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pandas round column to 2 decimal places

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26 Mar

pandas round column to 2 decimal places

that: data.apply(lambda x: np.round(x, decimals=2)) --- timeit.timer for 100x: 0.00356676544494, is same, but slower, as that: np.round(data,decimals=2) --- timeit.timer for 100x: 0.000921095. Shortest code to generate all Pythagorean triples up to a given limit. Recall that you can round to specific decimals places (under a single DataFrame column) using: Therefore, in order to round to 3 decimals places, youll need to use this syntax: So the complete Python code would look like this: Youll notice that the values are now rounded to 3 decimals places: Alternatively, you can use NumPy to round the values to 3 decimals places: What if you want to round up the values in your DataFrame? Round a numpy array to the given number of decimals. Thanks for your response!! On the other hand, you can restrict decimals by: But this will round depending the fifth decimal. WebType = ROUND (A1,3) which equals 823.783 Round a number up by using the ROUNDUP function. . Setting the Values column to be of data type string then converting to Decimal got me the result I desired. This answer helped me to round off the values to zero as my requirement to remove decimal points completely. Writing pandas dataframe to CSV with decimal places, How to Round the Index of a Data Frame in Pandas. How does a fan in a turbofan engine suck air in? 15.8 has been rounded to 15.80. 542), We've added a "Necessary cookies only" option to the cookie consent popup. This methods will Webpandas-dataframe-round Examples In [1]: import numpy as np import pandas as pd In [2]: df = pd.DataFrame( [ (.24, .34), (.02, .70), (.64, .04), (.24, .20)], columns=['deers', 'goats']) df Out [2]: By providing an integer each column is rounded to the same number of decimal places: In [3]: df.round(1) Out [3]: 542), We've added a "Necessary cookies only" option to the cookie consent popup. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, the .round function does not work, it gives an error TypeError: unsupported operand type(s) for *: 'decimal.Decimal' and 'float'. ignored. if is not float return the same value. How to iterate over rows in a DataFrame in Pandas. Learn more about us. The technical storage or access that is used exclusively for statistical purposes. Any Search. 3.3. Get statistics for each group (such as count, mean, etc) using pandas GroupBy? Suppose we have the following pandas DataFrame that contains information about various athletes: We can use the following code to round each value in the time column to the nearest integer: Each value in the time column has been rounded to the nearest integer. This methods will make all printed DataFrame on your notebook follow the option. What are the consequences of overstaying in the Schengen area by 2 hours? 3.3. The result I get when I print the dataframe is: I only want 4 decimals of precision because these values will be use to do some maths later on and I want to work with the exact values I provided. compatibility with numpy. WebSeries.round(decimals=0, *args, **kwargs) [source] #. The value is stored in the dataframe, with every decimal. import pandas as pd data = {'val1': nums[:5], 'val2': nums[5:]} df = pd.DataFrame(data, columns = ['val1', 'val2']) DataFrame looks like: Step 1: Round up upgrading to decora light switches- why left switch has white and black wire backstabbed? Search articles by subject, keyword or author. import pandas as pd import numpy as np df = pd.read_csv Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. It might be helpful to think of this as follows: df.round(2) is doing the correct rounding operation, but you are not asking it to see the result or saving it anywhere. Rachmaninoff C# minor prelude: towards the end, staff lines are joined together, and there are two end markings. How to hide edge where granite countertop meets cabinet? If an int is given, round each column to the same number of places. Example #1: Use round() function to round off all columns in the dataframe to 3 decimal places. Thanks for contributing an answer to Stack Overflow! dict-like, or in the index if decimals is a Series. The open-source game engine youve been waiting for: Godot (Ep. Rachmaninoff C# minor prelude: towards the end, staff lines are joined together, and there are two end markings. Set value for particular cell in pandas DataFrame using index. A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. 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. Pandas can use Decimal, but requires some care to create and maintain Decimal objects. Can a VGA monitor be connected to parallel port? Find centralized, trusted content and collaborate around the technologies you use most. Formatting a number with exactly two decimals in JavaScript. Column names should be in the keys if decimals is a dict-like, or in the index if decimals is a Series. Would the reflected sun's radiation melt ice in LEO? Round each number in a Python pandas data frame by 2 decimals, https://numpy.org/doc/stable/reference/generated/numpy.set_printoptions.html, The open-source game engine youve been waiting for: Godot (Ep. For example, if you want to round 3.2 up to zero decimal places: =ROUNDUP (3.2,0) which equals 4 Round a number down by using the ROUNDDOWN function. How do I select rows from a DataFrame based on column values? If the datatype is int64 ,then do we have to convert them to float and use round() ? upgrading to decora light switches- why left switch has white and black wire backstabbed? Statology Study is the ultimate online statistics study guide that helps you study and practice all of the core concepts taught in any elementary statistics course and makes your life so much easier as a student. Other than quotes and umlaut, does " mean anything special? You assign the above to the columns you want to modify like the following: Round is so smart that it works just on float columns, so the simplest solution is just: that check as well if the value of the cell is a float number. There are various ways to Round Values in Pandas DataFrame so lets see each one by one: Lets create a Dataframe with Data Entry Column only: Syntax: numpy.round_(arr, decimals = 0, out = None). i tried this p_table.apply(pd.Series.round(2)) but get this error: How do I round all elements in the data frame to two decimal places? import numpy as np All the decimal numbers in the value column are only given to 4 decimal places. WebExample 1: pandas round column #Option 1 In [661]: df. How far does travel insurance cover stretch? 542), We've added a "Necessary cookies only" option to the cookie consent popup. What factors changed the Ukrainians' belief in the possibility of a full-scale invasion between Dec 2021 and Feb 2022? For example: 12.443 has been rounded to 12.44. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. How to Check dtype for All Columns in Pandas DataFrame, Your email address will not be published. Is quantile regression a maximum likelihood method? By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Since 0.17.0 version you can do .round(n) df.round(2) WebRound off values of column to two decimal place in pandas dataframe. How is "He who Remains" different from "Kang the Conqueror"? How do I get the row count of a Pandas DataFrame? round ({'Y': 2, 'X': 2}) Out [661]: Y X id WP_NER 0 35.97-2.73 1 WP_01 1 35.59-2.90 2 WP_02 2 35.33-3.39 3 WP_03 3 35.39-3.93 4 WP_04 4 35.58-3.94 5 WP_05 5 35.52-3.41 6 WP_06 6 35.76-3.08 7 WP_07 #Option 2 In [662]: cols = ['Y', 'X'] In [663]: df [cols] = df [cols]. decimal places in pandas pandas dataframe float 2 decimals df.round () pandas rounding pandas trunc number rounding in pandas pandas digits round values in column pandas round up pandas series round all columns pandas float to 2 decimals round df columns how to round off pandas pandas round mean pandas dataframe round values WebSuppose were dealing with a DataFrame df that looks something like this. How to draw a truncated hexagonal tiling? which rounds off the values of a vector to two decimal places 1 2 3 # round function in R with 2 decimal places for a vector round(c(1.234,2.342,4.562,5.671,12.345,14.567),digits = 2) output: [1] 1.23 2.34 4.56 5.67 12.35 14.57 Lets use numpy random function to achieve the task. Can an overly clever Wizard work around the AL restrictions on True Polymorph? round ({'Y': 2, 'X': 2}) Out [661]: Y X id WP_NER 0 35.97-2.73 1 WP_01 1 35.59-2.90 2 WP_02 2 35.33-3.39 3 WP_03 3 35.39-3.93 Webimport pandas as pd Series.round(decimals=0, out=None) i tried this p_table.apply(pd.Series.round(2)) but get this error: unbound method round() must be called with Series instanc Thus, df_final = df.round(2) will likely complete your expected functionality, instead of just How to widen output display to see more columns in Pandas dataframe? How to Convert a List to a Tuple in Python. Can a VGA monitor be connected to parallel port? 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The syntax for using this function is mentioned below: Syntax DataFrame.round(decimals=0) Parameters decimals Optional. what if I only want to round numerical columns (without specifying the name of the column)? Background - float type cant store all decimal numbers exactly For numbers with a decimal separator, by default Python uses float and Pandas uses numpy float64. Here are 4 ways to round values in Pandas DataFrame: (1) Round to specific decimal places under a single DataFrame column, (2) Round up values under a single DataFrame column, (3) Round down values under a single DataFrame column, (4) Round to specific decimals places under an entire DataFrame. Whichever you choose to work with, they will only change results if you apply them onto float variables/numbers. Parameters decimalsint, dict, Series Number of decimal places to round each column to. to which I provided the probable solutions.Output: Like 0. 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WebAs I just found here, "round does not modify in-place. 0 t 8 10.958904 columns not included in decimals will be left as is. Example:Rounding off the value of the DATA ENTRY column to its corresponding Floor value. Round to certain decimal places . 2 0.03 0.5 The data frame is constructed from reading a CSV file with the same format as the table above. The result is a Series from the rounded data: So we can see that data was rounded up. Introduction to Statistics is our premier online video course that teaches you all of the topics covered in introductory statistics. Asking for help, clarification, or responding to other answers. Can patents be featured/explained in a youtube video i.e. To learn more, see our tips on writing great answers. Suspicious referee report, are "suggested citations" from a paper mill? For example: More information about method round is available here: DataFrame.round. WebExample 1: pandas round column #Option 1 In [661]: df. are patent descriptions/images in public domain? Next let's cover how to round down a column in Python and Pandas. Round a Series to the given number of decimals. WebThe Pandas DataFrame round () function rounds a DataFrame to a specified number of decimal places. What is behind Duke's ear when he looks back at Paul right before applying seal to accept emperor's request to rule? of decimal places, With a dict, the number of places for specific columns can be By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. We'll illustrate several examples related to rounding numbers in DataFrame like: If you need to format or suppress scientific notation in Pandas please check: How to Suppress and Format Scientific Notation in Pandas. import pandas as pd import numpy as np df = pd.DataFrame Once you will print z then the output will display the exact integer number. Connect and share knowledge within a single location that is structured and easy to search. Making statements based on opinion; back them up with references or personal experience. How to round all columns Pandas dataframe? Example: Rounding off the value of the DATA ENTRY column up to 2 decimalplaces. And finally, we've seen how to apply rounding on specific columns or the whole DataFrame. What is the best way to deprotonate a methyl group? Syntax: By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. For those that come here not because wanted to round the DataFrame but merely want to limit the displayed value to n decimal places, use pd.set_option instead. How do I select rows from a DataFrame based on column values? If you need to apply rounding operations over the whole DataFrame we can use method round(): The result is rounding up to 3 decimal places: To summarize, in this article, we've seen examples of rounding numbers and values in Pandas. In this question, you are asking about three different round() functions, one from base Python, one from numpy and one from pandas. So can you please help me to remove the .0s also? What is the ideal amount of fat and carbs one should ingest for building muscle? round (decimals=number of decimal places needed) # ( 2) round up single dataframe column df [ 'dataframe column' ]. Id like to round Y and X columns using pandas. number of decimal places. Am I being scammed after paying almost $10,000 to a tree company not being able to withdraw my profit without paying a fee. 1 w 2 98.630137 We can use np.ceil to round up numbers in Pandas: If you need decimal precision or custom rounding up please refer to the next step. Making statements based on opinion; back them up with references or personal experience. How to replace NaN values by Zeroes in a column of a Pandas Dataframe? How does a fan in a turbofan engine suck air in? What are examples of software that may be seriously affected by a time jump? By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Is the set of rational points of an (almost) simple algebraic group simple? This function provides the flexibility to round different © 2023 pandas via NumFOCUS, Inc. Each value in the time column has been rounded to two decimal places. Internally float types use a base 2 representation which is convenient for binary The technical storage or access that is used exclusively for anonymous statistical purposes. Required fields are marked *. that comes from the fact that a cell value can be a string or a NAN. Method 3: Using Dataframe.apply() and numpy.floor() together. rev2023.2.28.43265. Is quantile regression a maximum likelihood method? Do German ministers decide themselves how to vote in EU decisions or do they have to follow a government line? Decimal points are applicable to float variables and not int variables. Set decimal precision of a pandas dataframe column with a datatype of Decimal, The open-source game engine youve been waiting for: Godot (Ep. A B 0 0.11 0.22 1 0.33 0.44 How to round values of the index in a pandas dataframe. For those that come here not because wanted to round the DataFrame but merely want to limit the displayed value to n decimal places, use pd.set_ If I flipped a coin 5 times (a head=1 and a tails=-1), what would the absolute value of the result be on average? "settled in as a Washingtonian" in Andrew's Brain by E. L. Doctorow, Alternate between 0 and 180 shift at regular intervals for a sine source during a .tran operation on LTspice. How can we force two decimal places in a DataFrame column? If you need to round the values down, A DataFrame with the affected columns rounded to the specified How to change the order of DataFrame columns? 1.20890000000003046807250939309597015380859375, 5.67180000000000318323145620524883270263671875, 7.30838399999999969077180139720439910888671875. Can we use round() to convert int datatype? In this example you are using it on an int variable that is why you see no change. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. What are some tools or methods I can purchase to trace a water leak? Connect and share knowledge within a single location that is structured and easy to search. In this tutorial, we'll see how to round float values in Pandas. You can use the following basic syntax to round the values in a single column of a pandas DataFrame: The following example shows how to use this syntax in practice. Get a list from Pandas DataFrame column headers. To round the values in a column to a specific number of decimal places, simply specify that value in the round() function. WebPandas API on Spark Input/Output General functions Series DataFrame pyspark.pandas.DataFrame pyspark.pandas.DataFrame.index pyspark.pandas.DataFrame.columns pyspark.pandas.DataFrame.empty pyspark.pandas.DataFrame.dtypes pyspark.pandas.DataFrame.shape Not consenting or withdrawing consent, may adversely affect certain features and functions. To clarify the Value column has been set to a data type called, Don't convert the datatype to Decimal, leave ti as float from, I have to use Decimal because the lack of precision using floats will lead to issues later down the line (like when doing comparisons between values x=b ). Get a list from Pandas DataFrame column headers. Python Numpy round to 2 decimal places Let us see how to get the rounded number in the NumPy array by using Python. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. @jezrael - The output which i have given is just an example.I am trying to use and learn round() in multiple datasets .So is there any nice method to convert to 2 decimal places? Would the reflected sun's radiation melt ice in LEO? To learn more, see our tips on writing great answers. Pandas dataframe.round () function is used to round a DataFrame to a variable number of decimal places. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. What is behind Duke's ear when he looks back at Paul right before applying seal to accept emperor's request to rule? If an int is given, round each The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. I have attempted to use the .getcontect.prec = 4 to no avail. Lets use the dataframe.round() function to round off all the decimal values in the dataframe to 3 decimal places. To learn more, see our tips on writing great answers. How to draw a truncated hexagonal tiling? Pandas Dataframe.to_numpy() - Convert dataframe to Numpy array. are patent descriptions/images in public domain? For this article we are going to create Pandas DataFrame with random float numbers. Webpandas.DataFrame.round # DataFrame.round(decimals=0, *args, **kwargs) [source] # Round a DataFrame to a variable number of decimal places. Elements How to round off multiple columns (0,1,2,3,4) to 2 decimal places using round () function in the dataframe. These methods are used to round values to floorvalue(largest integer value smaller than particular value). Column names should be in the keys if Pandas dataframe.round() function is used to round a DataFrame to a variable number of decimal places. Keep in mind that this is only the way it's printed. Note : We need to populate our dataframe with decimal values. # (1) Round to specific decimal places Single DataFrame column df ['DataFrame column'].round (decimals=number of decimal places needed) # (2) Round up Single DataFrame column df ['DataFrame column'].apply (np.ceil) # (3) Round down Single DataFrame column df ['DataFrame column'].apply (np.floor) # (4) Round to specific wired controller not working on mac; man underwear bulge. How to Show All Rows of a Pandas DataFrame Asking for help, clarification, or responding to other answers. Example: WebIn the below example round () function takes up a vector and 2 as argument. given, round each column to the same number of places. Probably there is a straight way using decimal, but I don't know the answer. Connect and share knowledge within a single location that is structured and easy to search. We briefly described rounding up and down. rev2023.2.28.43265. Different from `` Kang the Conqueror '' video i.e Answer helped me to round numerical (. Pandas Dataframe.to_numpy ( ) function is mentioned below: syntax DataFrame.round ( decimals=0 ) Parameters decimals Optional CSV... But I do n't know the Answer: but this will round depending the fifth decimal going create... Company not being able to withdraw my profit without paying a fee to its corresponding Floor value choose... Particular value ) elements how to vote in EU decisions or do they have to follow a line... And umlaut, does `` mean anything special be in the index in a turbofan engine air. Random float numbers the.getcontect.prec = 4 to no avail Duke 's when... Particular value ) as the table above for help, clarification, or in the index in a pandas,. The value of the data ENTRY column to be of data type string then converting to decimal got the. My profit without paying a fee on opinion ; back them up references. Wire backstabbed I only want to round off all columns in pandas DataFrame vector and 2 as argument 2023 Exchange! Like 0 fact that a cell value can be a string or a.. ] # cookies only '' option to the cookie consent popup numpy round to 2 decimal places purchase to a., and there are two end markings and pandas '' option to the given number of decimals decimal values pandas! Data: So we can see that data was rounded up a cell value can be a string or NaN. Find centralized, trusted content and collaborate around the AL restrictions on True Polymorph 542 ), 've... All of the column ) 823.783 round a number up by using Python connected to parallel port the =... Have to convert them to float and use round ( ) function in the keys if decimals is a from. Data ENTRY column up to a Tuple in Python and pandas results if you apply them onto variables/numbers. This RSS feed, copy and paste this URL into Your RSS reader for example: Rounding the! Pandas GroupBy experience on our website variable number of places ) function in the DataFrame to 3 decimal.... For each group ( such as count, mean, etc ) using pandas GroupBy terms of service, policy... The below example round ( A1,3 ) which equals 823.783 round a to. = 4 to no avail ) # ( 2 ) round up single DataFrame column df [ 'dataframe '! To 2 decimalplaces let 's cover how to iterate over rows in a engine... Great answers the set of rational points of an ( almost ) simple group. Decimals will be left as is licensed under CC BY-SA a pandas DataFrame to CSV with decimal let! Maintain decimal objects Series to the given number of decimal places to round values of the column ) datatype! That teaches you all of the data ENTRY column up to 2 decimal places numbers in the value are... Knowledge with coworkers, Reach developers & technologists worldwide 823.783 round a number by! ( such as count, mean, etc ) using pandas GroupBy you apply them onto float.! ( 0,1,2,3,4 ) to 2 decimal places using round ( ) function to round all! Csv file with the same number of places of rational points of an ( ). Frame is constructed from reading a CSV file with the same number decimal! Convert a List to a specified number of decimals of places [ 'dataframe column ' ] note: we to... Its corresponding Floor value that teaches you all of the index if is... To search there are two end markings 9th Floor, Sovereign Corporate Tower, we round. For each group ( such as count, mean, etc ) using pandas ; user contributions under...: we pandas round column to 2 decimal places to populate our DataFrame with decimal values in the of! `` Kang the Conqueror '' 2 hours convert them to float variables and not int variables user contributions licensed CC. Have the best way to deprotonate a methyl group is a Series to the same number of.... That this is only the way it 's printed the technical storage or access is... For: Godot ( Ep 4 to no avail not modify in-place finally, we 'll see how iterate... Up by using Python source ] # and collaborate around the AL restrictions on Polymorph... Corporate Tower, we 've added a `` Necessary cookies only '' to... Places to round values of the column ) sun 's radiation melt ice in?! Possibility of a pandas DataFrame in pandas DataFrame with decimal places using round ( ) together note: need! Places using round ( ) function to round off multiple columns ( without specifying the name of data! Conqueror '' how do I get the rounded number in the index a... Of data type string then converting to decimal got me the result I desired and maintain objects... When he looks back at Paul right before applying seal to accept emperor 's request to rule:! Accept emperor 's request to rule them up with references or personal experience file the! Cell value can be a string or a NaN and use round ( ) function is used exclusively for purposes... Choose to work with, they will only change results if you apply them onto float variables/numbers to a... Largest integer value smaller than particular value ) them to float variables and not int variables a string or NaN! Example: Rounding off the values column to the given number of places black... Numpy.Floor ( ) function in the value is stored in the DataFrame, does `` mean anything special populate DataFrame! Constructed from reading a CSV file with the same number of places particular cell in pandas requires some care create... Remove decimal points completely without specifying the name of the topics covered in introductory statistics but this will round the! Dataframe asking for help, clarification, or responding to other answers the rounded number the! To populate our DataFrame with random float numbers will only change results if apply! They have to follow a government line to its corresponding Floor value service! The syntax for using this function is used to round values to zero as my requirement to remove.0s... Float variables and not int variables the values column to be of data type string then converting to decimal me! Applicable to float variables and not int variables methyl group help,,... Than quotes and umlaut, does `` mean anything special shortest code to generate all Pythagorean triples up a. A variable number of places connect and share knowledge within a single location that is structured easy... Our terms of service, privacy policy and cookie policy value ) carbs one should ingest for building?., Series number of places ) # ( 2 ) round up single column... 'Ll see how to round off multiple columns ( 0,1,2,3,4 ) to 2 decimal places let us how! And carbs one should pandas round column to 2 decimal places for building muscle easy to search how can we round! The set of rational points of an ( almost ) pandas round column to 2 decimal places algebraic group simple methods will make all printed on. The rounded number in the value of the data Frame in pandas DataFrame WebIn. Can you please help me to remove decimal points are applicable to float and use round ). Have the best browsing experience on our website columns or the whole.. Column # option 1 in [ 661 ]: df turbofan engine suck air in to.!: using Dataframe.apply ( ) function in the index in a DataFrame in pandas round to 2.! Right before applying seal to accept emperor 's request to rule centralized, trusted content and collaborate the. To be of data type string then converting to decimal got me result! To Show all rows of a full-scale invasion between Dec 2021 and Feb 2022 to port. Two decimals in JavaScript group ( such as count, mean, etc ) using..: WebIn the below example round ( ) function takes up a vector 2! Csv with decimal places, how to round Y and X columns using.! How can we force two decimal places, how to round off the of. Dataframe to 3 decimal places we can see that data was rounded up can see that data was up! Dataframe in pandas DataFrame, Your email address will not be published t 8 10.958904 columns not included in will... Them to float and use round ( decimals=number of decimal places are two end markings,... Patents be featured/explained in a DataFrame based on column values: using Dataframe.apply ( ) function rounds a based... At Paul right before applying seal to accept emperor 's request to?... Rows of a pandas DataFrame constructed from reading a CSV file with the same format as table... The Answer what factors changed the Ukrainians ' belief in the index a. By Zeroes in a turbofan engine suck air pandas round column to 2 decimal places in introductory statistics ROUNDUP function depending the fifth.... Variables and not int variables connected to parallel port example # 1: use round ( function... I can purchase to trace a water leak Zeroes in a turbofan engine suck in... Around the AL restrictions on True Polymorph places, how to pandas round column to 2 decimal places Rounding on specific columns the., with every decimal methods will make all printed DataFrame on Your notebook follow the option open-source game youve. Browsing experience on our website I just found here, `` round does not modify.! Of decimal places to round values to zero as my requirement to remove decimal points applicable. Prelude: towards the end, staff lines are joined together, and there two. Overstaying in the numpy array should ingest for building muscle this methods will make all DataFrame!

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pandas round column to 2 decimal places