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https://abcnews.go.com/International/casualties-libya-floods-avoided-world-meteorological-organization-chief/story?id=103200104 +pubDate: 2024-02-29 +taxonomy: + - name: Topics + values: + - Flood +--- + + + + + Authors: Andrew Blackford1, Trent Cowan1, Udaysankar Nair1\ + 1 The University of Alabama in Huntsville + + + + + + + + ## Overview + 🚧 This Data Story presents work in progress and not peer-reviewed results! 🚧 + + On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadliest flood disaster of the 21st century](https://www.google.com/url?q=https://www.aa.com.tr/en/environment/floods-in-libya-s-derna-worst-disaster-in-21st-century/2992617&sa=D&source=docs&ust=1709231595507737&usg=AOvVaw3MuRygRSSxtExzI_shVddG), and Africa’s deadliest flood ever recorded. A storm in the Mediterranean Sea dubbed ‘Medicane Daniel’ moved over northeastern Libya on the evening of the 10th, dumping prolific rain over the desert the morning of the 11th. A record 16” of rainfall was measured in 24 hours at the city of Al-Bayda, Libya (just west of Derna) from ‘Medicane’ Daniel. Two dams upstream of Darnah collapsed during the heavy rains leading to approximately [25% of the city being destroyed](https://www.google.com/url?q=https://www.reuters.com/world/africa/more-than-1000-bodies-recovered-libyan-city-after-floods-minister-2023-09-12/&sa=D&source=docs&ust=1709231595509452&usg=AOvVaw083l0kMybsbbwT18u4SVTm). The first dam broke around 3:00 AM local time on September 11th, and the second followed suit shortly thereafter, which exacerbated the death toll greatly. The International Committee of the Red Cross (ICRC) reported that proceeding the dam bursts, a wave as high as 23 feet (7 meters) rushed towards the city. With a population of 120,000, the major city of Darnah saw massive destruction, with entire districts of the city being washed away.Nearly 1,000 buildings are estimated to have been completely destroyed as well as 5 major bridges that connect the west and east sides of the city. The The United Nations Office for the Coordination of Humanitarian Affairs initially reported a death toll currently sits at 11,300 with another 10,100 reported missing. This estimate was later revised to [3,958 fatalities](https://www.aljazeera.com/news/2023/9/18/libya-floods-conflicting-death-tolls-greek-aid-workers-die-in-crash) on September 18. + + + + + + + ## Medicane Daniel + x + + + + + + ## Timeline + x + + + + + + ## Satellite Analysis + x + + + + + + ## Building Footprint Analysis + x + + + + + + ## Aftermath and Implications + x + + + + + + + ## Additional Resources + [Omega Block Definition](https://glossarytest.ametsoc.net/wiki/Blocking_high) + + [Medicane Definition](https://skybrary.aero/articles/medicane) + + [Rainfall in Greece](https://www.cbsnews.com/news/greece-historic-flooding-more-than-2-feet-of-rain-in-just-a-few-hours/) + + [Rainfall in Libya](https://earthobservatory.nasa.gov/images/151826/torrential-rain-wreaks-havoc-in-libya) + + [Rainfall in Turkey and Bulgaria](https://www.bbc.com/news/av/world-europe-66728709) + + [European Commission Report 9/13/2023](https://upload.wikimedia.org/wikipedia/commons/2/2c/ECDM_20230913_FL_Libya.pdf) + + [Yale Research on Libya Flood](https://yaleclimateconnections.org/2023/09/the-libya-floods-a-climate-and-infrastructure-catastrophe/) + + + + + + + ## References + Ashoor, Abdelwanees A. R (26 July 2022). "Estimation of the surface runoff depth of Wadi Derna Basin by integrating the geographic information systems and Soil Conservation Service (SCS-CN) model" (SCS-CN) نموذج عمق الجريان السطحي لحوض وادي درنة بالتكامل بين تقنيات نظم املعلومات الجغر افية و تقدير (PDF). Journal of Pure & Applied Sciences (in Arabic). Sebha University Press. 21 (2): 90–100. doi:10.51984/jopas.v21i2. ISSN 2521-9200 + + [Jr, Roger Pielke (13 September 2023). "Trends in Flooding in Africa". The Honest Broker.](https://rogerpielkejr.substack.com/p/trends-in-flooding-in-africa) + + + + From d4a0fc59fc5a71c29f75197283753dfacd15cea7 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Thu, 29 Feb 2024 12:04:15 -0600 Subject: [PATCH 02/25] added Daniel satellite image and medicane prose --- stories/darnah-flood.stories.mdx | 17 +++++++++++++++-- stories/darnah_daniel_satellite.jpg | Bin 0 -> 255462 bytes 2 files changed, 15 insertions(+), 2 deletions(-) create mode 100644 stories/darnah_daniel_satellite.jpg diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index b85d92a3a..25618cb77 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -30,7 +30,7 @@ taxonomy: ## Overview 🚧 This Data Story presents work in progress and not peer-reviewed results! 🚧 - On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadliest flood disaster of the 21st century](https://www.google.com/url?q=https://www.aa.com.tr/en/environment/floods-in-libya-s-derna-worst-disaster-in-21st-century/2992617&sa=D&source=docs&ust=1709231595507737&usg=AOvVaw3MuRygRSSxtExzI_shVddG), and Africa’s deadliest flood ever recorded. A storm in the Mediterranean Sea dubbed ‘Medicane Daniel’ moved over northeastern Libya on the evening of the 10th, dumping prolific rain over the desert the morning of the 11th. A record 16” of rainfall was measured in 24 hours at the city of Al-Bayda, Libya (just west of Derna) from ‘Medicane’ Daniel. Two dams upstream of Darnah collapsed during the heavy rains leading to approximately [25% of the city being destroyed](https://www.google.com/url?q=https://www.reuters.com/world/africa/more-than-1000-bodies-recovered-libyan-city-after-floods-minister-2023-09-12/&sa=D&source=docs&ust=1709231595509452&usg=AOvVaw083l0kMybsbbwT18u4SVTm). The first dam broke around 3:00 AM local time on September 11th, and the second followed suit shortly thereafter, which exacerbated the death toll greatly. The International Committee of the Red Cross (ICRC) reported that proceeding the dam bursts, a wave as high as 23 feet (7 meters) rushed towards the city. With a population of 120,000, the major city of Darnah saw massive destruction, with entire districts of the city being washed away.Nearly 1,000 buildings are estimated to have been completely destroyed as well as 5 major bridges that connect the west and east sides of the city. The The United Nations Office for the Coordination of Humanitarian Affairs initially reported a death toll currently sits at 11,300 with another 10,100 reported missing. This estimate was later revised to [3,958 fatalities](https://www.aljazeera.com/news/2023/9/18/libya-floods-conflicting-death-tolls-greek-aid-workers-die-in-crash) on September 18. + On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadliest flood disaster of the 21st century](https://www.google.com/url?q=https://www.aa.com.tr/en/environment/floods-in-libya-s-derna-worst-disaster-in-21st-century/2992617&sa=D&source=docs&ust=1709231595507737&usg=AOvVaw3MuRygRSSxtExzI_shVddG), and Africa’s deadliest flood ever recorded. A storm in the Mediterranean Sea dubbed ‘Medicane Daniel’ moved over northeastern Libya on the evening of the 10th, dumping prolific rain over the desert the morning of the 11th. A record 16” of rainfall was measured in 24 hours at the city of Al-Bayda, Libya (just west of Derna) from ‘Medicane’ Daniel. Two dams upstream of Darnah collapsed during the heavy rains leading to approximately [25% of the city being destroyed](https://www.google.com/url?q=https://www.reuters.com/world/africa/more-than-1000-bodies-recovered-libyan-city-after-floods-minister-2023-09-12/&sa=D&source=docs&ust=1709231595509452&usg=AOvVaw083l0kMybsbbwT18u4SVTm). The first dam broke around 3:00 AM local time on September 11th, and the second followed suit shortly thereafter, which exacerbated the death toll greatly. The International Committee of the Red Cross (ICRC) reported that proceeding the dam bursts, a wave as high as 23 feet (7 meters) rushed towards the city. With a population of 120,000, the major city of Darnah saw massive destruction, with entire districts of the city being washed away.Nearly 1,000 buildings are estimated to have been completely destroyed as well as 5 major bridges that connect the west and east sides of the city. The United Nations Office for the Coordination of Humanitarian Affairs initially reported a death toll currently sits at 11,300 with another 10,100 reported missing. This estimate was later revised to [3,958 fatalities](https://www.aljazeera.com/news/2023/9/18/libya-floods-conflicting-death-tolls-greek-aid-workers-die-in-crash) on September 18. @@ -38,8 +38,21 @@ taxonomy: ## Medicane Daniel - x + [Medicanes](https://www.google.com/url?q=https://www.easa.europa.eu/community/topics/medicanes&sa=D&source=docs&ust=1709231595506704&usg=AOvVaw3IE4-Z1b9q1j7MKe7dE4YH) have similar properties to hurricanes, as they are warm-core and quasi-tropical in nature, but are not technically designated as hurricanes. Storm Daniel formed in the Ionian Sea on September 4th, 2023, and drifted to the south underneath an Omega Block (a high pressure system stuck in place between two low-pressure systems). As the cyclone moved out of the Ionian Sea and into the central Mediterranean Sea on September 5th, it transitioned into a medicane. Daniel began to drift southeastward towards the northern Libyan coast on September 9th before making landfall near the city of Benghazi on September 10th. Satellite-derived measurements from the ASCAT (Advanced Scatterometer) recorded wind speeds of up to 85 km/hour before Daniel made landfall. The medicane then dissipated on September 12th over northwestern Egypt after causing massive destruction from floods in northern Libya and Greece. A record 16” (414 mm) of rainfall was measured in 24 hours at the city of Al-Bayda, Libya, with satellite-derived measurements suggesting locally higher totals near Tolmeita and Battah. Medicane Daniel’s impact resulted in it being the deadliest medicane in history, and the costliest tropical cyclone on record outside of the North Atlantic Ocean. Over $21.14 billion (2023 USD) in damages was reported from Daniel, and over 4,361 fatalities have been confirmed with unofficial estimates of 20,000, and over 7,000 were injured. + +
+ Medicane Daniel VIIRS imagery, 9 September 2023. + + Satellite imagery of Daniel over the Mediterranean. (VIIRS imagery from NASA Worldview) + + +
+
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+ + + Harmonized Landsat Sentinel-2 false color composite imagery of Darnah before (September 7, 2023) and after the fire (September 22, 2023). + +
+ ## Satellite Analysis - x + NASA's Harmonized Landsat-Sentinel-2 datasets were acquired to showcase the before-and-after scenes of the Darnah, Libya area. The utilization of false-color composite imagery allowed for an exploration of the flood damage evident in the city. Instead of employing the conventional red, green, and blue (RGB) wavelength 'TrueColor' imagery, a false-color composite utilizing the near-infrared (IR) and shortwave IR channels was chosen. This involved substituting the traditional RGB composite with shortwave IR, near-IR, and red bands, respectively. As a result, areas most affected by the flood exhibited a distinct contrast to unaffected regions, with displaced sediments like sand becoming apparent in Darnah's streets through this band combination. While this specific band combination is commonly associated with wildfire detection due to its effectiveness in revealing darkened burned areas, it also proves capable of highlighting greenery after heavy rain events. This characteristic played a crucial role in enhancing the contrast of flood damage in and around Darnah. ## Building Footprint Analysis - x + Google's OpenBuildings dataset, spanning vast regions including Africa, South Asia, South-East Asia, Latin America, and the Caribbean with 1.8 billion building detections, holds significant potential for assessing urban challenges, especially in the aftermath of natural disasters like the devastating flood in Darnah. This dataset provides a detailed map of building footprints and their distribution, allowing for a broad understanding of the urban landscape. In the case of disaster response, such as identifying damaged buildings, the dataset's confidence scores can help prioritize areas for intervention. While it doesn't delve into specifics like building types or addresses, its comprehensive coverage and detailed information comprise a valuable resource for evaluating the impact of events on the built environment. Leveraging this data alongside other disaster response tools could greatly enhance our ability to assess and respond effectively to the aftermath of such events in Darnah and similar regions. + + The [Humanitarian Data Exchange](https://experience.arcgis.com/experience/970d0cacd0c24b39b08d844b99a797ae/page/UNOSAT/) (HDX) generated a dataset of impacted buildings in the aftermath of the Darnah flood through satellite imagery building detection. A high-resolution overpass from the Pleiades satellite on September 13, 2023, with a spatial resolution of 0.5 meters, was employed for this purpose. This dataset established point locations for buildings identified as damaged or destroyed during the Darnah flood on September 11, 2023. These specific point locations were then cross-referenced with the OpenBuildings dataset for Darnah. The result is a comprehensive map highlighting which buildings were likely impacted by the floodwaters, providing valuable insights into the extent of the damage in the region. + ## Aftermath and Implications - x + As of September 14th, the United Nations reported that as many as 884,000 people are in need of assistance in Libya, including nearly 300,000 children. Over 10,000 people remain missing, and portions of Darnah have been washed out into the Mediterranean Sea. At the time of Medicane Daniel’s impact, the Belad and Abu Mansour Dams were in subpar condition, lacking consistent upkeep. The two dams were first built in the mid 1970s to control the impacts of flooding, but had not been maintained regularly since 2002. The dams were damaged from a storm in 1986, with cracks observed as early as in 1998. A Turkish construction firm claims they were hired to replace the dams in 2007, having concluded preliminary work in 2012, but the Libyan government claims they ceased working in 2011 at the outbreak of the Libyan Civil War. Research as recent as 2022 warned of a high risk of flooding should the dams fail, pointing back to four previous major floods since 1942. European meteorological agencies also warned Libya of the impending potential major impacts from Daniel days in advance, and the World Meteorological Organization said that many of the casualties would have been prevented had Libya set up a functional weather service. 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      + Estimated extent of floodwaters over Darnah, Libya. + + Satellite-derived extent of floodwaters in Darnah, as determined from the Humanitarian Data Exchange. + + +
      + ## Overview 🚧 This Data Story presents work in progress and not peer-reviewed results! 🚧 @@ -93,6 +106,23 @@ taxonomy: + + + +
      + Google OpenBuildings Footprint over Darnah, Libya. + +Building footprint detection over Darnah, Libya. Red-colored buildings were heavily impacted by floodwaters, orange-colored buildings were slightly impacted by floodwaters, and green-colored buildings were left largely undisturbed. + + +
      + +
      + ## Aftermath and Implications From fac032bb7f3d6292454bd97bca7bfefcfca101c9 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 5 Mar 2024 15:57:55 -0600 Subject: [PATCH 06/25] Created data.mdx for HLS pre- and post-flood --- datasets/darnah-flood-background.jpg | Bin 0 -> 662631 bytes datasets/darnah-flood.data.mdx | 114 +++++++++++++++++++++++++++ stories/darnah-flood.stories.mdx | 12 +-- 3 files changed, 120 insertions(+), 6 deletions(-) create mode 100644 datasets/darnah-flood-background.jpg create mode 100644 datasets/darnah-flood.data.mdx diff --git a/datasets/darnah-flood-background.jpg b/datasets/darnah-flood-background.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ce16934eade83b5d84b820b571b346a91bfb375b GIT binary patch literal 662631 zcmbTcWmFtp6eZd~fZ)Mh0t6?xTS$UiaDqeQ8r(fVAV4F*HNjmQ*WeC~cjIo2(>NKv znOQSyy*U8%FztvYr0Is4z@zjeSHMOg(|01^@sApYe5{DT2L0Z@>U|En+M 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https://abcnews.go.com/International/casualties-libya-floods-avoided-world-meteorological-organization-chief/story?id=103200104 +taxonomy: + - name: Topics + values: + - EIS + - name: Source + values: + - UAH + +layers: + - id: hls-swir-falsecolor-composite + stacCol: hls-swir-falsecolor-composite + name: HLS SWIR FalseColor Composite + type: raster + description: 'HLS falsecolor composite imagery using S30 Bands 12, 8A, and 4, over Darnah, Libya.' + zoomExtent: + - 0 + - 20 + sourceParams: + rescale: + - 0,5000 + resampling: bilinear + bidx: [1,2,3] + compare: + datasetId: darnah-flood + layerId: hls-swir-falsecolor-composite + mapLabel: | + ::js ({ dateFns, datetime, compareDatetime }) => { + return `${dateFns.format(datetime, 'DD LLL yyyy')}`; + } + +--- + + + +## Overview + +On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadliest flood disaster of the 21st century](https://www.google.com/url?q=https://www.aa.com.tr/en/environment/floods-in-libya-s-derna-worst-disaster-in-21st-century/2992617&sa=D&source=docs&ust=1709231595507737&usg=AOvVaw3MuRygRSSxtExzI_shVddG), and Africa’s deadliest flood ever recorded. A storm in the Mediterranean Sea dubbed ‘Medicane Daniel’ moved over northeastern Libya on the evening of the 10th, dumping prolific rain over the desert the morning of the 11th. A record 16” of rainfall was measured in 24 hours at the city of Al-Bayda, Libya (just west of Derna) from ‘Medicane’ Daniel. Two dams upstream of Darnah collapsed during the heavy rains leading to approximately [25% of the city being destroyed](https://www.google.com/url?q=https://www.reuters.com/world/africa/more-than-1000-bodies-recovered-libyan-city-after-floods-minister-2023-09-12/&sa=D&source=docs&ust=1709231595509452&usg=AOvVaw083l0kMybsbbwT18u4SVTm). The first dam broke around 3:00 AM local time on September 11th, and the second followed suit shortly thereafter, which exacerbated the death toll greatly. The International Committee of the Red Cross (ICRC) reported that proceeding the dam bursts, a wave as high as 23 feet (7 meters) rushed towards the city. With a population of 120,000, the major city of Darnah saw massive destruction, with entire districts of the city being washed away.Nearly 1,000 buildings are estimated to have been completely destroyed as well as 5 major bridges that connect the west and east sides of the city. The United Nations Office for the Coordination of Humanitarian Affairs initially reported a death toll currently sits at 11,300 with another 10,100 reported missing. This estimate was later revised to [3,958 fatalities](https://www.aljazeera.com/news/2023/9/18/libya-floods-conflicting-death-tolls-greek-aid-workers-die-in-crash) on September 18. + + + +
      + + + SWIR False color HLS imagery showing the destroyed area of Darnah, Libya along the Wadi Darnah River on 22 September 2023. + +
      + +
      + + + +## Scientific Research + +The main dataset utilized in analyzing the Darnah flood is a three-band HLS composite image generated from the shortwave infrared, narrow near-infrared, and red bands of pre and post-flood HLS data. These scenes were acquired on September 7 and 22, 2023. The SWIR false color composite provides a visually compelling representation of the extent of the greenup resulting from the heavy rainfall leading to the flood, and also highlights areas of sediment loading from the desert after compared to before the flood. + +This dataset supports ongoing scientific research and analysis of the Darnah flood and its aftermath, including assessing the flood's impact on the local land cover and vegetation extent, the monitoring of long-term recovery of the local environment and ecosystem, and even evaluation of the effectiveness of flood mitigation and dam rebuilding efforts upstream of Darnah. + + + + + +## Interpreting the Data + +The HLS dataset concerning the Darnah Flood should be interpreted with a special consideration of the temporal, spatial, and environmental aspects. + +Temporal Aspects: The HLS SWIR FalseColor composite images were taken at 10:30 AM LST on September 7 and 22, 2023, which correspond to pre and post-flood times. + +Spatial Aspects: All three bands used from the HLS dataset are at 30 meter resolution. + +Environmental Aspects: When interpreting the data, it is essential to consider the local topography and land cover. Darnah lies along the southern coast of the Mediterranen Sea, with rapidly rising terrain just to its south. The city is located in the Saharan Desert. + + + + + + + +## Additional Resources + +* [Harmonized Landsat-Sentinel](https://hls.gsfc.nasa.gov/) + +* [European Commission Report 9/13/2023](https://upload.wikimedia.org/wikipedia/commons/2/2c/ECDM_20230913_FL_Libya.pdf) + + + + + + + +## Data Story + +* [The Deadliest Flood of the 21st Century](https://www.earthdata.nasa.gov/dashboard/stories/darnah-flood) + + + \ No newline at end of file diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 38635a142..17cfa0a05 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -6,7 +6,7 @@ media: src: ::file ./darnah-flood-background.jpg alt: Aerial view over the Wadi Darnah River post-flood in Derna, Libya on September 14, 2023. author: - name: stories/camp-fire-burn-scar.stories.mdx + name: Marwan Alfaituri (Reuters) url: https://abcnews.go.com/International/casualties-libya-floods-avoided-world-meteorological-organization-chief/story?id=103200104 pubDate: 2024-02-29 taxonomy: @@ -78,12 +78,12 @@ taxonomy:
      Harmonized Landsat Sentinel-2 false color composite imagery of Darnah before (September 7, 2023) and after the fire (September 22, 2023). From 004eebdce6242463a894f1073064c02749b0ae1a Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 5 Mar 2024 16:02:00 -0600 Subject: [PATCH 07/25] syntax issues with data --- datasets/darnah-flood.data.mdx | 23 ++++++++++++----------- stories/darnah-flood.stories.mdx | 2 +- 2 files changed, 13 insertions(+), 12 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index b4ff1cb76..deb60aaf5 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -46,6 +46,17 @@ layers: On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadliest flood disaster of the 21st century](https://www.google.com/url?q=https://www.aa.com.tr/en/environment/floods-in-libya-s-derna-worst-disaster-in-21st-century/2992617&sa=D&source=docs&ust=1709231595507737&usg=AOvVaw3MuRygRSSxtExzI_shVddG), and Africa’s deadliest flood ever recorded. A storm in the Mediterranean Sea dubbed ‘Medicane Daniel’ moved over northeastern Libya on the evening of the 10th, dumping prolific rain over the desert the morning of the 11th. A record 16” of rainfall was measured in 24 hours at the city of Al-Bayda, Libya (just west of Derna) from ‘Medicane’ Daniel. Two dams upstream of Darnah collapsed during the heavy rains leading to approximately [25% of the city being destroyed](https://www.google.com/url?q=https://www.reuters.com/world/africa/more-than-1000-bodies-recovered-libyan-city-after-floods-minister-2023-09-12/&sa=D&source=docs&ust=1709231595509452&usg=AOvVaw083l0kMybsbbwT18u4SVTm). The first dam broke around 3:00 AM local time on September 11th, and the second followed suit shortly thereafter, which exacerbated the death toll greatly. The International Committee of the Red Cross (ICRC) reported that proceeding the dam bursts, a wave as high as 23 feet (7 meters) rushed towards the city. With a population of 120,000, the major city of Darnah saw massive destruction, with entire districts of the city being washed away.Nearly 1,000 buildings are estimated to have been completely destroyed as well as 5 major bridges that connect the west and east sides of the city. The United Nations Office for the Coordination of Humanitarian Affairs initially reported a death toll currently sits at 11,300 with another 10,100 reported missing. This estimate was later revised to [3,958 fatalities](https://www.aljazeera.com/news/2023/9/18/libya-floods-conflicting-death-tolls-greek-aid-workers-die-in-crash) on September 18. + + + + + + +## Scientific Research + +The main dataset utilized in analyzing the Darnah flood is a three-band HLS composite image generated from the shortwave infrared, narrow near-infrared, and red bands of pre and post-flood HLS data. These scenes were acquired on September 7 and 22, 2023. The SWIR false color composite provides a visually compelling representation of the extent of the greenup resulting from the heavy rainfall leading to the flood, and also highlights areas of sediment loading from the desert after compared to before the flood. + +This dataset supports ongoing scientific research and analysis of the Darnah flood and its aftermath, including assessing the flood's impact on the local land cover and vegetation extent, the monitoring of long-term recovery of the local environment and ecosystem, and even evaluation of the effectiveness of flood mitigation and dam rebuilding efforts upstream of Darnah.
      @@ -66,17 +77,7 @@ On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadli - - -## Scientific Research - -The main dataset utilized in analyzing the Darnah flood is a three-band HLS composite image generated from the shortwave infrared, narrow near-infrared, and red bands of pre and post-flood HLS data. These scenes were acquired on September 7 and 22, 2023. The SWIR false color composite provides a visually compelling representation of the extent of the greenup resulting from the heavy rainfall leading to the flood, and also highlights areas of sediment loading from the desert after compared to before the flood. - -This dataset supports ongoing scientific research and analysis of the Darnah flood and its aftermath, including assessing the flood's impact on the local land cover and vegetation extent, the monitoring of long-term recovery of the local environment and ecosystem, and even evaluation of the effectiveness of flood mitigation and dam rebuilding efforts upstream of Darnah. - - - - + ## Interpreting the Data diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 17cfa0a05..8c8524bdf 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -81,7 +81,7 @@ taxonomy: center={[32.7616, 22.6408]} zoom={12} datasetId='darnah-flood' - layerId='darnah-flood' + layerId='hls-swir-falsecolor-composite' dateTime='2023-09-07' compareDateTime='2023-09-22' /> From 1ec85087c3508e4fc46b2ede45286d2139d500c9 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 5 Mar 2024 16:07:22 -0600 Subject: [PATCH 08/25] fixing blocks in data catalog --- datasets/darnah-flood.data.mdx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index deb60aaf5..369d03006 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -40,7 +40,7 @@ layers: --- - + ## Overview @@ -50,7 +50,7 @@ On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadli - + ## Scientific Research From 17e650a0bd626bc6a93b9dfcf109d45899aab7f0 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Wed, 6 Mar 2024 13:06:57 -0600 Subject: [PATCH 09/25] fixing coords on HLS --- datasets/darnah-flood.data.mdx | 2 +- stories/darnah-flood.stories.mdx | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index 369d03006..11ab4420c 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -61,7 +61,7 @@ This dataset supports ongoing scientific research and analysis of the Darnah flo
      Date: Wed, 6 Mar 2024 14:53:08 -0600 Subject: [PATCH 10/25] test --- datasets/darnah-flood.data.mdx | 6 +++--- stories/darnah-flood.stories.mdx | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index 11ab4420c..16b318f93 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -17,8 +17,8 @@ taxonomy: - UAH layers: - - id: hls-swir-falsecolor-composite - stacCol: hls-swir-falsecolor-composite + - id: darnah-flood + stacCol: darnah-flood name: HLS SWIR FalseColor Composite type: raster description: 'HLS falsecolor composite imagery using S30 Bands 12, 8A, and 4, over Darnah, Libya.' @@ -32,7 +32,7 @@ layers: bidx: [1,2,3] compare: datasetId: darnah-flood - layerId: hls-swir-falsecolor-composite + layerId: darnah-flood mapLabel: | ::js ({ dateFns, datetime, compareDatetime }) => { return `${dateFns.format(datetime, 'DD LLL yyyy')}`; diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 5c30e4acc..1d21c8a58 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -81,7 +81,7 @@ taxonomy: center={[22.6408, 32.7616]} zoom={12} datasetId='darnah-flood' - layerId='hls-swir-falsecolor-composite' + layerId='darnah-flood' dateTime='2023-09-07' compareDateTime='2023-09-22' /> From d8745f66ccc1a1e70aa8784f083577145b526a93 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Wed, 6 Mar 2024 15:04:04 -0600 Subject: [PATCH 11/25] changed dataset ID --- datasets/darnah-flood.data.mdx | 8 ++++---- stories/darnah-flood.stories.mdx | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index 16b318f93..5e2624921 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -1,5 +1,5 @@ --- -id: darnah-flood +id: darnah-data name: 'Darnah, Libya Flood' description: "HLS (SWIR FalseColor composites) imagery supporting the Darnah Flood Story" media: @@ -31,7 +31,7 @@ layers: resampling: bilinear bidx: [1,2,3] compare: - datasetId: darnah-flood + datasetId: darnah-data layerId: darnah-flood mapLabel: | ::js ({ dateFns, datetime, compareDatetime }) => { @@ -63,8 +63,8 @@ This dataset supports ongoing scientific research and analysis of the Darnah flo Date: Wed, 6 Mar 2024 16:07:10 -0600 Subject: [PATCH 12/25] Added scrollytelling timeline of Daniel --- stories/darnah-flood.stories.mdx | 154 +++++++++++++++++++++++++++++-- 1 file changed, 148 insertions(+), 6 deletions(-) diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index d73fa6f24..6b3632292 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -68,12 +68,154 @@ taxonomy: - - - ## Timeline - x - - + + + + ## TIMELINE + ## September 4th + + Low pressure system forms over the Ionean Sea off the western coast of Greece. + + + + ## September 5th + + The system was officially designated Storm Daniel. + + Impactful rainfall and flooding occurred in Greece, with 43" measured in Zagora and 34.8" in Portaria. + + + + ## September 6th + + Northwestern Turkey deals with heavy flooding, which inflicts 5 fatalities. + + + + ## September 6th + + Heavy flooding occurs in southern Bulgaria, with a national record 13" of rainfall recorded in Tsarevo in 24 hours, and 12.2" in Kosti. + + + + ## September 7th + + Over 800 flood rescue operations occur in Thessaly, Greece. The Pinelos River crested at 9.5 meters, compared to a typical river height of 4 meters. The Sentinel-1 satellite measured a flood inundation of 180,000 acres, which is the region's worst flooding since 1930. + + + + ## September 10th, 10 PM + + A curfew was issued as a precaution in the city of Darnah, Libya as Daniel began making landfall southwest of the city. A state of emergency was issued for the entire country of Libya on September 9th. + + ## September 11th, 3 AM + + Two upriver dams (The Belad and Abu Mansour Dams) burst, and locals reported hearing loud explosions. 25% of the city of Darnah was swept away under an ~7 meter tall wave of water. Four bridges were washed away, and over 2,200 buildings were impacted (1,500 destroyed). The official death toll stands at 3,958 in Darnah alone as of September 18, 2023. + + + + + ## September 11th + + A national rainfall record was set at Al Bayda, Libya, where 16" of rain fell in 24 hours due to Daniel. Significant flooding occurred here, with ~200 fatalities reported. Over 5,000 homes were impacted by floodwaters. + + + + + ## September 11th + + The city of Al Abraq, Libya measured 6.7" of rainfall and experienced upwards of 10 feet of flood inundation. + + + + + ## September 12th + + Storm Daniel dissipates over northern Egypt after causing moderate rainfall in the region. + + + + + ## September 13th + + Storm Daniel's remnants reach Israel, where locally heavy rain causes sinkholes to open. These are the last notable impacts from this storm. + + + + + ## September 16th + + The death toll in Greece rises to 17 due to prolonged flooding caused by Daniel. + + + +
      From a227500df7e4a27bfcfa6339222f57cc461659b3 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Mon, 18 Mar 2024 15:27:09 -0400 Subject: [PATCH 13/25] test data config --- datasets/darnah-flood.data.mdx | 6 +++--- stories/darnah-flood.stories.mdx | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index 5e2624921..c0b75f240 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -1,5 +1,5 @@ --- -id: darnah-data +id: darnah-flood name: 'Darnah, Libya Flood' description: "HLS (SWIR FalseColor composites) imagery supporting the Darnah Flood Story" media: @@ -31,7 +31,7 @@ layers: resampling: bilinear bidx: [1,2,3] compare: - datasetId: darnah-data + datasetId: darnah-flood layerId: darnah-flood mapLabel: | ::js ({ dateFns, datetime, compareDatetime }) => { @@ -63,7 +63,7 @@ This dataset supports ongoing scientific research and analysis of the Darnah flo diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 6b3632292..02ad207d8 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -222,7 +222,7 @@ taxonomy: Date: Mon, 18 Mar 2024 15:39:04 -0400 Subject: [PATCH 14/25] changed asset_bidx --- datasets/darnah-flood.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index c0b75f240..7ef6c0bf6 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -29,7 +29,7 @@ layers: rescale: - 0,5000 resampling: bilinear - bidx: [1,2,3] + asset_bidx: 1,2,3 compare: datasetId: darnah-flood layerId: darnah-flood From 58ff3f317c3b8c95602895990e4ad9701ede6d45 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Mon, 18 Mar 2024 15:42:36 -0400 Subject: [PATCH 15/25] further bidx editing --- datasets/darnah-flood.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index 7ef6c0bf6..b205337c8 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -29,7 +29,7 @@ layers: rescale: - 0,5000 resampling: bilinear - asset_bidx: 1,2,3 + asset_bidx: [1,2,3] compare: datasetId: darnah-flood layerId: darnah-flood From 6082bcbb20d3745ed51a43e4dffb98019929ce93 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Mon, 18 Mar 2024 15:50:09 -0400 Subject: [PATCH 16/25] more bidx edits --- datasets/darnah-flood.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index b205337c8..4fe9064ee 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -29,7 +29,7 @@ layers: rescale: - 0,5000 resampling: bilinear - asset_bidx: [1,2,3] + asset_bidx: cog_default|1,2,3 compare: datasetId: darnah-flood layerId: darnah-flood From 0a814fc3e31e658e8a2e0ec44ad6dd7810f1393c Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 19 Mar 2024 11:31:47 -0400 Subject: [PATCH 17/25] added GPM data --- datasets/darnah-flood.data.mdx | 45 ++++++++++++++++++++++++++++------ 1 file changed, 38 insertions(+), 7 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index 4fe9064ee..bee2ced70 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -38,6 +38,36 @@ layers: return `${dateFns.format(datetime, 'DD LLL yyyy')}`; } + - id: darnah-gpm + stacCol: darnah-gpm + name: GPM Accumulated Rainfall (mm) + type: raster + description: 'Total Accumulated Rainfall (mm) over the eastern Mediterranean Sea from Medicane Daniel (5 - 16 September, 2023).' + initialDatetime: newest + zoomExtent: + - 0 + - 20 + + sourceParams: + colormap_name: inferno + nodata: 0 + resampling: bilinear + bidx: 1 + rescale: + - 0.1 + - 500 + + legend: + type: gradient + min: "0.1 mm" + max: "500 mm" + stops: + - '#08041d' + - '#1f0a46' + - '#52076c' + - '#f57c16' + - '#f7cf39' + --- @@ -54,9 +84,11 @@ On Monday, September 11, 2023, the city of Darnah, Libya experienced the [deadli ## Scientific Research -The main dataset utilized in analyzing the Darnah flood is a three-band HLS composite image generated from the shortwave infrared, narrow near-infrared, and red bands of pre and post-flood HLS data. These scenes were acquired on September 7 and 22, 2023. The SWIR false color composite provides a visually compelling representation of the extent of the greenup resulting from the heavy rainfall leading to the flood, and also highlights areas of sediment loading from the desert after compared to before the flood. -This dataset supports ongoing scientific research and analysis of the Darnah flood and its aftermath, including assessing the flood's impact on the local land cover and vegetation extent, the monitoring of long-term recovery of the local environment and ecosystem, and even evaluation of the effectiveness of flood mitigation and dam rebuilding efforts upstream of Darnah. +The primary dataset employed in analyzing the Darnah flood, alongside Integrated Multi-Satellite Retrivals for the Global Precipitation Measurement Mission (GPM IMERG) data, is a three-band HLS composite image created from the shortwave infrared, narrow near-infrared, and red bands of pre and post-flood HLS data, supplemented with total rainfall data from GPM taken from 5 to 16 September 2023. These scenes were acquired on September 7 and 22, 2023. The SWIR false color composite visually illustrates the extent of the greenup resulting from heavy rainfall leading to the flood, while GPM's total rainfall data provides insight into precipitation patterns associated with Medicane Daniel over the eastern Mediterranean region. + +These datasets support ongoing scientific research and analysis of the Darnah flood and its aftermath. They aid in assessing the flood's impact on local land cover, vegetation extent, sediment loading, and precipitation patterns. Furthermore, they facilitate the monitoring of long-term environmental recovery and ecosystem resilience, as well as evaluating the effectiveness of flood mitigation and dam rebuilding efforts upstream of Darnah. +
      @@ -81,14 +113,13 @@ This dataset supports ongoing scientific research and analysis of the Darnah flo ## Interpreting the Data -The HLS dataset concerning the Darnah Flood should be interpreted with a special consideration of the temporal, spatial, and environmental aspects. - -Temporal Aspects: The HLS SWIR FalseColor composite images were taken at 10:30 AM LST on September 7 and 22, 2023, which correspond to pre and post-flood times. +The HLS and GPM datasets concerning the Darnah Flood should be interpreted with careful consideration of temporal, spatial, and environmental factors. -Spatial Aspects: All three bands used from the HLS dataset are at 30 meter resolution. +Temporal Aspects: The HLS SWIR FalseColor composite images were taken at 10:30 AM LST on September 7 and 22, 2023, corresponding to pre- and post-flood times. The GPM total rainfall data is a summed daily rainfall accumulation product that spans from September 5 to 16, 2023. -Environmental Aspects: When interpreting the data, it is essential to consider the local topography and land cover. Darnah lies along the southern coast of the Mediterranen Sea, with rapidly rising terrain just to its south. The city is located in the Saharan Desert. +Spatial Aspects: All three bands used from the HLS dataset are at 30-meter resolution, providing detailed spatial information. GPM's total rainfall data covers the entire eastern Mediterranean region, offering insights into the broader spatial distribution of precipitation associated with Medicane Daniel, and is at 0.1 by 0.1 degree spatial resolution. +Environmental Aspects: When interpreting the data, it is crucial to consider the local topography and land cover. Darnah, situated along the southern coast of the Mediterranean Sea, experiences rapidly rising terrain to its south and lies within the Saharan Desert region. From cba6d8acca1137d65e89c6db3f57cb32808d27f1 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 19 Mar 2024 12:40:05 -0400 Subject: [PATCH 18/25] Added GPM data to scrollytelling --- datasets/darnah-flood.data.mdx | 2 +- stories/darnah-flood.stories.mdx | 66 ++++++++++++++++---------------- 2 files changed, 34 insertions(+), 34 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index bee2ced70..244bb2b71 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -40,7 +40,7 @@ layers: - id: darnah-gpm stacCol: darnah-gpm - name: GPM Accumulated Rainfall (mm) + name: GPM Accumulated Rainfall type: raster description: 'Total Accumulated Rainfall (mm) over the eastern Mediterranean Sea from Medicane Daniel (5 - 16 September, 2023).' initialDatetime: newest diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 02ad207d8..e7d347d6a 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -73,9 +73,9 @@ taxonomy: ## TIMELINE ## September 4th @@ -86,9 +86,9 @@ taxonomy: ## September 5th @@ -100,9 +100,9 @@ taxonomy: ## September 6th @@ -112,9 +112,9 @@ taxonomy: ## September 6th @@ -124,9 +124,9 @@ taxonomy: ## September 7th @@ -136,9 +136,9 @@ taxonomy: ## September 10th, 10 PM @@ -152,9 +152,9 @@ taxonomy: ## September 11th @@ -165,9 +165,9 @@ taxonomy: ## September 11th @@ -178,9 +178,9 @@ taxonomy: ## September 12th @@ -191,9 +191,9 @@ taxonomy: ## September 13th @@ -204,9 +204,9 @@ taxonomy: ## September 16th From 1845885fc182942c3184ac73850a304c0b10476d Mon Sep 17 00:00:00 2001 From: Jerika Christman <98853455+jerikac@users.noreply.github.com> Date: Wed, 17 Apr 2024 14:55:44 -0500 Subject: [PATCH 19/25] test update to darnah scrolly dates Testing whether adjusting the datetime= code adjusts the date in the scrollytelling feature --- stories/darnah-flood.stories.mdx | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index e7d347d6a..7f47a1904 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -88,7 +88,7 @@ taxonomy: zoom={9} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-04' > ## September 5th @@ -102,7 +102,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-05' > ## September 6th @@ -114,7 +114,7 @@ taxonomy: zoom={9} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-06' > ## September 6th @@ -126,7 +126,7 @@ taxonomy: zoom={8} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-07' > ## September 7th @@ -138,7 +138,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-10' > ## September 10th, 10 PM @@ -154,7 +154,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-11' > ## September 11th @@ -167,7 +167,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-11' > ## September 11th @@ -180,7 +180,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-12' > ## September 12th @@ -193,7 +193,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-13' > ## September 13th @@ -206,7 +206,7 @@ taxonomy: zoom={6} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-16' > ## September 16th From 9411ea72dc4dd413a42b2281daded9c7cad57013 Mon Sep 17 00:00:00 2001 From: Jerika Christman <98853455+jerikac@users.noreply.github.com> Date: Wed, 17 Apr 2024 16:24:22 -0500 Subject: [PATCH 20/25] testing darnah scrollytelling dates additional testing --- stories/darnah-flood.stories.mdx | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 7f47a1904..e7d347d6a 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -88,7 +88,7 @@ taxonomy: zoom={9} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-04' + datetime='2023-09-01' > ## September 5th @@ -102,7 +102,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-05' + datetime='2023-09-01' > ## September 6th @@ -114,7 +114,7 @@ taxonomy: zoom={9} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-06' + datetime='2023-09-01' > ## September 6th @@ -126,7 +126,7 @@ taxonomy: zoom={8} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-07' + datetime='2023-09-01' > ## September 7th @@ -138,7 +138,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-10' + datetime='2023-09-01' > ## September 10th, 10 PM @@ -154,7 +154,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-11' + datetime='2023-09-01' > ## September 11th @@ -167,7 +167,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-11' + datetime='2023-09-01' > ## September 11th @@ -180,7 +180,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-12' + datetime='2023-09-01' > ## September 12th @@ -193,7 +193,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-13' + datetime='2023-09-01' > ## September 13th @@ -206,7 +206,7 @@ taxonomy: zoom={6} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-16' + datetime='2023-09-01' > ## September 16th From 0c2a3e7d14b5394c46b9e40c4a4172dcc8813aec Mon Sep 17 00:00:00 2001 From: Jerika Christman <98853455+jerikac@users.noreply.github.com> Date: Wed, 17 Apr 2024 16:36:47 -0500 Subject: [PATCH 21/25] testing scrolly dates pt. 2 sept 2 testing 2023-02-09 dates to see if data shows in preview --- stories/darnah-flood.stories.mdx | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index e7d347d6a..530b74195 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -88,7 +88,7 @@ taxonomy: zoom={9} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 5th @@ -102,7 +102,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 6th @@ -114,7 +114,7 @@ taxonomy: zoom={9} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 6th @@ -126,7 +126,7 @@ taxonomy: zoom={8} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 7th @@ -138,7 +138,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 10th, 10 PM @@ -154,7 +154,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 11th @@ -167,7 +167,7 @@ taxonomy: zoom={12} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 11th @@ -180,7 +180,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 12th @@ -193,7 +193,7 @@ taxonomy: zoom={7} datasetId='darnah-flood' layerId='darnah-gpm' - datetime='2023-09-01' + datetime='2023-09-02' > ## September 13th @@ -206,7 +206,7 @@ taxonomy: zoom={6} datasetId='darnah-flood' layerId='darnah-gpm' - 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2c44e1bb320dac02e925953696eb7354e6cc3917 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 4 Jun 2024 13:16:11 -0500 Subject: [PATCH 23/25] new dataset- GPM IMERG turned into daily cogs for entire storm life. --- datasets/darnah-flood.data.mdx | 6 +++--- stories/darnah-flood.stories.mdx | 4 ++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/datasets/darnah-flood.data.mdx b/datasets/darnah-flood.data.mdx index 244bb2b71..d0f03ac57 100644 --- a/datasets/darnah-flood.data.mdx +++ b/datasets/darnah-flood.data.mdx @@ -38,11 +38,11 @@ layers: return `${dateFns.format(datetime, 'DD LLL yyyy')}`; } - - id: darnah-gpm - stacCol: darnah-gpm + - id: darnah-gpm-daily + stacCol: darnah-gpm-daily name: GPM Accumulated Rainfall type: raster - description: 'Total Accumulated Rainfall (mm) over the eastern Mediterranean Sea from Medicane Daniel (5 - 16 September, 2023).' + description: 'Accumulated Rainfall (mm) over the eastern Mediterranean Sea from Medicane Daniel (4 - 16 September, 2023).' initialDatetime: newest zoomExtent: - 0 diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 530b74195..b69c23002 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -74,8 +74,8 @@ taxonomy: center={[17.29046905780905,38.5666921324378]} zoom={6} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-01' + layerId='darnah-gpm-daily' + datetime='2023-09-04' > ## TIMELINE ## September 4th From 7c0697b1e5f518e245b34a5eada8f452ea937fdd Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 4 Jun 2024 13:22:19 -0500 Subject: [PATCH 24/25] updated scrollytelling with new dataset for GPM IMERG --- stories/darnah-flood.stories.mdx | 40 ++++++++++++++++---------------- 1 file changed, 20 insertions(+), 20 deletions(-) diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index b69c23002..0e6d9d1de 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -87,8 +87,8 @@ taxonomy: center={[22.66605592925084, 39.46608843000564]} zoom={9} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-05' > ## September 5th @@ -101,8 +101,8 @@ taxonomy: center={[25.862279875185678,39.97524854793769]} zoom={7} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-06' > ## September 6th @@ -113,8 +113,8 @@ taxonomy: center={[26.889174253428465, 42.317360448789074]} zoom={9} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-06' > ## September 6th @@ -125,8 +125,8 @@ taxonomy: center={[21.272469882489003, 39.564122958011716]} zoom={8} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-07' > ## September 7th @@ -137,8 +137,8 @@ taxonomy: center={[22.558138383228172, 32.765690489925476]} zoom={12} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-10' > ## September 10th, 10 PM @@ -153,8 +153,8 @@ taxonomy: center={[21.689765061458496, 32.768854349362805]} zoom={12} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-11' > ## September 11th @@ -166,8 +166,8 @@ taxonomy: center={[21.94092589809171, 32.78881532649324]} zoom={12} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-11' > ## September 11th @@ -179,8 +179,8 @@ taxonomy: center={[27.966077653403246, 30.12087091174619]} zoom={7} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-12' > ## September 12th @@ -192,8 +192,8 @@ taxonomy: center={[32.56221885644599, 31.81919840801928]} zoom={7} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-13' > ## September 13th @@ -205,8 +205,8 @@ taxonomy: center={[19.815977460594738, 39.213876534030794]} zoom={6} datasetId='darnah-flood' - layerId='darnah-gpm' - datetime='2023-09-02' + layerId='darnah-gpm-daily' + datetime='2023-09-16' > ## September 16th From 54ebde700d407d0cb30385ebf93f2dd10420fc5f Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Thu, 13 Jun 2024 08:10:17 -0500 Subject: [PATCH 25/25] fixed author order/added authors and disclaimer to old stories --- stories/lahaina-fire.stories.mdx | 2 +- stories/urban-heating.stories.mdx | 8 +++++++- 2 files changed, 8 insertions(+), 2 deletions(-) diff --git a/stories/lahaina-fire.stories.mdx b/stories/lahaina-fire.stories.mdx index 00ccc3278..b4d66d51d 100644 --- a/stories/lahaina-fire.stories.mdx +++ b/stories/lahaina-fire.stories.mdx @@ -17,7 +17,7 @@ taxonomy: - Authors: Trent Cowan[1], Andrew Blackford[1], Udaysankar Nair[1]\ + Authors: Andrew Blackford[1], Trent Cowan[1], Udaysankar Nair[1]\ [1] University of Alabama in Huntsville(UAH) ## Introduction diff --git a/stories/urban-heating.stories.mdx b/stories/urban-heating.stories.mdx index 7117b1a82..daf40daff 100644 --- a/stories/urban-heating.stories.mdx +++ b/stories/urban-heating.stories.mdx @@ -27,10 +27,16 @@ taxonomy:

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      - + + + Authors: Andrew Blackford[1], Trent Cowan[1], Udaysankar Nair[1]\ + [1] University of Alabama in Huntsville(UAH) + ## Implications for Heat Stress + 🚧 This Discovery presents work in progress and not peer-reviewed results! 🚧 + Heat stress includes a series of conditions where the body undergoes stress due to overheating– typically from exposure to hot weather. It is a natural hazard that causes a large number of fatalities globally. Those at a greatest risk of heat stress include children, the elderly, and people with medical conditions, however, even young and healthy individuals can experience heat stress when exposed to intense heat or when conducting strenuous activities in hotter conditions. In the coming decades, climate change may cause more frequent heat waves, which could exacerbate heat-induced health issues. Future urban growth could also strengthen the urban heat island effect–in which infrastructure absorbs and re-emit the sun's heat at rates higher than natural landscapes–causing more severe heat events in urban populations. In urban areas a variety of individual, social, and geographic factors determine an individual's heat risk (Reckien et al. 2018). Social structures and segregation in urban areas can increase the risk of unequal heat exposure. This discovery will be using NASA Earth observations to explore heat stress inequalities throughout areas of urban growth in Houston, Texas over the past 20 years.

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HcmV?d00001 From 31b14762f5cd4fc1c2953a73a70acfd4270063a3 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Thu, 29 Feb 2024 12:20:09 -0600 Subject: [PATCH 04/25] added more prose blocks --- stories/darnah-flood.stories.mdx | 23 ++++++++++++++++++++--- 1 file changed, 20 insertions(+), 3 deletions(-) diff --git a/stories/darnah-flood.stories.mdx b/stories/darnah-flood.stories.mdx index 25618cb77..781974614 100644 --- a/stories/darnah-flood.stories.mdx +++ b/stories/darnah-flood.stories.mdx @@ -63,23 +63,40 @@ taxonomy: +

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