Pandas Articles

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Python Pandas - Getting values from a specific level in Multiindex

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 6K+ Views

To get values from a specific level in Multiindex, use the multiIndex.get_level_values() method in Pandas.At first, import the required libraries −import pandas as pdCreate a multi-index. The names parameter sets the names for the levels in the indexmultiIndex = pd.MultiIndex.from_arrays([[5, 10], [15, 20], [25, 30], [35, 40]], names=['a', 'b', 'c', 'd'])Get value from specific value. Get 0th level value −print("Get level value (0th level)...", multiIndex.get_level_values(0)) Get 1st level value −print("Get level value (1st level)...", multiIndex.get_level_values(1))ExampleFollowing is the code −import pandas as pd # Create a multi-index # The names parameter sets the names for the levels ...

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Python Pandas - Compute indexer and mask for new index even for non-uniquely valued objects

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 151 Views

To compute indexer and mask for new index even for non-uniquely values objects, use the index.get_indexer_non_unique() method.Python Pandas - Compute indexer and mask for new index even for non-uniquely valued objectsAt first, import the required libraries −import pandas as pdCreating Pandas index with some non-unique values −index = pd.Index([10, 20, 30, 40, 40, 50, 60, 60, 60, 70]) Display the Pandas index −print("Pandas Index...", index)Compute indexer and mask. Marked by -1, as it is not in index. This also computes non-unique Index object values −print("Get the indexes...", index.get_indexer_non_unique([30, 40, 90, 100, 50, 60])) ExampleFollowing is the code −import pandas as ...

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Python Pandas - Compute indexer and find the nearest index value if no exact match

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 2K+ Views

To compute indexer and find the nearest index value if no exact match, use the index.get_indexer() method. Also set the method parameter to nearest.At first, import the required libraries −import pandas as pdCreating Pandas index −index = pd.Index([10, 20, 30, 40, 50, 60, 70]) Display the Pandas index −print("Pandas Index...", index)Compute indexer and mask using the "get_indexer. Find the nearest index value if no exact match using the "method" parameter. The value is set "nearest" −print("Get the indexes...", index.get_indexer([30, 25, 58, 50, 69], method="nearest")) ExampleFollowing is the code −import pandas as pd # Creating Pandas index index = pd.Index([10, ...

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Python Pandas - Compute indexer and find the next index value if no exact match

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 798 Views

To compute indexer and find the next index value if no exact match, use the index.get_indexer() method. Also set the method parameter to bfill.At first, import the required libraries −import pandas as pdCreating Pandas index −index = pd.Index([10, 20, 30, 40, 50, 60, 70]) Display the Pandas index −print("Pandas Index...", index)Compute indexer and mask using the "get_indexer". Find the next index value if no exact match using the "method" parameter. The value is set "bfill" −print("Get the indexes...", index.get_indexer([30, 25, 58, 50, 55], method="bfill")) ExampleFollowing is the code −import pandas as pd # Creating Pandas index index = pd.Index([10, ...

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Python Pandas - Compute indexer and find the previous index value if no exact match

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 325 Views

To compute indexer and find the previous index value if no exact match, use the index.get_indexer() method. Also set the method parameter to ffill.At first, import the required libraries −import pandas as pdCreating Pandas index −index = pd.Index([10, 20, 30, 40, 50, 60, 70]) Display the Pandas index −print("Pandas Index...", index)Compute indexer and mask using the "get_indexer". Find the previous index value if no exact match using the "method" parameter. The value is set "ffill" −print("Get the indexes...", index.get_indexer([30, 20, 75, 80, 50, 59], method="ffill")) ExampleFollowing is the code −import pandas as pd # Creating Pandas index index = ...

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Python Pandas - Determine if two Index objects are equal

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 1K+ Views

To determine if two Index objects are equal, use the equals() method.At first, import the required libraries −import pandas as pdCreating index1 and index2 −index1 = pd.Index([15, 25, 55, 10, 100, 70, 35, 40, 55]) index2 = pd.Index([15, 25, 55, 10, 100, 70, 35, 40, 55])Display the index1 and index2 −print("Pandas Index1...", index1) print("Pandas Index2...", index2)Check whether two index objects are equal −index1.equals(index2) ExampleFollowing is the code −import pandas as pd # Creating index1 and index2 index1 = pd.Index([15, 25, 55, 10, 100, 70, 35, 40, 55]) index2 = pd.Index([15, 25, 55, 10, 100, 70, 35, 40, 55]) ...

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Python Pandas - Get the second component of the Period

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 133 Views

To get the second component of the Period, use the period.second property. At first, import the required libraries −import pandas as pdThe pandas.Period represents a period of time. Ccreating two Period objectsperiod1 = pd.Period("2020-09-23 05:55:30") period2 = pd.Period(freq="S", year = 2021, month = 7, day = 16, hour = 2, minute = 35, second = 10)Display the Period objectsprint("Period1...", period1) print("Period2...", period2)Get the seconds from two Period objectsres1 = period1.second res2 = period2.secondExampleFollowing is the code import pandas as pd # The pandas.Period represents a period of time # creating two Period objects period1 = pd.Period("2020-09-23 05:55:30") period2 = ...

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Python Pandas - Get the quarter of the year from Period object

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 520 Views

To get the quarter of the year component of the Period, use the period.quarter property. At first, import the required libraries −import pandas as pdThe pandas.Period represents a period of time. Creating two Period objectsperiod1 = pd.Period("2020-02-27 08:32:48") period2 = pd.Period(freq="M", year = 2021, month = 8, day = 16, hour = 2, minute = 35)Display the Period objectsprint("Period1...", period1) print("Period2...", period2)Get the quarter of the year from two Period objectsres1 = period1.quarter res2 = period2.quarterResult is based on the following quarters of an yearQuarter 1 = 1st January to 31st March Quarter 2 = 1st April to 30th June Quarter ...

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Python Pandas - Get the month of the year component of the Period

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 342 Views

To get the month of the year component of the Period, use the period.month property. At first, import the required libraries −import pandas as pdThe pandas.Period represents a period of time. Creating two Period objectsperiod1 = pd.Period("2020-09-23 05:55:30") period2 = pd.Period(freq="M", year = 2021, month = 8, day = 16, hour = 2, minute = 35)Display the Period objectsprint("Period1...", period1) print("Period2...", period2)Get the month of the year from two Period objectsres1 = period1.month res2 = period2.monthExampleFollowing is the code import pandas as pd # The pandas.Period represents a period of time # creating two Period objects period1 = pd.Period("2020-09-23 ...

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Python Pandas - Get the minute of the hour component of the Period

AmitDiwan
AmitDiwan
Updated on 14-Oct-2021 126 Views

To get the minute of the hour component of the Period, use the period.minute property. At first, import the required libraries −import pandas as pdThe pandas.Period represents a period of time. Creating two Period objectsperiod1 = pd.Period("2020-09-23 05:55:30") period2 = pd.Period(freq="T", year = 2021, month = 7, day = 16, hour = 2, minute = 35)Display the Period objectsprint("Period1...", period1) print("Period2...", period2)Get the minute of the hour from two Period objects res1 = period1.minute res2 = period2.minuteExampleFollowing is the code import pandas as pd # The pandas.Period represents a period of time # creating two Period objects period1 = ...

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