Data Structure
Networking
RDBMS
Operating System
Java
MS Excel
iOS
HTML
CSS
Android
Python
C Programming
C++
C#
MongoDB
MySQL
Javascript
PHP
Physics
Chemistry
Biology
Mathematics
English
Economics
Psychology
Social Studies
Fashion Studies
Legal Studies
- Selected Reading
- UPSC IAS Exams Notes
- Developer's Best Practices
- Questions and Answers
- Effective Resume Writing
- HR Interview Questions
- Computer Glossary
- Who is Who
Python Pandas - Convert times to midnight in DateTimeIndex
To convert times to midnight in DateTimeIndex, use the DateTimeIndex.normalize() in Pandas.
At first, import the required libraries −
import pandas as pd
Create a DatetimeIndex with period 7 and frequency as H i.e. hours −
datetimeindex = pd.date_range('2021-10-30 02:30:50', periods=7, tz='Australia/Adelaide', freq='10H')
Display DateTimeIndex −
print("DateTimeIndex...\n", datetimeindex)The time component of the date-time is converted to midnight i.e. 00:00:00 −
print("\nNormalize (converted the time component to midnight)...\n",
datetimeindex.normalize())Example
Following is the code −
import pandas as pd
# DatetimeIndex with period 7 and frequency as H i.e. hours
# The timezone is Australia/Adelaide
datetimeindex = pd.date_range('2021-10-30 02:30:50', periods=7, tz='Australia/Adelaide', freq='10H')
# display DateTimeIndex
print("DateTimeIndex...\n", datetimeindex)
# display DateTimeIndex frequency
print("\nDateTimeIndex frequency...\n", datetimeindex.freq)
# The time component of the date-time is converted to midnight i.e. 00:00:00
print("\nNormalize (converted the time component to midnight)...\n",
datetimeindex.normalize())Output
This will produce the following code −
DateTimeIndex... DatetimeIndex(['2021-10-30 02:30:50+10:30', '2021-10-30 12:30:50+10:30', '2021-10-30 22:30:50+10:30', '2021-10-31 08:30:50+10:30', '2021-10-31 18:30:50+10:30', '2021-11-01 04:30:50+10:30', '2021-11-01 14:30:50+10:30'], dtype='datetime64[ns, Australia/Adelaide]', freq='10H') DateTimeIndex frequency... <10 * Hours> Normalize (converted the time component to midnight)... DatetimeIndex(['2021-10-30 00:00:00+10:30', '2021-10-30 00:00:00+10:30', '2021-10-30 00:00:00+10:30', '2021-10-31 00:00:00+10:30', '2021-10-31 00:00:00+10:30', '2021-11-01 00:00:00+10:30', '2021-11-01 00:00:00+10:30'], dtype='datetime64[ns, Australia/Adelaide]', freq=None)
Updated on: 18-Oct-2021
967 Views
Advertisements