Extract point value from a raster file with Python, Geopandas and Rasterio - Tutorial

This tutorial has a complete case of spatial analysis for the extraction of point data from a raster dataset with Python and its libraries Geopandas and Rasterio. The procedure is entirely geospatial and uses shapefiles and tifs as input data; data calculation was performed on a Jupyter Lab environment.

Input data
You can download the input data from this link:

[gsotoingenieria]

Esto se puede hacer usando lineas y no puntos, como perfiles transversales e intersectarlos con raster de inundación?

[stevesoto]

Good video!!... what if there are points on the edge of the raster (some in, some out of the grid) how would check it before? thank you

[ahmadfrahmand]

if we have 365 raster how we can extract raster values using one shapefile?

[NikhilKumar-zkkx]

how to add these extracted raster values to the point file.

[daanidev]

Hi i am facing this error:
"in xy
raise NotImplementedError
"
NotImplementedErrorand my code is:
for points in shapefile['geometry']:
print(points.xy[0][0], points.xy[1][0])