16/04/2026
๐๐ข๐ญ๐ฅ๐ :๐๐ฎ๐ญ๐จ๐ฆ๐๐ญ๐๐ ๐๐ง๐ฌ๐๐ฆ๐๐ฅ๐ ๐๐๐ข๐ง๐๐๐ฅ๐ฅ ๐
๐จ๐ซ๐๐๐๐ฌ๐ญ ๐๐๐ฉ๐ฉ๐ข๐ง๐ ๐๐ฌ๐ข๐ง๐ ๐๐ฒ๐ญ๐ก๐จ๐ง ๐๐ง๐ ๐๐ฅ๐ข๐ฆ๐๐ญ๐ ๐๐จ๐๐๐ฅ๐ฌ
I'm excited to share the results of my recent project focused on visualizing probabilistic rainfall forecasts across Pakistan using outputs from eight leading global climate models:
CMCC, NCEP, JMA, ECCC, DWD, ECMWF, UKMO, and Meteo-France.
Using Python, I developed a script that automates the process of reading NetCDF datasets, calculating exceedance probabilities for 7-day cumulative rainfall, and generating ensemble probability maps for two key months:
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July
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August
Both critical for monsoon-driven planning and agricultural decision-making in Pakistan.
๐๐๐ฒ ๐
๐๐๐ญ๐ฎ๐ซ๐๐ฌ ๐จ๐ ๐ญ๐ก๐ ๐๐ซ๐จ๐ฃ๐๐๐ญ:
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Forecast Automation โ Python-based workflow automating climate forecast processing
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Multi-Model Ensemble โ Combines outputs from 8 models to enhance reliability
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Threshold Categories:
โข 2โ30 mm
โข 30โ100 mm
โข 100โ200 mm
โข >200 mm
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Probability Calculation โ Binary exceedance masks aggregated for ensemble probability
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Cartographic Visualization โ Visualized using Cartopy & Matplotlib with district shapefile overlays, including Kashmir
These maps provide a valuable probabilistic insight into expected rainfall, supporting:
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Disaster risk reduction
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Agricultural planning
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Water resource management
This project reflects my dedication to applying climate analytics, geospatial programming, and data science to real-world environmental challenges.
๐๐ฎ Services: Digitizing, Geo-referencing, Cadastral mapping, Watershed analysis, FTTH planning, LULC, LST, NDSI, NDVI, NDWI with GEE & ArcMap, Evapotranspiration, Climate analysis, Urban planning, Flood & Hazard analysis, Web application development, Geocoding, Data extraction, online GIS/RS courses, and many more.
๐๐ ๐๐๐๐๐ง ๐๐ฃ๐ก๐๐ฃ๐ ๐พ๐ค๐ช๐ง๐จ๐๐จ
Basic Remote Sensing & GIS Course:
1- M๐ค๐ฃ๐ฉ๐ introductory program.
Complete Remote Sensing & GIS Course:
Comprehensive 10-week (2.5 months) training designed to give you in-depth knowledge and hands-on experience.
Research Services:
Topic Selection, Research Proposal, Development, Remote Sensing & GIS Analysis,
Thesis Write-up, Paper Write-up , Paper Publication in local and global journals
๐ง Email: [email protected]
๐ฑ WhatsApp: 0318 6858308