So treat this as a stepping stone. matches 'an' will not match 'Canada'. Search. This value, i.e., criterion, I have in cell E1. To learn more, see our tips on writing great answers. Example to AND and OR Combined Use in Query: This formula filters the table if the value in column A is Student 1 and the value in column B is either First or Second.. The condition is that there are two types of columns which are DATE and NOTE. Content Discovery initiative April 13 update: Related questions using a Review our technical responses for the 2023 Developer Survey. However, if any one of them is blank, a value error results. one or more moons orbitting around a double planet system. I see my formula is inconsistent with the values! The format of a formula that uses the QUERY function is =QUERY(data, query, headers). The problem is the query range. Episode about a group who book passage on a space ship controlled by an AI, who turns out to be a human who can't leave his ship? How are engines numbered on Starship and Super Heavy? Get started with our course today. Formula # 1 (Not Matches in text column): Here is an example of how to not equal to in Query in Google Sheets using Matches in a text column. How do I query multiple sheets referencing a single cell? In the last part, i.e., with Matches, Ive used theNOT logical operatorin Query. So this time, lets learn the use of these logical operators. TRUE and FALSE are booleans but OTHER is string. Formula: =QUERY ('Users'!A1:Q, "Select A,B,C,F,G,O,Q where Q >= 180 and Q < 44223") I have tried: Oh my , the formula in the pivot table is insane I would rather stay with the query for now , I have spent today surely half of the day exploring your tutorials and surely improving my knowledge, but Im stuck on something again for a few hours: URL removed by admin . What about the criterion within the formula? I added a new pivot table too. matches - A (preg) regular expression match. The condition is that SUMs <0 should be filtered out. I want to eventually pipe additional things into the match but need it to work first. Insert the following formula in Data!M2. Reference: https://developers.google.com/chart/interactive/docs/querylanguage#Where. Does the order of validations and MAC with clear text matter? Col2 = Text User without create permission can create a custom object from Managed package using Custom Rest API. and (G >= date '"&text($B$2,"yyyy-mm-dd")&"' and G <= Google Sheets Query: Multiple Values in a Single Cell Reference, is it possible? Follow answered Jan 20, 2021 at 18:42. Just replace '"$B$4"' with '"&$B$4&"' in your Query formula. I combine those 2 in C with =filter({$A$2:A;$B$2:$B}; LEN({$A$2:A;$B$2:$B}), First Team A is the odds =query($C$2:$C; "SELECT * skipping 2 limit 7";0) and the first Team B is the evens from C =query(query($C$2:$C; "SELECT * OFFSET 1";0);"select * skipping 2 limit 7";0). To learn more, see our tips on writing great answers. so it's looking for .0012376 instead of the actual text of 5/2/2020? To do this, well add an additional column (F) to our Staff List sheet with the number of awards each employee has won. You are using the date criterion in the wrong syntax. If we had a video livestream of a clock being sent to Mars, what would we see? Focusing on column E (Attended Training), the QUERY function used COUNT to count the number of times each type of value (a Yes or a No text string) was found. Content Discovery initiative April 13 update: Related questions using a Review our technical responses for the 2023 Developer Survey, Google Sheets query where not working with cell reference, Query rows with most recent time stamp in Google Sheets, IMPORTXML Xpath with contains (Google Sheets), Problem with concatenate function in google sheets, Google Sheets Absolute Reference for QUERY Source Range, Google Sheets Query: Select A,B,E WHERE E MATCHES X OR E MATCHES Y OR E MATCHES Z, Query referencing 20 sheets / Indirect error with multiple ranges. The reason you cant use the date as its in Query. To learn more, see our tips on writing great answers. This formula ignores the initial Employees title in cell A1. You can easily change this formula and use it with other types of Google functions, like SUM. This sentence explains what is going on: unlike the match in regexmatch, the matches clause of Query language requires the entire string to match the given regular expression. Col14 where Col11='"&A2&"' or Col2='"&B2&"' or Col5= To do this with the data shown above, you could type =QUERY('Staff List'!A2:E12, "SELECT A, B, C, E WHERE E = 'No'"). I wont publish that comment. How to Filter Top 10 Items in Google Sheets Pivot Table, The Purpose of WHERE 1=1 in Google Sheets Query, How to Use IF Function in Google Sheets Query Formula, Find and Lookup Target Sum Reached Row in a Column in Google Sheets. This function only works with text (not numbers) as input and returns a logical value, i.e. Hi, please help. Ie there is a Yes but not a yes, which results in the output of #VALUE. != Operator: =query (A1:E7,"Select * where A = 'Student 1' and B!='First'",1) 3. I do have a question. 565), Improving the copy in the close modal and post notices - 2023 edition, New blog post from our CEO Prashanth: Community is the future of AI. Does the order of validations and MAC with clear text matter? =query(filter(C2:C,iseven(row(C2:C))),"Select * limit 7 offset 0"), =query(filter(C2:C,isodd(row(C2:C))),"Select * limit 7 offset 0"). We select and review products independently. Here is my formula: =iferror(Query('Main Tracking Sheet'!$C$7:$BU,"Select C,D,E,G,H,I,K,O,Q,BT,BN,BS Where BH="&D2&" or BH="&E2&" or BH="&F2&" Order by BT Desc Limit "&H2&"",0)). You also helped me figure out how to set up a dynamic hyperlink using the result of a Vlookup. The above Query formula filters the range if A=Student 1 and column B=First.. ', referring to the nuclear power plant in Ignalina, mean? 3/27/2023). ((Data!L2:L =List!B5)*(Data!E2:E >= List!C5). Here are those relevant tutorials that you can check in your leisure time. Thank you for sharing. Parabolic, suborbital and ballistic trajectories all follow elliptic paths. It can be a date also. Making statements based on opinion; back them up with references or personal experience. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Google Sheets supports RE2 except Unicode character class matching. =filter(Data!A2:AS, Hopefully a fix is just to adjust the query to exclude headings. How are engines numbered on Starship and Super Heavy? Col12 is not Money Introduction to Statistics is our premier online video course that teaches you all of the topics covered in introductory statistics. To fetch each and every column, use select with an asterisk - select *. Sample Usage QUERY (A2:E6,"select avg (A) pivot B") QUERY. "&C2&" Col6="&D2&""). The formula is in cell I5. Dropdowns: To get the next two teams (3 and 4), replace offset 0 with offset 7 in both formulas. Google Sheets queries use the same SELECT statement to choose columns, WHERE / AND / OR to set logic, ORDER BY to arrange results, and LIMIT to pull only a certain number of results (see a full list of language clauses in the Google docs ). I need to Query all of the dates in a certain range, where the NOTE column is null. 2. This list will include employee ID numbers, first names, last names, and whether they attended the training session. I mean its within double-quotes. Are these quarters notes or just eighth notes? It's not them. You may check your sheets Locale settings if you encounter a parse error. So, if you want to match strings where some part matches a regular expression re, the regular expression should be wrapped in . By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Is "I didn't think it was serious" usually a good defence against "duty to rescue"? Google Sheets Absolute Reference for QUERY Source Range, Combine Google Sheets Query, IMPORTRANGE, and AVERAGE functions, Google Sheets Query where column matches data on another sheets column range, Google Sheets Query to SELECT * WHERE COLUMN CONTAINS certain content within a string (partial match), Google Sheets QUERY + SUBSTITUTE to convert dot to coma, Google Sheets - Find and match value with filter, Google Sheets QUERY with WHERE on multiple columns at the same time. Out of 11 total employees, three have never won an award. Embedded hyperlinks in a thesis or research paper. Before going to the NOT logical operator, let me give you the combined use of AND and OR in Query in Sheets. It seems you can solve that using a Regex-based formula, not a Query. Can you see what is wrong? ', referring to the nuclear power plant in Ignalina, mean? I guess the cells C2, C3, F2, F3, and I2 contains the criteria. I cant find a way to query C where C doesnt match or is different from G and H. Here are the formulas for the first two teams. =query(Dump!J3:V,"SELECT K,L,P,Q,U,V WHERE Q = '87-Tire Shop' or Q= '487-Tire Sales'",0), =query(Dump!J3:V,"SELECT K,L,P,Q,U,V WHERE Q matches '87-Tire Shop|487-Tire Sales'",0). *ia' matches India and Nigeria, but By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. How to use Not Matches regular expression to negate criteria in the filter part in Query? The example above shows the remaining seven, who were all born before or after the dates we excluded. The following tutorials explain how to perform other common operations in Google Sheets: Google Sheets Query: How to Return Only Unique Rows It is throwing a parse error. Extracting text from a capture group while using an arrayformula to consider multiple criteria, Using query function with (matches) empty cell, Google Sheets filter or query where range of columns matches condition, How to sum one row of multiple selected columns where a col matches a condition, but return null string instead of "0" if no match, google sheets query function where A matches string in a cell. EDIT: Connect and share knowledge within a single location that is structured and easy to search. Further, you should use the AND operator individually with columns. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Brilliant! Share Improve this answer Follow answered Jun 5, 2018 at 22:09 Rubn 43.2k 18 87 285 Add a comment 0 is it possible the code is executing 5/2/2020 as a math equation? This formula uses the NOT logical operator in Google Sheets Query. Is there a generic term for these trajectories? List contains Employee number and Date. How-To Geek is where you turn when you want experts to explain technology. Depending on the order of the values of one type or the other are being ignored. is true if the regular expression in needle matches haystack. Col6 = Numeric, =QUERY(IMPORTRANGE('EFE Emp Code!A:O'), But the actual answer to the question (how do I query not like / not contain) is different. Nested logical operator functions like AND and ORwork well within a larger QUERY formula to add multiple search criteria to your formula. it only checked the first Date & Notes column which is L & M. Heres a link to the sheet: removed by admin . Thank you for this post! To learn more, see our tips on writing great answers. I have the following sample data for testing the above said all different not equal to comparison operators in Query. Query completed with an empty output. Consider creating a issue with a link to this post in Google Visualization issues Google sheets > Help > Help sheets improve. I have a query where Im attempting to bring back vacation (col H), personal (Col I), sick (Col J), and bereavement (Col K) where there is a value of 1 marked in the dataset. =query(A2:C, "Select A,C WHERE B = '3/27/2023' AND (C contains 'Option1' OR C contains 'Option2')",0). I want to filter my data using dates and additional texts with the dates. You can use the following methods to use a not equal operator in a Google Sheets query: Method 1: Not Equal to One Specific Value, Method 2: Not Equal to One of Several Values. If we use our employee list example, we could list all employees born from 1980 to 1989. How can I merge multiple tabs in a Google Spreadsheet using Google App Script? A boy can regenerate, so demons eat him for years. =QUERY(IMPORTRANGE("URL","Data!A1:n"), =QUERY('NEED APPOINTMENT'!$A$3:$BN,"Select * Where AH = 15 and AN='' and AX='' and BB='' and BF='' and BJ='' and BN =''"). I do have a solution using FILTER itself. Clear search Multiple CONTAINS in WHERE Clause in Google Sheets Query. Please help! The type of data in columns A, B, and C are text, number, and date, respectively. You can use either of the operators <> or != for not equal to operation in Query. ((Data!L2:L =List!B3)*(Data!E2:E >= List!C3))+ The purpose of the Where clause in Query is to return only rows that match specified conditions. Included a link to an example sheet, Ideally, I want the query to match everything in column F except 'Archived' (but needs to be wildcarded) and everything in column C except Delta (again, needs to be wildcarded). I know the values used for comparisons may not always be a string or number as above. As shown above, four employees from the initial list havent attended a training session. This is an awesome formula!!! Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Google Sheets supports RE2 exceptUnicode character class matching. In the specified condition, we can use simple comparison operators or complex ones. Here comes the use of And, Or, and Not logical operators in Query. document.getElementById( "ak_js_1" ).setAttribute( "value", ( new Date() ).getTime() ); You have entered an incorrect email address. Check what the three formulas return. If we had a video livestream of a clock being sent to Mars, what would we see? Use this Query formula when the criterion is in cell E1. When you purchase through our links we may earn a commission. Using query function with (matches) empty cell, Google Sheets Query Get Row When Any of These Cells are Not Empty. =ArrayFormula(ifna(vlookup(L2:L16,List!B2:C,2,0))). Hi Prashanth, I need your help with this formula. Google Sheets Query: Select Rows that Contain String C3 Trainer So I have this formula, and it's working as intended but I would like to further refine the data. IMPORTANT! You can learn pivot table filtering from an example here How to Filter Top 10 Items in Google Sheets Pivot Table. Indirect is another neat one. The use of not equal to inQuerydepends on the content type of the column. You can also use OR to produce similar results. Im trying to run a query on a range of cells and Im not sure where I went wrong. Search Complex String Comparison Operators in Query within this post to get the link to the concerned tutorial. I could do really long nested if formulas to check for blank cells, with different formulas for each case but that seems like a really ugly solution. Connect and share knowledge within a single location that is structured and easy to search. Please note that these are just samples, not real data. I could not find the use of column M in your formula. Since we launched in 2006, our articles have been read billions of times. The Query data in your formula doesnt contain the columns AX, BB, BF, BJ, and BN. You have mixed-type data in column D (text and dates). Similar: Combined Use of IF, AND, OR Logical Operators in Google Sheets. Col14 does not contain the words FGD, Conclave or Townhall, =QUERY (A:Z, "select * where not Col12 contains 'Money' and not Col13 contains 'Salary' and Col13'x' and not Col14 contains lower('FGD') and not Col14 contains lower('Conclave') and not Col14 contains lower('Townhall')"). Tried using query myself using AND and OR but no luck. If you have a header that spreads over two cells, like First in A1 and Name in A2, this would specify that QUERY use the contents of the first two rows as the combined header. Col13 is not Salary or not x If willing, share it (URL) with editable rights in your reply below. Note that != is the not equal operator in Google Sheets. Rubn . What is the symbol (which looks similar to an equals sign) called? Asking for help, clarification, or responding to other answers. Required fields are marked *. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Can you help? This also takes advantage of comparison operators, like greater than or equal to (>=) and less than or equal to (<=). I mention this so that you know that your work here is indeed helping people who need it. Which reverse polarity protection is better and why? The QUERY function is versatile. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. No matter what I do I cannot get it to work with a blank cell. The following examples show how to use each formula in practice with the following dataset in Google Sheets: We can use the following formula to select all rows where the Position column is not equal to Guard: The following screenshot shows how to use this formula in practice: Notice that only the rows where the Position is not equal to Guard are returned. Find centralized, trusted content and collaborate around the technologies you use most. I am filtering column A that doesnt match AB10025YX 2. =filter(Sheet1!H1:J,Sheet1!G1:G=Sheet1!H1:H). document.getElementById( "ak_js_1" ).setAttribute( "value", ( new Date() ).getTime() ); Hi, Ron, I've added a lambda solution to your Sheet. I need a combination of AND and OR in Query too. Required fields are marked *. What is the symbol (which looks similar to an equals sign) called? I'm learning and will appreciate any help. Regarding the multiple contains and not contains using MATCH, to learn the usage, see this post. Thanks for contributing an answer to Stack Overflow! =query(filter($B$8:$F$114,datevalue($D$8:$D$114)),"Select * where Col3<= date '"&TEXT($L$2,"yyyy-mm-dd")&"'",0). Unexpected uint64 behaviour 0xFFFF'FFFF'FFFF'FFFF - 1 = 0? Please try: =QUERY (Sheet1!A2:I500,"Select * where G = 'no'", 0) Share Browse other questions tagged, Start here for a quick overview of the site, Detailed answers to any questions you might have, Discuss the workings and policies of this site. This queries the data from range A2 to E12 on the Staff List sheet. Web Applications Stack Exchange is a question and answer site for power users of web applications. You. Learn to work on Office files without installing Office, create dynamic project plans and team calendars, auto-organize your inbox, and more. Below, Ive hardcoded the same criterion within the formula. Thank you so much! I was wondering if there is an Ebook version or if you have anything else coming out? ((Data!L2:L =List!B2)*(Data!E2:E >= List!C2))+ Lets see how to use not equal to in Query in Google Sheets. 3/9/2020 7:11:45, you'd better use the QUERY Google Sheets Function for filtering. QUERY function - Google Docs Editors Help QUERY function Runs a Google Visualization API Query Language query across data. Oh no! *' ",0), Query's matches in Google sheets web app(unlike official mobile apps) doesn't seem to support regex flags like single line mode: (?s). Yeah I'm just going to use contains. =filter($B$8:$F$114,datevalue($D$8:$D$114)<=$L$2). If you are particular to use QUERY, you can first use FILTER to filter dates in column D, then use QUERY. User without create permission can create a custom object from Managed package using Custom Rest API. C4 District It only takes a minute to sign up. Examples: where country matches '. Google Sheets Query: How to Ignore Blank Cells in Query, Your email address will not be published. Why did US v. Assange skip the court of appeal? I would like to add (or empty cell) to the 'Florida|NY' <> Operator: It brings powerful, database-style searching to your spreadsheet, so you can look up and filter your data in any format you like. Why does Acts not mention the deaths of Peter and Paul? "Select Col1,Col3,Col4,Col7,Col8,Col9,Col10,Col13 Where Col4<20 and Col13'My Text'"). rev2023.5.1.43405. A good way to test AND is to search for data between two dates. Google Sheets query how to make MATCHING skip (not match with) blank cells? Remember, the date criterion is in cell E1. Get up and running with ChatGPT with this comprehensive cheat sheet. Browse other questions tagged, Start here for a quick overview of the site, Detailed answers to any questions you might have, Discuss the workings and policies of this site. Here, the condition is within the formula. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. In my already publishedQuery tutorials,I have used the Query logical operators mentioned in the title. Can you still use Commanders Strike if the only attack available to forego is an attack against an ally? query(Dump!J3:V,"SELECT K,L,P,Q,U,V * WHERE Q = '87-Tire Shop' and Q= '487-Tire Sales'",0). In the Filter section of the Supermetrics sidebar, click Add filter (or the plus icon) next to the filter you want to add to the query. Im having some trouble using the NOT function in my formula, could you review and let me know what Im doing wrong? Im having errors here. There are two simple and one complexcomparison operatorsto get thenot equal toin the Google Sheets Query function. What were the most popular text editors for MS-DOS in the 1980s? It allows you to use other logical operations (like AND and OR) or Google functions (like COUNT) as part of your search. This is my formula, Dates: L, N, P, R, T The Query clause order is not correct. My query: =query('TimeTrack'!E5:K,"Select E,H,I,J,K where H = '1' OR I = '1' OR J = 1 OR K = 1",1). By default the first row of a query is treated as heading for the output (so selection criteria are not applied to it). Is "I didn't think it was serious" usually a good defence against "duty to rescue"? Select all columns. Google Sheets: Generate column in query based on reference range matches? Here is the required formula. Its the same as above. =iferror(Transpose(query(A:B,"Select A where A contains '"&index(split(B4," "),1,1)&"' or A contains '"&index(split(B4," "),1,2)&"'",-1))," "). Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. I'm learning and will appreciate any help, one or more moons orbitting around a double planet system, Folder's list view has different sized fonts in different folders. *' ",0), it semi-works when I remove/change the 5 but doesn't return all the matches the sample data provided won't allow testing but I tested with 2,3,4,6 for example: =QUERY(Raw!A2:P,"SELECT * WHERE K matches '. Is it possible? Query's matches in Google sheets web app (unlike official mobile apps) doesn't seem to support regex flags like single line mode: (?s). Error Where does the version of Hamapil that is different from the Gemara come from? Notes: M, O, Q, S, U, =QUERY(OVERALL!A2:Z, "Select B, C, E, F, H, I, J, K, L, M, N, O, P, Q, R, S, T, U, V, W, X, Y, Z where (L >=date '" & AC3 &"' and L =date '" & AC3 &"' and N =date '" & AC3 &"' and P =date '" & AC3 &"' and R =date '" & AC3 &"' and T <=date '" & AC4 &"' and U is null)"). By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. That is to say I would like to select rows with the Q= 'USA' and R matches either 'Florida','NY' or empty. The date criterion should be converted to a string in a specific format to use in Query. FILTER by text in Google Sheets (exact match/non-match) The basic filter by text includes two conditions: . Multiple Conditions Match in the Same Column (This or That in the Same Column): The above formula filters the data in A1:E7 if column B contains the value First or Second (this or that). C2 Training Are there any canonical examples of the Prime Directive being broken that aren't shown on screen? "Select Col2,Col3,Col4,Col7,Col8,Col9,Col11,Col12,Col13, Suppose we have the following dataset that contains information about various basketball players: We can use the following query to return all rows where the value in the Team column is equal to Mavs, Magic, Kings, or Lakers: The following screenshot shows how to use this query in practice: Notice that the only rows returned are the ones where the value in the Team column is equal to Mavs, Magic, Kings, or Lakers. *ia' matches India and Nigeria, but not Indiana. Content Discovery initiative April 13 update: Related questions using a Review our technical responses for the 2023 Developer Survey. If you need to manipulate data in Google Sheets, the QUERY function can help! Clear search C5 Training Participant ID #, =QUERY({'2021-2022'!A1:1000}, "SELECT * WHERE Col1='"&$C$2&"' AND Col8='"&$C$3&"' AND Col7='"&$C$4&"' AND Col2='"&$C$5&"'"). Getting the error Unable to parse query string for Function QUERY parameter 2: PARSE_ERROR: . rev2023.5.1.43405. I want to filter out any instances of My Text but still, keep rows in Column 13 that have no text/text other than My Text. I can't figure out why my query with Matches does not work while it works fine with contains. Does a password policy with a restriction of repeated characters increase security? By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. characters. You can use QUERY with comparison operators (like less than, greater than, or equal to) to narrow down and filter data. The basic function syntax is: =query (source_data,"query expression") Although you can use it on the sheet that contains the data, you are more likely to use this function on another worksheet in the file. Ubuntu won't accept my choice of password. Next, choose AND or OR. Why the obscure but specific description of Jane Doe II in the original complaint for Westenbroek v. Kappa Kappa Gamma Fraternity? Learn more about us. What does the '&' do in this case? You replace data with your cell range (for example, A2:D12 or A:D), and query with your search query. Stack Exchange network consists of 181 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. What do hollow blue circles with a dot mean on the World Map? Making statements based on opinion; back them up with references or personal experience. Google Sheets Query: How to Use Order By, Your email address will not be published. Thats all about how to use And, Or, and Not in Google Sheets Query. Query function seems to run client side unlike other functions. But it gives me an #ERROR! Even if you use it, sometimes the formula may return incorrect results. Which reverse polarity protection is better and why? You can rewrite the same in this way too. If there is anything in the NOTE column, I do not want it. When I specifically say select all where G contains no one of the rows that displays contains a yes. QUERY(Data!B:T,"Select B,G,K,O where T="C2" and N="C3" and Q="F2" and S="F3" and P="I2" Order By G Desc Limit 5"). Ideally I would prefer it be a query that does not contain the word yes or Yes. What's the cheapest way to buy out a sibling's share of our parents house if I have no cash and want to pay less than the appraised value? Soon, I wish to share some advanced tutorials based on the logical AND, OR, NOT in Query. Any suggestions? You are missing one logical operator OR in the last part. I came up with this, but it only filters by date and not with the additional text input. Being a non-native English speaker, I have my drawbacks . I hope that helps. Hi, Prashanth! This formula uses the NOT logical operator in Google Sheets Query. Your work is really good, and your explanations are excellent! REPLACE: Replaces part of a text string with a different text string. Examples to the Use of Literals in Query in Google Sheets. For example, we can use the following query to return all rows where the value in the Points column is equal to 19, 20, or 22: Notice that the query only returns the rows where the value in the Points column is equal to 19, 20, or 22. Conditions 1 and 2 can be easily written using the AND Query logical operator. If you add an 11th employee who hasnt attended the training to the initial list, as shown below (Christine Smith), the QUERY formula updates, as well, and displays the new employee. instead of Col1, Col2, Col14. regular_expression - The regular expression to test the text against. Enjoy! I am having trouble trying to generate the expected result using query.

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