Python GDAL package missing header file when installing via pip

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I asked this question on Stack Overflow before I realised this site existed. As this site it more appropriate, I'll ask it here too.

I'm trying to install gdal from pip pip install gdal inside a virtual environment (Ubuntu). It fails because it cannot find cpl_port.h

extensions/gdal_wrap.cpp:2853:22: fatal error: cpl_port.h: No such file or directorycompilation terminatedHowever GDAL is installed correctly and the header file is located at /usr/include/gdal/cpl_port.h. Is there some environment variable for GDAL that needs to be set in order for pip to find the header files?



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