Create hourly/minutely time range using pandas

Create hourly/minutely time range using pandas

To create a time range with hourly or minutely intervals using pandas in Python, you can use the pd.date_range() function. Here are examples of how to create hourly and minutely time ranges:

Hourly Time Range:

To create an hourly time range, specify the start and end times and set the freq parameter to 'H' for hours. Here's an example:

import pandas as pd start_time = '2023-09-12 00:00:00' end_time = '2023-09-12 06:00:00' hourly_range = pd.date_range(start=start_time, end=end_time, freq='H') print(hourly_range)

This will create an hourly time range from '2023-09-12 00:00:00' to '2023-09-12 06:00:00'.

Minutely Time Range:

To create a minutely time range, specify the start and end times and set the freq parameter to 'T' for minutes. Here's an example:

import pandas as pd start_time = '2023-09-12 00:00:00' end_time = '2023-09-12 00:30:00' minutely_range = pd.date_range(start=start_time, end=end_time, freq='T') print(minutely_range)

This will create a minutely time range from '2023-09-12 00:00:00' to '2023-09-12 00:30:00'.

You can adjust the start_time, end_time, and freq parameters to fit your specific requirements for the time range. The resulting time range will be a pandas DatetimeIndex, which you can use for various time-based operations and analyses.

Examples

  1. How to generate an hourly time range using pandas in Python?

    • Description: This code snippet creates an hourly time range using pandas' date_range() function with the freq parameter set to 'H' for hourly.
    • Code:
      import pandas as pd hourly_range = pd.date_range(start='2024-03-22 00:00:00', end='2024-03-22 23:59:59', freq='H') print(hourly_range)

  2. Python code to create a minutely time range using pandas?

    • Description: This code demonstrates creating a minutely time range using pandas' date_range() function with the freq parameter set to 'T' for minute-level frequency.
    • Code:
      import pandas as pd minutely_range = pd.date_range(start='2024-03-22 00:00:00', end='2024-03-22 00:59:59', freq='T') print(minutely_range)

  3. How to generate a time range for every 30 minutes using pandas in Python?

    • Description: This code snippet creates a time range for every 30 minutes using pandas' date_range() function with the freq parameter set to '30T'.
    • Code:
      import pandas as pd thirty_minutes_range = pd.date_range(start='2024-03-22 00:00:00', end='2024-03-22 23:59:59', freq='30T') print(thirty_minutes_range)

  4. Python code to create a daily hourly time range using pandas?

    • Description: This code generates a time range for every hour in a day using pandas' date_range() function with the freq parameter set to 'H' for hourly frequency.
    • Code:
      import pandas as pd daily_hourly_range = pd.date_range(start='2024-03-22 00:00:00', periods=24, freq='H') print(daily_hourly_range)

  5. How to create a time range for business hours only using pandas in Python?

    • Description: This code snippet creates a time range for business hours only (9 AM to 5 PM) using pandas' date_range() function with customized frequency and time range.
    • Code:
      import pandas as pd business_hours_range = pd.date_range(start='2024-03-22 09:00:00', end='2024-03-22 17:00:00', freq='H') print(business_hours_range)

  6. Python code to generate a time range with irregular frequency using pandas?

    • Description: This code generates a time range with irregular frequency using pandas' date_range() function with customized parameters for start, end, and frequency.
    • Code:
      import pandas as pd irregular_range = pd.date_range(start='2024-03-22 00:00:00', end='2024-03-22 23:59:59', freq='2H30T') print(irregular_range)

  7. How to create a time range with a specified timezone using pandas in Python?

    • Description: This code snippet creates a time range with a specified timezone using pandas' date_range() function with the tz parameter set to the desired timezone.
    • Code:
      import pandas as pd time_range_with_timezone = pd.date_range(start='2024-03-22 00:00:00', end='2024-03-22 23:59:59', freq='H', tz='UTC') print(time_range_with_timezone)

  8. Python code to generate a time range for a specific month using pandas?

    • Description: This code generates a time range for a specific month using pandas' date_range() function with customized start and end dates.
    • Code:
      import pandas as pd monthly_range = pd.date_range(start='2024-03-01', end='2024-03-31', freq='D') print(monthly_range)

  9. How to create a time range excluding weekends using pandas in Python?

    • Description: This code snippet creates a time range excluding weekends (Saturdays and Sundays) using pandas' bdate_range() function with the freq parameter set to 'B' for business days.
    • Code:
      import pandas as pd weekdays_range = pd.bdate_range(start='2024-03-01', end='2024-03-31', freq='B') print(weekdays_range)

  10. Python code to generate a time range with a specific period using pandas?

    • Description: This code generates a time range with a specific period (e.g., 15 minutes) using pandas' date_range() function with the freq parameter set accordingly.
    • Code:
      import pandas as pd custom_period_range = pd.date_range(start='2024-03-22 00:00:00', end='2024-03-22 23:59:59', freq='15T') print(custom_period_range)

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