopia-2019, Gabon-2012, Gabon-2019, Gambia-2019, Ghana-2003, Ghana-2008, Ghana-2014, Ghana-2022, Guatemala-2015, Guinea-2005, Guinea-2012, Guinea-2018, Guyana-2009, Haiti-2000, Haiti-2006, Haiti-2012, Haiti-2016, Honduras-2011, IDN-2003, IND-2015, IND-2020, Jordan-2002, Jordan-2007, Jordan-2012, Jordan-2017, Jordan-2023, Kenya-2003, Kenya-2008, Kenya-2014, Kenya-2022, Kyrgyz Republic-2012, Lesotho-2004, Lesotho-2009, Lesotho-2014, Lesotho-2023, Liberia-2007, Liberia-2013, Liberia-2019, Madagascar-2008, Madagascar-2021, Malawi-2000, Malawi-2004, Malawi-2010, Malawi-2015, Malawi-2024, Mali-2001, Mali-2006, Mali-2012, Mali-2018, Mali-2023, Mauritania-2020, Moldova-2005, Morocco-2003, Mozambique-2011, Mozambique-2022, Myanmar-2016, Namibia-2000, Namibia-2006, Namibia-2013, Nepal-2001, Nepal-2006, Nepal-2011, Nepal-2016, Nepal-2022, Niger-2012, Nigeria-2003, Nigeria-2008, Nigeria-2013, Nigeria-2018, Nigeria-2024, Pakistan-2006, Pakistan-2017, Peru-2000, Peru-2004, Peru-2007, Peru-2009, Philippines-2003, Philippines-2008, Philippines-2017, Philippines-2022, Rwanda-2005, Rwanda-2008, Rwanda-2010, Rwanda-2015, Rwanda-2019, Senegal-2005, Senegal-2010, Senegal-2012, Senegal-2014, Senegal-2015, Senegal-2016, Senegal-2017, Senegal-2018, Senegal-2019, Senegal-2023, Sierra Leone-2008, Sierra Leone-2013, Sierra Leone-2019, South Africa-2016, Tajikistan-2012, Tajikistan-2017, Tajikistan-2023, Tanzania-2010, Tanzania-2015, Tanzania-2022, Timor-Leste-2009, Timor-Leste-2016, Togo-2013, Uganda-2000, Uganda-2006, Uganda-2011, Uganda-2016, Zambia-2007, Zambia-2013, Zambia-2018, Zambia-2024, Zimbabwe-2005, Zimbabwe-2010, Zimbabwe-2015.\n\nIt includes the following indicators:\n\nCOUNTRY: Country name\nYEAR: Year\nSETT_CODE: Settlement identifier\nSETT_POP: Settlement population\nSETT_FRAC: Settlement population as a fraction of the country population\nSETT_DHS: Settlement includes DHS cluster (yes/no)\nN10-N30: Number of pixels classified as 10-30 in GHSL SMOD\na_heap_age: Age heaping adults\nadol_1st_preg: Adolescent 1st Pregnancy (Mothers 15-49)\nadol_1st_preg_all: Adolescent 1st Pregnancy (All Women 15-49)\nage_0: Percentage of population age 0\nage_0_4: Population age 0-4\nage_0_4_female: Population age 0-4 (F)\nage_0_4_male: Population age 0-4 (M)\nage_0_female: Percentage of population age 0 (Females)\nage_0_male: Percentage of population age 0 (Males)\nage_1_4: Percentage of population age 1-4\nage_1_4_female: Percentage of population age 1-4 (Females)\nage_1_4_male: Percentage of population age 1-4 (Males)\nage_10_14: Percentage of population age 10-14\nage_10_14_female: Percentage of population age 10-14 (Females)\nage_10_14_male: Percentage of population age 10-14 (Males)\nage_15_19: Percentage of population age 15-19\nage_15_19_female: Percentage of population age 15-19 (Females)\nage_15_19_male: Percentage of population age 15-19 (Males)\nage_20_24: Percentage of population age 20-24\nage_20_24_female: Percentage of population age 20-24 (Females)\nage_20_24_male: Percentage of population age 20-24 (Males)\nage_25_29: Percentage of population age 25-29\nage_25_29_female: Percentage of population age 25-29 (Females)\nage_25_29_male: Percentage of population age 25-29 (Males)\nage_30_34: Percentage of population age 30-34\nage_30_34_female: Percentage of population age 30-34 (Females)\nage_30_34_male: Percentage of population age 30-34 (Males)\nage_35_39: Percentage of population age 35-39\nage_35_39_female: Percentage of population age 35-39 (Females)\nage_35_39_male: Percentage of population age 35-39 (Males)\nage_40_44: Percentage of population age 40-44\nage_40_44_female: Percentage of population age 40-44 (Females)\nage_40_44_male: Percentage of population age 40-44 (Males)\nage_45_49: Percentage of population age 45-49\nage_45_49_female: Percentage of population age 45-49 (Females)\nage_45_49_male: Percentage of population age 45-49 (Males)\nage_5_9: Percentage of population age 5-9\nage_5_9_female: Percentage of population age 5-9 (Females)\nage_5_9_male: Percentage of population age 5-9 (Males)\nage_50_54: Percentage of population age 50-54\nage_50_54_female: Percentage of population age 50-54 (Females)\nage_50_54_male: Percentage of population age 50-54 (Males)\nage_55_59: Percentage of population age 55-59\nage_55_59_female: Percentage of population age 55-59 (Females)\nage_55_59_male: Percentage of population age 55-59 (Males)\nage_60_64: Percentage of population age 60-64\nage_60_64_female: Percentage of population age 60-64 (Females)\nage_60_64_male: Percentage of population age 60-64 (Males)\nage_65_69: Percentage of population age 65-69\nage_65_69_female: Percentage of population age 65-69 (Females)\nage_65_69_male: Percentage of population age 65-69 (Males)\nage_70_74: Percentage of population age 70-74\nage_70_74_female: Percentage of population age 70-74 (Females)\nage_70_74_male: Percentage of population age 70-74 (Males)\nage_75_79: Percentage of population age 75-79\nage_75_79_female: Percentage of population age 75-79 (Females)\nage_75_79_male: Percentage of population age 75-79 (Males)\nage_80_84: Percentage of population age 80-84\nage_80_84_female: Percentage of population age 80-84 (Females)\nage_80_84_male: Percentage of population age 80-84 (Males)\nage_80plus: Population age 80+\nage_80plus_female: Population age 80+ (F)\nage_80plus_male: Population age 80+ (M)\nage_85plus: Percentage of population age 85+\nage_85plus_female: Percentage of population age 85+ (Females)\nage_85plus_male: Percentage of population age 85+ (Males)\nage_days: Child age in days\nanc_4vs_15_19: Adolescent ANC 4+\nanc_4vs_15_19_y1: Adolescent ANC 4+ Y1\nanc_4vs_15_19_y2: Adolescent ANC 4+ Y2\nanc_4vs_15_19_y3: Adolescent ANC 4+ Y3\nanc_4vs_15_19_y4: Adolescent ANC 4+ Y4\nanc_4vs_15_19_y5: Adolescent ANC 4+ Y5\nanc_4vs_15_19_y6: Adolescent ANC 4+ Y6\nanc_pvskill: ANC by skilled provider\nanc42: ANC 4+ visits\nanemia_children: Children with any anemia\nanemia_women: Women with any anemia\nanemia_women_pr: Women any anemia (PR recode)\nbmj_age: Maternal Age (BMJ Covar)\nbmj_educ: Education Level (BMJ Covar)\nbmj_num_deliveries: Total Number of Deliveries\nbmj_num_pregnancies: Estimated Number of Pregnancies\nbmj_time_since_1st_birth: Time Since First Birth (Years)\nbmj_urban: Urban Residence (BMJ Covar)\nbmj_wealth: Wealth Factor Score (BMJ Covar)\ncfeed: Age-appropriate breastfeeding 0-23m\nch_allvac: Full immunization\nch_allvac_card: Full immunization card-only\nch_allvac_report: Full immunization mother's report\nch_ari: ARI symptoms in last 2 weeks\nch_ari_antib: ARI: Antibiotic treatment\nch_ari_care: ARI: Advice or treatment sought\nch_ari_care_day: ARI: Sought care same/next day\nch_ari_care_iceh: ARI: Strict ICEH Medical-only Exclusion\nch_ari_govcent: ARI: Government health center\nch_ari_govh: ARI: Government hospital\nch_ari_pclinc: ARI: Private clinic\nch_ari_pdoc: ARI: Private doctor\nch_ari_pharm: ARI: Pharmacy\nch_bcg_card: BCG card-only\nch_bcg_either: BCG vaccination\nch_bcg_iceh: CCI Baseline\nch_bcg_report: BCG mother's report\nch_compl_age: Children complete dob\nch_diar: Diarrhea in last 2 weeks\nch_diar_abi: Antibiotics\nch_diar_adv: Advice/treatment sought\nch_diar_amo: Antimotility\nch_diar_bld: Diarrhea with blood\nch_diar_hom: Home remedy/other\nch_diar_ivs: IV solution\nch_diar_not: No treatment\nch_diar_orc: Continued feeding + ORT\nch_diar_ori: ORT or increased fluids\nch_diar_ort: ORS or RHF\nch_diar_osi: ORS or increased fluids\nch_diar_rhf: RHF\nch_diar_znc: Zinc\nch_diar_zno: ORS and Zinc\nch_dpt1: DPT1 vaccination\nch_dpt1_card: DPT1 card-only\nch_dpt1_report: DPT1 mother's report\nch_dpt2: DPT2 vaccination\nch_dpt2_card: DPT2 card-only\nch_dpt2_report: DPT2 mother's report\nch_dpt3: DPT3 vaccination\nch_dpt3_card: DPT3 card-only\nch_dpt3_iceh: CCI Baseline\nch_dpt3_report: DPT3 mother's report\nch_fev_antib: Fever: Antibiotic treatment\nch_fev_care: Fever: Advice or treatment sought\nch_fev_care_day: Fever: Sought care same/next day\nch_fever: Fever in last 2 weeks\nch_flag_haz: HAZ flagged children\nch_ipv1_card: IPV1 card-only\nch_ipv1_either: IPV1 vaccination\nch_ipv1_report: IPV1 mother's report\nch_ipv2_card: IPV2 card-only\nch_ipv2_either: IPV2 vaccination\nch_ipv2_report: IPV2 mother's report\nch_ipv3_card: IPV3 card-only\nch_ipv3_either: IPV3 vaccination\nch_ipv3_report: IPV3 mother's report\nch_meas_card: Measles card-only\nch_meas_either: Measles vaccination 12-23m\nch_meas_either_u5: Measles U5 (validated by vaccine + age group)\nch_meas_iceh: CCI Baseline\nch_meas_report: Measles mother's report\nch_novac: No vaccinations\nch_novac_card: No vaccinations card-only\nch_novac_report: No vaccinations mother's report\nch_pcv1_card: PCV1 card-only\nch_pcv1_either: PCV1 vaccination\nch_pcv1_report: PCV1 mother's report\nch_pcv2_card: PCV2 card-only\nch_pcv2_either: PCV2 vaccination\nch_pcv2_report: PCV2 mother's report\nch_pcv3_card: PCV3 card-only\nch_pcv3_either: PCV3 vaccination\nch_pcv3_report: PCV3 mother's report\nch_pent1_card: Penta1 card-only\nch_pent1_either: Penta1 vaccination\nch_pent1_report: Penta1 mother's report\nch_pent2_card: Penta2 card-only\nch_pent2_either: Penta2 vaccination\nch_pent2_report: Penta2 mother's report\nch_pent3_card: Penta3 card-only\nch_pent3_either: Penta3 vaccination\nch_pent3_iceh: CCI Baseline\nch_pent3_report: Penta3 mother's report\nch_polio1_card: Polio1 card-only\nch_polio1_either: Polio1 vaccination\nch_polio1_report: Polio1 mother's report\nch_polio2_card: Polio2 card-only\nch_polio2_either: Polio2 vaccination\nch_polio2_report: Polio2 mother's report\nch_polio3_card: Polio3 card-only\nch_polio3_either: Polio3 vaccination\nch_polio3_report: Polio3 mother's report\nch_rotav1_card: Rotavirus1 card-only\nch_rotav1_either: Rotavirus1 vaccination\nch_rotav1_iceh: Rotavirus 1 vaccination (First year)\nch_rotav1_report: Rotavirus1 mother's report\nch_rotav2_card: Rotavirus2 card-only\nch_rotav2_either: Rotavirus2 vaccination\nch_rotav2_iceh: Rotavirus 2 vaccination (First year)\nch_rotav2_report: Rotavirus2 mother's report\nch_rotav3_card: Rotavirus3 card-only\nch_rotav3_either: Rotavirus3 vaccination\nch_rotav3_iceh: Rotavirus 3 vaccination (First year)\nch_rotav3_report: Rotavirus3 mother's report\nch_yelfev_card: YelFev card-only\nch_yelfev_either: Yellow Fever vaccination (placeholder — no API data yet)\nch_yelfev_report: YelFev mother's report\ncm_child_death: Child death (12-59 months)\ncm_cmr: CMR: prob. of dying between 1st and 5th birthday (per 1000 children surviving to 12 months)\ncm_cmr_10yr: CMR 10-year log-rank proxy (cluster/region)\ncm_cmr_5yr: CMR 5-year log-rank proxy (cluster/region)\ncm_cmr_female_5yr: CMR 5-year (female children)\ncm_cmr_male_5yr: CMR 5-year (male children)\ncm_enn_death: Early neonatal death (0-6 days)\ncm_enn_death_5yr: Early neonatal death (strictly 0-59 months)\ncm_imr: IMR: prob. of dying within first year (per 1000 live births)\ncm_imr_10yr: IMR 10-year log-rank proxy (cluster/region)\ncm_imr_5yr: IMR 5-year log-rank proxy (cluster/region)\ncm_imr_female_5yr: IMR 5-year (female children)\ncm_imr_male_5yr: IMR 5-year (male children)\ncm_inf_death: Infant death (0-11 months)\ncm_neo_death: Neonatal death (0-27 days)\ncm_nnmr: NNMR: prob. of dying within first month (per 1000 live births)\ncm_nnmr_10yr: NNMR 10-year log-rank proxy (cluster/region)\ncm_nnmr_5yr: NNMR 5-year log-rank proxy (cluster/region)\ncm_nnmr_female_5yr: NNMR 5-year (female children)\ncm_nnmr_male_5yr: NNMR 5-year (male children)\ncm_perinatal: Perinatal mortality rate (stillbirths + early neonatal deaths)\ncm_pnn_death: Post-neonatal death (1-11 months)\ncm_pnnmr: PNNMR: IMR − NNMR (per 1000 live births)\ncm_pnnmr_10yr: PNNMR 10-year log-rank proxy (cluster/region)\ncm_pnnmr_5yr: PNNMR 5-year log-rank proxy (cluster/region)\ncm_pnnmr_female_5yr: PNNMR 5-year (female children)\ncm_pnnmr_male_5yr: PNNMR 5-year (male children)\ncm_sae_deaths_female: SAE female underlying deaths\ncm_sae_deaths_male: SAE male underlying deaths\ncm_sae_exposure_female: SAE female underlying exposure\ncm_sae_exposure_male: SAE male underlying exposure\ncm_stillbirth: Stillbirth rate (pregnancies 7+ months, born dead)\ncm_stillbirth_gr: Stillbirth rate from GR file (DHS-8 pregnancy history)\ncm_stillbirth_ir: Stillbirth rate from IR file (legacy calendar)\ncm_u5_death: Under-5 death (0-59 months)\ncm_u5mr: U5MR: prob. of dying before 5th birthday (per 1000 live births)\ncm_u5mr_10yr: U5MR 10-year log-rank proxy (cluster/region)\ncm_u5mr_5yr: U5MR 5-year log-rank proxy (cluster/region)\ncm_u5mr_female_5yr: SAE Bayesian smoothed female 5-year U5MR\ncm_u5mr_male_5yr: SAE Bayesian smoothed male 5-year U5MR\nco_owph_mob: Women who own a mobile phone\ndemand_limit: Demand limiting (all women)\ndemand_limit_m: Demand limiting (married)\ndemand_limit_u: Demand limiting (unmarried)\ndemand_space: Demand spacing (all women)\ndemand_space_m: Demand spacing (married)\ndemand_space_u: Demand spacing (unmarried)\ndemand_tot: Demand total (all women)\ndemand_tot_m: Demand total (married)\ndemand_tot_u: Demand total (unmarried)\ndemsat_any: Demand satisfied (all women)\ndemsat_any_m: Demand satisfied (married)\ndemsat_any_u: Demand satisfied (unmarried)\ndemsat_mod: Demand satisfied modern (all women)\ndemsat_mod_adol: Adolescent demand satisfied modern\ndemsat_mod_m: Demand satisfied modern (married)\ndemsat_mod_u: Demand satisfied modern (unmarried)\ndis_any: Disability: Any Domain\ndis_cognition: Disability: Cognition\ndis_communicating: Disability: Communicating\ndis_hearing: Disability: Hearing\ndis_mobility: Disability: Mobility\ndis_seeing: Disability: Seeing\ndis_selfcare: Disability: Self-Care\ndq_contraceptive: Current use of any contraception\neibf_1hr: Early initiation of breastfeeding\nexclusivelybf: Exclusively breastfed \u0026lt; 6 months\nfemale: Percentage of population - Females\nfemp_health: Health decision: wife or joint\nfemp_health1: Health decision: mainly wife\nfemp_hh: HH purchase decision: wife or joint\nfemp_hh1: HH purchase decision: mainly wife\nhaz: Mean HAZ\nhaz_dhs: Mean HAZ (DHS original)\nhaz_diff: HAZ difference (WHO - DHS)\nhaz_discrepancy: HAZ discrepancy flag\nhaz_rec: Mean HAZ (WHO recalculated)\niodized_salt: Households with iodized salt\nir_dis_any: Disability: Any Domain (Self-Reported)\nir_dis_cognition: Disability: Cognition (Self-Reported)\nir_dis_communicating: Disability: Communicating (Self-Reported)\nir_dis_hearing: Disability: Hearing (Self-Reported)\nir_dis_mobility: Disability: Mobility (Self-Reported)\nir_dis_seeing: Disability: Seeing (Self-Reported)\nir_dis_selfcare: Disability: Self-Care (Self-Reported)\nitn_u5: Children under 5 who slept under an ITN\nlbw: Birth weight \u0026lt; 2.5 kg\nlength_height: Length-Height flag\nlength_height_corr: Length-Height correction\nlowest_wealth_quintile: Lowest wealth quintile\nlowest_wealth_quintile2: 2 lowest quintiles\nmale: Percentage of population - Males\nmb_dis_any: Disability: Any Domain (Mothers)\nmb_dis_mobility: Disability: Mobility (Mothers)\nmeasured_female: Pct females measured\nmet_limit: Met need limiting (all women)\nmet_limit_m: Met need limiting (married)\nmet_limit_u: Met need limiting (unmarried)\nmet_space: Met need spacing (all women)\nmet_space_m: Met need spacing (married)\nmet_space_u: Met need spacing (unmarried)\nmet_tot: Met need total (all women)\nmet_tot_m: Met need total (married)\nmet_tot_u: Met need total (unmarried)\nmild_anemia_children: Children with mild anemia\nmild_anemia_women: Women with mild anemia\nmild_anemia_women_pr: Women mild anemia (PR)\nmoderate_anemia_children: Children with moderate anemia\nmoderate_anemia_women: Women with moderate anemia\nmoderate_anemia_women_pr: Women moderate anemia (PR)\nORS_treatment: ORS treatment\now_wap: Children overweight for age\now_whp: Children overweight (height)\nph_electric: Households with electricity\npnc_mother: PNC mother within 2 days\npnc_newborn: PNC newborn within 2 days\nrh_anc_1vs: ANC: 1 visit\nrh_anc_23vs: ANC: 2-3 visits\nrh_anc_8vs: ANC 8+ visits\nrh_anc_none: ANC: None\nrh_del_ces: Delivered by C-section\nrh_del_place_d: Delivered in health facility\nrh_del_pvskill_d: Delivered by skilled provider\nrh_tt_1: Tetanus injections: 1 dose\nrh_tt_2plus: Tetanus injections: 2+ doses\nrh_tt_none: Tetanus injections: None\nsev_stunted: Children severely stunted\nsev_underweight: Children severely underweight\nsev_wasted: Children severely wasted\nsevere_anemia_children: Children with severe anemia\nsevere_anemia_women: Women with severe anemia\nsevere_anemia_women_pr: Women severe anemia (PR)\nsourcewater: Households using improved water source\nstunted: Children stunted\nunmet_limit: Unmet need limiting (all women)\nunmet_limit_m: Unmet need limiting (married)\nunmet_limit_u: Unmet need limiting (unmarried)\nunmet_space: Unmet need spacing (all women)\nunmet_space_m: Unmet need spacing (married)\nunmet_space_u: Unmet need spacing (unmarried)\nunmet_tot: Unmet need total (all women)\nunmet_tot_m: Unmet need total (married)\nunmet_tot_u: Unmet need total (unmarried)\nunvac_dpt1: Zero Dose (DPT1 complement)\nuw_wa2: Children underweight\nw_compl_age: Women complete dob\nw_heap_age: Age heaping women\nwasted: Children wasted\nwaz: Mean WAZ\nwaz_dhs: Mean WAZ (DHS original)\nwaz_diff: WAZ difference (WHO - DHS)\nwaz_discrepancy: WAZ discrepancy flag\nwaz_rec: Mean WAZ (WHO recalculated)\nwealth_index_mean: Mean wealth index\nwhz: Mean WHZ\nwhz_dhs: Mean WHZ (DHS original)\nwhz_diff: WHZ difference (WHO - DHS)\nwhz_discrepancy: WHZ discrepancy flag\nwhz_rec: Mean WHZ (WHO recalculated)","descriptionType":"Other"}],"geoLocations":[{"geoLocationPlace":"Albania"},{"geoLocationPlace":"Armenia"},{"geoLocationPlace":"Angola"},{"geoLocationPlace":"Bangladesh"},{"geoLocationPlace":"Benin"},{"geoLocationPlace":"Burundi"},{"geoLocationPlace":"Bolivia, Plurinational State of"},{"geoLocationPlace":"Burkina Faso"},{"geoLocationPlace":"Congo, the Democratic Republic of the"},{"geoLocationPlace":"Cambodia"},{"geoLocationPlace":"Comoros"},{"geoLocationPlace":"Côte d'Ivoire"},{"geoLocationPlace":"Cameroon"},{"geoLocationPlace":"Colombia"},{"geoLocationPlace":"Chad"},{"geoLocationPlace":"Dominican Republic"},{"geoLocationPlace":"Egypt"},{"geoLocationPlace":"Ethiopia"},{"geoLocationPlace":"Swaziland, Eswatini,"},{"geoLocationPlace":"Gabon"},{"geoLocationPlace":"Ghana"},{"geoLocationPlace":"Gambia"},{"geoLocationPlace":"Guinea"},{"geoLocationPlace":"Guatemala"},{"geoLocationPlace":"Guyana"},{"geoLocationPlace":"Honduras"},{"geoLocationPlace":"Haiti"},{"geoLocationPlace":"Jordan"},{"geoLocationPlace":"Kenya"},{"geoLocationPlace":"Kyrgyzstan"},{"geoLocationPlace":"Liberia"},{"geoLocationPlace":"Lesotho"},{"geoLocationPlace":"Madagascar"},{"geoLocationPlace":"Malawi"},{"geoLocationPlace":"Mali"},{"geoLocationPlace":"Myanmar"},{"geoLocationPlace":"Mozambique"},{"geoLocationPlace":"Mauritania"},{"geoLocationPlace":"Moldova, Republic of"},{"geoLocationPlace":"Nigeria"},{"geoLocationPlace":"Niger"},{"geoLocationPlace":"Namibia"},{"geoLocationPlace":"Nepal"},{"geoLocationPlace":"Peru"},{"geoLocationPlace":"Philippines"},{"geoLocationPlace":"Pakistan"},{"geoLocationPlace":"Rwanda"},{"geoLocationPlace":"Sierra Leone"},{"geoLocationPlace":"Senegal"},{"geoLocationPlace":"Togo"},{"geoLocationPlace":"Tajikistan"},{"geoLocationPlace":"Timor-Leste"},{"geoLocationPlace":"Tanzania, United Republic of"},{"geoLocationPlace":"Uganda"},{"geoLocationPlace":"South Africa"},{"geoLocationPlace":"Zambia"},{"geoLocationPlace":"Zimbabwe"},{"geoLocationBox":{"eastBoundLongitude":180.0,"northBoundLatitude":90.0,"southBoundLatitude":-90.0,"westBoundLongitude":-180.0}}],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/ZF6X3F","contentUrl":null,"metadataVersion":27,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":2,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2024-12-17T05:20:57Z","registered":"2024-12-17T05:31:12Z","published":null,"updated":"2026-04-29T18:06:20Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/phmsac","type":"dois","attributes":{"doi":"10.5683/sp3/phmsac","identifiers":[],"creators":[{"name":"Ornston, Darius","nameType":"Personal","givenName":"Darius","familyName":"Ornston","affiliation":["University of Toronto"],"nameIdentifiers":[]}],"titles":[{"title":"Upscaling Associational Governance Content Analysis"}],"publisher":"Borealis","container":{},"publicationYear":2026,"subjects":[{"subject":"Social Sciences"}],"contributors":[{"name":"Ornston, Darius","nameType":"Personal","givenName":"Darius","familyName":"Ornston","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2026-04-29","dateType":"Submitted"},{"date":"2026-04-29","dateType":"Available"},{"date":"2026","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["30003"],"formats":["text/tab-separated-values"],"version":"1.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Content Analysis of CCI and Communitech Websites, plus the Federal Registry of Lobbyists for Upscaling Associational Governance","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/PHMSAC","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-04-29T18:01:17Z","registered":"2026-04-29T18:02:03Z","published":null,"updated":"2026-04-29T18:02:03Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/aln1gh","type":"dois","attributes":{"doi":"10.5683/sp3/aln1gh","identifiers":[],"creators":[{"name":"Kayes, Imrul","nameType":"Personal","givenName":"Imrul","familyName":"Kayes","affiliation":["University of Toronto"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0001-8486-5244","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Land-use heterogeneity drives methane flux across urban ecosystems"}],"publisher":"Borealis","container":{},"publicationYear":2026,"subjects":[{"subject":"Earth and Environmental Sciences"}],"contributors":[{"name":"Kayes, Imrul","nameType":"Personal","givenName":"Imrul","familyName":"Kayes","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2026-04-28","dateType":"Submitted"},{"date":"2026-04-28","dateType":"Available"},{"date":"2026","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["25578"],"formats":["text/tab-separated-values"],"version":"1.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This dataset provides field-based measurements of methane (CH₄), carbon dioxide (CO₂), and water vapor (H₂O) fluxes collected across a range of urban land-use types in Toronto, Canada. The purpose of the dataset is to quantify spatial and seasonal variability in greenhouse gas exchange and to identify the biophysical and biogeochemical controls regulating methane dynamics in heterogeneous urban ecosystems.\n\nThe dataset consists of chamber-based flux measurements paired with environmental and soil variables, including soil moisture, temperature, pH, electrical conductivity, and (for a subset of observations) total carbon and nitrogen. Each record represents an individual flux measurement from a fixed collar at a specific site and time, capturing fine-scale variability across urban land-use categories such as forests, lawns, street tree systems, and wetlands.\n\nThe scope of the dataset encompasses multiple sites, replicate sampling points, and seasonal campaigns, enabling analysis of both land-use gradients and temporal dynamics in urban greenhouse gas fluxes. The data are suitable for statistical modeling (e.g., mixed-effects models, structural equation modeling) and for advancing process-level understanding of urban methane source–sink behavior and its environmental controls.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/ALN1GH","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-04-28T17:05:58Z","registered":"2026-04-28T17:07:24Z","published":null,"updated":"2026-04-28T17:07:24Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/twikmk","type":"dois","attributes":{"doi":"10.5683/sp3/twikmk","identifiers":[],"creators":[{"name":"Adeli, Vida","nameType":"Personal","givenName":"Vida","familyName":"Adeli","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Klabučar, Ivan","nameType":"Personal","givenName":"Ivan","familyName":"Klabučar","affiliation":["University Health Network"],"nameIdentifiers":[]},{"name":"Rajabi, Javad","nameType":"Personal","givenName":"Javad","familyName":"Rajabi","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Filtjens, Benjamin","nameType":"Personal","givenName":"Benjamin","familyName":"Filtjens","affiliation":["University Health Network"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0003-2609-6883","nameIdentifierScheme":"ORCID"}]},{"name":"Mehraban, Soroush","nameType":"Personal","givenName":"Soroush","familyName":"Mehraban","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Diwei Wang","nameType":"Personal","affiliation":["Université de Strasbourg"],"nameIdentifiers":[]},{"name":"Trung-Hieu Hoang","nameType":"Personal","affiliation":["University of Illinois at Urbana Champaign"],"nameIdentifiers":[]},{"name":"N. Do, Minh","nameType":"Personal","givenName":"Minh","familyName":"N. Do","affiliation":["University of Illinois at Urbana Champaign"],"nameIdentifiers":[]},{"name":"Hyewon Seo","nameType":"Personal","affiliation":["CNRS-Univ. 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Whone","nameType":"Organizational","affiliation":["University of Bristol"],"nameIdentifiers":[]},{"name":"Mirmehdi, Majid","nameType":"Personal","givenName":"Majid","familyName":"Mirmehdi","affiliation":["University of Bristol"],"nameIdentifiers":[]},{"name":"Iaboni, Andrea","nameType":"Personal","givenName":"Andrea","familyName":"Iaboni","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Taati, Babak","nameType":"Personal","givenName":"Babak","familyName":"Taati","affiliation":["University of Toronto"],"nameIdentifiers":[]}],"titles":[{"title":"Care-PD"},{"title":"A Multi-Site Anonymized Clinical Dataset for Parkinson’s Disease Gait Assessment","titleType":"Subtitle"}],"publisher":"Borealis","container":{},"publicationYear":2025,"subjects":[{"subject":"Computer and Information Science"},{"subject":"Gait Analysis"},{"subject":"Machine Learning"},{"subject":"Deep Learning"},{"subject":"Self-Supervised Learning"},{"subject":"UPDRS"},{"subject":"Parkinson's 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Commons Attribution Non Commercial No Derivatives 4.0 International","rightsUri":"https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-nc-nd-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"\u0026lt;!DOCTYPE html\u0026gt;\n\u0026lt;html lang=\"en\"\u0026gt;\n\u0026lt;body\u0026gt;\n\n\u0026lt;h1\u0026gt;Overview\u0026lt;/h1\u0026gt;\n\u0026lt;h3\u0026gt; Please read carefully the terms and conditions and any accompanying documentation at \u0026lt;a href=\"https://neurips2025.care-pd.ca/terms-of-use.html\" \n target=\"_blank\" \n style=\"color:#0066cc; text-decoration:underline;\"\u0026gt;\n neurips2025.care-pd.ca/terms-of-use\n \u0026lt;/a\u0026gt; before you download and/or use the CARE-PD dataset.\n\u0026lt;/h3\u0026gt;\n\u0026lt;p\u0026gt;\nProject page: \u0026lt;a href=\"https://neurips2025.care-pd.ca/\" \n target=\"_blank\" \n style=\"color:#0066cc; text-decoration:underline;\"\u0026gt;\n https://neurips2025.care-pd.ca/\n \u0026lt;/a\u0026gt;\n\u0026lt;/p\u0026gt;\n\u0026lt;p\u0026gt;\nCARE-PD is the largest publicly available archive of 3D mesh gait data for Parkinson's Disease (PD) and the first to include data collected across multiple sites. \nThe dataset aggregates 9 cohorts from 8 clinical sites, including 362 participants spanning a range of disease severity. \nAll recordings—whether from RGB video or motion capture—are unified into anonymized SMPL body gait meshes through a curated harmonization pipeline.\n\u0026lt;/p\u0026gt;\n\n\u0026lt;h3\u0026gt;This dataset enables two main benchmarks:\u0026lt;/h3\u0026gt;\n\u0026lt;ol\u0026gt;\n \u0026lt;li\u0026gt;Supervised clinical score prediction: Estimating UPDRS gait scores from 3D meshes\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Unsupervised motion pretext tasks for Parkinsonian gait representation learning\u0026lt;/li\u0026gt;\n\u0026lt;/ol\u0026gt;\n\n\u0026lt;h2\u0026gt;Dataset Contents\u0026lt;/h2\u0026gt;\n\u0026lt;p\u0026gt;CARE-PD consists of 9 harmonized datasets:\u0026lt;/p\u0026gt;\n\u0026lt;ol\u0026gt;\n \u0026lt;li\u0026gt;3DGait\u0026amp;nbsp;– Clinical gait recordings with UPDRS scores\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;BMCLab\u0026amp;nbsp;– Gait recordings with medication status and UPDRS scores (original license: CC BY 4.0)\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;DNE\u0026amp;nbsp;– Contains healthy, Parkinson's, and other neurological conditions (original license: CC BY 4.0)\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;E-LC\u0026amp;nbsp;– Medication status (on/off) and PD subtypes\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;KUL-DT-T\u0026amp;nbsp;– Freezer/non-freezer subtypes\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;PD-GaM\u0026amp;nbsp;– Clinical gait recordings with UPDRS scores\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;T-SDU\u0026amp;nbsp;– Ambient walking recordings\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;T-SDU-PD\u0026amp;nbsp;– PD patient walking with UPDRS scores\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;T-LTC\u0026amp;nbsp;– Ambient walking recordings\u0026lt;/li\u0026gt;\n\u0026lt;/ol\u0026gt;\n\n\u0026lt;h3\u0026gt;Canonicalized SMPL files\u0026lt;/h3\u0026gt;\n\n\u0026lt;p\u0026gt;\n \u0026lt;code\u0026gt;*_canonical.pkl\u0026lt;/code\u0026gt; files in the\n \u0026lt;code\u0026gt;Canonicalized_SMPL_pickles\u0026lt;/code\u0026gt; folder keep the same nested dataset\n format as the original pickles. The canonical versions change only the motion coordinates:\n\u0026lt;/p\u0026gt;\n\n\u0026lt;p\u0026gt;\n \u0026lt;code\u0026gt;pose/trans\u0026lt;/code\u0026gt; are rotated so the motion uses a shared coordinate system.\n\u0026lt;/p\u0026gt;\n\n\u0026lt;pre\u0026gt;\u0026lt;code\u0026gt;x = lateral\ny = up\nz = forward\u0026lt;/code\u0026gt;\u0026lt;/pre\u0026gt;\n\n\u0026lt;p\u0026gt;They also preprocess translation so:\u0026lt;/p\u0026gt;\n\n\u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;The first frame starts at \u0026lt;code\u0026gt;x=0, z=0\u0026lt;/code\u0026gt;\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;The body stands/walks on \u0026lt;code\u0026gt;y=0\u0026lt;/code\u0026gt;\u0026lt;/li\u0026gt;\n\u0026lt;/ul\u0026gt;\n\n\u0026lt;p\u0026gt;\n \u0026lt;b\u0026gt;Note:\u0026lt;/b\u0026gt; \u0026lt;code\u0026gt;KUL-DT-T\u0026lt;/code\u0026gt; and \u0026lt;code\u0026gt;E-LC\u0026lt;/code\u0026gt; are the only datasets that are not purely straight walking sequences, so for these two datasets the subject is canonicalized to start facing \u0026lt;code\u0026gt;z+\u0026lt;/code\u0026gt; in the first frame.\n\u0026lt;/p\u0026gt;\n\n\u0026lt;h2\u0026gt;Data Structure\u0026lt;/h2\u0026gt;\n\u0026lt;p\u0026gt;The main SMPL datasets are provided in a standardized format:\u0026lt;/p\u0026gt;\n\u0026lt;pre\u0026gt;\u0026lt;code\u0026gt;{\n \"anonymized_subject_id\": {\n \"anonymized_walk_id\": {\n \"pose\": array, # SMPL pose parameters (shape varies by dataset)\n \"trans\": array, # Translation data\n \"beta\": array, # Body shape parameters (zeros for privacy)\n \"fps\": int, # Frames per second (standardized)\n \"UPDRS_GAIT\": int, # Clinical score (0-3) or None if unavailable\n \"medication\": str, # Medication status or None if unavailable\n \"other\": str # Additional labels or None if unavailable\n }\n }\n}\u0026lt;/code\u0026gt;\u0026lt;/pre\u0026gt;\n\n\u0026lt;p\u0026gt;Additionally, we provide h36m, HumanML3D, and SMPL_6D formats.\u0026lt;/p\u0026gt;\n\n\u0026lt;h2\u0026gt;Getting Started\u0026lt;/h2\u0026gt;\n\u0026lt;p\u0026gt;Please refer to \u0026lt;a href=\"https://github.com/TaatiTeam/CARE-PD\"\u0026gt;https://github.com/TaatiTeam/CARE-PD\u0026lt;/a\u0026gt; for getting started with the dataset.\u0026lt;/p\u0026gt;\n\n\u0026lt;h2\u0026gt;Benchmarks\u0026lt;/h2\u0026gt;\n\u0026lt;p\u0026gt;CARE-PD includes data splits to test generalization:\u0026lt;/p\u0026gt;\n\u0026lt;ol\u0026gt;\n \u0026lt;li\u0026gt;6-Fold (split per subject)\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Leave-one-subject-out\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Fixed train-test splits (split per subject)\u0026lt;/li\u0026gt;\n\u0026lt;/ol\u0026gt;\n\u0026lt;p\u0026gt;The former two are only provided for the supervised clinical score prediction task.\u0026lt;/p\u0026gt;\n\n\u0026lt;h2\u0026gt;Terms of Use\u0026lt;/h2\u0026gt;\n\u0026lt;p\u0026gt;\nBy accessing and using this database (the \"Database\"), users (\"Users\") acknowledge and agree to comply with the following conditions:\n\u0026lt;/p\u0026gt;\n\n\u0026lt;ol\u0026gt;\n \u0026lt;li\u0026gt;\u0026lt;strong\u0026gt;License and Attribution\u0026lt;/strong\u0026gt;\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;The Database is publicly released under a Creative Commons Attribution-NonCommercial (CC\u0026amp;nbsp;BY-NC\u0026amp;nbsp;4.0) license.\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Users must provide appropriate attribution by citing the Database and the original publications associated with each dataset accessed from the Database.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;\u0026lt;strong\u0026gt;Data Privacy and Ethics\u0026lt;/strong\u0026gt;\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Users must not attempt to identify, contact, or otherwise compromise the anonymity of any individuals whose data is included in the Database.\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;All use of the data must comply with applicable ethical guidelines and legal regulations, including privacy laws (e.g., GDPR, HIPAA, PIPEDA).\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;\u0026lt;strong\u0026gt;Data Handling and Security\u0026lt;/strong\u0026gt;\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Users must maintain appropriate data security measures to prevent unauthorized access, sharing, or use of the data.\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Users are encouraged, but not required, to direct third parties to the original Database URL rather than re-hosting the data.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;\u0026lt;strong\u0026gt;Intellectual Property Notice\u0026lt;/strong\u0026gt;\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Copyright and other rights remain with the original data providers.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;\u0026lt;strong\u0026gt;Disclaimer of Warranty\u0026lt;/strong\u0026gt;\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Use of the Database is subject to Section\u0026amp;nbsp;5 (Disclaimer of Warranties and Limitation of Liability) of the CC\u0026amp;nbsp;BY-NC\u0026amp;nbsp;4.0 licence.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n\u0026lt;/ol\u0026gt;\n\n\u0026lt;p\u0026gt;By using the Database, Users expressly acknowledge and agree to abide by these Terms of Use.\u0026lt;/p\u0026gt;\n\n\u0026lt;h2\u0026gt;Citation\u0026lt;/h2\u0026gt;\n\u0026lt;p\u0026gt;If you use CARE-PD in your research, please cite:\u0026lt;/p\u0026gt;\n\u0026lt;p\u0026gt;Adeli V, Klabučar I, Rajabi J, Filtjens B, Mehraban S, Wang D, Seo H, Hoang T-H, Do MN, Muller C, Neves de Oliveira C, Boari Coelho D, Ginis P, Gilat M, Nieuwboer A, Spildooren J, McKay JL, Kwon H, Clifford G, Esper CD, Factor SA, Genias I, Dadashzadeh A, Shum L, Whone A, Mirmehdi M, Iaboni A, Taati B.\nCARE-PD: A Multi-Site Anonymized Clinical Dataset for Parkinson’s Disease Gait Assessment.\nIn: Advances in Neural Information Processing Systems (NeurIPS); 2025.\u0026lt;/p\u0026gt;\n\n\u0026lt;p\u0026gt;Additionally, please cite the relevant datasets:\u0026lt;/p\u0026gt;\n\u0026lt;ol\u0026gt;\n \u0026lt;li\u0026gt;3DGait\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Diwei Wang, Chaima Zouaoui, Jinhyeok Jang, Hassen Drira, and Hyewon Seo. 2023. Video-Based Gait Analysis for Assessing Alzheimer’s Disease and Dementia with Lewy Bodies. In \u0026lt;em\u0026gt;Applications of Medical Artificial Intelligence: Second International Workshop, AMAI\u0026amp;nbsp;2023, Held in Conjunction with MICCAI\u0026amp;nbsp;2023\u0026lt;/em\u0026gt;, Vancouver, BC, Canada, October\u0026amp;nbsp;8, 2023, Proceedings. Springer-Verlag, Berlin, Heidelberg, 72–82. https://doi.org/10.1007/978-3-031-47076-9_8\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;BMCLab\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Shida TKF, Costa TM, de Oliveira CEN, de Castro Treza R, Hondo SM, Los Angeles E, Bernardo C, Dos Santos de Oliveira L, de Jesus Carvalho M, Coelho DB. A public data set of walking full-body kinematics and kinetics in individuals with Parkinson's disease. \u0026lt;em\u0026gt;Front Neurosci.\u0026lt;/em\u0026gt; 2023 Feb\u0026amp;nbsp;16;17:992585. doi: 10.3389/fnins.2023.992585. PMID: 36875659; PMCID: PMC9978741.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;DNE\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Hoang TH, Zallek C, Do MN. Smartphone-Based Digitized Neurological Examination Toolbox for Multi-test Neurological Abnormality Detection and Documentation. \u0026lt;em\u0026gt;IEEE J Biomed Health Inform.\u0026lt;/em\u0026gt; 2024 Aug\u0026amp;nbsp;26;PP. doi: 10.1109/JBHI.2024.3439492. Epub ahead of print. PMID: 39186431.\u0026lt;/li\u0026gt;\n\u0026lt;li\u0026gt;Hoang TH, Zehni M, Xu H, Heintz G, Zallek C, Do MN. Towards a Comprehensive Solution for a Vision-Based Digitized Neurological Examination. \u0026lt;em\u0026gt;IEEE J Biomed Health Inform.\u0026lt;/em\u0026gt; 2022 Aug\u0026amp;nbsp;26(8):4020-4031. doi: 10.1109/JBHI.2022.3167927. Epub 2022 Aug 11. PMID: 35439148; PMCID: PMC9707344.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;E-LC\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Lucas McKay J, Goldstein FC, Sommerfeld B, Bernhard D, Perez Parra S, Factor SA. Freezing of Gait can persist after an acute levodopa challenge in Parkinson's disease. \u0026lt;em\u0026gt;NPJ Parkinsons Dis.\u0026lt;/em\u0026gt; 2019 Nov\u0026amp;nbsp;22;5:25. doi: 10.1038/s41531-019-0099-z. PMID: 31799377; PMCID: PMC6874572.\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Kwon H, Clifford GD, Genias I, Bernhard D, Esper CD, Factor SA, McKay JL. An Explainable Spatial-Temporal Graphical Convolutional Network to Score Freezing of Gait in Parkinsonian Patients. \u0026lt;em\u0026gt;Sensors (Basel).\u0026lt;/em\u0026gt; 2023 Feb\u0026amp;nbsp;4;23(4):1766. doi: 10.3390/s23041766. PMID: 36850363; PMCID: PMC9968199.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;KUL-DT-T\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Spildooren J, Vercruysse S, Desloovere K, Vandenberghe W, Kerckhofs E, Nieuwboer A. Freezing of gait in Parkinson's disease: the impact of dual-tasking and turning. \u0026lt;em\u0026gt;Mov Disord.\u0026lt;/em\u0026gt; 2010 Nov\u0026amp;nbsp;15;25(15):2563–70. doi: 10.1002/mds.23327. PMID: 20632376.\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Filtjens B, Ginis P, Nieuwboer A, Slaets P, Vanrumste B. Automated freezing of gait assessment with marker-based motion capture and multi-stage spatial-temporal graph convolutional neural networks. \u0026lt;em\u0026gt;J Neuroeng Rehabil.\u0026lt;/em\u0026gt; 2022 May\u0026amp;nbsp;21;19(1):48. doi: 10.1186/s12984-022-01025-3. PMID: 35597950; PMCID: PMC9124420.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;PD-GaM\n \u0026lt;ul\u0026gt;\n\u0026lt;li\u0026gt;Vida Adeli, Soroush Mehraban, Majid Mirmehdi, Alan Whone, Benjamin Filtjens, Amirhossein Dadashzadeh, Alfonso Fasano, and Andrea Iaboni, Babak Taati. GAITGen: Disentangled motion-pathology impaired gait generative model—bringing motion generation to the clinical domain. \u0026lt;em\u0026gt;arXiv\u0026lt;/em\u0026gt; preprint arXiv:2503.22397, 2025.\u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;Amirhossein Dadashzadeh, Shuchao Duan, Alan Whone, and Majid Mirmehdi. PeCop: Parameter efficient continual pretraining for action quality assessment. In \u0026lt;em\u0026gt;Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision\u0026lt;/em\u0026gt;, 42–52, 2024.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;T-SDU\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Adeli V, Klabučar I, Rajabi J, Filtjens B, Mehraban S, Wang D, Seo H, Hoang T-H, Do MN, Muller C, Neves de Oliveira C, Boari Coelho D, Ginis P, Gilat M, Nieuwboer A, Spildooren J, McKay JL, Kwon H, Clifford G, Esper CD, Factor SA, Genias I, Dadashzadeh A, Shum L, Whone A, Mirmehdi M, Iaboni A, Taati B.\nCARE-PD: A Multi-Site Anonymized Clinical Dataset for Parkinson’s Disease Gait Assessment.\nIn: Advances in Neural Information Processing Systems (NeurIPS); 2025.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;T-SDU-PD\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Adeli V, Klabučar I, Rajabi J, Filtjens B, Mehraban S, Wang D, Seo H, Hoang T-H, Do MN, Muller C, Neves de Oliveira C, Boari Coelho D, Ginis P, Gilat M, Nieuwboer A, Spildooren J, McKay JL, Kwon H, Clifford G, Esper CD, Factor SA, Genias I, Dadashzadeh A, Shum L, Whone A, Mirmehdi M, Iaboni A, Taati B.\nCARE-PD: A Multi-Site Anonymized Clinical Dataset for Parkinson’s Disease Gait Assessment.\nIn: Advances in Neural Information Processing Systems (NeurIPS); 2025.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n \u0026lt;li\u0026gt;T-LTC\n \u0026lt;ul\u0026gt;\n \u0026lt;li\u0026gt;Adeli V, Klabučar I, Rajabi J, Filtjens B, Mehraban S, Wang D, Seo H, Hoang T-H, Do MN, Muller C, Neves de Oliveira C, Boari Coelho D, Ginis P, Gilat M, Nieuwboer A, Spildooren J, McKay JL, Kwon H, Clifford G, Esper CD, Factor SA, Genias I, Dadashzadeh A, Shum L, Whone A, Mirmehdi M, Iaboni A, Taati B.\nCARE-PD: A Multi-Site Anonymized Clinical Dataset for Parkinson’s Disease Gait Assessment.\nIn: Advances in Neural Information Processing Systems (NeurIPS); 2025.\u0026lt;/li\u0026gt;\n \u0026lt;/ul\u0026gt;\n \u0026lt;/li\u0026gt;\n\u0026lt;/ol\u0026gt;\n\n\u0026lt;h2\u0026gt;Acknowledgments\u0026lt;/h2\u0026gt;\n\u0026lt;p\u0026gt;We thank all participating research institutions and subjects who made this dataset possible.\u0026lt;/p\u0026gt;\n\n\u0026lt;/body\u0026gt;\n\u0026lt;/html\u0026gt;","descriptionType":"Abstract"},{"description":"Preprocessed Canonicalized SMPL data added","descriptionType":"TechnicalInfo"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/TWIKMK","contentUrl":null,"metadataVersion":7,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2025-05-13T18:12:06Z","registered":"2025-05-14T15:54:29Z","published":null,"updated":"2026-04-26T22:26:05Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/y4ievi","type":"dois","attributes":{"doi":"10.5683/sp3/y4ievi","identifiers":[],"creators":[{"name":"Colebatch, Orfeo","nameType":"Personal","givenName":"Orfeo","familyName":"Colebatch","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Strong, Kimberly","nameType":"Personal","givenName":"Kimberly","familyName":"Strong","affiliation":["University of Toronto"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0001-9947-1053","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"University of Toronto Atmospheric Observatory (TAO) Weather Data"}],"publisher":"Borealis","container":{},"publicationYear":2026,"subjects":[{"subject":"Earth and Environmental Sciences"},{"subject":"weather, temperature, relative humidity, wind speed, wind direction, pressure, solar radiation, UV radiation, rainfall"}],"contributors":[{"name":"Colebatch, Orfeo","nameType":"Personal","givenName":"Orfeo","familyName":"Colebatch","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2026-04-23","dateType":"Submitted"},{"date":"2026-04-24","dateType":"Available"},{"date":"2026","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["18665537","14532668","14450408","16598680","14365019","14179807","14432106"],"formats":["text/tab-separated-values","text/tab-separated-values","text/tab-separated-values","text/tab-separated-values","text/tab-separated-values","text/tab-separated-values","text/tab-separated-values"],"version":"1.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This dataset consists of meteorological measurements recorded at the University of Toronto Atmospheric Observatory (TAO) located at 43.66 north latitude (43 degrees, 39’, 36’’) and 79.40 west longitude (79 degrees, 24’, 0’’). The measurements were made with Davis Vantage Pro 2 Plus (Davis VP2+) weather stations located on the rooftop of the Burton Tower at the McLennan Physical Laboratories, 174 m above sea level and 61 m above street level (at 60 St. George Street, Toronto, ON, Canada).\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\u0026lt;P\u0026gt;\nData are provided as one file per year, consisting of comma-separated plain text. Each file includes the following information: Date (dd/mm/yy), Time, Temp (C), Humidity, Dew point (C), Wind speed (m/s), Recent high gust (m/s), Average wind bearing (deg), Rainfall rate (mm/hr), Rainfall so far (mm), Sea level pressure (hPa), Rainfall counter (mm),Inside temp (C), Inside humidity, Current gust (m/s), Wind chill (C), Heat Index (C), UV Index, Solar Radiation (W/m^2), ET (mm), Annual ET (mm), Apparent temp (C), Max Solar radiation (W/m^2), Sun hours, Wind bearing (deg), RG-11 Rain, Rain Since Midnight (mm), Feels like (C), Humidex (C).\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\nIt should be noted that these measurements are affected by the location of the weather station on the top of a 61 m building. The wind measurements may be affected by two astronomical domes to the northwest and west and by a sun-tracker cover to the west. Wind measurements are also affected by the building itself and do not necessarily represent the true mean flow of the wind (nor the ground wind speed, which may be less than that on the rooftop). Temperatures are also affected by the height of the building and will typically be cooler than at ground level. Solar radiation measurements can be affected by the smoke plumes that waft off the steam plant tower to the south during winter months. Lastly this weather station is not calibrated regularly.\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\nThe first Davis Vantage Pro+ Station was installed at TAO on 24 October 2001 and was replaced by a Davis Vantage Pro2+ on 5 February 2013.\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\nThe Davis VP2+ wind anemometer was replaced on 24 March 2017.\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\nThe Davis VP2+ data logging was switched from the propriety WeatherLink software to the community drive CumulusMX software on 25 February 2014.\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\nThe data logging timestep was changed from 1 minute to 5 minutes on 12 April 2019 to avoid data loss when the logging computer stopped communicating with the station.\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\nTwo new variables, \"Feels like (C)\" and \"Humidex (C)\", were added to the data log on 23 September 2020 at 13:11. The comma-separated data entries before this date are filled with \"n/a\" in place of these variables.\u0026lt;BR\u0026gt;\n\u0026lt;P\u0026gt;\nRelevant websites:\u0026lt;BR\u0026gt;\nhttps://www.atmosp.physics.utoronto.ca/TAO/\u0026lt;BR\u0026gt;\nhttps://www.atmosp.physics.utoronto.ca/TAO/Weather.html\u0026lt;BR\u0026gt;\nhttps://www.atmosp.physics.utoronto.ca/wstat/index.htm\u0026lt;BR\u0026gt;","descriptionType":"Abstract"}],"geoLocations":[{"geoLocationPlace":"Canada, Ontario,, Toronto,, M5S 1A7,"},{"geoLocationPoint":{"pointLatitude":43.66,"pointLongitude":79.4}}],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/Y4IEVI","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-02-26T14:34:01Z","registered":"2026-04-24T17:41:08Z","published":null,"updated":"2026-04-24T17:41:08Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/bhis1g","type":"dois","attributes":{"doi":"10.5683/sp3/bhis1g","identifiers":[],"creators":[{"name":"Robinson, Alexis","nameType":"Personal","givenName":"Alexis","familyName":"Robinson","affiliation":["University of Toronto"],"nameIdentifiers":[]}],"titles":[{"title":"Replication Data used for Figures and Tables in 'Improving the accuracy of one-dimensional lake ice modelling for larger lakes in Canada: an investigation of the influences on ice-off timing.'"}],"publisher":"Borealis","container":{},"publicationYear":2024,"subjects":[{"subject":"Earth and Environmental Sciences"},{"subject":"Lake Ice Phenology"}],"contributors":[{"name":"Robinson, Alexis","nameType":"Personal","givenName":"Alexis","familyName":"Robinson","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2024-12-22","dateType":"Submitted"},{"date":"2024-12-22","dateType":"Available"},{"date":"2026-04-24","dateType":"Updated"},{"date":"2024","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["56436","21614","9841","58142","21149","9679","999443983"],"formats":["text/csv","text/csv","text/csv","text/tab-separated-values","text/csv","text/csv","application/zip"],"version":"2.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Replication data for Figures and Tables in 'Improving the accuracy of one-dimensional lake ice modelling for larger lakes in Canada: an investigation of the influences on ice-off timing.'","descriptionType":"Abstract"},{"description":"Update includes raw CLIMo output data for each lake. This is organized by lake size categories and model version (CLIMo or CLIMo_T)","descriptionType":"TechnicalInfo"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/BHIS1G","contentUrl":null,"metadataVersion":4,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2024-12-22T17:44:46Z","registered":"2024-12-22T17:59:19Z","published":null,"updated":"2026-04-24T15:06:00Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/jrzddr","type":"dois","attributes":{"doi":"10.5683/sp3/jrzddr","identifiers":[],"creators":[{"name":"Zariffa, Jose","nameType":"Personal","givenName":"Jose","familyName":"Zariffa","affiliation":["University of Toronto"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0002-8842-745X","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Replication Data for: Koh, Ryan GL, Adrian I. Nachman, and José Zariffa. \"Classification of naturally evoked compound action potentials in peripheral nerve spatiotemporal recordings.\" Scientific reports 9:11145, 2019."}],"publisher":"Borealis","container":{},"publicationYear":2023,"subjects":[{"subject":"Engineering"}],"contributors":[{"name":"Zariffa, Jose","nameType":"Personal","givenName":"Jose","familyName":"Zariffa","affiliation":["University of 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The Enhanced (Recommended) README builds on this foundation with thirteen additional elements covering variable lists, file inventories, data collection and processing details, geographic and temporal coverage, funding information, versioning, and contributor acknowledgements. Together, these tiers give depositors a scalable, practical documentation standard suited to datasets of varying complexity.\u0026lt;/p\u0026gt;\n\n\u0026lt;p\u0026gt;The framework is designed to serve both researchers depositing data and curators supporting them, ensuring that README files consistently address the who, what, where, when, why, and how of a dataset. 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We tested experimentally if range-edge populations can adapt to warming within a competitive, model plant community (\u0026lt;em\u0026gt;Lemna\u0026lt;/em\u0026gt; spp. and \u0026lt;em\u0026gt;Spirodela polyrhiza\u0026lt;/em\u0026gt; duckweeds). Notably, we found that adaptation to warming range edges was possible only when populations evolved with interspecific competitors. Moreover, competitors enabled the evolution of both high-temperature tolerance and increased thermal performance breadth at the range edge, but not at the cooler range core. Our results reveal that competitors accelerate thermal adaptation when there is a shared evolutionary response to both competition and warming. 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In Canada, pneumococcal vaccination has been recommended for this age group since 1989, yet coverage remains below national targets. Currently, only about 55% of older adults report being vaccinated, falling short of the 80% target. This study assessed knowledge, attitudes, willingness, and barriers to pneumococcal vaccination among unvaccinated older adults.\n\nWe used baseline data from a randomized controlled trial conducted as a cross-sectional survey among community-dwelling adults aged 65 years and older, residing in any of the ten Canadian provinces, and who self-identified as unvaccinated against pneumococcal disease. The survey was administered online using a tailored web-based electronic data capture system. Data were collected between June 20, 2024, and December 12, 2024, capturing data on participants’ knowledge, attitudes, and willingness to receive the vaccine, along with perceived barriers. Ordinal logistic regression was used to identify factors associated with willingness to be vaccinated, categorized as “willing”, “not willing”, and “I don’t know”.\n\nData Access Note: The anonymized study datasets are not included in this metadata submission. Access may be granted upon request to the study team for appropriate research or verification purposes. Depending on the intended use, external researchers may need approval from their own institutional research ethics board, and a confidentiality agreement may be required. Requests can be directed to: Giorgia Sulis at gsulis@uottawa.ca","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[{"funderName":"Canadian Immunization Research Network (CIRN)","awardNumber":"Project SH34 under CIHR Extension Grant FRN#178755"}],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/AXHKHN","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":1,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2025-08-14T18:28:30Z","registered":"2026-04-15T19:47:17Z","published":null,"updated":"2026-04-15T19:47:17Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/qps0rm","type":"dois","attributes":{"doi":"10.5683/sp3/qps0rm","identifiers":[],"creators":[{"name":"Mahdinia, Mani","nameType":"Personal","givenName":"Mani","familyName":"Mahdinia","affiliation":["University of Toronto"],"nameIdentifiers":[]}],"titles":[{"title":"Supporting Dataset for the Journal Paper: The Impact of Lakes in North American Regional Climate Simulations"}],"publisher":"Borealis","container":{},"publicationYear":2026,"subjects":[{"subject":"Earth and Environmental Sciences"}],"contributors":[{"name":"Mahdinia, Mani","nameType":"Personal","givenName":"Mani","familyName":"Mahdinia","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2026-04-14","dateType":"Submitted"},{"date":"2026-04-14","dateType":"Available"},{"date":"2026","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["19071463","11356","11356","750952366","18611752","370","11356","11819","1283","18069","1283","19079764","746765093","19060321","1283","749322518","1283","731935648"],"formats":["application/netcdf","application/octet-stream","application/octet-stream","application/netcdf","application/netcdf","text/plain","application/octet-stream","application/octet-stream","application/octet-stream","application/x-ipynb+json","application/octet-stream","application/netcdf","application/netcdf","application/netcdf","application/octet-stream","application/netcdf","application/octet-stream","application/netcdf"],"version":"1.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This dataset includes the following files for the accepted manuscript: \"The Impact of Lakes in North American Regional Climate Simulations\":\n\n(1) *_monthly.nc: Monthly mean data for surface variables for the runs (1979-2019),\n(2) *_clim.nc: Monthly climatologies for surface variable for the runs (1999-2019),\n(3) namelist.input.* and namelist.wps.*: Namelists for the runs,\n(4) replace_lakes_with_land.ipynb: Jupyter Notebook to replace lakes with land points,\n(5) GL25_fix: Fix to the GL25 code.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/QPS0RM","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-04-14T21:29:32Z","registered":"2026-04-14T21:41:23Z","published":null,"updated":"2026-04-14T21:41:23Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/mwfmce","type":"dois","attributes":{"doi":"10.5683/sp3/mwfmce","identifiers":[],"creators":[{"name":"Sagisaka Mendez, Sayuri","nameType":"Personal","givenName":"Sayuri","familyName":"Sagisaka Mendez","affiliation":["University of Toronto"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0002-2353-8482","nameIdentifierScheme":"ORCID"}]},{"name":"Zhang, Yijin","nameType":"Personal","givenName":"Yijin","familyName":"Zhang","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Burns, Darcy C.","nameType":"Personal","givenName":"Darcy C.","familyName":"Burns","affiliation":["University of Toronto"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0001-5411-3930","nameIdentifierScheme":"ORCID"}]},{"name":"Dai, Yizhe","nameType":"Personal","givenName":"Yizhe","familyName":"Dai","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Mitchell, Carl P. 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Data includes total mercury (THg) and methylmercury (MeHg) concentrations, percentage of total mercury as methylmercury (%MeHg), methylation (km) and demethylation (kd) rate constants. Also included is a dataset from the electron paramagnetic resonance (EPR) analysis for all photoperiod treatments with and without vegetation.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/MWFMCE","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-04-08T20:43:54Z","registered":"2026-04-13T19:57:46Z","published":null,"updated":"2026-04-13T19:57:46Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/h7q7y8","type":"dois","attributes":{"doi":"10.5683/sp3/h7q7y8","identifiers":[],"creators":[{"name":"Dobney, Caitlin Pria","nameType":"Personal","givenName":"Caitlin Pria","familyName":"Dobney","affiliation":["University of Toronto"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0003-4611-6853","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Replication data for: Information gain and measurement disturbance for quantum agents"}],"publisher":"Borealis","container":{},"publicationYear":2026,"subjects":[{"subject":"Physics"}],"contributors":[{"name":"Dobney, Caitlin Pria","nameType":"Personal","givenName":"Caitlin Pria","familyName":"Dobney","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2026-04-08","dateType":"Submitted"},{"date":"2026-04-08","dateType":"Available"},{"date":"2026","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["933","465","755","349","469","430"],"formats":["text/tab-separated-values","text/tab-separated-values","text/tab-separated-values","text/tab-separated-values","text/tab-separated-values","text/tab-separated-values"],"version":"1.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This repository contains the data used to produce each of the plots in the paper. The folder is organised into separate files for each figure labelled in accordance to the numbering in the paper.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/H7Q7Y8","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-04-08T20:26:02Z","registered":"2026-04-08T20:34:57Z","published":null,"updated":"2026-04-08T20:34:57Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/nr67t7","type":"dois","attributes":{"doi":"10.5683/sp3/nr67t7","identifiers":[],"creators":[{"name":"Sonne de Torrens, Harriet M.","nameType":"Personal","givenName":"Harriet M.","familyName":"Sonne de Torrens","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Torrens, Miguel A.","nameType":"Personal","givenName":"Miguel A.","familyName":"Torrens","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Digital Humanities Network","nameType":"Personal","affiliation":["University of Toronto"],"nameIdentifiers":[]},{"name":"Digital Research Alliance of Canada","nameType":"Organizational","affiliation":[],"nameIdentifiers":[]}],"titles":[{"title":"Baptisteria sacra index (BSI)"}],"publisher":"Borealis","container":{},"publicationYear":2026,"subjects":[{"subject":"Arts and Humanities"},{"subject":"Baptisteries"},{"subject":"Christian art and symbolism"},{"subject":"Church decoration and ornament"},{"subject":"Decoration and ornament, Medieval"},{"subject":"Fonts"},{"subject":"Indexes"},{"subject":"Medieval, 500-1500"}],"contributors":[{"name":"Critical Digital Humanities Initiative","nameType":"Personal","affiliation":["University of Toronto"],"contributorType":"Producer","nameIdentifiers":[]},{"name":"Sonne de Torrens, Harriet M.","nameType":"Personal","givenName":"Harriet M.","familyName":"Sonne de Torrens","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2026-03-17","dateType":"Submitted"},{"date":"2026-04-08","dateType":"Available"},{"date":"2026","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":[],"formats":[],"version":"1.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Attribution Share Alike 4.0 International","rightsUri":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-sa-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"\"Baptisteria Sacra Index (BSI) is an international iconographical index of baptismal fonts with photographs of their settings from the early Christian period to the seventeenth century for scholarly research. BSI is affiliated with the Digital Humanities Network at the University of Toronto in Canada and the Digital Research Alliance of Canada\"--BSI webiste. As of April 2025, the BSI has documented over 26,000 font records, 132,000 digital images, 1850 inscriptions (Arabic, Danish, Dutch, English, Old English, Flemish, French and Norman-French, Greek, Gaelic, Old German, Old Armenian, Italian, Latin, Runes, Spanish, Swedish, Nahuatl glyph), and over 3,500 bibliographical references about baptistmal fonts \"The Directors, Harriet Sonne de Torrens and Miguel A. Torrens, commenced research for the BSI digital humanities project in 1997.\"--BSI Project Information page","descriptionType":"Abstract"},{"description":"Baptisteria Sacra Index is also known by the names BSI and Baptisteria Sacra","descriptionType":"Other"}],"geoLocations":[],"fundingReferences":[],"url":"https://borealisdata.ca/citation?persistentId=doi:10.5683/SP3/NR67T7","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-03-17T17:34:13Z","registered":"2026-04-08T20:25:35Z","published":null,"updated":"2026-04-08T20:25:35Z"},"relationships":{"client":{"data":{"id":"ocul.spdv","type":"clients"}}}},{"id":"10.5683/sp3/cbm0ay","type":"dois","attributes":{"doi":"10.5683/sp3/cbm0ay","identifiers":[],"creators":[{"name":"Dean, Erik K","nameType":"Personal","givenName":"Erik K","familyName":"Dean","affiliation":["University of Toronto Scarborough"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0009-0005-2416-4143","nameIdentifierScheme":"ORCID"}]},{"name":"Drake, D Andrew R","nameType":"Personal","givenName":"D Andrew R","familyName":"Drake","affiliation":["Fisheries and Oceans Canada"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0009-0005-3571-2002","nameIdentifierScheme":"ORCID"}]},{"name":"Mandrak, Nicholas E","nameType":"Personal","givenName":"Nicholas E","familyName":"Mandrak","affiliation":["University of Toronto Scarborough"],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0001-8335-9681","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Modelling invasion potential of Bighead Carp under climate change: effects of seasonal temperatures on a recruitment bottleneck (code and data)"},{"title":"Code and data (Dean et al. 2026)","titleType":"AlternativeTitle"}],"publisher":"Borealis","container":{},"publicationYear":2026,"subjects":[{"subject":"Earth and Environmental Sciences"},{"subject":"climate change"},{"subject":"Bighead Carp"},{"subject":"young-of-year"},{"subject":"life history"}],"contributors":[{"name":"Dean, Erik","nameType":"Personal","givenName":"Erik","familyName":"Dean","affiliation":["University of Toronto"],"contributorType":"ContactPerson","nameIdentifiers":[]}],"dates":[{"date":"2026-03-18","dateType":"Submitted"},{"date":"2026-03-18","dateType":"Available"},{"date":"2026-04-08","dateType":"Updated"},{"date":"2026","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["8088","65597","13201","52739","26364289","21516","196730","6080","71830","71958","97093","65048","1706","21540","8497","13209","39370","6000"],"formats":["type/x-r-syntax","text/tab-separated-values","text/x-sh","type/x-r-syntax","text/tab-separated-values","type/x-r-syntax","text/tab-separated-values","type/x-r-syntax","text/tab-separated-values","text/tab-separated-values","text/csv","text/tab-separated-values","text/markdown","type/x-r-syntax","type/x-r-syntax","text/x-sh","type/x-r-syntax","type/x-r-syntax"],"version":"2.0","rightsList":[{"rightsUri":"info:eu-repo/semantics/openAccess"},{"lang":"en","rights":"Creative Commons Attribution Non Commercial No Derivatives 4.0 International","rightsUri":"https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-nc-nd-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"\u0026lt;h1\u0026gt;Overview\u0026lt;/h1\u0026gt;\nThis is a deposit of the code and data used to produce the results examined in the article \u0026lt;i\u0026gt;Modelling invasion potential of Bighead Carp under climate change: effects of seasonal temperatures on a recruitment bottleneck\u0026lt;/i\u0026gt;, published in Biological Invasions.\n\u0026lt;br\u0026gt;\u0026lt;br\u0026gt;\n\u0026lt;h3\u0026gt; DATA \u0026lt;/h3\u0026gt;\n\u0026lt;b\u0026gt;The data included are:\u0026lt;/b\u0026gt;\n\u0026lt;br\u0026gt;\u0026lt;br\u0026gt;\n\u0026lt;ol\u0026gt;\n\u0026lt;li\u0026gt;empirical mean daily water temperature series (℃) for the Nipigon, St. Louis, Genesee, Vermillion, and Thames rivers in Ontario, Canada (baseline time period)\u0026lt;/li\u0026gt;\n\u0026lt;br\u0026gt;\n\u0026lt;li\u0026gt;daily mean air temperature series (℃) projected by an ensemble of general circulation models under the SSP5-8.5 climate change scenario for the Nipigon, St. Louis, Genesee, and Vermillion rivers for the time period of 2015–2100\u0026lt;/li\u0026gt;\n\u0026lt;/ol\u0026gt;\n\u0026lt;br\u0026gt;\n\u0026lt;h3\u0026gt; CODE \u0026lt;/h3\u0026gt;\n\u0026lt;b\u0026gt;The scripts included perform the routines of:\u0026lt;/b\u0026gt;\n\u0026lt;br\u0026gt;\u0026lt;br\u0026gt;\n\u0026lt;ol\u0026gt;\n\u0026lt;li\u0026gt;downloading each individual climate model's projections for each tributary for each year\u0026lt;/li\u0026gt;\n\u0026lt;br\u0026gt;\n\u0026lt;li\u0026gt;reformatting and consolidating projected air temperature data\u0026lt;/li\u0026gt;\n\u0026lt;br\u0026gt;\n\u0026lt;li\u0026gt;validating and converting projections to water temperatures for use in simulations\u0026lt;/li\u0026gt;\n\u0026lt;br\u0026gt;\n\u0026lt;li\u0026gt;loading a library of functions for running the model\u0026lt;/li\u0026gt;\n\u0026lt;br\u0026gt;\n\u0026lt;li\u0026gt;running the model and exporting the results\u0026lt;/li\u0026gt;\n\u0026lt;br\u0026gt;\n\u0026lt;/ol\u0026gt;\n\u0026lt;br\u0026gt;","descriptionType":"Abstract"},{"description":"This study explores the first year of life for an invasive fish species, the Bighead Carp, and whether changing environmental conditions across time and space may enable better performance (reproduction, growth, and survival) for it in four locations within the Great Lakes basin.\n\u003cbr\u003e\u003cbr\u003e\nThe purpose of this research is to explore the consequences of changing seasonal temperatures on the onset and duration of spawning, growth, and overwinter starvation, and whether young-of-year (age-0) Bighead Carp will be able to endure winter conditions in the future.\n\u003cbr\u003e\u003cbr\u003e\nEnvironmental temperatures affect the rates at which fish grow, develop into spawning condition, and deplete stored energy. Thus, post-winter daily temperatures dictate when adult fish will begin reproducing and, subsequently, determine how much spawned offspring will be able grow before the start of winter.\n\u003cbr\u003e\u003cbr\u003e\nColder environmental conditions at northern latitudes have been theorized to limit the reproduction, growth, and body sizes of age-0 fish. Low temperatures can prevent overwinter survival by restricting fish from attaining sufficiently large body sizes, thereby imposing a population bottleneck.\n\u003cbr\u003e\u003cbr\u003e\nAnticipated warming under climate change, however, may enable young-of-year fish to attain larger sizes and store greater amounts of energy. With greater amounts of stored energy, young-of-year fish will be able to endure longer periods of overwinter starvation. Over time, Bighead Carp may be released from this potential bottleneck at northern latitudes, which has implications for their potential invasion.","descriptionType":"Other"},{"description":"Updated header section of scripts to reflect current copyright, standardized formatting for some other comments, removed some extraneous code, renamed directory containing to 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The study also challenges the historical accounts that Old Bara was home primarily to palace retirees and priests and priestesses who were required to be celibate and relied on the palace for food provisions. The cumulative evidence from the analyses indicates that the royal town was part of the empire’s animal resource production and distribution network. 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