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  • UNOSAT Gaza Strip Comprehensive Damage Assessment - January 2024
    United Nations Satellite Centre (UNOSAT)
    100+ Downloads
    Time Period of the Dataset [?]: February 01, 2024-February 01, 2024 ... More
    Modified [?]: 1 February 2024
    Dataset Added on HDX [?]: 3 February 2024
    Less
    This dataset updates: Never
    This dataset is part of the data series [?]: UNOSAT - Gaza Strip Escalation of Hostilities
    UNOSAT code: CE20231007PSE This map illustrates a satellite-imagery based comprehensive assessment of damage and destruction to structures within the area of interest in the Gaza Strip, Occupied Palestinian Territory, based on images collected on 6 and 7 January 2024 when compared to images collected on 1 May 2023, 10 May 2023, 18 September 2023, 15 October 2023, 7 November 2023, and 26 November 2023. According to satellite imagery analysis, UNOSAT identified 22,130 destroyed structures, 14,066 severely damaged structures and 32,950 moderately damaged structures, for a total of 69,146 structures. These correspond to around 30% of the total structures in the Gaza Strip and a total of 93,800 estimated damaged housing units. The governorates of Gaza and Khan Yunis have experienced the highest rise in damage, with 10,319 new structures damaged in Gaza and 11,893 in Khan Yunis. Gaza City had the highest number of newly destroyed structures, with 8,926 in total. This is a preliminary analysis and has not yet been validated in the field.
  • UNOSAT Gaza Strip Agricultural Damage Assessment - January 2024
    United Nations Satellite Centre (UNOSAT)
    80+ Downloads
    Time Period of the Dataset [?]: February 01, 2024-February 01, 2024 ... More
    Modified [?]: 1 February 2024
    Dataset Added on HDX [?]: 3 February 2024
    Less
    This dataset updates: Never
    This dataset is part of the data series [?]: UNOSAT - Gaza Strip Escalation of Hostilities
    UNOSAT code: CE20231007PSE This map illustrates satellite-detected changes in agricultural areas of the Gaza Strip resulting from the decline in the health and density of crops due to the ongoing conflict. UNOSAT conducted an analysis utilising satellite imagery collected by the Sentinel-2 satellite between January 2018 and 2024, performing a Normalised Difference Vegetation Index (NDVI) analysis as well as a multi-temporal classification to identify notable changes taking place in agricultural areas during that time frame. The methodology evaluated the damage as a substantial decline in the health and density of crops in January 2024, in comparison to the preceding six seasons spanning from 2018 to 2024. The decline in the health and density of the crops can be observed due to the impact of activities such as razing, heavy vehicle activity, bombing, shelling, and other conflict-related dynamics. The analysis includes damage assessment for permanent crop fields, arable land, and fallow lands. UNOSAT analysis shows that the agricultural extent in the Gaza Strip is estimated to be 178 sq. km, accounting for approximately 49% of the total area of Gaza, following an extensive land cover analysis. Compared to the average of the previous six years, approximately 34% of the permanent crop fields and arable land in the Gaza Strip exhibited a significant decline in health and density in January 2024. Crop analysis shows that 21% of the arable land has been damaged. Furthermore, the analysis shows that there has been a significant increase in damage to the permanent crop fields and arable land in the Deir al-Balah Governorate, with around 56% of its agricultural land being impacted. Additionally, there has been an increase in agricultural land damage in the Khan Yunis Governorate, rising from 3% to 14% between imagery collected in December 2023 and January 2024. This is a preliminary analysis and has not yet been validated in the field.
  • Kosovo: Population Density for 400m H3 Hexagons
    Kontur
    90+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 3 January 2024
    Dataset Added on HDX [?]: 3 January 2024
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Kosovo population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • UNOSAT Gaza Strip Agricultural Damage Assessment - December 2023
    United Nations Satellite Centre (UNOSAT)
    60+ Downloads
    Time Period of the Dataset [?]: December 13, 2023-December 13, 2023 ... More
    Modified [?]: 13 December 2023
    Dataset Added on HDX [?]: 14 December 2023
    Less
    This dataset updates: Never
    This dataset is part of the data series [?]: UNOSAT - Gaza Strip Escalation of Hostilities
    UNOSAT code: CE20231007PSE This map illustrates satellite-detected changes in agricultural areas of the Gaza Strip resulting from the decline in the health and density of crops due to the ongoing conflict. UNOSAT conducted an analysis utilising satellite imagery collected by the Sentinel-2 satellite between December 2017 and 2023, performing a Normalised Difference Vegetation Index (NDVI) analysis as well as a multi-temporal classification to identify notable changes taking place in agricultural areas during that timeframe. The methodology evaluated the damage as a substantial decline in the health and density of crops in December 2023, in comparison to the preceding six seasons spanning from 2017 to 2022. The decline in the health and density of the crops can be observed due to the impact of activities such as razing, heavy vehicle activity, bombing, shelling, and other conflict-related dynamics. The analysis takes into account the damage that affects both active crop fields, fallow lands, and a multitude of household gardens. UNOSAT analysis shows that the agricultural extent in the Gaza Strip is estimated to be 185 sq. km, accounting for approximately 50% of the total area of Gaza. Compared to the average of the previous 6 years, approximately 18% of the arable land in the Gaza Strip has exhibited a significant decline in health and density in November 2023. Furthermore, the analysis shows that there has been a significant increase in damage to the arable land in the North Gaza Governorate, with around 39% of its land being impacted. Additionally, there has been an increase in agricultural land damage in the Gaza Governorate, rising from 17% to 27% between imagery collected on November 2023 and December 2023. This is a preliminary analysis and has not yet been validated in the field.
  • UNOSAT Gaza Strip Comprehensive Damage Assessment - 26 November 2023
    United Nations Satellite Centre (UNOSAT)
    80+ Downloads
    Time Period of the Dataset [?]: December 12, 2023-December 12, 2023 ... More
    Modified [?]: 12 December 2023
    Dataset Added on HDX [?]: 13 December 2023
    Less
    This dataset updates: Never
    This dataset is part of the data series [?]: UNOSAT - Gaza Strip Escalation of Hostilities
    UNOSAT code: CE20231007PSE This map illustrates a satellite-imagery based comprehensive assessment of damage and destruction to structures within the area of interest in the Gaza Strip, Occupied Palestinian Territory, based on an image collected on 26 November 2023 when compared to images collected on 1 May 2023, 10 May 2023, 18 September 2023, 15 October 2023, and 7 November 2023. According to satellite imagery analysis, UNOSAT identified 10,049 destroyed structures, 8,243 severely damaged structures and 19,087 moderately damaged structures, for a total of 37,379 structures. This corresponds to around 18% of the total structures in the Gaza Strip. The governorates of North Gaza and Gaza have experienced the highest rise in damage, with 3,806 new structures damaged in North Gaza and 6,243 in Gaza. Gaza City had the highest number of newly destroyed structures, with 2,397 in total. This is a preliminary analysis and has not yet been validated in the field.
  • UNOSAT Gaza Strip Agricultural Damage Assessment - November 2023
    United Nations Satellite Centre (UNOSAT)
    100+ Downloads
    Time Period of the Dataset [?]: November 17, 2023-November 17, 2023 ... More
    Modified [?]: 17 November 2023
    Dataset Added on HDX [?]: 18 November 2023
    Less
    This dataset updates: Never
    This dataset is part of the data series [?]: UNOSAT - Gaza Strip Escalation of Hostilities
    UNOSAT code CE20231007PSE This map illustrates satellite-detected changes in agricultural areas of the Gaza Strip resulting from the decline in the health and density of crops due to the ongoing conflict. UNOSAT conducted an analysis utilising satellite imagery collected by the Sentinel-2 satellite between November 2017 and 2023, performing a Normalised Difference Vegetation Index (NDVI) analysis as well as a multi-temporal classification to identify notable changes taking place in agricultural areas during that timeframe. The methodology evaluated the damage as a substantial decline in the health and density of crops in November 2023, in comparison to the preceding six seasons spanning from 2017 to 2022. The decline in the health and density of the crops can be observed due to the impact of activities such as razing, heavy vehicle tracking, bombing, shelling, and other conflict-related dynamics. The analysis takes into account the damage that affects both active crop fields, fallow lands, and a multitude of household gardens. UNOSAT analysis shows that the agricultural extent in the Gaza Strip is estimated to be 185 sq. km, accounting for approximately 50% of the total area of Gaza. Compared to the average of the previous 6 years, approximately 15% of the arable land in the Gaza Strip has exhibited a significant decline in health and density in November 2023. Furthermore, the analysis shows that there has been a significant increase in damage to the arable land in the North Gaza Governorate, with around 35% of its land being impacted. This damage to agricultural land has expanded by 4.3 sq. km, which is a 13% increase compared to the previous analysis with imagery collected in October 2023. Additionally, there has been an increase in agricultural land damage in the Gaza City Governorate, rising from 7% to 17% between imagery collected on October 2023 and November 2023. This is a preliminary analysis and has not yet been validated in the field.
  • UNOSAT Gaza Strip Comprehensive Damage Assessment - 7 November 2023
    United Nations Satellite Centre (UNOSAT)
    100+ Downloads
    Time Period of the Dataset [?]: November 13, 2023-November 13, 2023 ... More
    Modified [?]: 13 November 2023
    Dataset Added on HDX [?]: 14 November 2023
    Less
    This dataset updates: Never
    This dataset is part of the data series [?]: UNOSAT - Gaza Strip Escalation of Hostilities
    UNOSAT code CE20231007PSE This map illustrates a satellite-imagery based comprehensive damage assessment to detect damage and destruction to structures within the area of interest in the Gaza Strip, Occupied Palestinian Territory, based on an image collected on 7 November 2023 when compared to images collected on 1 May 2023, 10 May 2023, 18 September 2023, and 15 October 2023. According to satellite imagery analysis, UNOSAT identified 6,583 destroyed structures, 6,062 severely damaged structures and 12,405 moderately damaged structures, for a total of 25,050 structures. This corresponds to approximately 10 per cent of the total structures in the Gaza Strip. The areas most affected by damage are the governorates of North Gaza and Gaza. Between 15 October and 7 November, there was an increase in the number of damaged buildings by approximately 137 per cent. From 15 October to 7 November 2023, the neighborhood of Al Qaraya al Badawiya al Maslakh in North Gaza has seen a notable increase in damage (see inset 1). This is a preliminary analysis and has not yet been validated in the field.
  • Kontur Population: Global Population Density for 400m H3 Hexagons
    Kontur
    5700+ Downloads
    Time Period of the Dataset [?]: March 11, 2020-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 11 March 2020
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Global Population dataset. Vector H3 hexagons with population counts at 400m resolution. Per-country subsets of Kontur Population can be found here: data.humdata.org/organization/kontur 3km resolution version: data.humdata.org/dataset/kontur-population-dataset-3km 22km resolution version: data.humdata.org/dataset/kontur-population-dataset-22km Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Kontur Population: Global Population Density for 3km H3 Hexagons
    Kontur
    800+ Downloads
    Time Period of the Dataset [?]: March 11, 2020-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 10 January 2023
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Global Population dataset. Vector H3 hexagons with population counts at 22km resolution. 400m resolution version: data.humdata.org/dataset/kontur-population-dataset 22km resolution version: data.humdata.org/dataset/kontur-population-dataset-22km Per-country subsets of Kontur Population: data.humdata.org/organization/kontur Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • American Samoa: Population Density for 400m H3 Hexagons
    Kontur
    10+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    American Samoa population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Portugal: Population Density for 400m H3 Hexagons
    Kontur
    90+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Portugal population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Seychelles: Population Density for 400m H3 Hexagons
    Kontur
    10+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Seychelles population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • United Arab Emirates: Population Density for 400m H3 Hexagons
    Kontur
    100+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    United Arab Emirates population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Switzerland: Population Density for 400m H3 Hexagons
    Kontur
    100+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Switzerland population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Czechia: Population Density for 400m H3 Hexagons
    Kontur
    40+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Czechia population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Rwanda: Population Density for 400m H3 Hexagons
    Kontur
    40+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Rwanda population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Guatemala: Population Density for 400m H3 Hexagons
    Kontur
    50+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Guatemala population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Heard Island and McDonald Islands: Population Density for 400m H3 Hexagons
    Kontur
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Heard Island and McDonald Islands population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Costa Rica: Population Density for 400m H3 Hexagons
    Kontur
    60+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Costa Rica population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Lesotho: Population Density for 400m H3 Hexagons
    Kontur
    20+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Lesotho population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Sri Lanka: Population Density for 400m H3 Hexagons
    Kontur
    90+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Sri Lanka population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Albania: Population Density for 400m H3 Hexagons
    Kontur
    40+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Albania population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • South Africa: Population Density for 400m H3 Hexagons
    Kontur
    100+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    South Africa population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Tonga: Population Density for 400m H3 Hexagons
    Kontur
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Tonga population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.
  • Hungary: Population Density for 400m H3 Hexagons
    Kontur
    50+ Downloads
    Time Period of the Dataset [?]: July 10, 2023-November 01, 2023 ... More
    Modified [?]: 31 October 2023
    Dataset Added on HDX [?]: 30 June 2022
    Less
    This dataset updates: As needed
    This dataset is part of the data series [?]: Kontur - Population Density for 400m H3 Hexagons
    Hungary population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.