power bi summarize columns from two tables

Why don't we get infinite energy from a continous emission spectrum? Relationship between tables is created via [ItemId] Your email address will not be published. South Africa contains some of the oldest archaeological and human-fossil sites in the world. Water 4. 4. expression. Congrats to Anton Ivanin on earning his AWS Certified Developer Associate certification! Lets choose Custom Calendar by Akvelon for that purpose, and begin by supplying the following field buckets of the visual: You can drop both metrics here, but how would you choose a Date column if you have two separate Date columns on two separate tables? Formulas in Power BI can be created using the DAX language. For each group of rows, Power Query will pick the most frequent instance as the "canonical" instance. It is a token of appreciation! These two formulas are quite similar - with SUMMARIZE being the older of the two that still requires the use of "Addcolumns" and a table declaration. With a single column, it would be possible to use DISTINCT or VALUES too. A table expression which is added to the filter context of all columns specified as groupBy_columnName arguments. Here are the steps to merge these tables: Click on the Data tab. E.g. I dont know if this helps but I thought I would try. For example, say you have a table containing costs over separate categories like this From the dropdown select Serial. Or alternatively, you can right click Table and select New column. When to Use Summarize vs. SummarizeColumns: The Summarize function is useful when you want to group data by one or more columns and create a summary table. This operation gives you the following table. An example could be a KPI like the customer count of a company (per product) when different products have differences in the counting logic or data tables. Add a new Products column by using the All rows operation. So basically you want to summarize this table : Let's assume the table above is called 'Data'. On the Power BI desktop application, click Home > Edit Queries Append data from all Sales tables In the Query Editor, click on Home > Append Queries > Append Queries as New Select the 3 Sales tables from Available Table (s) and Add to Tables to append One such formula is the SUMMARIZE DAX function. The similarity score is also shown in the table value next to the person column, which reflects exactly how the values were grouped and their respective similarity scores. First Table: Second Table: Appended Table: With Duplicates. The summary table is what end users would like to see from a large amount of data. I then was able to drag the fields into a table and select Latest for the date column and sum for the SalesQty column in Power BI on the Fields pane of the table visual. When a dimension-type table in your model doesn't include a single unique column, you must add a unique identifier to become the "one" side of a relationship. Conclusion. Agenda Unit 1 - Power Query Review the ETL Process Insert columns using different methods Group, Summarize, Pivot, and UnPivot data Merge and Append queries Unit 2 - Data Modeling What Data Modeling is Modeling Options Create and manage relationships Create Date table Unit 3 - DAX Introduction to DAX Calculate columns and measures Time Intelligence functions Quick Measures Unit 4 - Reports . So build up on your idea I used the summary table, which is now called "Lost_amount3", but this summarizes strange. The goal of fuzzy grouping is to do a group-by operation that uses an approximate match algorithm for text strings. Bill S ------------------------------ William Skelley 01106 You can download this Power BI SUMMARIZE Function Excel Template here , You can download this Power BI SUMMARIZE Function Template here . We can also incorporate this table into our current data model and use it for analysis. Last week, I talked about creating a rudimentary table in Power BI with the UNION and ROW functions; this week, I am going to expand on that concept using the SUMMARIZE function. Often there is a need to (distinct) count or sum values based on multiple filtered tables over a selected variable like a product type. Formulas in Power BI can be created using the DAX language.read more. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Attend online or watch the recordings of this Power BI specific conference, which includes 130+ sessions, 130+ speakers, product managers, MVPs, and experts. To pivot a column Select the column that you want to pivot. It is also used in the example 2 code. The better way to do this really is using Table 4 by adding an aggregation. The question is how to create a measure in PowerBI ( DAX) to summarize time under two or more conditions without listing all steps and IDs (for example for ID "1" step "a" occurs twice so my sum should be 1.2, step "b" 2.5 etc.). We can solve this problem in two different ways. Would anyone be able to help me with this? For example, if the first column of each table_expression has lineage to the same base column C1 in the model, the first column in the UNION result will have lineage to C1. With this new Top performer product column that contains [Record] values, you can select the expand icon, select the Product and Units fields, and then select OK. After removing your Products column and setting the data type for both newly expanded columns, your result will resemble the following image. Client Our client manufactures radio-frequency identification devices and software. Login details for this free course will be emailed to you. In this post I present two function patterns to handle most of this type of situations. Here are the steps to use columns from different tables: Create a column and make sure you are adding the column in the relevant table. Looking back at the Sales table, we do not have the total revenue broken down by Product Key, and we want to calculate that on a table. Use it, if you want to add new table. Now we can use the following formula to create a new table: Sales per Day = SUMMARIZE(Sales, 'Sales'[ProductKey],"Total Sales", [Total Sales], "Total Costs", [Total Costs] ), We now have a table that summarises the total sales by product key without using Power Query. One group and one calculated column Simple example. Find centralized, trusted content and collaborate around the technologies you use most. You can also consider using SUMMARIZECOLUMNS(), you can directly use the column names between the various tables. I've tried using the SUMMARIZE function but can't seem to get it to work? my table where the 'Infrastructuur' column is in just lists the types, the new table should 'calculate' the number of times a type of Infrastructuur is in the table. Right-click the field heading of the field you want to summarize and click Summarize. Name this column Total units. Archaeologists have recovered extensive fossil remains from a series of caves in Gauteng Province. Everybody must remember that the SUMMARIZE function groups the data in a new table. SumProduct are experts in Excel Training. Labels: Need Help Message 1 of 4 914 Views 0 The following options are available for fuzzy grouping: For this example, a transformation table will be used to demonstrate how values can be mapped. I'm having a few issues trying to create a new table that summarises data from two other tables. Making statements based on opinion; back them up with references or personal experience. but I get an error "The syntax for Item is incorrect. The following image shows the output that you expect, where the table will be grouped by the Person column. There are some differences like SUMMARIZECOLUMNS not having a row context like SUMMARIZE. Powered by Discourse, best viewed with JavaScript enabled, Summarizing data from two different table. But more on that in later blogs. A parameter means having different kinds of scenarios to look at the final outcome of any of the project. Here, we discuss using the SUMMARIZE function in Power BI to summarize a large amount of data into one table, along with examples. Welcome back to this weeks Power BI blog series. With the Group by feature, the available operations can be categorized in two ways: The following table describes each of these operations. I hope this helps. For the Level 1 Sankey, we want to call up: SUMMARIZECOLUMNS ( Raw_Risk [R-Rating], Mitigated_Risk [M-Rating], "Number of Risks", [No. Both functions remove duplicates and return a list of the possible values in the specified column. See below for more ideas. This is why I needed the Summary Table in the first place. It's best used when you need to summarize multiple columns in a table. This article will take you through this SUMMARIZE DAX function in detail with practical examples. This will generate the following table populated with all of the Product Keys in the dataset: Not so useful so far. This article has been a guide to Power BI SUMMARIZE. We are done. Now, give a name for the new column as. Type the name and location of the output table you want to create or click the browse button. And then, it changes as you go down to different regions or different states. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Duplicate rows are retained. These record values are essentially a table with just one row. You can use Append to achieve this. If this post helps, then please consider Accept it as the solution to help the other members find it more quickly. @Anonymous , You can have a common month dimension and have these together in a common visual. Thanks for help. This by itself cant be a measure as SUMMARIZE is a table function. Now Group By window will open, then select the Advanced option. Internet Sales. In power query editor, Click on Transform tab -> Group by. I'm having a few issues trying to create a new table that summarises data from two other tables. How to Get Your Question Answered Quickly. You'll use the Country and Sales Channel columns to perform the group by operation. SQL Window Function 4 Times Faster with an Index, The Cost of Relationships, Snowflake vs Star Schema, https://www.sqlbi.com/articles/introducing-summarizecolumns/, SQLBI in this post about row context and filter context, Power BI DAX How to Calculate in Row Level with Multiple Tables, Power BI DAX When to Use Measure VS Calculated Column VS Other Tools, https://drive.google.com/file/d/1rY8Azr5jljRNHTbFfqS4o7yjvWTFlN_q/view?usp=sharing, https://www.learndax.com/power-bi-sample-data-for-beginners-to-download/, How to Manage Analytics and Data Engineering Work with Azure Boards, Spark SQL vs T-SQL Date Query Differences, Data Lake VS Delta Lake Data Upsert and Partition Compaction Management, Azure Synapse Serverless SQL Optimization with Examples, The calculation is not dynamic, typically considering the most granular level of the data, The calculation formula is complex and would take a lot of memory & time with DAX. Starting from the original sample, in this example you'll a column containing the total units and two other columns that give you the name and units sold for the top-performing product, summarized at the country and sales channel level. Save my name, email, and website in this browser for the next time I comment. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. The Importance of Digitization and the Waning Importance of Place, Seattle Networking Events for Software Engineers, Watch our video that showcases the power of our technology in, Join our team in Mexico and work on cutting-edge projects with Golang! This is a short video on how to use summarizecolumns function in power bi.With the help of a simple example , i have illustrated on how to use summarize colu. Thats it for this week, come back next week for more Power BI! Once the date dimension is added, mark it as a date table on table tools.https://perytus.com/2020/05/22/create-a-basic-date-table-in-your-data-model-for-time-intelligence-calculations/. This function is not supported for use in DirectQuery mode when used in calculated . How to Get Your Question Answered Quickly. I would personally always default to DAX measures for everything, thats how I like to do things. You have seen some examples of using Summarize just for grouping, with aggregation, and also using RollUp, RollUpGroup, and IsSubTotal functions. @o59393You can add columns from multiple tables as long as you have the relationship between the tables. With Power BI, we can use visuals to get the summary table or visual, but one thing you need to learn in Power BI is DAX formulas. Therefore, we have to create a measure that will calculate the total sales for each row: For food measure lets create another for the total costs: Total Costs = SUM(Sales[TotalProductCost]). If you wish to catch up on past articles, you can find all of our past Power BI blogs here. We can head to the Modeling tab in Power BI, then click on the New Table option, viz. You are free to use this image on your website, templates, etc., Please provide us with an attribution linkHow to Provide Attribution?Article Link to be HyperlinkedFor eg:Source: Power BI SUMMARIZE (wallstreetmojo.com). I have a table where ALL the incidents are registered and categorized based on 'Soort Schade' and a few extra colums. For example, it cannot be used within a measure in . Help me understand the context behind the "It's okay to be white" question in a recent Rasmussen Poll, and what if anything might these results show? DAX MEASURE can also be used only in the final calculation logic, for example with dividing it is possible to calculate the divided figure and the divider separately without DAX MEASURE and do the DIVIDE with DAX MEASURE. Client Microsoft-one of the biggest computer software and consumer electronics company in the world. Calculations are more like documented and tested processes with multiple steps and joins. If the 'Data' table comes from a DAX query, then it won't be available in Power Query and you need to use a DAX method: Use this DAX queryto createyour desired table ('Modeling' tab and then 'New Table' in Power BI Desktop): if your 'Data' table is available in Power Query, you can use a the 'Group by' feature and chose count rows in the 'operation' section. However, the VALUES function can also return a blank value.SUMMARIZE with a single column will give the same result with the same performance as DISTINCT, so no blanks. How can I summarize into one table columns from different tables? it looks like i need to change my question a bit because i wasn't clear. Using the parameter slicer in Power BI, you can view different results at different inputs. Find out more about the February 2023 update. Message 3 of 21 . What Does SUMMARIZE Function Do in Power BI? The only difference is that this time, in the Group by dialog box, you select the Use fuzzy grouping check box. Next click on Add Grouping. Taking a Look at Akvelons 5 Most Popular Custom Power BI Visuals, Case Study: Microsoft Power BI Custom Visuals, Case Study: IoT Enterprise Web Application, Case Study: Data Analysis System for Entertainment Company, Case Study: Power BI Custom Visuals for Technology Platform, Transforming BI Dashboards into Sports Intelligence Dashboards, A Hierarchy Chart Custom Visual for Power BI, Visualize Your Data Set in the Power BI Custom Calendar, Akvelon enables non-Python apps to integrate machine learning models with MLEM. Each [Table] value contains all the rows that were grouped by the Country and Sales Channel columns from your original table. The values present in the filter table are used to filter before cross-join/auto-exist is performed. In the Get & Transform Data group, click on 'Get Data'. Enter the formula Table.Max([Products], "Units" ) under Custom column formula. This function, simply . I also was able to do the same by creating a measure for the latest date and sum of SalesQTY, SumSalesQty = sum(Sales[SaleQty]) We're. * Please provide your correct email id. Power BI tutorial for beginners on how to calculate a measure value between two dates using DAX Time Intelligence dax function on a Date Column. Thatcombining two tables can be easily achieved using DAX, please refer to below formulas to create new tables: If you have any other question, please feel free to ask. It's important that the transformation table has a the same columns and column names as shown above (they have to be "From" and "To"), otherwise Power Query will not recognize these. This makes the use of SUMMARIZECOLUMNS not possible at all in the case of the code example 1, and in the code example 2 in the case of showing data in a categorical graph or a table. Note:We can also download Power BI SUMMARIZED function file from the link below and view the final output. Find out more about the February 2023 update. The same result is displayed in the visual Using Measures for Sum SalesQty and Date. In this example, the Ignore case option was enabled, so the values in the From column of the Transformation table are used to look for the text string without considering the case of the string. 03 GROUPBY 02 SUMMARIZE 01 SUMMARIZECOLUMNS (Table manipulation functions ) SUMMARIZECOLUMNS Returns a summary table. Change the name of the column to SumOfValue, by default it is count. SUMMARIZE as a variable in a measure cannot be used as a base tableIf one builds a table expression in a measure with a variable, like with SUMMARIZE in the code examples of this post, one cannot use this table expression variable like a physical base table later in the measure. But what else can we do? Select Copy > Copy selection. The SUMMARIZE function allows you to create a customised table directly in Power BI, without using Power Query. You can use SUMMARIZE in the innermost group, but you have to use GROUPBY in order to access to columns calculated in an inner grouping . The source table also contains a location field since the various SKUs can be stored in multiple places. What is summarize function in DAXCreate a calculated table in DAX, Create a virtual table in DAX and Apply aggregation on top of that., how to find Sum of Ma. If multiple instances occur with the same frequency, Power Query will pick the first one. Group by Date, Operation Sum and Column is Euro. SUMMARIZECOLUMNS - grouping in data model (DAX - Power Pivot, Power BI) This is about the SUMMARIZECOLUMNS function. I would like to combine them into one table and summarize the cost per day. Select Append as new Queries, Append Table B on the Table A and then You can do GROUPBY. rev2023.3.1.43266. Find out more about the February 2023 update. But for me its important to create a measure, because I will do further calculations with this data. Here even DAX CALCULATED COLUMNS and tables start to be tricky in the sense of documentation and joining of the data compared to SQL. Does Cosmic Background radiation transmit heat? It is a token of appreciation! 1. I have an idea for you to try. in the example 2 code, it would NOT be possible to call the function below in the end, it will lead to an error table cannot be used because a base table is expected: Three ways to create the same table with DAXHere are three ways to create the same table with dax, with preference on alternatives table_sales_per_customer_table_with_summarizecolumns and table_sales_per_customer_table_with_addcolumns: SUMMARIZE function alternatives with a single columnIn the code examples SUMMARIZE is used. After that operation is complete, notice how the Products column has [Table] values inside each cell. Furthermore, typically SQL or Power Query is relatively static and easy syntax to write compared to DAX which allows more dynamic end results and is likely to be harder to maintain or reverse engineer in the future. For example, the first record in table 1's ID is 1 and there are 3 records with Summar. The result of that formula creates a new column with [Record] values. To do the fuzzy grouping, you perform the same steps previously described in this article. I would like to create one summarized tabel with columns: [ItemId] , SUM(SalesQty), LastDate(SalesDate). Merging queries. Here Items - lookup tabel and Sale - fact tabel. Using Python libraries such as Pandas, NumPy performed manipulations such as sorting rows, Subsetting, and adding new columns. What is the ideal amount of fat and carbs one should ingest for building muscle? We can use the following formula to create a table: Product Keys = SUMMARIZE(Sales, 'Sales'[ProductKey]). You can choose to use different types of joins, depending on the output you want. If it does not help, please provide more . Sometimes in power bi we just want to create a table with specific columns and. I've tried using the SUMMARIZE function but can't seem to get it to work? The SUMMARIZE function uses the following syntax to operate: SUMMARIZE ( <table>, <groupBy_columnName> [, <groupBy_columnName> ] [, <name>, <expression> ]) where: <table> is a DAX expression that returns with a table of data That combining two tables can be easily achieved using DAX, please refer to below formulas to create new tables: Table1 = UNION (TableA,TableB) TableC = SUMMARIZE (Table1,Table1 [Date],"Costs",SUM (Table1 [Costs])) If you have any other question, please feel free to ask. Example 1The basic function pattern is DAX CALCULATETABLE with SUMMARIZE. Example measures are created under the customer table in the example file. Upgrade to Microsoft Edge to take advantage of the latest features, security updates, and technical support. A merge queries operation joins two existing tables together based on matching values from one or multiple columns. Try to have Jahr and Monat as real columns in the Date table and use them in the table visual and in the SUMMARIZE . I have two tablesin my data model that contain marketing costs for our organisation. With Power BI, we can use visuals to get the summary table or visual, but one thing you need to learn in Power BI is DAX formulasPower BI Is DAX FormulasIn Power Bi, DAX stands for Data Analysis and Expression and is a functional language that represents all of the functions in Excel and Power BI. There are some differences like SUMMARIZECOLUMNS not having a row context like SUMMARIZE. The result is as follows: SUMMARIZE created a table containing only one column, this column contains unique values. Content and collaborate around the technologies you use most group, click on the output that expect!, email, and website in this article has been a guide Power. These record values are essentially a power bi summarize columns from two tables expression which is added to the filter context of all columns specified groupBy_columnName. 2 code SUMMARIZECOLUMNS Returns a summary table # x27 ; m having a few extra colums view the outcome... Match algorithm for text strings SUMMARIZECOLUMNS Returns a summary table is what end would. Keys in the group by dialog box, you perform the group by operation can & # x27 ; Anton! Filter table are used to filter before cross-join/auto-exist is performed, privacy policy and cookie policy after that operation complete. Now group by feature, the first record in table 1 & # x27 ; get data & # ;. Existing tables together based on opinion ; back them up with references personal... Use them in the SUMMARIZE function but can & # x27 ; get data & # x27 ; seem... Summarize and click SUMMARIZE adding an aggregation function allows you to create a measure, i. Filter before cross-join/auto-exist is performed company in the filter context of all columns specified as groupBy_columnName.. Then click on the data in a table power bi summarize columns from two tables just one row notice how Products! Created via [ ItemId ], Sum ( SalesQty ), LastDate ( ). Columns and grouped by the Country and Sales Channel columns from Your original table:. A customised table directly in Power BI, then click on & # x27 ; best! The name of the oldest archaeological and human-fossil sites in the first record in table &... The rows that were power bi summarize columns from two tables by the Person column DISTINCT or values too a! Is why i needed the summary table you need to SUMMARIZE this table: Product Keys = (... I present two function patterns to handle most of this type of situations generate the following table each. The latest features, security updates, and adding new columns table containing only one column, column! Then please consider Accept it as a Date table and select new as! This week, come back next week for more Power BI can be categorized two! This function is not supported for use in DirectQuery mode when used in the of. I comment a summary table is what end users would like to create a table with specific and... To have Jahr and Monat as real columns in the dataset: not so useful so.. Solve this problem in two ways: the following formula to create table... Common month dimension and have these together in a table containing only one column, it changes you! Items - lookup tabel and Sale - fact tabel table and use them in the Date table and use for! Problem in two different table this will generate the following table describes of! Of data filter before cross-join/auto-exist is performed measure in the dataset: not so so. Emission spectrum my data model and use it, if you wish to catch up on articles! First one sometimes in Power BI can be created using power bi summarize columns from two tables DAX.. To power bi summarize columns from two tables things cross-join/auto-exist is performed: Product Keys = SUMMARIZE ( Sales, 'Sales ' ProductKey! Solution to help the other members find it more quickly the filter table are to... ) SUMMARIZECOLUMNS Returns a summary table in the group by Date, operation Sum and column is.. Created a table with just one row used within a measure, because i will do calculations. Columns and contains some of the latest features, security updates, and support... Differences like SUMMARIZECOLUMNS not having a row context like SUMMARIZE values present in the get & amp ; data! Feature, the available operations can be created using the all rows operation trying to create a function. Certified Developer Associate certification for analysis DAX language.read more Power Query editor, click on data!, come back next week for more Power BI SUMMARIZED function file from the dropdown Serial... Describes each of these operations is DAX CALCULATETABLE with SUMMARIZE grouping is to this! Is to do this really is using table 4 by adding an aggregation, LastDate ( SalesDate.! Summarize into one table columns from Your original table, trusted content and collaborate around the you! 'Soort Schade ' and a few issues trying to create or click browse! To SQL tables is created via [ ItemId ], `` Units '' under! Model ( DAX - Power pivot, Power Query editor, click on & # x27 ; SUMMARIZE one. Shows the output table you want to create a table containing costs over separate categories like this from link... With the group by feature, the available operations can be created using the DAX language can use..., it changes as you go down to different regions or different states archaeologists have recovered extensive remains! With just one row and Date Date table on table tools.https: //perytus.com/2020/05/22/create-a-basic-date-table-in-your-data-model-for-time-intelligence-calculations/ by adding aggregation! Two different table i would personally always default to DAX measures for Sum SalesQty and Date to BI. The final output function file from the dropdown select Serial add a table. Like SUMMARIZE SUMMARIZE this table: Let 's assume the table visual and in specified. Is incorrect example 1The basic function pattern is DAX CALCULATETABLE with SUMMARIZE and Date final outcome of any the... Article has been a guide to Power BI language.read more Sales Channel from. Contains all the incidents are registered and categorized based on opinion ; them. Select the Advanced option DAX language.read more can use the following formula to create new! One table and select new column with [ record ] values inside each.. & # x27 ; recovered extensive fossil remains from a continous emission?. Dimension is added, mark it as the `` canonical '' instance you 'll use the column between... Do the fuzzy grouping is to do this really is using table 4 by an... Browser for the next time i comment Microsoft Edge to take advantage of the biggest computer software consumer... List of the Product Keys in the example file patterns to handle most of type. Table is what end users would like to see from a series caves! Do the fuzzy power bi summarize columns from two tables, you perform the group by dialog box, you can view different results different... Different tables return a list of the field you want to create one SUMMARIZED tabel with columns: ItemId. Skus can be categorized in two ways: the following table describes each of these.! Is why power bi summarize columns from two tables needed the summary table is what end users would to! `` the syntax for Item is incorrect image shows the output you want provide more m. A guide to Power BI, without using Power Query will pick the frequent. Will open, then click on the output that you want to pivot function the! Different results at different inputs is performed ID is 1 and there are some like... ( ), LastDate ( SalesDate ) to this weeks Power BI, you find... Any of the data compared to SQL function file from the link below and view the final of. Different regions or different states by Discourse, best viewed with JavaScript enabled, data! Be able to help me with this data from the link below and the... Other members find it more quickly values are essentially a table with just one row of latest! In table 1 & # x27 ; s best used when you need to change my question a because. Can have a table where all the rows that were grouped by the Country Sales! Country and Sales Channel columns from multiple tables as long as you go down to regions. Helps but i thought i would personally always default to DAX measures for Sum SalesQty and Date using. Calculations are more like documented and tested processes with multiple steps and joins our organisation grouping box... 'M having a row context like SUMMARIZE this type of situations a series of caves in Province! # x27 ; ve tried using the parameter slicer in Power BI SUMMARIZE in ways! Skus can be categorized in two different table field heading of the output you want DAX measures for SalesQty. Function file from the link below and view the final output current data model and use it for.! This browser for the next time i comment the cost per day column select use. The sense of documentation and joining of the latest features, security updates, and adding new columns states... For this free course will be grouped by the Country and Sales Channel columns from different?! File from the link below and view the final output adding new columns but ca n't seem to it. The various tables week for more Power BI SUMMARIZE week, come back next week for more Power BI you. Are 3 records with Summar to SUMMARIZE multiple columns column names between the various SKUs can be in. Is DAX CALCULATETABLE with SUMMARIZE if you wish to catch up on articles... Will not be used within a measure, because i was n't clear 2 code DAX Power! Devices and software 02 SUMMARIZE 01 SUMMARIZECOLUMNS ( ), LastDate ( SalesDate ) have recovered fossil. Grouping, you can view different results at different inputs costs for our organisation and view the final of! Table function patterns to handle most of this type of situations week more. Can have a table where all the rows that were grouped by the Person column together based on matching from!

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power bi summarize columns from two tables

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