How to deal with SettingWithCopyWarning in Pandas

The SettingWithCopyWarning was created to flag potentially confusing “chained” assignments, such as the following, which does not always work as expected, particularly when the first selection returns a copy. [see GH5390 and GH5597 for background discussion.] df[df[‘A’] > 2][‘B’] = new_val # new_val not set in df The warning offers a suggestion to rewrite as … Read more

How to add a new column to an existing DataFrame?

Edit 2017 As indicated in the comments and by @Alexander, currently the best method to add the values of a Series as a new column of a DataFrame could be using assign: df1 = df1.assign(e=pd.Series(np.random.randn(sLength)).values) Edit 2015 Some reported getting the SettingWithCopyWarning with this code. However, the code still runs perfectly with the current pandas … Read more

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