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Mashford Mahute Profile picture
@MashfordMahute
Apr 25, 2025 • 1 tweets • 1 min read • Read on X
Looking to dive into the world of GIS entrepreneurship?

GIS offers a vast array of opportunities across multiple industries.

Explore these 40 GIS Business Ideas to inspire your next venture!

#GIS #QGIS #ArcGIS #Geospatial #RemoteSensing #Python #Entrepreneurship #Innovation Image

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More from @MashfordMahute

Mashford Mahute Profile picture
Apr 19
21 FREE GOOGLE EARTH ENGINE PYTHON TUTORIALS

🪡🧵 Image
1. Python Flood Detection: youtube.com/watch?v=-2lzKD…

2. Python Vegetation Analysis: youtube.com/watch?v=kVI8Ap…

3. Python Precipitation Patterns: youtube.com/watch?v=UDxwtk…

4. Python Soil Moisture Drought: youtube.com/watch?v=OXZCRD…
5. Python Water Storage: youtube.com/watch?v=N-XvMk…

6. Python Wetland Detection: youtube.com/watch?v=TvvdUJ…

7. Python Lake Mapping: youtube.com/watch?v=LM5WCg…

8. Python Evapotranspiration Modelling: youtube.com/watch?v=vVgFm_…

9. Python Trend Monitoring: youtube.com/watch?v=tHHv_O…
Read 6 tweets
Mashford Mahute Profile picture
Mar 17
12 FREE GOOGLE EARTH ENGINE TUTORIALS FOR AGRICULTURE

🪡🧵 Image
1. Phenological Cycle: youtube.com/watch?v=kVI8Ap…

2. Growing Season Length: youtube.com/watch?v=mUXWhh…

3. Crop Irrigation Index: youtube.com/watch?v=OAKstK…

4. Crop Type using SAR: youtube.com/watch?v=1dC6Q0…

5. Crop Type using Sentinel: youtube.com/watch?v=am-5y0…
6. Crop Moisture: youtube.com/watch?v=DbwApp…

7. Crop Water Stress Index: youtube.com/watch?v=34UUMl…

8. Cropland Area: youtube.com/watch?v=lP-7YU…

9. Leaf Area Index: youtube.com/watch?v=5Vtxnl…

10. Soil Moisture using Landsat: youtube.com/watch?v=9y5iDf…
Read 4 tweets
Mashford Mahute Profile picture
Mar 14
𝗛𝗼𝘄 𝗜 𝗖𝗿𝗲𝗮𝘁𝗲𝗱 𝗧𝗵𝗶𝘀 𝗟𝗮𝗻𝗱 𝗖𝗼𝘃𝗲𝗿 𝗠𝗮𝗽 (𝗦𝘁𝗲𝗽-𝗯𝘆-𝗦𝘁𝗲𝗽 𝗶𝗻 𝗤𝗚𝗜𝗦)

Here is the workflow to produce this 𝗟𝗮𝗻𝗱 𝗖𝗼𝘃𝗲𝗿 𝗠𝗮𝗽 𝗼𝗳 𝗕𝗲𝗻𝗶𝗻 using 𝗘𝗦𝗥𝗜 𝗦𝗲𝗻𝘁𝗶𝗻𝗲𝗹‐𝟮 𝟭𝟬𝗺 𝗟𝗮𝗻𝗱 𝗖𝗼𝘃𝗲𝗿 & elevation data from 𝗨𝗦𝗚𝗦.

🪡🧵 Image
𝟭. 𝗗𝗼𝘄𝗻𝗹𝗼𝗮𝗱 𝘁𝗵𝗲 𝗗𝗮𝘁𝗮

𝗟𝗮𝗻𝗱 𝗖𝗼𝘃𝗲𝗿 𝗗𝗮𝘁𝗮

Download the 𝟮𝟬𝟮𝟰 𝗘𝗦𝗥𝗜 𝗦𝗲𝗻𝘁𝗶𝗻𝗲𝗹-𝟮 𝟭𝟬𝗺 𝗟𝗮𝗻𝗱 𝗖𝗼𝘃𝗲𝗿 𝗱𝗮𝘁𝗮𝘀𝗲𝘁 from:

ArcGIS Living Atlas:

𝗘𝗹𝗲𝘃𝗮𝘁𝗶𝗼𝗻 𝗗𝗮𝘁𝗮: 👇livingatlas.arcgis.com/landcoverexplo…
Download 𝗦𝗥𝗧𝗠 𝗗𝗘𝗠 𝘁𝗶𝗹𝗲𝘀 from:

USGS Earth Explorer:

𝟮. 𝗠𝗼𝘀𝗮𝗶𝗰 𝘁𝗵𝗲 𝗟𝗮𝗻𝗱 𝗖𝗼𝘃𝗲𝗿 𝗧𝗶𝗹𝗲𝘀

In 𝗤𝗚𝗜𝗦:

𝗥𝗮𝘀𝘁𝗲𝗿 → 𝗠𝗶𝘀𝗰𝗲𝗹𝗹𝗮𝗻𝗲𝗼𝘂𝘀 → 𝗕𝘂𝗶𝗹𝗱 𝗩𝗶𝗿𝘁𝘂𝗮𝗹 𝗥𝗮𝘀𝘁𝗲𝗿

Settings:earthexplorer.usgs.gov
Read 17 tweets
Mashford Mahute Profile picture
Jul 30, 2025
1. Spatial Resolutions: ASTER, Landsat, Sentinel & UAVs

In EO, spatial resolution determines the size of the smallest object that can be detected by a sensor. Choosing the right dataset often depends on the balance between resolution, cost & coverage. Here's a quick comparison: Image
2. ASTER (Advanced Spaceborne Thermal Emission and Reflection Radiometer)

➡️ VNIR: 15 m
➡️ SWIR: 30 m
➡️ TIR: 90 m

Landsat (e.g., Landsat 8/9)

➡️ Multispectral: 30 m
➡️ Panchromatic: 15 m
➡️ Thermal: 100 m (resampled to 30 m)
3. Sentinel-2
➡️ Multispectral: 10 m, 20 m, 60 m (depending on the band)

UAVs (Drones)

➡️ Extremely high resolution: \~2–20 cm, depending on flight altitude and sensor.
Read 6 tweets
Mashford Mahute Profile picture
May 11, 2025
13 FREE GOOGLE EARTH ENGINE TUTORIALS FOR BEGINNERS

🪡🧵 Image
1. Get Started with GEE: youtube.com/watch?si=cgwzk…

2. Introduction to Code Editor: youtube.com/watch?v=8rTZS3…

3. Basic JavaScript Data Types: youtube.com/watch?v=W6u1rB…

4. JavaScript Data Types: youtube.com/watch?v=Nd0Ne7…

5. Client Side versus Server Side: youtube.com/watch?v=hsL3hb…
6. Remote Sensing Workflows: youtube.com/watch?v=h2PiOG…

7. Image Visualization: youtube.com/watch?v=xIM4V6…

8. Working with Image Collection: youtube.com/watch?v=U_6SCY…

9. Filtering Image Collection: youtube.com/watch?v=5hGnPy…

10. Feature Collection: youtube.com/watch?v=Ss5dYg…
Read 5 tweets
Mashford Mahute Profile picture
Apr 25, 2025
18 FREE GEOAI TUTORIALS

🪡🧵 Image
1. Introducing the GeoAI Python Package: youtube.com/watch?v=teqyY8…

2. Downloading NAIP Imagery and Building Footprint Data for Deep Learning: youtube.com/watch?v=5qfZe_…

3. Viewing Metadata and Raster Clipping: youtube.com/watch?v=GohxJQ…
4. Creating Georeferenced Image Chips for Deep Learning: youtube.com/watch?v=9kuAVY…

5. Building Footprint Extraction Using Deep Learning and GeoAI: youtube.com/watch?v=inmWF_…

6. Building Footprint Regularization Using Deep Learning and GeoAI: youtube.com/watch?v=I8p2fQ…
Read 9 tweets

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