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Multiple versions of Python in PATH

I've installed Python 3.7, and since installed python 3.8.
I've added both their folders and script folders to PATH, and made sure 3.8 is first as I'd like that to be default.
I see that the Python scripts folder has pip, pip3 and pip3.8 and the python 3.7 folder has the same (but with pip3.7 of course), so in cmd typing pip or pip3 will default to version 3.8 as I have that first in PATH.
This is great, as I can explicitly decide which pip version to run. However I don't know how to do to the same for Python. ie. run Python3.7 from cmd.
And things like Jupyter Notebooks only see a "Python 3" kernel and don't have an option for both.
How can I configure the PATH variables so I can specify which version of python3 to run?

What OS are you running? If you are running linux and used the system package panager to install python 3.8 you should be able to invoke python 3.8 by typing python3.8. Having multiple binaries named python3 in your PATH is problematic, and having python3 in your PATH point to python 3.8 instead of the system version (which is likely a lower version for your OS) will break your system's package manager. It is advisable to keep python3 in your PATH pointing to whatever the system defaults to, and use python3.8 to invoke python 3.8.
The python version that Jupyter sees will be the version from which you installed it. If you want to be able to use Jupyter with multiple python versions, create a virtual environment with your desired python version and install Jupyter in that environment. Once you activate that specific virtual env you will be sure that the jupyter command that you invoke will activate the currect python runtime.

I recommend you use pyenv a great tool for manage multiple python versions on the same system. Once installed you need to create a virtualenv, then activate the virtualenviroment and there you can install any libraries you want in a safe way.
By the way also come with an automatic installer pyenv-installer
Regards

Python - package not found although it is installed

I have the following version of python
import sys
print(sys.version)
3.6.5 | packaged by conda-forge | (default, Apr 6 2018, 13:44:09)
[GCC 4.2.1 Compatible Apple LLVM 6.1.0 (clang-602.0.53)]
I installed a package with the following command
pip install wfdb
It is succesfully installed because when I then write the command:
pip show wfdb
The following information appears
Location:
/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages
However, when I type the command import wfdb in Python notebook or the version of python in terminal, I get the following message
No module named 'wfdb'
Does it have to do with the path on which python is checking where the packages are? How to check this and how to change it?

You have (at least) 2 Python installations, one managed by Anaconda, the other what appears to be an official Python.org Mac build installed system-wide. The pip command on the command-line is the one tied to the Python.org Mac build.
pip is a script that is tied to a specific Python installation, and there can be multiple versions of the script installed in different locations, and is usually also installed with pipX and pipX.Y to match the X.Y version indicator of the Python version it is tied to. For Python 3.6, that means the same script would also be available as pip3 and pip3.6. (This also means that pip can be connected to Python 2 or Python 3, depending on your exact OS setup. It is not a given that pip, without a version number, installs into Python 2.x as some answers may claim).
Note that when you run a command without a path in your shell, (such as pip as opposed to /usr/bin/pip), you are asking your shell to find the command for you in a number of locations, listed in the PATH environment variable. The first location in the PATH list with that command is then fixed. which -a <command> would tell you all possible PATH-registered locations that the command can be found in. You can always use the full path to a command to bypass the PATH search path.
You can always verify what Python version the pip command is connected to with:
pip -V
which will output the version of pip and the location it is installed with. It'll print something like
pip pipX.pipY path/to/pythonX.Y/site-packages/pip (python X.Y)
where pipX.pipY is the pip version number and path/to/pythonX.Y tells you what Python installation this is for.
You can try to match this with the Python version by running
python -m site
which outputs the Python module search path for that Python version. Python can be run with python, pythonX and pythonX.Y too, and is subject to the same PATH search.
Note the -m switch there, that instructs Python to find a module in it's module search path and execute it as a script. Loads of modules support being run that way, including pip. This is important as that helps avoid having to search for a better pip command if you already can start the right Python version.
You have several good options here:
Since you are using Anaconda, you could look for a conda package for the same project. There is such a package for wfdb. Install it with
conda install wfdb
Anaconda aims to give you a wider software management experience that includes a broader set of software options than just the Python PyPI ecosystem, and conda packages usually manage more things than just the Python package.
Conda packages are usually maintained by a different set of developers from the package itself, so there may be a newer version available on PyPI (requiring pip install) than there is on Conda.
This is not an option for all Python packages, if there is no conda package you have to use pip. See Installing non-conda packages.
you can use the conda command to create a conda environment. Once you have an environment created, you can activate it with
source activate <name_of_cenv>
to alter your PATH settings. With the envirnoment 'active' the first directory listed on your PATH is the one for the conda environment and the pip command will be the one tied to that environment.
Note that a conda environment gives you an isolated environment for a specific project, keeping the library installation separate from the rest of your Python packages in the central site-packages location. If you want to install a package for all of your Anaconda Python projects, don't use a conda environment.
Use the Anaconda Python binary to run pip as a module; when you can run /path/to/python or pythoncommand to open the right Python version, you can use that same path to run /path/to/python -m pip ... instead of pip ... to be absolutely certain you are installing into the correct Python version.
Look for a better pip command, with which -a pip or which -a pip3.6, etc. But if you already know the Python binary, look in the same bin location for pip. If you have anaconda/bin/python, then there probably is a anaconda/bin/pip too.

As you can read here:
pip3 and pip would make a difference only when you are not using any
environment managers like virualenv (or) conda. Now as you are
creating a conda environment which has python==3.x, pip would be
equivalent to pip3.
For this reason it could be you did not activate your Conda environment before installing required packages and running your code.
Activate the new environment:
On Windows:
activate myenv
On macOS (this should be your option) and Linux:
source activate myenv
NOTE: Replace myenv with the name of the environment.

which python
gives the you the PATH to python
and then /path/to/python -m pip install thepackagetobeinstalled
Many thanks #MartijnPieters

You have installed python2.x package and you're using python3.x. Try:
pip3 install wfdb
If you don't have pip3 run:
[apt-get/yum] install python3-pip
You can see what packages you have currently installed by running:
pip freeze
and for python 3.x packages
pip3 freeze
Please remember each time you install a Python package, it will be placed in the directory for one particular Python version. Hence your error.

Pip install location

I have python2.7 and python3.6 installed side by side in my computer. Now when I install a package using "pip install", how can I know in which python's site-packages is my package going to be installed?
Thank you.

When you have both version 2 and 3 installations pip and pip3 differentiate the target installtion.
For installing anything on Python 3(versions 3.5 and above) use pip3
for Python 2.7 use pip
Make sure python path is set in environment variables too.
also you can use where pip or which pip as #mshsayem mentioned.
Additional Reference

if you use virtualenv, the modules are located in:
{path_to_your_virtualenv}/lib/python{your_python_version}/site-packages/
and if you don't use virtualenv, normally are installed in:
/usr/local/lib/python{your_python_version}
You have to use pip3 for install python3 modules.

Check where a specific package is installed by:
pip3 show <package_name>
List all installed packages with install locations by:
pip3 list -v
Check the install location used by default when installed without sudo:
pip3 --version
and the location for packages installed with sudo, meaning system-wide installation:
sudo pip3 --version

You can find the location of pip by which pip. Then you view the pip executable header using head `which pip` or using your preferred editor. You can find the python interpreter location on the first line. You may have a pip2 and a pip3 executable.
By the way, you can run pip as a python module by python -m pip <command>. In this way, you can specify your python interpreter.

The answer to you question is divided to two parts:
1. Which python version the native terminal selects for me?
2. How do I specify which python version to use?
Which python version the native terminal selects for me?
In windows, the default pip that will be used is the one associated with the default python version you use. You can edit it in the PATH environmental variable (Start->find-type "Environmental" and click "Edit system variables"). Look the PATH variable and see which version of python is listed. If both versions are listed, windows will select the first.
See more information on system environmental variables here.
In Ubuntu/Linux, usually pip is associated with the native legacy version (2.7), pip3 is associated with Python3.5.x and pip3.6 is associated with Python3.6.x.
However, if you are using Unix OS (such as Ubuntu) or Mac, it is highly recommended to use virtualenv and activate it. See Official documentation to see how to use it. It's true for both Python2.7 and
Python3.6. In short, you will create a lightweight copy of you python installation without any packages, and, your installed packages will be installed within this virtual environment. Once you activate a virtual environment, the pip is associated with this environment.
How do I specify which python version to use?
You have multiple choices to specify in which environment you want to install the package. It depends if you are on Windows/Linux/MAC.
Shortly, you have the following options:
Use an IDE and let it help you manage your packages (e.g. Pycharm). Using PyCharm, you will find it very easy to use its package manager. You can also open the IDE's terminal and when you use pip, it will use the package manager of the selected interpreter. See official documentation.
Use OS native terminal and specify the version. In windows, the easiest way is to go to a command line or powershell, and type "c:\path\to\python.exe -m pip install ". On Ubuntu, use pip/pip3/pip3.6. Again, on Ubuntu it is highly recommended to use venv (virtual environment) since installing wrong package on the wrong version can interrupt the native python (Ubuntu uses python for multiple reasons such as the GNOME GUI).
Use virtual environments. You can look it up, there are plenty of threads explaining on that, as well as the Official documentation.

The installation directory of pip

On Mac OS X, I've had the packages directory of /Library/Python/2.7/site-packages. However, after installing 64 bit Python from brew (Executing python in 64 bit mode on Mac OS X 10.10), I find that pip install installs the package into a new /usr/local/lib/python2.7/site-packages directory.
How can I control the target directory where the pip command installs the packages? I can I make the default target directory for pip from one to another?

You can, at least by calling the right pip. Thus, if you install pip through the base OS X Python (/usr/bin/easy_install pip, I would guess), then this pip (/usr/bin/pip, I would guess) will install new packages in the base OS X Python library (/Library/Python/…).
Now, you would normally not want to do this, and instead completely move to whatever Python you want to use (that would be brew's, in your case). In fact, this makes things simpler, since you have a single version of Python to care about, where you can put all the packages you need.

I simply revert back to original with reinstallation of pip with sudo easy_install pip. This installs /usr/local/bin/pip.
I also checked that the /usr/local/Cellar/python/2.7.9/bin/pip is symbolically linked to (overwritten) /usr/local/bin/pip.
I aliased a command alias pip64='/usr/local/Cellar/python/2.7.9/bin/pip' so that the brew's python package installation is executed with pip64 whereas the normal case is with pip.

MacPorts doesn't install Python module in right place for virtualenv

I can't seem to find the exact situation I have, please point me to a duplicate if there is one.
I am using virtualenv and python and trying to install a module but no matter which version of python 'which python' comes up with MacPorts seems to install the modules in the default macports python location (/opt/local/share) for the default macports python (/opt/local/bin).
When the virtualenv is activated, 'which python' gives a python version in ~/Documents/.../bin/python (It is a python version 2.7.3), which is correct.
If virtualenv not activated, I have tried either switching to either the system python version (Apple default installed version) or the default macports one which is /opt/local/bin (which is also a 2.7.3 version).
After installation, in the python interpreter I can successfully import my module when the virtualenv is not activated, but python can't find the module when virtualenv is activated.
I can't use pip or easy_install to install this module (PyQt4) b/c there is known bug where they error.
How can I get macports to install in the proper location for my virtualenv ?

macports only installs python modules in the site-packages directory directly corresponding to the python interpreter. It does this to allow multiple different interpreters to be installed.
Macports is also installed under the root user and not your own account. It can't therefore know about virtualenv setups which are controlled by settings in your user environment.
what you have to do is install the complex modules e.g. PyQT4 and virtualenv and then create your virtualenv from that ie using --system-site-packages