Mohsin Ramay (@mohsinramay_) 's Twitter Profile
Mohsin Ramay

@mohsinramay_

Data Scientist @FMCCorp | Precision Ag | Corporate Strategy | GIS & Remote Sensing | @IowaStateU & @SyracuseU Alumni

ID: 1544068519

linkhttps://linktr.ee/mohsinramay calendar_today24-06-2013 20:24:32

3,3K Tweet

1,1K Followers

670 Following

Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

What’s the link between Drought and Agriculture? My map shows that while persistent drought reduces Ag activity in many areas, some low-drought regions still have limited Farming. A reminder that agriculture is influenced by more than just water! #Agriculture #GIS #dataviz

What’s the link between Drought and Agriculture?

My map shows that while persistent drought reduces Ag activity in many areas, some low-drought regions still have limited Farming. 

A reminder that agriculture is influenced by more than just water! 

#Agriculture #GIS #dataviz
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

R and Python users, What are your go-to packages for accessing weather or climate data in raster format? I’d love to hear about any libraries you use for near-term forecasts as well. Share your favorites below! Pic Credit: NASA #R #python #weather #climate

R and Python users,

What are your go-to packages for accessing weather or climate data in raster format? I’d love to hear about any libraries you use for near-term forecasts as well. 

Share your favorites below!

Pic Credit: NASA

#R #python #weather #climate
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Geospatial Geeks, What’s the most innovative geospatial app you’ve come across built in #Python or #R? I’m on the lookout for creative projects and would love to hear about the ones that really impressed you! Thanks #GIS #DataScience #datavis Pic Source: Kepler

Geospatial Geeks,

What’s the most innovative geospatial app you’ve come across built in #Python or #R?

I’m on the lookout for creative projects and would love to hear about the ones that really impressed you!

Thanks 

#GIS #DataScience #datavis 

Pic Source: Kepler
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Here are the go-to packages I found for accessing Weather & Climate Data. R: climate, climateR, climate4R, climatrends, geodata, nasapower, weathercan, rnoaa & weatherOz Python: pynasapower, pyowm, siphon, metpy, cdsapi, climatePy, meteostat, climt, xCDAT #R #python #climate

Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Dynamic, Diverse & Distinctive Climate! Sahara & Sahel: Hot & dry Congo Basin: Warm & wet Namibia & Botswana: Cool & dry East/Southern Africa: Cool & wet This map highlights the continent’s diverse climate zones, crucial for sustainability and agriculture. #Climate #Africa #GIS

Dynamic, Diverse & Distinctive Climate!

Sahara & Sahel: Hot & dry
Congo Basin: Warm & wet
Namibia & Botswana: Cool & dry
East/Southern Africa: Cool & wet

This map highlights the continent’s diverse climate zones, crucial for sustainability and agriculture.
#Climate #Africa #GIS
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Non-White Population (%) changes with Distance from the U.S. Boundary. Using ACS 2020 data, I visualized non-white pop & distance from the boundary & the patterns are striking! - Higher diversity near borders/coasts - Diversity decreases moving inward #GIS #Demographics #USA

Non-White Population (%) changes with Distance from the U.S. Boundary.

Using ACS 2020 data, I visualized non-white pop & distance from the boundary & the patterns are striking!

- Higher diversity near borders/coasts
- Diversity decreases moving inward

 #GIS #Demographics #USA
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Climate Zones of Pakistan! Using 50 years of climate data, NDVI trends, & land use, I ran a SKATER analysis to map Pakistan’s Climate Zones! Understanding these patterns is key for Precision Agriculture, Water Management & Climate Resilience. #Pakistan #climate #dataviz #GIS

Climate Zones of Pakistan!

Using 50 years of climate data, NDVI trends, & land use, I ran a SKATER analysis to map Pakistan’s Climate Zones!

Understanding these patterns is key for Precision Agriculture, Water Management & Climate Resilience.

#Pakistan #climate #dataviz #GIS
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

NDVI at its finest! Notice how effortlessly it reveals the Earth’s diverse features — from crop fields and flowing rivers to dry lands and dense vegetation—truly a remarkable view. #NDVI #RemoteSensing #dataviz

NDVI at its finest! Notice how effortlessly it reveals the Earth’s diverse features — from crop fields and flowing rivers to dry lands and dense vegetation—truly a remarkable view.
#NDVI #RemoteSensing #dataviz
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Stunning. Beautiful. Mesmerizing. This is how extraordinary our Earth looks when seen from space, through the lens of different light spectra. #EarthObservation #RemoteSensing #rivers #Dataviz

Stunning. Beautiful. Mesmerizing.

This is how extraordinary our Earth looks when seen from space, through the lens of different light spectra.

#EarthObservation #RemoteSensing #rivers #Dataviz
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Rivers don’t just end, they leave legacies! See how the Indus River meets the Arabian Sea — A delta that nourishes mangroves and buffers the coast. #IndusRiver #RemoteSensing #dataviz

Rivers don’t just end, they leave legacies!

See how the Indus River meets the Arabian Sea —
A delta that nourishes mangroves and buffers the coast.

#IndusRiver #RemoteSensing #dataviz
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Indus River at Dera Ghazi Khan! The Indus transforms dry southern Punjab into fertile farmland. Channeled through Taunsa Barrage, it sustains crops, ecosystems, and livelihoods—where rainfall is rare, the river is everything. #Pakistan #indusriver #rivers #maps

Indus River at Dera Ghazi Khan!

The Indus transforms dry southern Punjab into fertile farmland. Channeled through Taunsa Barrage, it sustains crops, ecosystems, and livelihoods—where rainfall is rare, the river is everything.

#Pakistan #indusriver #rivers #maps
Mohsin Ramay (@mohsinramay_) 's Twitter Profile Photo

Flood in Sutlej from Space! This Sentinel-1 image from Sep 8, 2025 captures the scale of flooding along the India–Pakistan border. Unlike optical satellites, which were blocked by heavy clouds, SAR can penetrate cloud cover and show the true extent of the disaster. #Floods2025

Flood in Sutlej from Space!

This Sentinel-1 image from Sep 8, 2025 captures the scale of flooding along the India–Pakistan border. Unlike optical satellites, which were blocked by heavy clouds, SAR can penetrate cloud cover and show the true extent of the disaster.

#Floods2025
Google Earth (@googleearth) 's Twitter Profile Photo

Great decisions start with great data. 🌍 With advanced data layers, Google Earth now gives professionals even more powerful tools to plan, design & build with confidence. Learn what’s new #onEarth → bit.ly/4gt4NWv