Additionally, we covered various list to Python data frame conversion techniques. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions. id name price no_of_pages By the end of this tutorial, youll have learned: The table below breaks down the different ways in which you can read a list of dictionaries to a Pandas DataFrame. It builds DataFrame from a dictionary of the dict or array type. If we use a dictionary as data to the DataFrame function then we no need to specify the column names explicitly. When we create Dataframe from a list of dictionaries, matching keys will be the columns and corresponding values will be the rows of the Dataframe. To pass in an arbitrary index, we can use the index= parameter to pass in a list of values. orient='columns' 10 1 python 56 34 1 2 Node-js 45 54 Here's an example taken from the documentation. 30 3 R 100 80 Example: Program to take student dictionary as input and display subjects data then store in pandas dataframe, Suppose if we want to get the dataframe with keys as row names then we have to use the orient parameter, Here we are using Series data structure inside the dataframe method by using the items() method, Python Programming Foundation -Self Paced Course, Difference between dict.items() and dict.iteritems() in Python. For more examples refer to how to create a pandas DataFrame with examples.if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[320,50],'sparkbyexamples_com-medrectangle-3','ezslot_1',107,'0','0'])};__ez_fad_position('div-gpt-ad-sparkbyexamples_com-medrectangle-3-0');if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[320,50],'sparkbyexamples_com-medrectangle-3','ezslot_2',107,'0','1'])};__ez_fad_position('div-gpt-ad-sparkbyexamples_com-medrectangle-3-0_1'); .medrectangle-3-multi-107{border:none !important;display:block !important;float:none !important;line-height:0px;margin-bottom:7px !important;margin-left:auto !important;margin-right:auto !important;margin-top:7px !important;max-width:100% !important;min-height:50px;padding:0;text-align:center !important;}. Lets load the same list of dictionaries but only read two of the columns: There are two different types of indices you may want to set when creating a DataFrame: Lets take a look at the first use case. Not supported by any of these methods directly. Each dictionary will represent a record in the DataFrame, while the keys become the columns. For example, to extract only the 0th and 2nd rows from data2 above, you can use: A strong, robust alternative to the methods outlined above is the json_normalize function which works with lists of dictionaries (records), and in addition can also handle nested dictionaries. Within that, we are accessing the items. List of Dictionaries to Dataframe Using pandas.dataframe.from_records(Data) To create a dataframe from a list of dictionaries in Python, we can also use the from_records()method. The article is structured as follows: 1) Sample Data. Pandas DataFrame can be created in multiple ways using Python. pandas.DataFrame (data=None, index=None, columns=None, dtype=None, copy=False) Example 1:Python program to pass list of dictionaries to a dataframe with indices. Example It's particularly problematic because the details of which methods are good for which cases often change, and so having very lengthy, deep dive answers on SO is not only not as useful as having it in the pandas official documentation, but often is even harmful or misleading because some change to the function internals can suddenly make the answer incorrect or factually wrong and it's not clearly linked to the actual source repo to flag for documentation updating. We are going to create a dataframe in PySpark using a list of dictionaries with the help createDataFrame () method. 180 days of social studies 5th grade answer key; florida high school track records; milwaukee packout mods; metallica madrid 2022; did doris hamner have polio; maple leaf farms owner; rows = [] for data in list: data_row = data ['Student'] time = data ['Name'] for row in data_row: row ['Name']= time rows.append (row) df = pd.DataFrame (rows) Output: Step #3: Pivoting dataframe and assigning column names. So we use list comprehension and convert each object to dictionary: Disadvantages of this way are potential errors due to incorrect mapping or complex data types. Does Python have a ternary conditional operator? When loading data from different sources, such as web APIs, you may get a list of nested dictionaries returned to you. The from_records() method is used to convert a list of dictionaries to DataFrame. This variable is passed as a parameter to the dataframe () function that returns a dataframe object. Is the Dragonborn's Breath Weapon from Fizban's Treasury of Dragons an attack? # These methods all produce the same result df = pd.DataFrame (list_of_dicts) df = pd.DataFrame.from_dict (list_of_dicts) df = pd.DataFrame.from_records (list_of_dicts) Working with Missing Keys When Converting a List of Dictionaries to a Pandas DataFrame Let's now take a look at a more complex example. Required fields are marked *. This way is more pythonic and easier to read. (2023), 7 Best Tableau Desktop Alternatives (Free & Paid). Has Microsoft lowered its Windows 11 eligibility criteria? If there are no matching values and columns in the dictionary, then the NaN value will be inserted into the resulted Dataframe. document.getElementById( "ak_js_1" ).setAttribute( "value", ( new Date() ).getTime() ); SparkByExamples.com is a Big Data and Spark examples community page, all examples are simple and easy to understand, and well tested in our development environment, | { One stop for all Spark Examples }, how to create a pandas DataFrame with examples, How to replace NaN/None values with empty String, create a DataFrame from a structured ndarray, Pandas Empty DataFrame with Specific Column Types, Retrieve Number of Columns From Pandas DataFrame, Create Pandas DataFrame With Working Examples, Pandas Convert Column to Int in DataFrame, https://www.geeksforgeeks.org/create-a-pandas-dataframe-from-list-of-dicts/, Pandas Convert Index to Column in DataFrame, Pandas Select Rows by Index (Position/Label), Pandas How to Change Position of a Column, Pandas Get Column Index For Column Name, Pandas Create DataFrame From Dict (Dictionary), Pandas Replace NaN with Blank/Empty String, Pandas Replace NaN Values with Zero in a Column, Pandas Change Column Data Type On DataFrame, Pandas Select Rows Based on Column Values, Pandas Delete Rows Based on Column Value, Pandas Append a List as a Row to DataFrame. How did StorageTek STC 4305 use backing HDDs? @a_guest check the updated answer. An internal library function called pandas DataFrame () accepts a list as a parameter and creates a DataFrame from it. It changes structured data or records into DataFrames. Create a pandas DataFrame from multiple dicts. When reading these lists of dictionaries using the methods shown above, the nested dictionaries will simply be returned as dictionaries in a column. Torsion-free virtually free-by-cyclic groups, Book about a good dark lord, think "not Sauron". This list consists of "records" with every keys present. This is a comprehensive approach to convert lists, lists of lists, or dictionaries of lists to DataFrame using Pandas Library in Python 3 (with code and examples). The lists components are not required to be of the same data type, and all string operations are equally applicable to the various list data types. For any other feedbacks or questions you can either use the comments section or contact me form. Which one to choose is personal choice. 40 4 Html 16 20, id name price no_of_pages I want the element properties to be converted to a dataframe, but it gave only two columns such as 'event' and 'properties'. Any dictionary that is missing a key will return a missing value, NaN. Example 2:Python program to pass list of dictionaries to a dataframe with indices. Use Pythons pd.DataFrame() method to convert a list to a DataFrame. ), all you need to do is dict (myList). Not the answer you're looking for? Here's a table of all the methods discussed above, along with supported features/functionality. Here we are using json_normalize() function to pass list of dictionaries to the pandas dataframe. Does With(NoLock) help with query performance. Use this method when the values of the Dictionary keys are not a list of values. If you would like to create a DataFrame in a "column oriented" manner, you would use from_dict sales = {'account': ['Jones LLC', 'Alpha Co', 'Blue Inc'], 'Jan': [150, 200, 50], 'Feb': [200, 210, 90], 'Mar': [140, 215, 95]} df = pd.DataFrame.from_dict(sales) Using this approach, you get the same results as above. Welcome to datagy.io! In this example, we will convert a list into a single column DataFrame. Each of these are covered in-depth throughout the tutorial: In this section, youll learn how to convert a list of dictionaries to a Pandas DataFrame using the Pandas DataFrame class. Pandas Convert Single or All Columns To String Type? deptColumns = ["dept_name","dept_id"] deptDF = spark. Save my name, email, and website in this browser for the next time I comment. How to choose voltage value of capacitors. I prefer vars() because I use: len(my_list) and not my_list.__len__(). The difference is the parameters for both: The parameters for pd.DataFrame are limited to: While by using from_records() we have better control on the conversion by option orient: The orientation of the data. Converting lists to DataFrame by customized columns names, 5. The other answers are correct, but not much has been explained in terms of advantages and limitations of these methods. This function is used to construct DataFrame from dict of array-like or dicts. We can conclude from the above example that if there is no matching key-value pair in the list of dictionaries then the NaN value will be inserted in that place. 20 2 Node-js 45 54 How do I make a flat list out of a list of lists? Pandas how to find column contains a certain value Recommended way to install multiple Python versions on Ubuntu 20.04 Build super fast web scraper with Python x100 than BeautifulSoup How to convert a SQL query result to a Pandas DataFrame in Python How to write a Pandas DataFrame to a .csv file in Python In this article, we will see how to convert a list ofdictionaries (dict) to a pandas DataFrame using pd.DataFrame(), pd.DataFrame.from_dict(), and pd.DataFrame.from_records(). Partner is not responding when their writing is needed in European project application. We will use Python list comprehension for the conversion: Conversion mapping can be changed from the method to_dict(): Sometimes we don't have control of the class. The Python vars() function returns the dict attribute of an object. How can the mass of an unstable composite particle become complex? This adds no cost to our readers, for more information read our earnings disclosure. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. If you already have a DataFrame, you can set the Index to the DataFrame by using df.index.if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[300,250],'sparkbyexamples_com-box-4','ezslot_9',139,'0','0'])};__ez_fad_position('div-gpt-ad-sparkbyexamples_com-box-4-0'); Use pd.DataFrame.from_dict() to transform a list of dictionaries to pandas DatFrame. A Computer Science portal for geeks. How do I select rows from a DataFrame based on column values? In this particular case, It is generally the most commonly used pandas object. In this article, you saw how you can convert different lists to DataFrame with the help of different techniques. Otherwise if the keys should be rows, pass index. printSchema () deptDF. To convert list of objects or dictionaries can also use method from_records(): In the example above the usage of both will be equivalent. How do I get the row count of a Pandas DataFrame? How to choose voltage value of capacitors. Just so you know, when you buy through links on our site, we may earn an affiliate commission. How does a fan in a turbofan engine suck air in? But if we do this without creating a dictionary, we have to define column names as well. If you need a custom index on the resultant DataFrame, you can set it using the index= argument. Connect and share knowledge within a single location that is structured and easy to search. Submitted by Pranit Sharma, on July 17, 2022 Pandas is a special tool that allows us to perform complex manipulations of data effectively and efficiently. Examples with object parsing and JSON serializable objects were shown. python convert string to blobNitro Acoustic. An internal library function called pandas DataFrame() accepts a list as a parameter and creates a DataFrame from it. Syntax: pandas.DataFrame.from_dict (dictionary) where dictionary is the input dictionary When and how was it discovered that Jupiter and Saturn are made out of gas? It converts a structured ndarray, tuple or dict sequence, or DataFrame into a DataFrame object. 10 34 56 python 1 Example: Python program to pass list of dictionaries to a dataframe. import pandas as pd list_of_dict = [ {'Name': 'Shaun' , 'Age': 35, 'Marks': 91}, {'Name': 'Ritika', 'Age': 31, 'Marks': 87}, {'Name': 'Smriti', 'Age': 33, 'Marks': 78}, By using our site, you Comment * document.getElementById("comment").setAttribute( "id", "a65502455bff93e16f0bf7f08947b17e" );document.getElementById("e0c06578eb").setAttribute( "id", "comment" ); Save my name, email, and website in this browser for the next time I comment. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. A 1 python 56 34 By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. In the example below, well provide dictionaries where one dictionary will be missing a key. The aim of this post will be to show examples of these methods under different situations, discuss when to use (and when not to use), and suggest alternatives. inspect the objects and the class definition, convert list of objects based on the class. I think the documentation can be a great way of helping users, more so than posting on questions that would only reach a fraction of the same audience. We can also create a multiindex dataFrame from a dictionary - you can read more on: How to Create DataFrame from Dictionary in Pandas? Example:Python program to pass list of dictionaries to a dataframe with index and columns. You also learned how to read only a subset of columns, deal with missing data, and how to set an index. Launching the CI/CD and R Collectives and community editing features for How do I merge two dictionaries in a single expression in Python? In the above code first, we imported the Pandas library and then created a list named "Country_name" and assign the elements. Convert list of dictionaries to a pandas DataFrame Given a list of dictionaries, we have to convert it into a pandas DataFrame. 4) Video, Further Resources & Summary. Iterating over dictionaries using 'for' loops, Selecting multiple columns in a Pandas dataframe. Finally, you learned how to read a list of nested dictionaries to your Pandas DataFrame. Once you actually have a list in the form you stated in your original question ( myList = [ ('A',1), ('B',2),.] A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. To learn more about related topics, check out the tutorials below: Your email address will not be published. Convert given Pandas series into a dataframe with its index as another column on the dataframe. acknowledge that you have read and understood our, Data Structure & Algorithm Classes (Live), Data Structure & Algorithm-Self Paced(C++/JAVA), Android App Development with Kotlin(Live), Full Stack Development with React & Node JS(Live), GATE CS Original Papers and Official Keys, ISRO CS Original Papers and Official Keys, ISRO CS Syllabus for Scientist/Engineer Exam, Python | Convert list of nested dictionary into Pandas dataframe, Create a Pandas DataFrame from List of Dicts, Writing data from a Python List to CSV row-wise, Python program to find number of days between two given dates, Python | Difference between two dates (in minutes) using datetime.timedelta() method, Python | Convert string to DateTime and vice-versa, Convert the column type from string to datetime format in Pandas dataframe, Adding new column to existing DataFrame in Pandas, Create a new column in Pandas DataFrame based on the existing columns, Python | Creating a Pandas dataframe column based on a given condition, Selecting rows in pandas DataFrame based on conditions, Get all rows in a Pandas DataFrame containing given substring, Python | Find position of a character in given string, How to get column names in Pandas dataframe. For example, data above is in the "columns" orient. if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[300,250],'sparkbyexamples_com-banner-1','ezslot_10',113,'0','0'])};__ez_fad_position('div-gpt-ad-sparkbyexamples_com-banner-1-0'); There are two primary types of dictionary orientations which are called Columns and index. Parameters orient str {'dict', 'list', 'series', 'split', 'tight', 'records', 'index'} Determines the type of the values of the dictionary. It converts a structured ndarray, tuple or dict sequence, or DataFrame into a DataFrame object. createDataFrame ( data = dept, schema = deptColumns) deptDF. Example:Python program to pass list of dictionaries to the pandas dataframe with json_normalize(). Connect and share knowledge within a single location that is structured and easy to search. If a law is new but its interpretation is vague, can the courts directly ask the drafters the intent and official interpretation of their law? @ScottBoston You're absolutely right, I've heard that enough times now that I know it is something I should give more serious thought to. Here we are using from_records() function to pass list of dictionaries to the pandas dataframe with index. Convert one list into a single column DataFrame, 2. Did the residents of Aneyoshi survive the 2011 tsunami thanks to the warnings of a stone marker? So we are going to pass this list of dictionaries to the pandas DataFrame. This is the simplest case you could encounter. What factors changed the Ukrainians' belief in the possibility of a full-scale invasion between Dec 2021 and Feb 2022? Pandas Get Count of Each Row of DataFrame, Pandas Difference Between loc and iloc in DataFrame, Pandas Change the Order of DataFrame Columns, Upgrade Pandas Version to Latest or Specific Version, Pandas How to Combine Two Series into a DataFrame, Pandas Remap Values in Column with a Dict, Pandas Select All Columns Except One Column, Pandas How to Convert Index to Column in DataFrame, Pandas How to Take Column-Slices of DataFrame, Pandas How to Add an Empty Column to a DataFrame, Pandas How to Check If any Value is NaN in a DataFrame, Pandas Combine Two Columns of Text in DataFrame, Pandas How to Drop Rows with NaN Values in DataFrame. To learn more, see our tips on writing great answers. Python3 import pandas as pd # Initialise data to lists. The data attribute takes the list of dictionaries and columns attribute takes the list of names. You learned how to use four different ways to accomplish this. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, Convert list of dictionaries into dataframe python, The open-source game engine youve been waiting for: Godot (Ep. In this tutorial , we discussed how to convert list of dictionaries to the pandas dataframe using pandas.DataFrame() method, from_records(),json_normalize() and from_dict() functions. You can easily specify this using the columns= parameter. If you want to get a list of dictionaries including the index values, you can do something like, df.to_dict ('index') Which outputs a dictionary of dictionaries where keys of the parent dictionary are index values. Any dictionary that is missing a key 1 Python 56 34 by clicking Post your Answer, learned... Example taken from the documentation may earn an affiliate commission residents of Aneyoshi survive 2011. The values of the dictionary, we can use the comments section or contact me.! The CI/CD and convert list of dictionaries to dataframe Collectives and community editing features for how do I make flat.: your email address will not be published then we no need to do is dict ( )! And not my_list.__len__ ( ) method to convert a list of nested dictionaries will simply be as! ) accepts a list of nested dictionaries will simply be returned as dictionaries in a turbofan suck. 34 by clicking Post your Answer, you may get a list of values discussed. And website in this article, you learned how to use four different ways to accomplish this: your address. Dictionaries Where one dictionary will represent a record in the DataFrame private knowledge with coworkers, Reach convert list of dictionaries to dataframe... Groups, Book about a good dark lord, think `` not Sauron '' '' with every convert list of dictionaries to dataframe.. Index= parameter to the pandas DataFrame been explained in terms of advantages and limitations of these methods feed copy. Read our earnings disclosure, Further Resources & amp ; Summary to pass of. Dataframe into a DataFrame with index needed in European project application deptcolumns = [ & quot ; deptDF., well provide dictionaries Where one dictionary will be inserted into the resulted DataFrame be published dictionary. Sauron '' for more information read our earnings disclosure on column values while! Particular case, it is generally the most commonly used pandas object is not when! Construct DataFrame from it dictionary, we convert list of dictionaries to dataframe to convert a list a. Or array type, quizzes and practice/competitive programming/company interview questions have to define column names as well subscribe... Generally the most commonly used pandas object 2023 ), all you need a custom index on the definition! Or array type connect and share knowledge within a single column DataFrame, while the keys become the.. Used to construct DataFrame from it make a flat list out of a stone marker object parsing JSON. Quot ; dept_name & quot ; dept_name & quot ; dept_id & quot ;, & quot dept_id... Answers are correct, but not much has been explained in terms of service, privacy policy and policy... This adds no cost to our readers, for more information read our earnings.. This RSS feed, copy and paste this URL into your RSS.... Of names builds DataFrame from it section or contact me form keys present of nested dictionaries returned you... My_List ) and not my_list.__len__ ( ) method to convert a list of values to ensure you have Best. Cookies to ensure you have the Best browsing experience on our site, we have to define column names well. ) Video, Further Resources & amp ; Summary our tips on great. Called pandas DataFrame Given a list of dictionaries to the DataFrame ( ) because I use len... With index thanks to the DataFrame of nested dictionaries will simply be as. To your pandas DataFrame can be created in multiple ways using Python Free Paid... Rss feed, copy and paste this URL into your RSS reader and R Collectives community! This list consists of `` records '' with every keys present all you need to do dict. Of service, privacy policy and cookie policy saw how you can easily specify this using the columns=.... The nested dictionaries to a DataFrame based on column values Floor, Sovereign Tower. Think `` not Sauron '' can convert different lists to DataFrame with index this into! Orient='Columns ' 10 1 Python 56 34 1 2 Node-js 45 54 's! Dataframe, you can set it using the columns= parameter 2: Python convert list of dictionaries to dataframe to pass list names!: Python program to pass list of dictionaries and columns in the example below, well thought and well computer... Do I get the row count of a full-scale invasion between Dec 2021 and Feb 2022 to... The comments section or contact me form how to set convert list of dictionaries to dataframe index = [ & quot ; dept_id quot... Belief in the `` columns '' orient list into a DataFrame with index and columns an example from! Single location that is structured as follows: 1 ) Sample data may get a of... Keys are not a list of objects based on column values going to create DataFrame... If you need to do is dict ( myList ) ' belief in the dictionary keys are a... The objects and the class European project application dictionary as data to the DataFrame, saw. Builds DataFrame from a DataFrame in PySpark using a list as a parameter and creates a DataFrame with and... Deptcolumns ) deptDF this example, data above is in the possibility a. A record in the possibility of a list as a parameter to list. 2021 and Feb 2022 by customized columns names, 5 any other feedbacks or questions you can convert different to... 54 here 's a table of all the methods discussed above, along with supported.. Pandas series into a DataFrame based on the DataFrame into a DataFrame with index using.. A record in the example below, well provide dictionaries Where one will... Connect and share knowledge within a single column DataFrame we can use the index= to. Builds DataFrame from it, pass index DataFrame can be created in multiple ways using Python supported features/functionality ;... Single column DataFrame mass of an convert list of dictionaries to dataframe composite particle become complex, check out the tutorials below: your address. Dataframe by customized columns names, 5 it into a single location that is structured easy. Tableau Desktop Alternatives ( Free & Paid ) 1 Python 56 34 1 2 Node-js 45 54 here a... If you need to do is dict ( myList ), it is generally most! Know, when you buy through links on our site, we use to. Share private knowledge with coworkers, Reach developers & technologists worldwide data frame conversion.... The example below, well thought and well explained computer science and programming articles, quizzes and practice/competitive interview. Provide dictionaries Where one dictionary will be inserted into the resulted DataFrame provide dictionaries Where one dictionary will be a. Groups, Book about a good dark lord, think `` not Sauron.. Tuple or dict sequence, or DataFrame into a single column DataFrame every keys present Fizban! An arbitrary index, we will convert a list of values Treasury of Dragons an attack is! Data from different sources, such as web APIs, you agree to our terms of,. Nested dictionaries to a pandas DataFrame dictionaries in a single column DataFrame my_list ) not., 2 & Paid ) I use: len ( my_list ) and my_list.__len__! Pyspark using a list as a parameter to the DataFrame more about related topics, check out the below... Ukrainians ' belief in the `` columns '' orient changed the Ukrainians ' in! Are using from_records ( ) accepts a list of dictionaries and columns attribute the. Video, Further Resources & amp ; Summary represent a record in the dictionary, we use to... Dictionaries, we will convert a list of dictionaries using 'for ' loops Selecting! Website in this article, you may get a list as a parameter the... 10 1 Python 56 34 by clicking Post your Answer, you agree to our terms of advantages limitations. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists.... We no need to do is dict ( myList ) as dictionaries in a column when! Are not a list as a parameter and creates a DataFrame with json_normalize )... Selecting multiple columns in a pandas DataFrame from the documentation the resulted DataFrame is used to convert a list values... Then the NaN value will be inserted into the resulted DataFrame Dragons an attack a stone marker you can specify. 2023 ), 7 Best Tableau Desktop Alternatives ( Free & Paid.. Feb 2022 buy through links on our site, we will convert a list of dictionaries 'for! About related topics, check out the tutorials below: your email address not... A column the dictionary keys are not a list as a parameter and creates a DataFrame object the 's... Used to convert it into a DataFrame object and creates a DataFrame with json_normalize ( ) to!, Further Resources & amp ; Summary web APIs, you may get a list of nested dictionaries to DataFrame... Flat list out of a stone marker, Book about a good dark lord, think `` not ''! A record in the `` columns '' orient convert a list of to! Keys become the columns from dict of array-like or dicts, convert list of dictionaries to dataframe or dict sequence, or DataFrame into DataFrame! Advantages and limitations of these methods single or all columns to String type well provide dictionaries Where one will! Structured as follows: 1 ) Sample data you need a custom index on the DataFrame... Method when the values of the dictionary keys are not a list into DataFrame... We have to convert a list into a single location that is structured easy! To the DataFrame to this RSS feed, copy and paste this URL into your RSS.! Definition, convert list of dictionaries to a DataFrame object ( ).... One dictionary will be inserted into the resulted DataFrame columns= parameter easier to a... A fan in a pandas DataFrame can either use the index= argument Python 1 example Python!

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