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Find and remove duplicates - Excel

Quickly and easily remove duplicates in Excel. First, we need to identify if there are duplicates within a spreadsheet. In a small spreadsheet, they may be easily identifiable. In larger spreadsheets it may be difficult to identify without a little help. Here's how to find them. Open your spreadsheet on the page you need to sort Remove Duplicates Using the Excel Countif Function. Warning: This method will only work if the contents of your cells are less than 256 characters in length, as Excel functions cannot handle text strings that are longer than this. Step 1: Highlight the Duplicates This has been a guide to Excel column Remove Duplicates. Here we discuss how to remove duplicates in excel column Methods 1) Remove Duplicate from data Tool and 2) Advanced Filter 3) Conditional Formatting along with excel example and downloadable excel templates. You may also look at these useful excel tools - VBA Remove Duplicates

Option 1 - Remove Duplicates in Excel. If you are using Microsoft Office Suite you will have a bit of an advantage because there is a built in feature for finding and deleting duplicates. Begin by selecting the cells you want to target for your search If you want to delete entire rows based on duplicate values in the specified column, but combine values in other columns based on the duplicates, or just remain the calculation results of summing/ averaging/counting, etc.) in other columns, you can try Kutools for Excel's Advanced Combine Rows utility.. Kutools for Excel - Includes more than 300 handy tools for Excel In Excel, the Remove Duplicates function can help users to quickly remove all duplicate values from a list. But in some times, you may only want to find and identify the duplicate values without removing them as below screenshot shown, how can you quickly handle it Duplicate values in a dataset can cause headaches if you do not know how to deal with them. In this guide, we're going to show you how to find duplicates in Excel and also go over how you can remove or consolidate them using a few examples

How to Remove Duplicates in Excel - Easy Excel Tutoria

  1. Remove Duplicates in List through Formula. How to extract unique values through Excel formula? To count the unique values from a list, we use the IF function along with the COUNTIF function in Microsoft Excel 2010. IF:-The IF condition allows you to check for multiple conditions in a cell
  2. You cannot remove duplicate information when the range has an outline. To remove duplicates, clear the outline and. Skip to main content. Microsoft. Community. Community. For detailed explanation on Outline in Excel 2007 and for the steps on how to remove it, click here
  3. This tells Excel to filter out duplicates while retaining unique entries. Click OK to remove duplicates. After you've followed this process, you can click the OK button to get rid of the duplicates. The document then contains duplicate data except for the ones which have been removed
  4. Microsoft Excel's Conditional Formatting feature shows you exactly where duplicates are, while the Remove Duplicates feature will delete them for you. Viewing and deleting duplicates ensures that your data and presentation are as accurate as possible
  5. Result. Excel highlights the duplicate names. Note: select Unique from the first drop-down list to highlight the unique names. As you can see, Excel highlights duplicates (Juliet, Delta), triplicates (Sierra), quadruplicates (if we have any), etc. Execute the following steps to highlight triplicates only
  6. Excel for Office 365 Excel 2019, Excel 2016, Excel 2013, Excel 2010, Excel 2007 | How to remove duplicates in excel. Steps to find duplicate value using condition formatting in Excel. Step 1: Select the range of cells you wish to test. Step 2: On the Home tab, click Conditional Formatting, Highlight Cells Rules, and Duplicate Values
  7. This page describes how to remove duplicate rows in Excel, using three different methods. If you want to remove duplicate cells (rather than entire rows of data), you may find the Remove Duplicate Cells page more straightforward.. In order to illustrate how to remove duplicate rows in an Excel spreadsheet, we will use the example spreadsheet below, which has data spanning three columns

Range.RemoveDuplicates method (Excel) 05/11/2019; 2 minutes to read; In this article. Removes duplicate values from a range of values. Syntax. expression.RemoveDuplicates (Columns, Header) expression A variable that represents a Range object. Parameter Removing duplicates is a very important part of any kind of data analysis. And your duplicate occurring can be quite different from others. In this article, I will discuss how to use Excel to remove duplicate rows based on two columns. I will show several methods so that you can choose best one for you Remove Duplicates in excel is used for removing the duplicate cells of one or multiple columns. This is very easy to implement. To remove duplicates from any column first select the column/s from where we need to remove duplicate values, then from the Data menu tab,.

I frequently use the remove duplicate function to do a quick count of unique numbers, and to make sure all expected numbers are present. I then undo the remove duplicates to put the data back where was. This has always worked in the past, but today after I hit undo, my rows are mixed. I have trie.. VBA code to Remove Duplicates in a Range in Excel Example Macros to delete duplicate records in Range of worksheet in MS Excel 2003, 2007, 2010, 2013

How to Remove Duplicates in Excel . We shall use the same example as above for learning removal of duplicates. To remove the duplicates, select a random cell and select the option of Remove Duplicates from the data tab in the ribbon. You can also use the shortcut ALT + A + The built-in Remove Duplicate tool available in Excel 2016, Excel 2013 and 2010 cannot handle this scenario because it cannot compare data between 2 columns. Furthermore, it can only remove dupes, no other choice such as highlighting or coloring is available, alas :-( Excel has a built-in feature called Remove Duplicates that does most of the work for this task. We can select a range or Table, then press the Remove Duplicates button on the Data tab of the Ribbon. Keyboard shortcut: Alt+A+M. This brings up the Remove Duplicates window where we can select which column(s) we want Excel to remove duplicates from Duplicates aren't bad, but you may need to know how many times a value is repeated or how many unique values are in a data range. Here's how to tackle these tasks in Excel

How to Remove Duplicate Rows in Excel In this video, I'll show you how you can identify and delete duplicate rows in Excel. To do that just follow the steps. Remove duplicates (plus related row items) from array As OP wanted a VBA solution close to RemoveDuplicates , I demonstrate an array approach using a dictionary to get not the unique items per se ( dict.keys ), but the related row indices of first occurrencies ( dict.items ) In a large Microsoft Excel Worksheet, sometimes you may require to find and remove all the Duplicates Records in a range of data. In Excel, you can accomplis.. Find Duplicate Files with Duplicate Search plus Deduplication. Try for Free Now

Explanation. Remove Duplicates is a popular Excel tool that lets the user remove duplicates from a column or a set of columns. When applied on a range with more than one column, the Remove Duplicates tool will remove the entire row of the duplicate value 1. Using 'Remove duplicates' option. The Microsoft Excel software has a pre-installed option of 'Remove Duplicates'. This option is present under the 'Data' tab. By clicking this header, you will further see the 'Remove Duplicates' option. After clicking the Remove Duplicates option, the duplicate rows will be. In MS Excel, you will also get the built-in feature to remove duplicate values from rows and columns, which you can use to remove duplicate values from any Excel Sheet. Step 1: First of all, you have to select of all the data that you can want to use to remove duplicate values Delete/Remove Duplicates in Excel. To remove the duplicates from the range of cells first select the range having the duplicates. Under Data tab in the Data Tools group click on Remove Duplicates. Remove Duplicates dialog box will pop up which will show the columns which should be considered while deleting the duplicates

5 Effortless tricks to handle Duplicates in excel [Bonus tip]

Filter for unique values or remove duplicate values - Excel

To remove duplicate rows we can use the standard Excel functionality Remove duplicates. We can remove or replace duplicates in one column or in several columns. This step by step tutorial will assist all levels of Excel users in learning how to remove duplicate rows.. Remove Duplicate Rows One Colum How to Find and Remove Duplicates in Excel (or Merge them). Written by co-founder Kasper Langmann, Microsoft Office Specialist.. As an Excel spreadsheet grows, you start finding a host of new issues to deal with. Especially if it gets updated regularly, and even more so if it gets updated by multiple people

7 Ways To Find And Remove Duplicate Values In Microsoft Excel

  1. Microsoft has made it quicker to remove duplicate rows in Excel 2010, all it takes now is two simple steps. The best part is that you don't need to select any specific row before removing the duplicate rows, the build-in Remove Duplicate feature takes care of it
  2. Remove Duplicates in Excel Not Working as Expected I have large dataset (around 65 rows and 8000 columns) that I'm trying to de-duplicate. The remove duplicates button seems to only work on a single column at a time
  3. Consequently, I have reason to use the Remove Duplicates feature that was introduced in Excel 2007. Using Dates with the Remove Duplicates Feature. I have two columns of data with Date in column A and Weight in column B. I want to remove all duplicate Weights but have to be careful because it makes a difference how the dates are sorted
  4. If that excel contains duplicate values, we might not want to use Excel functionalities for it. Our script should be capable of handling such duplicate data and remove per our requirements such as remove all duplicates, remove all but the last duplicate, remove all but first duplicate
  5. If you want to remove duplicates in Excel, form your data, you can do this easily in Excel. Read on this tutorial to know how to find and remove duplicate values from your data in Excel. Method 1 Removing duplicates. Double click your Excel Document: Open your computer device and double click your Excel Document, you will be navigated to the.
  6. How to Remove Duplicates. Sometimes we want to remove the duplicate values from a range. Fortunately, MS Excel has a feature to do exactly that, remove duplicate values in a range according to the values in one or several columns. Consider the values in the following sheet (I have already highlighted the duplicate values for convenience)

Excel has an in-built feature to remove duplicates from a list but what if you want to delete both items if they are duplicated or more than two? Remove Duplicates. Remove Duplicates is tucked away on the Data tab, Data Tools | Remove Duplicates. It will ensure that an Excel list/table has only unique values for the column selected Use conditional formatting, standard Excel functions, or a special add-in to find and delete duplicates in Excel worksheets See also: How to identify duplica.. VBA Remove Duplicates. Excel has a feature which is used for removing the duplicate values from the selected cells, rows or table. What if this process we automate in VBA? Yes, the process of removing the duplicate can be automated in VBA in a form of Macro Sometimes we want to remove those duplicates, and we created an article on removing duplicates in Excel to teach how to do that. However, sometimes we don't want to change the data, but we do want to know, for example, how many times a particular value is duplicated in our data set Remove Duplicates function is introduced form MS Excel 2007, You can use RemoveDuplicates method to remove the duplicate records in Excel 2007 and higher. If you are using Excel 2003, you can use different approaches to remove the duplicates, see the last example for removing duplicates in Excel 2003. VBA code to Remove Duplicate Row

2 Easy Ways to Remove Duplicates in Excel (with Pictures)

I have some issues to remove in an excel sheets my duplicates from a single Column (the first one). When i use the RemoveDuplicates function , Remove duplicate values within dynamic ranges identified by text strings. 0. Excel: VBA create worksheets without duplicates. 0 How to find duplicates in excel using Vlookup Step 1: Ensure that MS Excel is among the installed programs on your computer. In most cases if you try to open an excel document yet there is not at least one version of MS Excel available will make it impossible to effect the vlookup manipulations that are to be performed in this context Extract without duplicates. In Excel, it has always been possible to extract without duplicates from a list with the menu Data > Remove Duplicates in the ribbon.. However, if the data is updated, you have to redo the manipulation again and agai In Excel 2003 and earlier versions, you can use an Advanced Filter to remove duplicates. In Excel 2007, there's a new command on the Ribbon to make it easier to remove duplicates from a list. Be careful with the Excel 2007 Remove Duplicates feature though - it really removes the duplicates. If you use an Continue reading Remove Duplicates in Excel 200

Remove Duplicates From Arrays. If you need to remove duplicate values from an array, of course you can output your array into Excel, use the RemoveDuplicates method, and re-import the array Excel displays the Remove Duplicates dialog box. Click the Select All button to indicate you want to search for rows that are completely identical across all columns. Step 4. Click OK to remove the duplicates. Excel displays a message indicating how many unique rows remain How to Remove Duplicate Entries in Excel. By Bryan Clark 30 September 2017. Shares. For a small spreadsheet, finding and removing duplicates is as easy as selecting and deleting each additional entry Once Excel has removed duplicate entries, you will see a Message, informing you about the number of duplicate entries found and removed by the Remove Duplicates tool. As you will agree, this method is quicker and lot better than painfully searching for duplicate entries and removing them manually How to Remove Duplicates in One Cell in Excel . scott @ March 13, 2019 Excel Examples, Excel VBA. This post will guide you how to remove duplicate characters from a text string in one cell in Excel. How do I remove duplicate words from a cell with a User Defined Function in Excel 2013/2016

How to Quickly Remove Duplicates in Excel - Tech Junki

Remove Duplicates in Excel - Excel Function

Remove Duplicates from Excel Column (Using Top 3 Methods

Anda bisa menggunakan Tools Remove Duplicate pada Excel untuk menghapus data yang sama pada file Excel. Tools ini sangat memudahkan pekerjaan jika Anda memiliki jumlah data dalam baris yang sangat banyak. Jika Anda hanya ingin memberikan tanda (menyoroti) nilai duplicate di Excel, Silahkan kunjungi Artikel Find Duplicate.. Setidaknya ada 3 cara menghapus data duplikat di Excel This Excel VBA procedure will remove all of the duplicate values in multiple columns. Since Excel 2010 we have been able to remove the duplicates in a column. With the assistance of VBA we can automate this task to remove all of the duplicates in all of the columns or you can choose which columns to remove the duplicate values from Like the Remove Duplicates feature in Excel, Power Query also can be used to remove duplicates from a data set.. But, why should we use Power Query to get rid of the Duplicates? Here is why . . . Following is a sample sales data containing duplicate records (The records with arrows against them) Remove Duplicates in Excel. Having answered the question of How to Find Duplicates in Excel, but what you often want to do is How to Delete Duplicates in Excel. So lets now tackle the issue of How to Remove Duplicates in Excel. Similarly as with Finding Duplicates, there several ways to go around Removing Duplicates: 1

For 3 and 4 you need to rearrange the data to remove the items you don't want counted and or classify the tasks into open/closed. In the attached file I've done this with Power Query. Note: with 3, it's not clear what 'Type' you could retain after removing duplicates that were open Step 3: Remove duplicates from Pandas DataFrame. To remove duplicates from the DataFrame, you may use the following syntax that you saw at the beginning of this guide: pd.DataFrame.drop_duplicates(df) Let's say that you want to remove the duplicates across the two columns of Color and Shape From 2007 version onward, Excel is supporting more than a million rows in each worksheet. One of the common problems with huge data is Duplicates and the bigger problem is to identify and remove these duplicates. In this article, we will be sharing 4 ways to delete duplicate records from your data

And the Remove Duplicates Warning dialog will appear. #4 select the Continue with the current selection option in the Remove Duplicates Warning dialog box. And click Remove Duplicates button. And the Remove Duplicates dialog will open. #5 click Ok button. You should see that all duplicate values found and removed This tutorial will teach you how to remove duplicates from an Array in VBA. Remove Duplicates. The easiest way to remove duplicates from a VBA Array is to assign the array values to a VBA Collection and then pass the values back to an Array. Collections don't allow duplicate values and thus using a Collection, we can remove duplicates from an.

How to Remove Duplicate Rows in Excel

You can also access the Remove Duplicates button within the Table Tools - Design Ribbon tab if you are working with an Excel Table object. Method 2: Using VBA Coding The following VBA code shows how you can programmatically delete duplicate rows within your selected cell range without having to manually covert the range into a table Remove Duplicates in Excel This tutorial shows how to remove duplicates in Excel. An important trick to save tons of time when working with huge data. Description of Example We have a simple table of population for each city. It can be noticed that there are duplicate data for the city of London in this table

Remove duplicates will display a list of column headers below, with buttons at the top to quickly uncheck and check all columns. In a table with headers, the header checkbox will also be checked. In this case, with both City and State checked, Excel will remove rows where both the city and state are the same Luckily, Excel has built-in functions to help you find and remove duplicate records. Unfortunately, there are a few caveats to using these functions, so be careful or you may unknowingly delete records you didn't intend to remove. Also, both the methods below instantly remove duplicates without letting you see what was removed

Remove Duplicates in Excel (Methods, Examples) | How To

There are two main ways for you to find out whether there are duplicate values in your Excel. The first and most direct is the functionality to remove duplicates, which after use, removes the entire line where the duplicate value was found. Another option is conditional formatting with color highlighting for duplicate values Of course there's a Remove Duplicates option that Excel provides but that only facilitates bulk removal of duplicates from specific columns or rows and doesn't let you have a lot of control on. Bottom. You can verify it by ordering the numbers. 1 2 3 1 2 If it removes from bottom, the list would be 1 2 3 If it removes from top, the list would be 3 1 We can Remove Duplicates in Excel using Excel built in tool. We can also Remove using Remove Duplicate command in the Data Tab or using Formula. Let us see the verity of examples to know how to remove duplicates in Excel. We use the built in tools provided in Microsoft Office Excel to eliminate duplicate

How to delete rows based on duplicates in one column in Excel

All of your duplicates should now be deleted from your table. Note: The Remove Duplicates function will remove every instance of the information starting with the 2nd. Excel will automatically remove all identical rows (blue) except for the first identical row found (in yellow). Another Option: Advanced Filtering. Another option for filtering. Remove Duplicates option of Excel removes rows which have EXACTLY SAME data in all columns. Therefore, there is no need to look at those rows and check what is being deleted. What most of us want is to check for duplication based upon some specific columns

Find and remove duplicates in Excel – Duplicate Remover

Below are 5 steps to removing duplicate values in Excel: Select the range of cells, or make sure that the active cell is in a table. On the Data tab, in the Data Tools group, click Remove Duplicates. Do one or more of the following: Under Columns, select one or more columns. To quickly select all columns, click Select All After clicking on Remove Duplicates, Excel will open a new window with a list of check boxes; make no changes for our simple example. 4. Review the Results. Once you press OK, Excel will remove the duplicates in the table and provide feedback on what was removed. When working with any dataset, I urge you to review the results Remove duplicates from Excel where all values are identical The most frequent use of the function to eliminate duplicates is probably the need to free the table from completely identical entries. For the Microsoft application, this means, therefore, that you should look for the rows that have exactly the same value in each column

Those who have the latest versions of Excel even experience more improved features. Today, this article is going to explain or offer a description of how to remove duplicates from rows using a given column. Steps on how to remove duplicate rows based on one column in excel. Step 1: Select the range of cells that you want to remove duplicates from Excel will only remove exact duplicates. In this example, the second Square is misspelled as Squarre, so after duplicates are removed, both spellings of Square remain. 6

How to remove duplicates that are case sensitive in Excel?

To remove duplicate values in excel, follow these steps: In excel, select the range of cells you want to check. Or make sure the active cell is in a table. Now click on the Data tab. In the Data Tools group of the Data tab, click on Remove Duplicates It does require the use of a helper column, but you can always hide that. So far, I have tested this solution and it continues to update the values in my duplicates list. Remove Duplicates or Create a List of Unique Records using Excel Formul

How to Remove Duplicates in Excel

Remove duplicates in Excel Table or Delete all rows in Excel table. ‎08-01-2019 08:19 PM. Hi, I have a flow set up to combine the data from tables in 6 separate excel workbooks into one 'master' table in another workbook The Opposite of Remove Duplicates to the extent that I've accurately followed the task--that it could be facilitated by the appropriation of a few select Excel functions. So here are a couple starter thoughts. Feel free to come back with more questions or clarification The duplicate values could be all over your Excel Table and sometimes it takes valuable time trying to locate those duplicates and then deleting them. Not to worry, Remove Duplicates to the rescue! STEP 1: Click inside your Excel Table and select Table Tools > Design > Remove Duplicates. STEP 2: This will bring up the Remove Duplicates dialogue. How to Remove Duplicates in Exact Column in Excel. To start with, select the area in which you want Excel to find and remove duplicates. In this case, we'll select the whole table. Click on the Data tab, go to Data Tools, and choose the option Remove Duplicates Got a big file in excel and lots of mistakes, duplicates or triplicates entries? well, its not a headache anymore. In this step by step guide, we will show you how to find duplicates (or triplicates) in MS Excel and remove or replace them easily

How to Remove Duplicates in Excel in Mac OS X? | i Helper

Remove duplicates is a basic task when you want to analyse your data. In Excel, you can do that with a tool in the ribbon or by formulas In Excel 2007, the Remove Duplicates tool was introduced, and I wrote about that a few years ago. It's a quicker way to strip duplicates out of a list, but it works on the original list - it doesn't create a separate list of unique items. The tool still works the same way, in Excel 2013, and I've finally made a video to show how it works Duplicate values within an Excel dataset might be useful at times. But they can also ruin calculations. In fact, for some numeric duplicate entries, Excel might generate wrong results. How To Remove Duplicates In Excel. If you are worried about duplicate values jeopardizing your Excel file, you have come to the right place

How to find duplicate values without removing them in Excel

Remove duplicated tags and categories in a WordPress blog; There are other ways to remove duplicates in Excel (or even in Google Sheets), one of these ways implies to create a Filter. But for the scope of this article we have seen how to remove duplicates in a simple way using the built-in Excel feature Use Excel's Built-in Remove Duplicates Feature. Scenario: We would like to mail a print postcard to the members of our email mailing list, but have discovered that some have signed up more than once with different email addresses. This means we would send multiple postcards to the same address I know the remove duplicates from excel would do that, but in my case values on Col B could be the same for multiple items on Col A. For ex. there could be item 5420-B with 4.50 value on B. Thanks! Register To Reply. 03-21-2015, 10:38 AM #4. AlKey. View Profile View Forum Posts Forum Guru Join Date 07. Google Sheets lets you remove duplicates from your document with three methods ranging from a simple integrated function to a custom script. While it's not as apparent as in Excel, Sheets offers a more diverse way to remove duplicates in your spreadsheet.. Update: You can now do this with the built-in Remove Duplicates tool in Google Sheets

How to find duplicates in Excel and remove or consolidate the

To remove duplicates using the Advanced Filter: Select the column(s) to be filtered (column A in the example spreadsheet above); (Alternatively, if you select any cell within the current data set, Excel will automatically select the entire range of data when you activate the advanced filter) If you're using Excel 2007 or 2010, there's a built-in feature that easily removes duplicate data and duplicate records (rows). Using the simple sheet shown below, let's remove the duplicate. In Excel, I can sort a table of data and then use Remove Duplicates and it will retain the first row with a unique value, honoring the sorted order. When I attempt this in Power Query, Remove Duplicates (Table.Distinct) retains the first row with a unique value based on SOURCE order, disregarding any sorting I have previously performed on the data - Place an excel file with a macro in it which removes duplicates from the sheet data. This macro is a short one and going to be of 3 lines of code including the function start and end. - Copy the Original collection to an Excel in one shot - Run the macro on that sheet using the 'Run macro' action of Blue Pris

Remove Duplicates in List through Formula - Excel Ti

Duplicates in Excel can be a problem especially when you are needing a unique list of values. When you are working with large data sets finding duplicates becomes increasingly a problem. Fortunately Excel has some really neat tools to find these duplicates and remove them, this article will go through what to do to find and remove these. Objective. To remove duplicate rows using VBA Excel. Approach. In this VBA Excel automation, we shall remove duplicate rows from excel worksheet. We have defined a range where we have duplicate records, and then we have used RemoveDuplicates method to find unique records.We have chosen all 3 columns (1,2,3) in RemoveDuplicates method. We can also select one or more columns to remove duplicates Excel 2016: Excel 2013 & 2010: STEP 3: This will open up the Power Query Editor. Go to Home > Remove Rows > Remove Duplicates . STEP 4: Click Close & Load from the Home tab and this will open up a brand new worksheet in your Excel workbook with the cleaned table. You now have your new table with the duplicate rows removed! HELPFUL RESOURCE

Removing Duplicates - Range has an Outline - Microsoft

The Excel team recently announced new dynamic array formulas, which can create unique lists, sort and filter with a simple formula. These new formulas are being rolled out to Office 365 subscribers over the next few months. However, not everybody has the subscription and will upgrade when it is sensible for their business, often combining it with a hardware refresh In this post, we'll explore a method for generating a drop-down that contains a unique list of choices derived from a table column with duplicate values. Objective Before we get started on the mechanics, let's take a look at what we are trying to achieve. We have a data table that is exported from ou If you come across situations where Excel is not recognizing duplicates you may need to investigate further to see what is happening. As a rule, if Excel says it is not a duplicate, then it is not a duplicate. Just because you think it is does not mean you are correct. View our course on cleaning data and finding duplicates with Excel

Removing Duplicates in Excel 2007 and 2010. In Excel 2007 Microsoft introduced a dedicated tool for removing duplicates, cunningly called the Remove Duplicates tool. Using this tool is relatively simple but is still worth a look at how it works. In the diagram below is a short list of films Remove Duplicates from Array with VBA Scripting Dictionary Function RemoveDupesDict ( MyArray As Variant ) As Variant 'DESCRIPTION: Removes duplicates from your array using the dictionary method. 'NOTES: (1.a) You must add a reference to the Microsoft Scripting Runtime library via ' the Tools > References menu. ' (1.b) This is necessary because I use Early Binding in this function How to find and remove duplicates Excel. The first thing to do is to identify the repeated data in your project. Do you know how to check for duplicates in Excel? There are several techniques you can apply to solve this in either single, multiple columns or the entire row of data

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