Pandas Data Series: Convert a series of date strings to a timeseries
Pandas: Data Series Exercise-27 with Solution
Write a Pandas program to convert a series of date strings to a timeseries.
Sample Solution :
Python Code :
import pandas as pd
date_series = pd.Series(['01 Jan 2015', '10-02-2016', '20180307', '2014/05/06', '2016-04-12', '2019-04-06T11:20'])
print("Original Series:")
print(date_series)
print("\nSeries of date strings to a timeseries:")
print(pd.to_datetime(date_series))
Sample Output:
Original Series: 0 01 Jan 2015 1 10-02-2016 2 20180307 3 2014/05/06 4 2016-04-12 5 2019-04-06T11:20 dtype: object Series of date strings to a timeseries: 0 2015-01-01 00:00:00 1 2016-10-02 00:00:00 2 2018-03-07 00:00:00 3 2014-05-06 00:00:00 4 2016-04-12 00:00:00 5 2019-04-06 11:20:00 dtype: datetime64[ns]
Explanation:
date_series = pd.Series(['01 Jan 2015', '10-02-2016', '20180307', '2014/05/06', '2016-04-12', '2019-04-06T11:20']): This code creates a Pandas Series object 'date_series' containing six strings representing dates in different formats.
pd.to_datetime(date_series): The code then applies the pd.to_datetime() method to the Pandas Series object 'date_series'. This method attempts to convert the input strings into Pandas Timestamp objects, which represent specific points in time.
Python-Pandas Code Editor:
Have another way to solve this solution? Contribute your code (and comments) through Disqus.
Previous: Write a Pandas program to compute difference of differences between consecutive numbers of a given series.
Next: Write a Pandas program to get the day of month, day of year, week number and day of week from a given series of date strings.
What is the difficulty level of this exercise?
Test your Programming skills with w3resource's quiz.
It will be nice if you may share this link in any developer community or anywhere else, from where other developers may find this content. Thanks.
https://www.w3resource.com/python-exercises/pandas/python-pandas-data-series-exercise-27.php
- Weekly Trends and Language Statistics
- Weekly Trends and Language Statistics