What are the differences between Conda and Anaconda?

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陌清茗
陌清茗 2020-12-12 11:09

Post-question update:

See Introduction to Conda for more details.


The problem:

I first installed Anaconda

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  • 2020-12-12 11:21

    Brief

    conda is both a command line tool, and a python package.

    Miniconda installer = Python + conda

    Anaconda installer = Python + conda + meta package anaconda

    meta Python pkg anaconda = about 160 other Python packages for daily use in data science

    Anaconda installer = Miniconda installer + conda install anaconda

    Detail

    conda is an environment manager and a package manager. It means the tool itself. conda makes it possible to

    • install package with conda install flake8
    • create an environment with any version of Python with conda create -n myenv python=3.6

    conda is not a binary command, is a Python package. To make conda work, you have to create a Python environment and install package conda into it. This is where Anaconda installer and Miniconda installer comes in.

    Installer Minoconda installs a Python and the package conda. Installer Anaconda not only does what Miniconda does, it also install a meta Python package named anaconda for you.

    Meta packages, are packages that do NOT contain actual softwares and simply depend on other packages to be installed.

    The actual 160+ python packages included in pkg anaconda are listed in info/recipe/meta.yaml in its source file.

    package:
        name: anaconda
        version: '2019.07'
    build:
        ignore_run_exports:
            - '*'
        number: '0'
        pin_depends: strict
        string: py36_0
    requirements:
        build:
            - python 3.6.8 haf84260_0
        is_meta_pkg:
            - true
        run:
            - alabaster 0.7.12 py36_0
            - anaconda-client 1.7.2 py36_0
            - anaconda-project 0.8.3 py_0
            # ...
            - beautifulsoup4 4.7.1 py36_1
            # ...
            - curl 7.65.2 ha441bb4_0
            # ...
            - hdf5 1.10.4 hfa1e0ec_0
            # ...
            - ipykernel 5.1.1 py36h39e3cac_0
            - ipython 7.6.1 py36h39e3cac_0
            - ipython_genutils 0.2.0 py36h241746c_0
            - ipywidgets 7.5.0 py_0
            # ...
            - jupyter 1.0.0 py36_7
            - jupyter_client 5.3.1 py_0
            - jupyter_console 6.0.0 py36_0
            - jupyter_core 4.5.0 py_0
            - jupyterlab 1.0.2 py36hf63ae98_0
            - jupyterlab_server 1.0.0 py_0
            # ...
            - matplotlib 3.1.0 py36h54f8f79_0
            # ...
            - mkl 2019.4 233
            - mkl-service 2.0.2 py36h1de35cc_0
            - mkl_fft 1.0.12 py36h5e564d8_0
            - mkl_random 1.0.2 py36h27c97d8_0
            # ...
            - nltk 3.4.4 py36_0
            # ...
            - numpy 1.16.4 py36hacdab7b_0
            - numpy-base 1.16.4 py36h6575580_0
            - numpydoc 0.9.1 py_0
            # ...
            - pandas 0.24.2 py36h0a44026_0
            - pandoc 2.2.3.2 0
            # ...
            - pillow 6.1.0 py36hb68e598_0
            # ...
            - pyqt 5.9.2 py36h655552a_2
            # ...
            - qt 5.9.7 h468cd18_1
            - qtawesome 0.5.7 py36_1
            - qtconsole 4.5.1 py_0
            - qtpy 1.8.0 py_0
            # ...
            - requests 2.22.0 py36_0
            # ...
            - sphinx 2.1.2 py_0
            - sphinxcontrib 1.0 py36_1
            - sphinxcontrib-applehelp 1.0.1 py_0
            - sphinxcontrib-devhelp 1.0.1 py_0
            - sphinxcontrib-htmlhelp 1.0.2 py_0
            - sphinxcontrib-jsmath 1.0.1 py_0
            - sphinxcontrib-qthelp 1.0.2 py_0
            - sphinxcontrib-serializinghtml 1.1.3 py_0
            - sphinxcontrib-websupport 1.1.2 py_0
            - spyder 3.3.6 py36_0
            - spyder-kernels 0.5.1 py36_0
            # ...
    

    Seeing from the above info, pre-installed packages from meta pkg anaconda are mainly for web scraping and data science. Like requests, beautifulsoup, numpy, nltk, etc.

    If you have a Miniconda installed, conda install anaconda will make it same as an Anaconda installation, except that the installation folder names are different.

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  • 2020-12-12 11:39

    conda is the package manager. Anaconda is a set of about a hundred packages including conda, numpy, scipy, ipython notebook, and so on.

    You installed Miniconda, which is a smaller alternative to Anaconda that is just conda and its dependencies, not those listed above.

    Once you have Miniconda, you can easily install Anaconda into it with conda install anaconda.

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