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environment.yml
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environment.yml
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#conda env create -f environment.yml
#conda env list
#conda env remove --name PythonForAnalytics
#conda env update --file environment.yml
#conda activate PythonForAnalytics
#conda update --all # update all packages
name: msca
channels:
- defaults
- conda-forge
dependencies:
- python=3.6
- pylint
- pip # a more general python package installer
- openssl # technical infrastructure
- flask # web/api framework
- pyarrow # fast alternative to csv
# Data science libraries
- pandas # dataframe library
- scikit-learn # collection of machine learning algos
# Visualization libraries
- seaborn # charting package which is built on top of matplotlib
- altair # charting package which provides a python interface to the vega-lite library
- bokeh # charting package
- bqplot # charting package from bloomberg
#- pyviz # related to holoviz?
#- holoviz # meta package which installs holoviews, panel, hvplot, etc.
# Notebook extensions
- nb_conda # load conda environments in jupyter
- rise # presentations in jupyter
- tqdm
- nbtutor # brings pythontutor into jupyter, execute `%load_ext nbtutor` to load extension, `%%nbtutor` to evaluate cell (`%%nbtutor -r` to reset variables)
- jupyter_contrib_nbextensions #used to be under pip, under conda, doesn't require `jupyter contrib nbextension install ...`
- jupyter_nbextensions_configurator #enable nb_conda to allow use of custom conda envs
- pip:
- wget # easy way to download files
#- https://github.com/ipython-contrib/jupyter_contrib_nbextensions/tarball/master
- Flask-Testing
- nbdime # makes it easy to diff rendered notebooks
- pixiedust
#- google-cloud-firestore # to enable firestore for pusblishing student cell contents
#- lolviz # visualize data structures (only useful for teaching and learning)
#- kedro #McKinsey data science template