✅ how to obtain/read a data file using pandas
✅ how to clean noise in data
✅ selecting and querying data
✅ filtering data
✅ simple graphing of data
✅ aggregrate and summarize data using groupby
✅ merge multiple data into a single dataframe
✅ use SQL like queries
- https://github.com/CSSEGISandData/COVID-19
- https://www.kaggle.com/roche-data-science-coalition/uncover#total-covid-19-tests-performed-by-country.csv
Introduction to Jupyter Notebooks on Watson Studio
- Pandas Documentation - http://pandas.pydata.org/pandas-docs/stable/
- .str. methods on Pandas Series - http://pandas.pydata.org/pandas-docs/stable/reference/series.html#string-handling
- Plotting in Pandas - http://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html
- Brandon Rhodes pycon video - https://www.youtube.com/watch?v=5JnMutdy6Fw
- Kaggle for datasets and sample Jupyter notebooks - https://www.kaggle.com/datasets
- SF open data - https://datasf.org/opendata/
- Free Watson Studio Desktop for Universities - https://www.ibm.com/products/watson-studio-desktop
- IBM Cloud Sign up - https://ibm.biz/Bd2XTE
- IBM Data Science courses on Coursera