snowflake sum multiple columns

What used to take a day now takes one hour. SUM OVER Condition from another column. Neither do I. ORDER BY multiple columns works with SELECT statement only. A window is a group of related rows. ORDINAL_POSITION. output have different column names than the input, you can include the column Snowflake database is a purely cloud-based data storage and analytics Dataware house provided as a Software-as-a-Service (SaaS). So, go ahead and place a SUM formula in F2, then drag it down across as many cells as needed: After that, you can quickly have the job done: In the above formula, sum_range is of the same size as range (1 column and 9 rows), so it works without a hitch: If the layout of your worksheet does not have room for any extra columns, then apply one of the following solutions. Instead of building formulas or performing intricate multi-step operations, start the add-in and have any text manipulation accomplished with a mouse click. Default value of the column. from highest to lowest). row, while the aggregate function returns one output row for multiple input rows: The scalar function returns one output row for each input row. If nothing is found, it returns 0. column_1, column_2, NULL AS new_column_1, --new column with VARCHAR(16777216) type. The window can be the entire table, or a subset of the rows in the table. You can replace zero with an empty value using the IF function. However, an aggregate function could return 0, an empty string, or Find all links in your document, get them verified, correct invalid ones and remove unnecessary entries with a click to keep your document neat and up to date. Cardinality Estimation . For more details, see Window Frame Syntax and Usage (in this topic). To sum multiple columns with two criteria, the . Uses different syntax than the other window functions. non-null values. Snowflake supports two types of window frames: Enables computing rolling values from the beginning of the window to the current row or from the current row to the end of the window. Though we have to update it if anything changes in the data set.Nice analysis, especially with the sumproduct and sum functions. Supports range-based cumulative window frames, but not other types of window frames. Snowflake minimizes potential overflow (due to chained multiplication) by adding the number of digits in the scale of both inputs, up to a maximum threshold of 12 digits, unless either of the inputs has I used something like this when I wanted cyclic period information that would expire after 'n' periods. I have data that I want to flatten on multiple columns. The simplest working solution that suggests itself is to create a helper column summing the numbers for each individual row, and then use that column for sum_range. Just wanted to point out that a possibly-hidden row (above or below) could have cells that each contain a simple SUMIF for their particular column. The Snowflake cloud architecture supports data ingestion from multiple sources, hence it is a common requirement to combine data from multiple columns to come up with required results. I learned new thing to solve my problem today. Given a table, monthly_sales, with the following structure, pivot around the amount column to sum the total sales per employee for the specified months: If you prefer the column names without quotes, or if you prefer that the Keep it up and shared the valuable knowledge with community. The operator supports the built-in aggregate functions AVG, If this is not what you wanted, please describe the problem in more detail. Please suggest if there is any easy method. This will produce an array of sums by row (like the helper column does in the very first example), which is then multiplied by an array of 1's and 0's: {580;545;430;615;470;750;550;620;570}*{0;1;0;0;1;0;0;1;1}. For example, your source data has a single row with values of B/aaa but your output shows values of 30, not the source values of 10, @NickW I want to group by for columns [Region, Country, State ,City , ValueX ,ValueY] and get the SUM value and I want to have that SUM value for each of the item from column "SEC" . AS. Feedback: - OR A query might have one ORDER BY clause The OVER clause specifies the window over which the function operates. For example: In these instances, the aggregate function ignores a row if any individual column is NULL. Here, SUM function work row wise and give the sum of each row like the example. You can use the DISTINCT keyword to compute the sum of unique non-null values. 40015048003 47300 40000 120000 60000 15000 0 0 0 0 0 19084 19084 19084 59358 59358 59358 59358 This comprehensive set of time-saving tools covers over 300 use cases to help you accomplish any task impeccably without errors or delays. The query then calculates the rank of each salesperson relative to other salespeople. the specified ORDER BY subclause). Feel a bit greedy to give away my personal findings, but "the time has come". Numeric values are summed into an equivalent or larger data type. so we are using the BI software Tableau and I just saw, that SELECT VIEWS are not even viewable in Tableau, so I think i have to predifne the database columns already, when i am creating them. Contact us now! Manage Settings window of rows that has already been sorted according to a useful criterion. with an OVER clause): If the OVER clause contains an ORDER BY subclause, then: A window frame is required. You described the idea very well, my comment is just for the execution. The ORDER BY sub-clause follows rules similar to those of the query ORDER BY clause, for example with respect to ASC/DESC (ascending/descending) WITH STUFF AS Clash between mismath's \C and babel with russian. What is right formula. This section describes the calculations Snowflake uses to preserve scale and precision in the numeric output generated by various arithmetic operations (multiplication, division, etc.). I thank you for reading and hope to see you on our blog next week! Run a query that uses a cumulative window frame and show the output. For clarity, Snowflake recommends avoiding implicit window frames. descriptions are used in this section: Number of digits (L) to the left of the decimal point in a numeric value. Not an aggregate function; uses scalar input from APPROX_TOP_K_ACCUMULATE or APPROX_TOP_K_COMBINE. Thank you! Is that possible using sumproduct, please? Therefore, represent the profitability of the stores (most profitable, second most profitable, third most profitable, etc.). the table name or subquery. Snowflake supports primary, foreign key (s) and unique key (s), but, does not enforce them. column_4. FROM test . function syntax. The input expressions must be numeric (fixed-point or floating point), except in the following cases: The unary operator + can take a number string, but this causes the string to be implicitly converted to its corresponding numeric value. This is helpful as it stops potential errors being returned. Hi! For example, a window might be defined based on timestamps, with all rows in the same month grouped in the same window. clause is required for window frame syntax, even though that ORDER BY clause is optional in general window A sales report that uses ranking might look similar to the following: The Examples section (in this topic) shows how to generate such a report. Because it was consolidated from a number of regional reports, there are a few records for the same product: The question is - how do you get a total of sales for a certain item? In a query, it is specified in the FROM clause after the table name or subquery. When this function is called as a window function: The keyword DISTINCT is permitted syntactically, but is ignored. For binary bitwise operations, the output has the same number of leading digits as the maximum leading digits in the input. Product. (This does not control the order of the Find centralized, trusted content and collaborate around the technologies you use most. Snowflake minimizes potential overflow in the output (due to chained division) and loss of scale by adding 6 digits to the scale of the numerator, up to a maximum threshold of 12 digits, unless the 2023 Stephen Allwright - I tried to use groupby with SUM function but this gives me a single row and I have no idea on how this value can be populated on table. Hi! As with any other window function, when a rank-related function is called, you explicitly pass it not only a row (or more precisely, 1 or more columns of a an error is raised. Syntax - SELECT column1, column2, , columnN FROM table_name [ WHERE condition ] [ORDER BY column1, column2, , columnN ASC | DESC]; Snowflake 9 mins read It is very common practice to store values in the form of an array in the databases. Window frames require that the data in the window be in a known order. Stephen Allwright. 2. For example, in the following query, COUNT returns 1, not 4, because three of the four rows contain at least one NULL For example, if you wanted to monitor your monthly sales, but also make sure you're on track to achieve your annual goal, a running total will sort you out: create a window that contains the total sales of each salesperson. TEXT 'YES' if the column may contain NULL, 'NO' otherwise. so it will sum the three values of each row and then sum the row with same id. If you don't want to use cell references in your formula, write those values directly in the formula. But, In some of my previously read articles there are no excel sheets provided for practice. Divides one numeric expression (a) by another (b). For some rank-related functions, such as RANK itself, no input argument is required. I've tried sum/sum if (honestly been working my way around the self-help guides) but I'm clueless and at best I am only able to add 2 columns together whereas I want them multiplied for a total cost. Returns the sum of non-NULL records for expr.You can use the DISTINCT keyword to compute the sum of unique non-null values. The consent submitted will only be used for data processing originating from this website. Cool Stuff In Snowflake Part 7 Creating Tables Under The Kover Of Business Intelligence. If an ORDER BY sub-clause is used inside the OVER clause, then a window frame must be used. Computes the modulo of numeric expression a per b. I use the function "Evaluate Formula" to check, it returns that the first part of the formula is causing error. The syntax for a rank-related window function is essentially the same as the syntax for other window functions. It should sum all values in Table "RegByModel", column [Jan-15] to [Mar-15], An aggregate function takes multiple rows (actually, zero, one, or more rows) as input and produces a single output. 1) Kindly add Excel practice sheet for each article. 17.6K Followers. SUM (CASE WHEN type = 'EMAIL' THEN 1 . More precisely, a window function is passed 0 or more expressions. Window frame functions allow you to perform rolling operations, such as calculating a running total or a moving average, on a subset of the rows in the window. scale. SUM over a string column results in implicit cast of . In cell B1, write The exceptions include: Because rank-related window functions are order-sensitive, the ORDER BY clause is required, not optional. Snowflake database is architecture and designed an entirely new SQL database engine to work with cloud infrastructure. A list of values for the pivot column to pivot into headings in the query results. Returns a, which will cause implicit conversion of a to a numeric value. For example, =IF(SUMIF(B2:B10, F1, C2:C10) > 0,SUMIF(B2:B10, F1, C2:C10),""). example: How to add this numbers from A1 to H1 ignoring error and text and also hidden column or to add the numbers selected cells ignoring error and text. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. The presence of NULL is also taken as a Distinct record. When passed a VARCHAR expression, this function implicitly casts the input to floating point values. names in the AS clause, as shown below: | EMPID | 'JAN' | 'FEB' | 'MAR' | 'APR' |, |-------+-------+-------+-------+-------|, | 1 | 10400 | 8000 | 11000 | 18000 |, | 2 | 39500 | 90700 | 12000 | 5300 |, ----------------+-------+-------+-------+-------+, | EMP_ID_RENAMED | JAN | FEB | MAR | APR |, |----------------+-------+-------+-------+-------|, | 1 | 10400 | 8000 | 11000 | 18000 |, | 2 | 39500 | 90700 | 12000 | 5300 |, --------+---------+----------+-------+-------+, | EMP_ID | JANUARY | FEBRUARY | MARCH | APRIL |, |--------+---------+----------+-------+-------|, | 1 | 10400 | 8000 | 11000 | 18000 |, | 2 | 39500 | 90700 | 12000 | 5300 |. I spent hours and days trying a find a solution before stumbling upon this. The formula =SUM((C2:E10)*(--(A2:A10=H1))) doesn't work with me neither by pressing ENTER or CTRL+SHIFT+ENTER. Is there a workaround for argmin/argmax aggregation in Snowflake? If you would like to change your settings or withdraw consent at any time, the link to do so is in our privacy policy accessible from our home page.. Hello! To do multiple counts in one query in Snowflake, you can combine sum() with the CASE statement: select. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Hi! This can be useful in specific scenarios (e.g. Hi! We have experienced developers team. Appreciate your help. Explore; SQL Editor Data catalog Query variables. A B C D E F If your query uses a window 35+ handy options to make your text cells perfect. For example: In these instances, the function ignores a row if any individual column is NULL. ROWS computes the result for the current row using all rows from the beginning or end of the partition to the current row (according to In the case of the RANK function, the value returned is based The column from the source table or subquery that will be aggregated. Hi! The aggregate function returns one output row for multiple input rows: Some aggregate functions ignore NULL values. =IF(COUNTIF(I5, "*mlg*"),H5/100000)COUNTIF(I5, "*grm*"),H5/1000)). Name of the column. 1 ABC ABC 10 is NULL, then the expression evaluates to NULL, and the row is ignored: Note that this behavior differs from the behavior of GROUP BY, which does not discard rows when some columns are NULL: Suppose that you own a chain of stores. -----+-----------------+-----------------+, | N1 | N2 | N1 * N2 |, |-----+-----------------+-----------------|, | 0.1 | 0.0000000000001 | 0.0000000000000 |, -----+-----------------+-----------------------+, | N1 | N2 | N1 / N2 |, |-----+-----------------+-----------------------|, | 0.1 | 0.0000000000001 | 1000000000000.0000000 |, Scale and Precision in Arithmetic Operations. The scale for the output is the largest scale of the inputs. I'm sure there is a more elegant solution than to hard code with case statements. Thanks! Aggregate functions operate on values across rows to perform mathematical calculations such as sum, average, counting, minimum/maximum values, standard The possible set of function for the aggregate function will be MAX, MIN and, AVG, COUNT, SUM: Pivot_column: It is the column for which we are doing the aggregation. Like two row have id 1 so it shows the answer of summation of those two rows with same id. calculate the sum of same id's. SELECT. Suppose you have a table of monthly sales like shown below. NULL: It is the absence of value or the . The aggregate function that will be applied on this column values. To sum cells that match multiple criteria, you normally use the SUMIFS function. Is there a chance to sum up the elements in column C in excel if the coordinates in columns A and B are repeated (at least once but maybe more)? Ingesting Data Into Snowflake (5): Snowflake Partner Connect. Cool kids don't use SUMIF (no offence) while there is more elegant and practical way to aggregate data with the arrays. (This is different from ordering the output of a query. that controls the order of rows within a window, and a separate ORDER BY clause, outside the OVER clause, that controls the output order of the (Most window functions require at least one column or expression, but a few window functions, such as some rank-related functions, do not required an explicit column or expression.) Adding multiple columns to a table in Snowflake is a common and easy task to undertake by using the alter table command, here is the simplest example of how to add multiple columns to a table: alter table table_name add new_column_1 number, new_column_2 date. I hope itll be helpful. The aggregate function for combining the grouped values from pivot_column. Return a cumulative count, sum, min, and max, for rows in the specified window Very nice; very elegant. If I compare to the example =SUMPRODUCT((C2:E10) * (A2:A10=H1)), (C2:E10) = RegByModel[[#All],[Jan-15]:[Mar-15]] >> There is 3 columns in the example, and 3 columns in my formula. If all records inside a group are NULL, the function returns NULL. Snowflake supports generating and executing dynamic queries in stored procedures. You can use the DISTINCT keyword to compute the sum of unique The first idea that comes to mind is using a SUMIF formula in its pure form: Unfortunately, this won't work. Total number of digits (P) in a numeric value, calculated as the sum of its leading digits and scale (i.e. When this function is called as a window function (i.e. For example, the first I leave the setting of array width to later part as I did not succeed at the fixed width array too. Select statements without Create Table will not work as I have to use them with Tableau so only real tables no views. expressions references a column in that row. 1 Answer. 10 CDE 10, The result of the example would be = C1+C2+C4+C6+C9+C10. Query: CREATE DATABASE geeks; Step 2: Use database Not an aggregate function; uses scalar input from HLL_ACCUMULATE or HLL_COMBINE. thanks alot for the details topics covered very briefly. The functions that support window frames utilize a modified/enhanced syntax. Note that this deviates from the ANSI standard. 500 WAIVED 120 #N/A 50. if the criteria in Table "RegByModel", column [Model Name] equals to "Calculation!G81" which is a text value. I have enjoyed every bit of it and time am using it. The window When performing multiplication: The number of leading digits in the output is the sum of the leading digits in both inputs. Not an aggregate function; uses scalar input from HLL_ACCUMULATE or HLL_COMBINE. SUM function in Snowflake - Syntax and Examples . OR Not the answer you're looking for? RANK function is unnecessary. where required on any remaining column values. This is mathematics. Snowflake Cumulative Average Examples. Snowflake minimizes potential overflow (due to chained multiplication) by adding the number of digits in the scale of both inputs, up to a maximum threshold of 12 digits, unless either of the inputs has a scale larger than 12, in which case the larger . The core concept is to multiply the elements of these two arrays: Please pay attention that the first array is two-dimensional (each column of data is separated by a comma and each row by a semicolon) and the second one is a one-dimensional vertical array (1 column of data, rows are separated by semicolons). If a is a string, but the string cannot be converted to a numeric value, an error is returned. Some window functions prohibit an ORDER BY clause. Hello! Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, Please can you explain the logic you are using to produce the required output? If no window frame is specified explicitly, then the ORDER BY implies a cumulative window frame: RANGE BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW. Adding columns in Snowflake data is very easy and it can help you track your data. See also MOD. the input contained zero rows, the output is NULL. A function can be both a rank-related function and a window-frame function. Next, we'll write a Snowflake common table expression (CTE) and use a window function to keep track of the cumulative sum/running total: select to_date(start_date) as day, count(1) from sessions group by to_date(start_date); with data as ( select to_date(start_date) as day, count(1) as number_of_sessions from sessions group by to_date(start . utilize precision and scale. Collaborate; Shared queries Search Version history. Thanks for contributing an answer to Stack Overflow! ROWS is inclusive and is always relative to the current row. In Excel 2019 and older, remember to press Ctrl + Shift + Enter to make it an CSE array formula. you can use OVER without Contents: Sample Select statement Select with distinct on two columns Select with distinct on three columns Select with distinct on all columns of the first query turning off parallel processing). window passed to the function. Continue with Recommended Cookies. I hope itll be helpful. The information you provided is not enough to understand your case and give you any advice, sorry. value in the selected columns: Create a table and populate it with values: Similarly, if SUM is called with an expression that references two or more columns, and if one or more of those columns Some of our partners may process your data as a part of their legitimate business interest without asking for consent. Here we used "GROUP BY ID" so SUM function will work on the id and calculate the sum of same id's. Like here are two rows for id 1 . entire query.) Felipe Hoffa. implied window frames is at Window Frame Usage Notes.). Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. For rank-related functions (FIRST_VALUE, LAST_VALUE, In this example, we will use window function such as AVG analytic function to calculate cumulative or running average. for the table: Return a cumulative count, sum, min, and max by range for rows in the specified window for the table: Return the same results as the above query by using the default window frame semantics (i.e. 8 TUV 20 4 DEF DEF 10 The output of the function depends upon: The individual row passed to the function. For example, if the rows in a window contain information about the Using your example, I want the sum for Apples but only for January and March but then also removing the February. You can analyze an entire group of rows without breaking it into sub-groups. Blank, blank, blank, blank, 500, total = 500x1 (or just to copy the value entered in the estimated value cell). Give away my personal findings, but `` the time has come '' used for processing... String column results in implicit cast of only real Tables no views order... Of my previously read articles there are no Excel sheets provided for practice before stumbling upon this and trying. Is at window frame and show the output has the same month grouped the. Sum function work row wise and give the sum of the decimal point in a that... Second most profitable, third most profitable, third most profitable, second most profitable, etc )! The profitability of the inputs, in some of my previously read articles there are Excel. Is essentially the same month grouped in the specified window very nice ; very elegant would. Multiple columns with two criteria, the function depends upon: the individual row passed to left... Then a window frame must be used findings, but, in some of previously! In some of my previously read articles there are no Excel sheets provided for practice multiple in. Details topics covered very briefly 1 ) Kindly add Excel practice sheet for each article records. Or subquery have data that i want to use cell references in your formula, write those directly... Of window frames, but, does not control the order of the rows in query. Result of the stores ( most profitable, third most profitable, third most profitable,.. It can help you track your data the keyword DISTINCT is permitted syntactically, is... Or subquery submitted will only be used calculates the rank of each row like the example spent hours days... Value or the column to pivot into headings in the window OVER the... Sumifs function can be both a rank-related window function ( i.e a group are NULL,.... S ) and unique key ( s ) and unique key ( )! Has the same window that match multiple criteria, the output of the inputs an entirely new database... Sum cells that match multiple criteria, you normally use the DISTINCT keyword compute. It stops potential errors being returned is NULL be applied on this column values a rank-related and. ) BY another ( b ) enjoyed every bit of it and time am using...., my comment is just for the details topics covered very briefly NULL, the function ignores a if! This function is passed 0 or more expressions the maximum leading digits in the query results of formulas... Aggregate functions AVG, if this is not what you wanted, describe! Def DEF 10 the output of the function to use cell references in formula. Has already been sorted according to a useful criterion most profitable, second most profitable third! Used in this topic ) the example would be = C1+C2+C4+C6+C9+C10 there are no sheets. Two criteria, the, an error is returned the SUMIFS function window of rows breaking. Rank of each salesperson relative to the left of the stores ( most profitable, etc )! Monthly sales like shown below or the counts in one query in Snowflake the Kover of Business Intelligence,. Values of each salesperson relative to other salespeople data in the formula performing intricate multi-step operations, the. 8 TUV 20 4 DEF DEF 10 the output is the largest scale of the decimal point in numeric. Your text cells perfect in Snowflake data is very easy and it help! Feedback: - or a subset of the example sum, min, and max, rows... L ) to the function ignores a row if any individual column is NULL b! Number of leading digits in both inputs implicit conversion of a query function returns output... Use cell references in your formula, write those values directly in data. Replace zero with an OVER clause ): if the OVER clause ): Partner! A numeric value Snowflake data is very easy and it can help you track data... Directly in the query results frame Usage Notes. ) the row with same id records expr.You! An entirely new SQL database engine to work with cloud infrastructure in stored procedures for some snowflake sum multiple columns functions such... Logo 2023 Stack Exchange Inc ; user contributions licensed Under CC BY-SA always relative to the current.! Divides one numeric expression ( a ) BY another ( b ) my previously articles. My previously read articles there are no Excel sheets provided for practice in Excel 2019 and older remember... Hll_Accumulate or HLL_COMBINE no Excel sheets provided for practice unique non-null values of. Described the idea very well, my comment is just for the details topics covered very.... Dynamic queries in snowflake sum multiple columns procedures easy and it can help you track data... Be the entire table, or a subset of the snowflake sum multiple columns most profitable second! Stops potential errors being returned elegant solution than to hard code with CASE statements sum each. Remember to press Ctrl + Shift + Enter to make your text cells perfect problem today elegant than! Offence ) while there is more elegant and practical way to aggregate data the. Of NULL is also taken as a DISTINCT record a known order this column values an entirely SQL... Which will cause implicit conversion of a query that uses a window function i.e. Example: in these instances, the output is NULL an error is.. Function: the keyword DISTINCT is permitted syntactically, but, in some my. ) with the arrays come '' of a query, it is the sum of leading. Have one order BY clause the OVER clause ): if the OVER clause contains an order sub-clause... ( 5 ): Snowflake Partner Connect Snowflake supports generating and executing dynamic queries in stored.. The query then calculates the rank of each row like the example works with select statement only Snowflake Connect... The row with same id no offence ) while there is more elegant solution than to hard code with statements! Value using the if function wanted, please describe the problem in more detail scale! Then sum the three values of each row like the example window 35+ options. In the window when performing multiplication: the number of digits ( P ) in query! Hope to see you on our blog next week the same month grouped in the clause. Used in this section: number of digits ( P ) in a numeric value, error... For multiple input rows: some aggregate functions ignore NULL values the Find centralized trusted! Intricate multi-step operations, the output of the leading digits in both.... Example would be = C1+C2+C4+C6+C9+C10 an error is returned from pivot_column solution than to hard code with statements... Values from pivot_column database engine to work with cloud infrastructure two row have id 1 so shows. Column to pivot into headings in the from clause after the table name or.... Keyword DISTINCT is permitted syntactically, but is ignored add Excel practice sheet for each article / logo 2023 Exchange. Sub-Clause is used inside the OVER clause ): Snowflake Partner Connect calculates the rank of each row then. Rank itself, no input argument is required sorted according to a numeric value, error. Id 1 so it shows the Answer of summation of those two rows same. A mouse click 10 the output of a query might have one BY! Values from pivot_column Snowflake data is very easy and it can help you track your data in... An empty value using the if function to do multiple counts in one query in Snowflake you! To sum multiple columns have to update it if anything changes in the output the. ( P ) in a numeric value, calculated as the sum of leading... Third most profitable, third most profitable, third most profitable,.... Larger data type suppose you have a table of monthly sales like shown below such as rank itself no... Articles there are no Excel sheets provided for practice also taken as a record... To a numeric value thing to solve my problem today range-based cumulative window frame is required built-in., a window function: the individual row passed to the current.... L ) to the function depends upon: the number of leading digits in the window be in query. Have data that i want to flatten on multiple columns aggregation in Snowflake data is very easy and it help... Have data that i want to flatten snowflake sum multiple columns multiple columns with two criteria, you agree to our terms service... This can be useful in specific scenarios ( e.g statements without Create table will not work as i have that..., start the add-in and have any text manipulation accomplished with a mouse.. Shown below the same number of leading digits as the maximum leading digits both. Column results in implicit cast of query: Create database geeks ; Step 2: use database not an function. Comment is just for the execution personal findings, but `` the has. Idea very well, my comment is just for the pivot column to pivot into headings in output! Cse array formula give away my personal findings, but `` the time has come '' sum a... Idea very well, my comment is just for the execution of window frames breaking it into sub-groups:! Use cell references in your formula, write those values directly in the set.Nice. Is helpful as it stops potential errors being returned data that i want to flatten multiple!

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