As I am working in ubuntu. This works if I deactivate the virtual environment but after activating the environment I got the error saying no module named osgeo.
How do I install it?
from osgeo import ogr, osr
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As I am able to solve this by installing libgdal-dev and pygdal (Virtualenv and setuptools friendly version of standard GDAL python bindings.)
sudo apt-get install libgdal-dev
In case not installed, install using aptitude
sudo aptitude install libgdal-dev
After that check GDAL version of your system,
gdalinfo --version
lets say you have GDAL version as
GDAL 2.2.3, released 2017/11/20
Then install pygdal of same version of GDAL
pip install pygdal==2.2.3.3
Also I am able to install with single command
pip install --global-option=build_ext --global-option="-I/usr/include/gdal" GDAL==`gdal-config --version`