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@waterdmd.info
A research group @ASU in the School of Sustainable Engineering and Build Environment working with natural-human systems interactions focusing on water, agriculture, soils, and remote sensing, among other things... see https://waterdmd.info
★ HOW MUCH AZ AGRICULTURE CAN SAVE ON WATER? ★
If you were ever interested in understanding how much water saving can be had from Arizona agriculture without changing production. See our new da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_projects#waterdmd_cool stuff
If you were ever interested in understanding how much water saving can be had from Arizona agriculture without changing production. See our new da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_projects#waterdmd_cool stuff
October 29, 2025 at 8:25 PM
★ HOW MUCH AZ AGRICULTURE CAN SAVE ON WATER? ★
If you were ever interested in understanding how much water saving can be had from Arizona agriculture without changing production. See our new da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_projects#waterdmd_cool stuff
If you were ever interested in understanding how much water saving can be had from Arizona agriculture without changing production. See our new da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_projects#waterdmd_cool stuff
★ PAPER INTRODUCING THE IDEA OF ATTAINABLE SOC AND DEFICITS AT CONTINENTAL SCALE. ★
Our latest paper, introducing the concept of data-driven attainable carbon, is now online: "
Estimating soil organic carbon deficits a...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
Our latest paper, introducing the concept of data-driven attainable carbon, is now online: "
Estimating soil organic carbon deficits a...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
September 30, 2025 at 9:03 PM
★ PAPER INTRODUCING THE IDEA OF ATTAINABLE SOC AND DEFICITS AT CONTINENTAL SCALE. ★
Our latest paper, introducing the concept of data-driven attainable carbon, is now online: "
Estimating soil organic carbon deficits a...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
Our latest paper, introducing the concept of data-driven attainable carbon, is now online: "
Estimating soil organic carbon deficits a...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
★ DETECTING SALINITY FROM UAS IMAGERY...IT CAN BE DONE BUT NEED CAREFUL CONSIDERATION ★
Our latest paper helps decipher salinity from UAV multispectral imagery
Deen Dayal, Santosh S. Palmate, Eric D. Luera, Girisha K. Ga...
🔗WaterDMD Post
#waterdmd#waterdmd_paper#waterdmd_equipment
Our latest paper helps decipher salinity from UAV multispectral imagery
Deen Dayal, Santosh S. Palmate, Eric D. Luera, Girisha K. Ga...
🔗WaterDMD Post
#waterdmd#waterdmd_paper#waterdmd_equipment
August 23, 2025 at 5:14 PM
★ DETECTING SALINITY FROM UAS IMAGERY...IT CAN BE DONE BUT NEED CAREFUL CONSIDERATION ★
Our latest paper helps decipher salinity from UAV multispectral imagery
Deen Dayal, Santosh S. Palmate, Eric D. Luera, Girisha K. Ga...
🔗WaterDMD Post
#waterdmd#waterdmd_paper#waterdmd_equipment
Our latest paper helps decipher salinity from UAV multispectral imagery
Deen Dayal, Santosh S. Palmate, Eric D. Luera, Girisha K. Ga...
🔗WaterDMD Post
#waterdmd#waterdmd_paper#waterdmd_equipment
★ FINALLY A TRANSBOUNDARY CROP AND LANDUSE LANDCOVER MAP FOR RIO GRANDE REGION NEAR EL PASO ★
It was a long time coming. Congratulations to Saman on seeing this through!
https://www.nature.com/articles/s41597-025-05771-...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
It was a long time coming. Congratulations to Saman on seeing this through!
https://www.nature.com/articles/s41597-025-05771-...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
August 22, 2025 at 4:23 AM
★ FINALLY A TRANSBOUNDARY CROP AND LANDUSE LANDCOVER MAP FOR RIO GRANDE REGION NEAR EL PASO ★
It was a long time coming. Congratulations to Saman on seeing this through!
https://www.nature.com/articles/s41597-025-05771-...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
It was a long time coming. Congratulations to Saman on seeing this through!
https://www.nature.com/articles/s41597-025-05771-...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
★ TMDL PAPER FEATURED BY ASCE ★
Our paper,
Rethinking TMDLs: Perspective Based on Community Survey,
was featured in ASCE Civil Engineering Source Magazine, "
Reluctance to use the EPA’s total maximum da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_media
Our paper,
Rethinking TMDLs: Perspective Based on Community Survey,
was featured in ASCE Civil Engineering Source Magazine, "
Reluctance to use the EPA’s total maximum da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_media
August 6, 2025 at 7:12 PM
★ TMDL PAPER FEATURED BY ASCE ★
Our paper,
Rethinking TMDLs: Perspective Based on Community Survey,
was featured in ASCE Civil Engineering Source Magazine, "
Reluctance to use the EPA’s total maximum da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_media
Our paper,
Rethinking TMDLs: Perspective Based on Community Survey,
was featured in ASCE Civil Engineering Source Magazine, "
Reluctance to use the EPA’s total maximum da...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_media
★ OUR STUDY ON BROAD ANALYSIS OF POLLUTION MITIGATION MEASURES IN US PUBLISHED ★
This was a long time coming! Check it out at
https://ascelibrary.org/doi/10.1061/JOEEDU.EEENG-8206
it describes the analysis behind our app
https://nmde.waterdm...
🔗WaterDMD Post
#waterdmd#waterdmd_paper
This was a long time coming! Check it out at
https://ascelibrary.org/doi/10.1061/JOEEDU.EEENG-8206
it describes the analysis behind our app
https://nmde.waterdm...
🔗WaterDMD Post
#waterdmd#waterdmd_paper
July 11, 2025 at 2:05 PM
★ OUR STUDY ON BROAD ANALYSIS OF POLLUTION MITIGATION MEASURES IN US PUBLISHED ★
This was a long time coming! Check it out at
https://ascelibrary.org/doi/10.1061/JOEEDU.EEENG-8206
it describes the analysis behind our app
https://nmde.waterdm...
🔗WaterDMD Post
#waterdmd#waterdmd_paper
This was a long time coming! Check it out at
https://ascelibrary.org/doi/10.1061/JOEEDU.EEENG-8206
it describes the analysis behind our app
https://nmde.waterdm...
🔗WaterDMD Post
#waterdmd#waterdmd_paper
★ EWRI 2025 AT ANCHORAGE WAS FUN !! ★
Three great presentations and one workshop. EWRI 2025 was great. It helped, it was in Alaska! Here are more pics
https://photos.app.goo.gl/iuUxUEAN2xH8fWsSA
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
Three great presentations and one workshop. EWRI 2025 was great. It helped, it was in Alaska! Here are more pics
https://photos.app.goo.gl/iuUxUEAN2xH8fWsSA
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
May 26, 2025 at 10:11 PM
★ EWRI 2025 AT ANCHORAGE WAS FUN !! ★
Three great presentations and one workshop. EWRI 2025 was great. It helped, it was in Alaska! Here are more pics
https://photos.app.goo.gl/iuUxUEAN2xH8fWsSA
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
Three great presentations and one workshop. EWRI 2025 was great. It helped, it was in Alaska! Here are more pics
https://photos.app.goo.gl/iuUxUEAN2xH8fWsSA
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
★ CONGRATULATIONS KSHITIJ ★
Congratulations Kshitij on getting the 2024 outstanding reviewer award for Earth Future.... Awesome 👍
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
Congratulations Kshitij on getting the 2024 outstanding reviewer award for Earth Future.... Awesome 👍
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
May 16, 2025 at 2:50 AM
★ CONGRATULATIONS KSHITIJ ★
Congratulations Kshitij on getting the 2024 outstanding reviewer award for Earth Future.... Awesome 👍
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
Congratulations Kshitij on getting the 2024 outstanding reviewer award for Earth Future.... Awesome 👍
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
★ SPRING 🌼 2025 IN THE BOOKS ★
End-of-semester dinner with the best team! Here’s to progress, papers, and plenty of wings.
🔗WaterDMD Post
#waterdmd#waterdmd_cool stuff
End-of-semester dinner with the best team! Here’s to progress, papers, and plenty of wings.
🔗WaterDMD Post
#waterdmd#waterdmd_cool stuff
May 14, 2025 at 3:06 AM
★ SPRING 🌼 2025 IN THE BOOKS ★
End-of-semester dinner with the best team! Here’s to progress, papers, and plenty of wings.
🔗WaterDMD Post
#waterdmd#waterdmd_cool stuff
End-of-semester dinner with the best team! Here’s to progress, papers, and plenty of wings.
🔗WaterDMD Post
#waterdmd#waterdmd_cool stuff
★ THE HIMALAYAN TIME COVERS OUR WORK! ★
"Wildfire Season has begun, but the worst is yet to come" uses our data, see
https://thehimalayantimes.com/nepal/wildfire-season-has-begun-but-the-worst-is-yet-to-come
Origin...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_cool stuff
"Wildfire Season has begun, but the worst is yet to come" uses our data, see
https://thehimalayantimes.com/nepal/wildfire-season-has-begun-but-the-worst-is-yet-to-come
Origin...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_cool stuff
March 17, 2025 at 3:50 PM
★ THE HIMALAYAN TIME COVERS OUR WORK! ★
"Wildfire Season has begun, but the worst is yet to come" uses our data, see
https://thehimalayantimes.com/nepal/wildfire-season-has-begun-but-the-worst-is-yet-to-come
Origin...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_cool stuff
"Wildfire Season has begun, but the worst is yet to come" uses our data, see
https://thehimalayantimes.com/nepal/wildfire-season-has-begun-but-the-worst-is-yet-to-come
Origin...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_cool stuff
★ TEACHING HOW TO CONVERT RAW DN IMAGES TO REFLECTANCE WITH HYSPEX RAD ★
🔗WaterDMD Post
#waterdmd#waterdmd_equipment
🔗WaterDMD Post
#waterdmd#waterdmd_equipment
Video
youtu.be
March 6, 2025 at 5:45 PM
★ TEACHING HOW TO CONVERT RAW DN IMAGES TO REFLECTANCE WITH HYSPEX RAD ★
🔗WaterDMD Post
#waterdmd#waterdmd_equipment
🔗WaterDMD Post
#waterdmd#waterdmd_equipment
★ A NEW PAPER COMPARING VARIOUS SEMANTIC SEGMENTATION METHODS FOR LAND USE CLASSIFICATION ★
Finally our paper on land use land cover classification methods comparision is out. Great job Saman!
see
https://doi.org/10.1016/j.rsase.2025.101505
🔗WaterDMD Post
#waterdmd#waterdmd_paper
Finally our paper on land use land cover classification methods comparision is out. Great job Saman!
see
https://doi.org/10.1016/j.rsase.2025.101505
🔗WaterDMD Post
#waterdmd#waterdmd_paper
February 25, 2025 at 9:33 PM
★ A NEW PAPER COMPARING VARIOUS SEMANTIC SEGMENTATION METHODS FOR LAND USE CLASSIFICATION ★
Finally our paper on land use land cover classification methods comparision is out. Great job Saman!
see
https://doi.org/10.1016/j.rsase.2025.101505
🔗WaterDMD Post
#waterdmd#waterdmd_paper
Finally our paper on land use land cover classification methods comparision is out. Great job Saman!
see
https://doi.org/10.1016/j.rsase.2025.101505
🔗WaterDMD Post
#waterdmd#waterdmd_paper
★ ENJOYED ASU OPEN DOOR ★
The group has fun at ASU Open Doors event today. Thanks everyone for volunteering!
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_cool stuff
The group has fun at ASU Open Doors event today. Thanks everyone for volunteering!
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_cool stuff
February 23, 2025 at 1:23 AM
★ ENJOYED ASU OPEN DOOR ★
The group has fun at ASU Open Doors event today. Thanks everyone for volunteering!
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_cool stuff
The group has fun at ASU Open Doors event today. Thanks everyone for volunteering!
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_cool stuff
★ A PAPER THAT INTRODUCES A NEW METHOD FOR UNDERSTANDING SOIL ORGANIC CARBON CHANGES THROUGH DATA-DRIVEN MODELS ★
Check out or lab's latest paper titled
Temporal adjustment approach for high-resoluti...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_projects
Check out or lab's latest paper titled
Temporal adjustment approach for high-resoluti...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_projects
February 22, 2025 at 2:21 PM
★ A PAPER THAT INTRODUCES A NEW METHOD FOR UNDERSTANDING SOIL ORGANIC CARBON CHANGES THROUGH DATA-DRIVEN MODELS ★
Check out or lab's latest paper titled
Temporal adjustment approach for high-resoluti...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_projects
Check out or lab's latest paper titled
Temporal adjustment approach for high-resoluti...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper#waterdmd_projects
★ ON NEPAL'S CARBON STOCK AND BIODIVERSITY ★
Group's new paper ... Congrats Kshitij.
https://doi.org/10.1016/j.infgeo.2025.100003
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
Group's new paper ... Congrats Kshitij.
https://doi.org/10.1016/j.infgeo.2025.100003
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
February 20, 2025 at 7:19 PM
★ ON NEPAL'S CARBON STOCK AND BIODIVERSITY ★
Group's new paper ... Congrats Kshitij.
https://doi.org/10.1016/j.infgeo.2025.100003
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
Group's new paper ... Congrats Kshitij.
https://doi.org/10.1016/j.infgeo.2025.100003
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_paper
★ WHAT HELPS TO DETECT WHAT? NEW EXPLAINABLE AI PAPER ★
Check out our new paper (led by Saman !) that proposes two explainable AI frameworks, Interclass-Grad-CAM and Spectral-Grad-CAM, developed t...
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_paper#waterdmd_cool stuff
Check out our new paper (led by Saman !) that proposes two explainable AI frameworks, Interclass-Grad-CAM and Spectral-Grad-CAM, developed t...
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_paper#waterdmd_cool stuff
January 24, 2025 at 6:52 PM
★ WHAT HELPS TO DETECT WHAT? NEW EXPLAINABLE AI PAPER ★
Check out our new paper (led by Saman !) that proposes two explainable AI frameworks, Interclass-Grad-CAM and Spectral-Grad-CAM, developed t...
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_paper#waterdmd_cool stuff
Check out our new paper (led by Saman !) that proposes two explainable AI frameworks, Interclass-Grad-CAM and Spectral-Grad-CAM, developed t...
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_paper#waterdmd_cool stuff
★ THE GROUP GETS TOGETHER WITH FAMILY AND FRIENDS FOR THANKSGIVING 🍽️ 🦃 ★
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
November 29, 2024 at 7:09 PM
★ THE GROUP GETS TOGETHER WITH FAMILY AND FRIENDS FOR THANKSGIVING 🍽️ 🦃 ★
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
November 23, 2024 at 4:29 AM
★ ANTONIO'S FURI PROJECT RECOGNITION ★
Antonio's awesome project on understanding national water quality was recognized by FSE.
https://forge.engineering.asu.edu/participant/blair-antonio/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
Antonio's awesome project on understanding national water quality was recognized by FSE.
https://forge.engineering.asu.edu/participant/blair-antonio/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
November 23, 2024 at 3:55 AM
★ ANTONIO'S FURI PROJECT RECOGNITION ★
Antonio's awesome project on understanding national water quality was recognized by FSE.
https://forge.engineering.asu.edu/participant/blair-antonio/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
Antonio's awesome project on understanding national water quality was recognized by FSE.
https://forge.engineering.asu.edu/participant/blair-antonio/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
★ SAURAV NAMED A ACADEMIC INNOVATOR BY FSE ★
https://lth.engineering.asu.edu/2024/10/academic-innovators-saurav-kumar/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
https://lth.engineering.asu.edu/2024/10/academic-innovators-saurav-kumar/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
Video
youtu.be
November 23, 2024 at 3:55 AM
★ SAURAV NAMED A ACADEMIC INNOVATOR BY FSE ★
https://lth.engineering.asu.edu/2024/10/academic-innovators-saurav-kumar/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
https://lth.engineering.asu.edu/2024/10/academic-innovators-saurav-kumar/
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel
★ FIELD WORK: SETTING UP OUR EQUIPMENT ★
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
Video
youtu.be
November 23, 2024 at 3:55 AM
★ FIELD WORK: SETTING UP OUR EQUIPMENT ★
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
★ BOOTH AT SOUTHWEST ROBOTICS SYMPOSIUM 2024 🎉 WHAT A DAY! 🎉 ★
We had a blast showcasing our latest "research toys" (aka cutting-edge tech tools) at our booth! From agile d...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
We had a blast showcasing our latest "research toys" (aka cutting-edge tech tools) at our booth! From agile d...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
November 23, 2024 at 3:55 AM
★ BOOTH AT SOUTHWEST ROBOTICS SYMPOSIUM 2024 🎉 WHAT A DAY! 🎉 ★
We had a blast showcasing our latest "research toys" (aka cutting-edge tech tools) at our booth! From agile d...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
We had a blast showcasing our latest "research toys" (aka cutting-edge tech tools) at our booth! From agile d...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_equipment#waterdmd_cool stuff
★ TEACHING AERIAL IMAGE PROCESSING USING AGISOFT METASHAPE ★
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_equipment
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_equipment
Video
youtu.be
November 23, 2024 at 3:55 AM
★ TEACHING AERIAL IMAGE PROCESSING USING AGISOFT METASHAPE ★
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_equipment
🔗WaterDMD Post
#waterdmd#waterdmd_personnel#waterdmd_equipment
★ OUTSTANDING POSTER AWARD FOR WATERDMD STUDENT AT ASU FLOW 2024! ★
Kshitij, a PhD student in our group, has been awarded the Outstanding Poster Presentation Award at the ASU Flow 2024 conferen...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_cool stuff
Kshitij, a PhD student in our group, has been awarded the Outstanding Poster Presentation Award at the ASU Flow 2024 conferen...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_cool stuff
November 23, 2024 at 3:55 AM
★ OUTSTANDING POSTER AWARD FOR WATERDMD STUDENT AT ASU FLOW 2024! ★
Kshitij, a PhD student in our group, has been awarded the Outstanding Poster Presentation Award at the ASU Flow 2024 conferen...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_cool stuff
Kshitij, a PhD student in our group, has been awarded the Outstanding Poster Presentation Award at the ASU Flow 2024 conferen...
🔗WaterDMD Post
#waterdmd#waterdmd_highlights#waterdmd_personnel#waterdmd_cool stuff