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Python Tips

Pandas GroupBy: Introduction to Split-Apply-Combine

February 21, 2018 by cmdlinetips

split apply combine example

In a classic paper published at 2011, Hadley Wickham asked What do we do when we analyze data? What are common actions and what are common mistakes? And then went ahead to spell it out one of the most common strategies, Split-Apply-Combine, that is used in common data analysis. Intuitively, while solving a big problem, […]

Filed Under: groupby, Pandas 101, Pandas DataFrame, pandas get_group(), Python Tips, Split-Apply-Combine Tagged With: Pandas Dataframe, pandas get_group(), pandas groupby(), Split-apply-combine

What Does *args and **kwargs Mean in Python?

February 19, 2018 by cmdlinetips

If you are new Python and saw the use of *args and **kwargs as function arguments and wondered what those *-thingies are, you are not alone. Typically when you write functions, you will have specific number and types of arguments the function can take as input. However, the more Python code you write, you might […]

Filed Under: **kwargs, *args, Python Tips, Usage of *args and **kwargs Tagged With: **kwargs, *args, How to Use *args and **kwargs

6 ways to Sort Pandas Dataframe: Pandas Tutorial

February 13, 2018 by cmdlinetips

How to sort pandas data frame by column(s)?

Often you want to sort Pandas data frame in a specific way. Typically, one may want to sort pandas data frame based on the values of one or more columns or sort based on the values of row index or row names of pandas dataframe. Pandas data frame has two useful functions sort_values(): to sort […]

Filed Under: Data Science, Pandas DataFrame, Pandas Tutorial, Python, Python Tips, Sort Pandas Dataframe Tagged With: pandas sort by column, pandas sort by multiple columns, pandas sort by row index, pandas sort_index(), pandas sort_values(), Pandas Tutorial

How to Get Frequency Counts of a Column in Pandas Dataframe: Pandas Tutorial

February 5, 2018 by cmdlinetips

Often while working with pandas dataframe you might have a column with categorical variables, string/characters, and you want to find the frequency counts of each unique elements present in the column. Pandas’ value_counts() easily let you get the frequency counts. Let us get started with an example from a real world data set. Load gapminder […]

Filed Under: Pandas 101, pandas count_values(), Pandas DataFrame, Python, Python Tips Tagged With: Pandas Dataframe, Pandas value_counts(), Python Tips

How to Install Packages from the Jupyter Notebook?

February 3, 2018 by cmdlinetips

Python package managers, like Anaconda and pip, have made our life much simpler working with Python in different operating systems. However, if you work long enough, you are likely to encounter weird installation problems. One such problem is even if you have installed a package, you won’t be able to import it in the Jupyter […]

Filed Under: Install Packages from Jupyter, Jupyter, Python Tips Tagged With: Install Packages from Jupyter, Python Tips

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