Earthquakes Meet AI: How Deep Learning Revealed 4.5x More Seismic Events in the Hindu Kush-Pamir What if thousands of tiny earthquakes were hiding beneath one of the world’s most dangerous tectonic zones—completely missed by traditional methods? That’s exactly what a team of geophysicists from the University of Sydney and IIT Roorkee uncovered in the Hindu …
Creating raster file from point data Coverting point data shapefile to a raster file.¶ In [1]: import geopandas as gpd gdf=gpd.read_file("Synthetic_Subsidence_Data.shp") This code imports the Python package geopandas and reads in a shapefile named Synthetic_Subsidence_Data.shp using the read_file function from geopandas. What is shapefile? A shapefile is a popular geospatial vector data format used to store …
Pandas to Geopandas From pandas to geopandas¶ In [1]: import pandas as pd import geopandas as gpd import random import numpy as np import matplotlib.pyplot as plt import cartopy.crs as ccrs What is Pandas?¶ Pandas is a popular open-source library for data analysis and manipulation in Python. It provides easy-to-use data structures and data analysis tools …
Resampling raster data in python Resampling Raster data in python using xarray and rioxarray¶ Resampling of raster data refers to the process of changing the spatial resolution of a raster image. This can be done to either increase or decrease the size of the cells in the raster, effectively changing the level of detail represented …
Plotting Raster and Vector data in python Plotting raster and vector data together in python¶ In this tutorial we will learn how to plot raster and vector data together in python. We will be using cartopy,rioxarray, xarray and geopandas in our tutorial This tutorial will focus more on rioxrray and xarray component, if you want …
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Cropping and Plotting Raster data in python Cropping and Plotting Raster data in python using rasterio¶ This code uses the libraries shapely, rasterio, and matplotlib to extract a section of data from a raster image file (ETopo.tif), and plot it as a map of terrain elevations. You can find complete details on how to open …
Plotting Raster Data in python using Rasterio Plotting Raster Data in python using Rasterio¶ What is rasterio?¶ Rasterio is an open-source Python library for reading, writing, and manipulating geospatial raster data. It provides a high-level interface to the GDAL (Geospatial Data Abstraction Library) library, which is widely used for working with geospatial data. With Rasterio, …
Changing Map Projection in Python Changing Map Projection in Python¶ Map Projection and CRS¶ Map Projection¶ Map projection is a mathematical transformation of the earth’s 3D surface to a 2D representation on a map. This process involves the distortion of the map’s properties such as area, shape, direction, distance, and scale. CRS (Coordinate Reference System)¶ …
Plotting Shapefiles using GEOPANDAS Plotting Shapefiles in python using GEOPANDAS¶ In this tutorial, we will be using Pandas, Geopandas, matplotlib python library to create beautiful maps. We will start first by importing this libraries In [1]: import geopandas as gpd import matplotlib.pyplot as plt Let’s understand what this libraries are: What is Geopandas?¶ Geopandas is an …
How to plot Shapefile in python using Geopandas Library? Read More »
