Highly Imbalanced dataset
Hiking & ActivitiesTaming the Beast: How to Handle Highly Imbalanced Datasets Without Losing Your Mind So, you’re diving into the world of data science, building cool machine learning models, and then BAM! You hit a wall: imbalanced datasets. Trust me, we’ve all been there. It’s that sneaky situation where one type of data is massively over-represented compared
How to MOVE and RESIZE Features within a Layer?
Hiking & ActivitiesTaming Your Data: Moving and Resizing Features Like a Pro Geographic Information Systems (GIS) – they’re not just for map nerds anymore! These powerful tools let you wrangle spatial data and turn it into amazing visualizations. And at the heart of it all is the ability to tweak and refine your data, especially vector data.
Showing just color ramp in legend without values
Hiking & ActivitiesThe Secret Language of Color: Showing Off Color Ramps Without All the Numbers Legends. Think of them as the decoder rings for your maps, turning colors and symbols into real-world meaning. And when you’re dealing with data that flows smoothly from one value to the next, color ramps are your best friend. They paint a
Adding and visualizing unique values in raster dataset using ArcGIS Pro
Hiking & ActivitiesUnlocking Raster Data: Adding and Visualizing Unique Values in ArcGIS Pro Rasters. They might sound a bit technical, but they’re really just grids of cells, each holding a value that tells us something about the world. Think of a satellite image showing land cover, or a map of soil types. Visualizing these values effectively is
How to return raster values based on polygon (shapefile) boundaries in QGIS?
Hiking & ActivitiesGetting Raster Values Inside Polygons with QGIS: A Human’s Guide So, you’ve got some cool geospatial data – maybe a satellite image showing land use, or a digital elevation model painting a picture of the terrain. And you’ve got a shapefile, outlining specific areas you’re interested in, like parks, property lines, or even just some
How does QGIS reproject data onscreen when the project CRS is geographic?
Hiking & ActivitiesQGIS and Geographic Project CRS: How On-the-Fly Reprojection Works (The Human Touch) QGIS, that trusty open-source GIS, is a real workhorse when it comes to visualizing, analyzing, and wrangling spatial data. One of its coolest tricks? Handling data from all sorts of different Coordinate Reference Systems (CRSs) without batting an eye. This is especially handy