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hughdbrown/pandas-fragment.md

Last active August 29, 2015 14:27
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pandas fragments
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pandas-fragment.md

Dates

date_range

date_series = pd.date_range("start_date", "end_date")

CSV files

df = pd.read_csv("filename.csv", parse_dates=["column1"], index_col=["column2"])

Grouping and aggregation

groupby

aggregation methods

Indexing

index

set_index

reset_index

reindex

Merge, join, and concatenate

merge

join

concatenate

Stack and unstack

Removing columns

pop

y = df.pop('column1')

drop

df.drop(['column1'], axis=1, inplace=True)

Handling NaNs

dropna

Plotting

boxplot

hist

plot

Selecting

eval

query

where

Rename columns

rename

Selected data

head

tail

describe

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