Add an ends function that shows both head and tail of the df
See original GitHub issueAdd the following function to pd. dataFrame and pd.Series
def ends(df, x=5):
"""Returns both head and tail of the dataframe or series.
Args:
x (int): Optional number of rows to return for each head and tail
"""
print('{} rows x {} columns'.format(np.shape(df)[0],np.shape(df)[1]))
return df.head(x).append(df.tail(x))
Problem description
Often both the beginning and end of a df are of interest, fore example in a time series.
This leads to calling df.head() df.tail() in two seperate notebook cells. This is not only tedious, but also leads to a cluttered notebook. A function that returns both of these + a print on the number of rows and columns, thus allowing a check if the index matches the number of rows.
Example
import pandas as pd
import numpy as np
df = pd.DataFrame(np.random.rand(1500,6))
print(ends(df,2))
1500 rows x 6 columns
0 | 1 | 2 | 3 | 4 | 5 | |
---|---|---|---|---|---|---|
0 | 0.949695 | 0.160928 | 0.434134 | 0.943103 | 0.477830 | 0.903479 |
1 | 0.736711 | 0.103746 | 0.028694 | 0.205910 | 0.226061 | 0.458452 |
1498 | 0.362950 | 0.586887 | 0.399681 | 0.115366 | 0.239049 | 0.386281 |
1499 | 0.018102 | 0.852198 | 0.880993 | 0.671604 | 0.705586 | 0.802237 |
Output of pd.show_versions()
INSTALLED VERSIONS
commit: None python: 3.6.2.final.0 python-bits: 64 OS: Windows OS-release: 8.1 machine: AMD64 processor: Intel64 Family 6 Model 61 Stepping 4, GenuineIntel byteorder: little LC_ALL: None LANG: None LOCALE: None.None
pandas: 0.21.0 pytest: 3.3.1 pip: 9.0.1 setuptools: 38.2.4 Cython: 0.26.1 numpy: 1.12.1 scipy: 0.19.1 pyarrow: None xarray: None IPython: 6.1.0 sphinx: 1.6.3 patsy: 0.4.1 dateutil: 2.6.1 pytz: 2017.3 blosc: None bottleneck: 1.2.1 tables: 3.4.2 numexpr: 2.6.2 feather: None matplotlib: 2.0.2 openpyxl: 2.4.8 xlrd: 1.1.0 xlwt: 1.3.0 xlsxwriter: 0.9.8 lxml: 3.8.0 bs4: 4.6.0 html5lib: 0.999999999 sqlalchemy: 1.1.13 pymysql: None psycopg2: None jinja2: 2.10 s3fs: None fastparquet: None pandas_gbq: None pandas_datareader: None
Issue Analytics
- State:
- Created 6 years ago
- Comments:7 (5 by maintainers)
Top GitHub Comments
@icfly2 #18749 already is updating he doc-strings, so natural to add there.
Love to have you contribute on other issues!
Worth a mention that this issue also relates to: https://github.com/pandas-dev/pandas/issues/42837
The idea is that there is a way to preserve vertical screen space when inspecting ‘tall’ (many rows, few cols) data frames.