convert string to datetime python pandas

Why does the Angel of the Lord say: you have not withheld your son from me in Genesis? Both arguments are required and must be strings. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, I'm using python 3.4 but am having trouble reproducing your problem. 542), How Intuit democratizes AI development across teams through reusability, We've added a "Necessary cookies only" option to the cookie consent popup. When I tried the conversions you suggested, I find the dtype has changed to, Yeah, just tried it again. Step 1: Convert string to date with pd.to_datetime () The first and the most common example is to convert a time pattern to a datetime in Pandas. The pd.to_datetime(dt) method is used to convert the string datetime into a datetime object using pandas in python. The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. When and how was it discovered that Jupiter and Saturn are made out of gas? Let us see how to convert a string to datetime with milliseconds in python. Designed by Colorlib. strptime (date_string, format) The datetime.strptime() method returns a datetime object that matches the date_string parsed by the format. WebHow to convert string to datetime format in pandas python? How to convert I_DATE from string to datetime format & specify the format of input string. I use Pandas to read in the *.csv file as a Pandas dataframe. Use to_datetime. To get the output as datetime object print(Datetime: , dt_object), to get minute object print(Minute: , dt_object.minute), to get hour object print(Hour: , dt_object.hour) and, to get second object print(Second: , dt_object.second). Python/Pandas convert string to time only. This did not work for me. See all possible format combinations at https://strftime.org/. Here, we will import pandas as pd. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Applications of super-mathematics to non-super mathematics. Python/Pandas convert string to time only. To get the output as time in UTC format print(utc_date_time), and it will return date and time. Example: Convert DateTime to String in Pandas df['I_DATE'] = pd.to_datetime(df['I_DATE'], format='%d-%m-%Y %I:%M:%S %p') Hi this will cause the dtype to be object and not datime. In order to be able to work with it, we are required to convert the dates into the datetime format. 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Detecting an "invalid date" Date instance in JavaScript, How to iterate over rows in a DataFrame in Pandas. Output:As shown in the image, the Data Type of Date column was object but after using to_datetime(), it got converted into a date time object. How does a fan in a turbofan engine suck air in? How to Convert a List to a Tuple in Python. 1 Code used to produce the timeit test plot. Per @ALollz's comment, you can specify the format to improve performance: You just need to specify the format parameter to '%d/%m/%Y' to explicitly tell the date format as commented. To get the final result print(dt) is used. Use the to_datetime function, specifying a format to match your data. strptime () is available in DateTime and time modules and is used for Date-Time Conversion. Connect and share knowledge within a single location that is structured and easy to search. WebHow to convert string to datetime format in pandas python? I would like to convert this column to datetime datatype BUT I only want the time part - I don't want the year, month, date. Internal facts about current world time zones are provided by this module. To convert string column to DateTime in Pandas and Python we can use: Let's check the most popular cases of conversion of string to dates in Pandas like: Suppose we have DataFrame with Unix timestamp column as follows: The first and the most common example is to convert a time pattern to a datetime in Pandas. Okay, I added another way to create the dataframe and the problem. How to Convert DateTime to String in Pandas (With Examples) You can use the following basic syntax to convert a column from DateTime to string in pandas: df ['column_name'].dt.strftime('%Y-%m-%d') The following example shows how to use this syntax in practice. rev2023.3.1.43269. Also, how to filter rows based on a range of dates in pandas? This function changes the given string of To learn more, see our tips on writing great answers. Connect and share knowledge within a single location that is structured and easy to search. To get the output as datetime with milliseconds print(dt). You apparently got representation of python structure or in other words saved result of printing structure rather than structure itself. Code #1 : Convert Pandas dataframe column type from string to datetime format using pd.to_datetime () function. print(type(df_launath['date'].iloc[0])) yields For example, here is a simple dataset about 3 different dates (with a format of yyyymmdd), when a store might be opened or closed: import datetime as dt df ['Date'] = pd.to_datetime (df ['Date'].apply (lambda x: dt.strptime (x, '%b-%Y'))) Note : the reason you still need to use pd.to_datetime is because the datetime's and pandas' date-data type are different : datetime.strptime returns a datetime object cf the documentation. You may refer to the following source for the different formats that you may apply. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. For example, here is a simple dataset about 3 different dates (with a format of yyyymmdd), when a store might be opened or closed: Asking for help, clarification, or responding to other answers. To filter a datetime using a range, you can use query: or use between to create a mask and filter. DataScientYst - Data Science Simplified 2023, OutOfBoundsDatetime: Out of bounds nanosecond timestamp - Pandas and pd.to_datetime, Pandas Most Typical Errors and Solutions for Beginners. Can I use this tire + rim combination : CONTINENTAL GRAND PRIX 5000 (28mm) + GT540 (24mm). How to just put Hours Minutes and seconds in data frame instead of Year , months and days? How to iterate over rows in a DataFrame in Pandas. This function changes the given string of datetime into the desired format. This method is smart enough to change different formats of the String date column to date. Lets say that the dates are now formatted as ddmmyyyy: In that case, youll need to apply the format below (for reference, check the following table to identify the correct format that you should apply): As before, your strings will now get converted to datetime: What if your dates have a ddmmmyyyy format (e.g., 05Mar2021)? The dt = datetime.datetime.now() is used to get the present time. Use astype(). What you see in the column ("2019-01-01") is a representation of the datetime object. Example: import pandas as pd dt = ['21-12-2020 8:40:00 Am'] print (pd.to_datetime (dt)) print (dt) To get the output as datetime object print (pd.to_datetime (dt)) is used. Datetime is located in what looks like an array of mixed time offsets, with utc=False. In this example, I have imported a module called datetime. How to extract the coefficients from a long exponential expression? Thanks for contributing an answer to Stack Overflow! Also, by using infer_datetime_format=True , it will automatically detect the format and convert the mentioned column to DateTime. Find centralized, trusted content and collaborate around the technologies you use most. The datetime string is passed without format. To get the output print(UTC :, time) is used. To get the output we will print((datetime.datetime.now())). Step 1: Convert string to date with pd.to_datetime () The first and the most common example is to convert a time pattern to a datetime in Pandas. Applications of super-mathematics to non-super mathematics. Use to_datetime. arg: An integer, string, float, list or dict object to convert in to Date time object.dayfirst: Boolean value, places day first if True.yearfirst: Boolean value, places year first if True.utc: Boolean value, Returns time in UTC if True.format: String input to tell position of day, month and year. How to increase the number of CPUs in my computer? Pandas has 2 built-in methods astype() and to_datetime() that can be used to convert numbers to datetime. The object to convert to a datetime. If need custom format use Series.dt.strftime, but datetimes format is lost and get strings (objects): If for some reason pd.to_datetime doesnt parse dates directly (happened to me once where the date format of data was YYYYMMDD with no separators at all) you can get away by using datetime.strptime first, in your case : Note : the reason you still need to use pd.to_datetime is because the datetime's and pandas' date-data type are different : datetime.strptime returns a datetime object cf the documentation, pandas.to_datetime returns a Timestamp or datetime64 cf pandas' documentation. The object to convert to a datetime. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, If the hint given in this answer doesn't work, try, This doesn't work for this specific use case. is there a chinese version of ex. 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It is similar to the to_datetime() function, the only difference is that it converts the argument to timedelta. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Example: Convert DateTime to String in Pandas to_datetime ( df ["InsertedDate"]) print( df) print ( df. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. This function changes the given string of WebHow to convert string to datetime format in pandas python? You can refer to the below screenshot for the output: Read How to Convert Python DataFrame to JSON. The arguments date_string and format should be of string type. What would happen if an airplane climbed beyond its preset cruise altitude that the pilot set in the pressurization system? however it results in a Python warning of The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes. Does Cosmic Background radiation transmit heat? To subscribe to this RSS feed, copy and paste this URL into your RSS reader. pandas.to_datetime(arg, errors=raise, dayfirst=False, yearfirst=False, utc=None, box=True, format=None, exact=True, unit=None, infer_datetime_format=False, origin=unix, cache=False). You can refer to the below screenshot for the output. If a DataFrame is provided, the method expects minimally the Launching the CI/CD and R Collectives and community editing features for How to plot my pandas dataframe in matplotlib, How to convert date format QQ-YYYY to a datetime object, Convert a string to date Format: DD-MMM-YYYY to date time in Python, How to convert dates to get only the numeric year. How can I change a sentence based upon input to a command? WebUse the pandas to_datetime function to parse the column as DateTime. N.B. Syntax of Pandas to_datetime But since in the Time column, a date isnt specified and hence Pandas will put Todays date automatically in that case. Updated on December 14, 2022, Simple and reliable cloud website hosting, "A time.struct_time object that uses the format provided:", # default format - "%a %b %d %H:%M:%S %Y", "A time.struct_time object that uses the default format:", New! Python strftime() function is present in datetime and time modules to create a string representation based on the specified format string. I would guess this is due to some chaining indexing. Could very old employee stock options still be accessible and viable? Strange though because again then doing something like. How do I select rows from a DataFrame based on column values? Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you. Thanks. The below shows that both str and string will work as the argument. The realquestion here is, why do you need to have a datetime object? import pandas as pd raw_data['Mycol'] = pd.to_datetime(raw_data['Mycol'], infer_datetime_format=True) Where can I find documentation on formatting a date in JavaScript? This is not legal JSON, observe that single quotes are used, whilst RFC7159 stipulates double quotes ("), also datetime.datetime is not valid literal under rules shown in linked document. Converting a String to a datetime object using datetime.strptime() The syntax for the datetime.strptime() method is: datetime. Or set dayfirst to True. # Use pandas.to_datetime () to convert string to datetime format df ["InsertedDate"] = pd. datetime.now(timezone(UTC)) is used to get the present time with timezone. All valid format options can be found at https://strftime.org/. Would the reflected sun's radiation melt ice in LEO? Why was the nose gear of Concorde located so far aft? In this example, I have imported a module called datetime and assigned an input string as a date and the strptime string is used to get the time in the format. In the below screenshot, you can see the output in which the time is in the form of seconds. Does With(NoLock) help with query performance? See all possible format combinations at https://strftime.org/. If you got this warning, then that means your dataframe was probably created by filtering another dataframe. WebConvert argument to datetime. Below screenshot shows the output: Here, we can see how to converting a string to datetime iso format in python. 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Method 1: Program to convert string to DateTime using datetime.strptime () function. WebConvert argument to datetime. Also, by using infer_datetime_format=True , it will automatically detect the format and convert the mentioned column to DateTime. Example: import pandas as pd dt = ['21-12-2020 8:40:00 Am'] print (pd.to_datetime (dt)) print (dt) To get the output as datetime object print (pd.to_datetime (dt)) is used. Python3 import pandas as pd df = pd.DataFrame ( {'Date': ['11/8/2011', '04/23/2008', '10/2/2019'], Does Cast a Spell make you a spellcaster? Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. By using DataScientYst - Data Science Simplified, you agree to our Cookie Policy. Python/Pandas convert string to time only. Method 1: Program to convert string to DateTime using datetime.strptime () function. When a csv file is imported and a Data Frame is made, the Date time objects in the file are read as a string object rather a Date Time object and Hence its very tough to perform operations like Time difference on a string rather a Date Time object. N.B. In order to be able to work with it, we are required to convert the dates into the datetime format. I have a column in my dataframe called 'date' as below: Is there a way to convert this into datetime format so the default format is DD/MM/YYYY where DD is always 01. eg. I have the following Pandas dataframe in Python 2.7. import pandas as pd trial_num = [1,2,3,4,5] sail_rem_time = ['11:33:11','16:29:05','09:37:56','21:43:31','17:42:06'] dfc = pd.DataFrame (zip (* [trial_num,sail_rem_time]),columns= ['Temp_Reading','Time_of_Sail']) print dfc. Not the answer you're looking for? In order to solve it we can use errors='ignore'. Just like we convert object data type to float or int. The pd.to_datetime (dt) method is used to convert the string datetime into a datetime object using pandas in python. import pandas as pd data = pd.read_csv ("todatetime.csv") data ["Date"]= pd.to_datetime (data ["Date"]) data.info () data Output: Has the term "coup" been used for changes in the legal system made by the parliament? Can I use this tire + rim combination : CONTINENTAL GRAND PRIX 5000 (28mm) + GT540 (24mm). The parsing of dates in any string format is supported by the dateutil module. 542), How Intuit democratizes AI development across teams through reusability, We've added a "Necessary cookies only" option to the cookie consent popup. Also, check out the to_timedelta() function of the Pandas package. but the problem is that the when I run print dfc.dtypes it still shows that the column Time_of_Sail is object. How to Convert DateTime to String in Pandas (With Examples) You can use the following basic syntax to convert a column from DateTime to string in pandas: df ['column_name'].dt.strftime('%Y-%m-%d') The following example shows how to use this syntax in practice. If a DataFrame is provided, the method expects minimally the WebConvert Datetime to String Using .astype () Another way to convert datetime to string is to use the .astype () method. The below shows that both str and string will work as the argument. The only parameter used is the string. Why does Jesus turn to the Father to forgive in Luke 23:34? To get the output as datetime object print(pd.to_datetime(dt)) is used. Code #1 : Convert Pandas dataframe column type from string to datetime format using pd.to_datetime () function. How can the mass of an unstable composite particle become complex? You can refer the below screenshot for the output: A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Duress at instant speed in response to Counterspell, Change color of a paragraph containing aligned equations, The number of distinct words in a sentence. For instance, to convert numbers denote second to datetime: df = pd.DataFrame({'date': [1470195805, 1480195805, 1490195805], 'value': [2, 3, 4]}) To get the output print(date) is used. Rename .gz files according to names in separate txt-file. pandas.to_datetime () method is used to change String/Object time to date type (datetime64 [ns]). Example #1: String to Date In the following example, a csv file is read and the date column of Data frame is converted into Date Time object from a string object. Let us see, how to convert a string into datetime object in python. In this example, I have imported a module called a parser. Has Microsoft lowered its Windows 11 eligibility criteria? For example, here is a simple dataset about 3 different dates (with a format of yyyymmdd), when a store might be opened or closed: Next, create a DataFrame to capture the above data in Python. Does Cosmic Background radiation transmit heat? Also, check out the to_timedelta() function of the Pandas package. Python3 import pandas as pd df = pd.DataFrame ( {'Date': ['11/8/2011', '04/23/2008', '10/2/2019'], In this example, I have imported a module called timezone. Also, We covered these below topics: Python is one of the most popular languages in the United States of America. To do so we can use method pd.to_datetime () which will recognize the correct date in most cases: pd.to_datetime(df['date']) The result is the correct datetime values: To understand how to analyze Pandas date errors you can check this article: OutOfBoundsDatetime: Out of bounds nanosecond timestamp - Pandas and pd.to_datetime, To find more Pandas errors related to dates please check: Pandas Most Typical Errors and Solutions for Beginners. 2023 ITCodar.com. rev2023.3.1.43269. Python Programming Foundation -Self Paced Course, How to convert a Python datetime.datetime to excel serial date number. We can use library: hi-dateinfer which can be installed by: Now we can infer date or time format for Pandas column as follows: Another option is to use Python library: py-dateinfer which can be installed by: What if we need to parse dates in different languages like: In this case we can use the Python library called dateparser. The parser function will parse a string automatically in the dt variable. There is no need for a format string since the parser is able to handle it: In [51]: pd.to_datetime (df ['I_DATE']) Out [51]: 0 2012-03-28 14:15:00 1 2012-03-28 14:17:28 2 2012-03-28 14:50:50 Name: I_DATE, dtype: datetime64 [ns] I have the following Pandas dataframe in Python 2.7. import pandas as pd trial_num = [1,2,3,4,5] sail_rem_time = ['11:33:11','16:29:05','09:37:56','21:43:31','17:42:06'] dfc = pd.DataFrame (zip (* [trial_num,sail_rem_time]),columns= ['Temp_Reading','Time_of_Sail']) print dfc. Making statements based on opinion; back them up with references or personal experience. Retrieve the current price of a ERC20 token from uniswap v2 router using web3js, The number of distinct words in a sentence. Not the answer you're looking for? In that case, simply add those dashes as follows: Suppose that your strings contain both the dates and times: In that case, the format that should be specified is: Now lets say that the strings contain characters, such as the dash character (-) to separate between the date and the time: In that scenario, the format should include the dash as well: We use technologies like cookies to store and/or access device information. Options still be accessible and viable made out of gas Paced Course, how to convert the column. Use Pandas to read in the *.csv file as a Pandas dataframe column type from to. Time offsets, with utc=False the present time '' ] = pd separate! By using infer_datetime_format=True, it will automatically detect the format and convert the mentioned to. Format in Pandas the form of seconds.gz files according to names in separate.. By the dateutil module help with query performance '' ] ) print ( UTC ) ) ) is used get. Engine suck air in that matches the date_string parsed by the dateutil module this is to. The desired format you may apply use most ( pd.to_datetime ( dt ) got this,! Another way to create the dataframe and the problem with ( NoLock ) help with query performance a.! The time is in the *.csv file as a Pandas dataframe column type from to... Connect and share knowledge within a single location that is structured and easy to search format (... Column ( `` 2019-01-01 '' ) is a representation of the Lord say you! Output in which the time is in the form of seconds I rows! Into your RSS reader added another way to create a mask and filter date column datetime... This module Programming Foundation -Self Paced Course, how to convert string to datetime format specify... Will print ( ( datetime.datetime.now ( ) method returns a datetime object using Pandas in python:! Months and days the most popular languages in the pressurization system 28mm ) + GT540 ( )... Words saved result of printing structure rather than structure itself python dataframe to.. Site design / logo 2023 Stack Exchange Inc ; user contributions licensed under CC BY-SA object... Necessary for the output: read how to convert string to datetime problem is that when! The format tire + rim combination: CONTINENTAL GRAND PRIX 5000 ( 28mm ) + GT540 ( )... Is structured and easy to search engine suck air in a command: convert Pandas dataframe type! To iterate over rows in a dataframe based on a range, you agree to our cookie policy 24mm. Datetime to string in Pandas python the coefficients from a long exponential expression you to! Milliseconds in python like an array of mixed time offsets, with utc=False is supported by subscriber... To learn more, see our tips on writing great answers filtering another dataframe to float or int Course how... Uniswap v2 router using web3js, the only difference is that it converts the argument how was it discovered Jupiter... To_Timedelta convert string to datetime python pandas ) function, the only difference is that it converts the argument purpose of storing preferences are! Form of seconds format ) the syntax for the output: read how convert. In data frame instead of Year, months and days is smart to... Dataframe in Pandas to_datetime function, the only difference is that the pilot in... Use most in Genesis rows from a dataframe in Pandas python altitude that the when I run dfc.dtypes... By filtering another dataframe a sentence based upon input to a datetime object enough... In Pandas: //strftime.org/ that it converts the argument to timedelta ( ) method is used a range of in! Storing preferences that are not requested by the subscriber or user options can be used to convert string! Languages in the United States of America was the nose gear of Concorde located so far aft the source... The technologies you use most you agree to our terms of service privacy! ( UTC:, time ) is used to produce the timeit test plot can the mass of unstable. 2 built-in methods astype ( ) function GT540 ( 24mm ) located in looks! Format combinations at https: //strftime.org/ that both str and string will work as the argument function parse. Languages in the below shows that both str and string will work as argument... A dataframe based on opinion ; back them up with references or personal experience the conversions suggested... Will print ( dt ) form of seconds + GT540 ( 24mm ) when I the... String automatically in the below screenshot, you can refer to the below screenshot for the datetime.strptime ( ).. In data frame instead of Year, months and days NoLock ) help with query?! Code used to convert the dates into the desired format Concorde located so far convert string to datetime python pandas python strftime ( function. Offsets, with utc=False warning, then that means your dataframe was probably created by filtering another dataframe code to... Detect the format create the dataframe and the problem the dtype has changed to,,. Clicking Post your Answer, you agree to our cookie policy names in separate txt-file time! Can I use this tire + rim combination: CONTINENTAL GRAND PRIX 5000 ( 28mm ) GT540... Input to a datetime object using Pandas in python with references or personal.. Object that matches the date_string parsed by the format web3js, the only difference is that it the. Data frame instead of Year, months and days Program to convert the mentioned column to date languages the! To match your data, months and days convert string to datetime python pandas names in separate txt-file Simplified, you refer... Still be accessible and viable as the argument to timedelta of service privacy. Internal facts about current world time zones are provided by this module convert the dates into the desired.! This RSS feed, copy and paste this URL into your RSS reader in order be... Tuple in python ] = pd RSS feed, copy and paste this URL into your reader. And it will automatically detect the format of input string change a sentence based upon input to Tuple... And how was it discovered that Jupiter and Saturn are made out of gas string.! ) function by using infer_datetime_format=True, it will automatically detect the format of input string to subscribe to RSS. We convert object data type to float or int are required to convert string to datetime format in Pandas long. To iterate over rows in a turbofan engine suck air in in order to be able to work with,... Structure rather than structure itself ) help with query performance preferences that are not requested by subscriber.: python is one of the datetime format using pd.to_datetime ( ) used. ) to convert string to datetime with milliseconds in python to string in python! Some chaining indexing connect and share knowledge within a single location that is structured and to! Of mixed time offsets, with utc=False located in what looks like an array of mixed time offsets with! Single location that is structured and easy to search syntax for the different of... Pandas has 2 built-in methods astype ( ) method is: datetime converting a to! Format print ( ( datetime.datetime.now ( ) function it we can use query: or use to... A turbofan engine suck air in feed, copy and paste this URL into your reader! Data type to float or int these below topics: python is one of the string date column datetime! Should be of string type be able to work with it, we are required to convert the into... Following source for the output as datetime with milliseconds in python ERC20 token from uniswap v2 using. ) that can be used to get the final result print ( ( datetime.datetime.now ). It again structure itself within a single location that is structured and easy to search timeit test plot result. Data Science Simplified, you can refer to the below shows that the column ( `` ''! Terms of service, privacy policy and cookie policy to, Yeah just... Legitimate purpose of storing preferences that are not requested by the dateutil module ) syntax. Cruise altitude that the column ( `` 2019-01-01 '' ) is used to get the output gas... And seconds in data frame instead of Year, months and days Year months! It converts the argument options can be found at https: //strftime.org/ use the function! Object in python convert Pandas dataframe column type from string to datetime and the problem convert string to datetime python pandas of located. Cc BY-SA String/Object time to date the Lord say: you have not withheld your son from in... Astype ( ) function of the datetime format df [ `` InsertedDate ]! Preferences that are not requested by the dateutil module far aft convert string to datetime python pandas licensed under CC BY-SA the... To_Timedelta ( ) is a representation of python structure or in other words saved result of printing structure rather structure... Test plot in separate txt-file ; back them up with references or personal experience gear of located... ( ) function of the Lord say: you have not withheld your son from me in Genesis LEO. Altitude that the column as datetime object print ( pd.to_datetime ( ) function a string to.! Have imported a module called datetime I run print dfc.dtypes it still shows that both str and will! Below screenshot for the datetime.strptime ( ) that can be found at https: //strftime.org/ it. A fixed variable to work with it, we are required to convert string to datetime using datetime.strptime ( function. Me convert string to datetime python pandas Genesis using web3js, the number of CPUs in my?. The parsing of dates in any string format is supported by the subscriber or user, why you..., Yeah, just tried it again then that means your dataframe was probably created by filtering another.. 1 code used to convert the mentioned column to datetime combination: CONTINENTAL PRIX. 5000 ( 28mm ) + GT540 ( 24mm ) that means your dataframe probably... Milliseconds in python you use most time modules to create a string in!

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