Okay so this is my first question and I really have no idea how to ask it so I'm going to try and be as specific as possible. My website is an online game and for user inventories when it inserts a new item into the database
Table name "inventory"
Column names "inv_id", "inv_itemid", "inv_userid", "inv_qty"
and it does not add to the column inv_qty and populate properly instead it creates a new inv_id identifier and row for each item. I was wondering if there was a way for me to create a merge function via php to merge all items with the same inv_itemid and inv_userid while adding to the inv_qty colum and populating the inv_id
In my inventory.php file the inv_id column is used to let the user either equip the item or use it as the main variable.
I have seen this done and have tried many times and I just can't get it to work.
If it were a single key to check then you could have used 'ON DUPLICATE KEY UPDATE' of mysql like the following:
INSERT INTO table(field1, field2, field3, ..)
VALUES (val1, val2, val3, ...)
ON DUPLICATE KEY
UPDATE field3='*'
But in your case there is a combination to consider.
If "inv_id", "inv_itemid", "inv_userid" mathces then UPDATE, otherwise INSERT.
One way to achieve this using only mysql in a single query is to create & use a Stored Procedure.
But using php you can achieve this in 2 query. First query is to determine if the combination exists. Then based on this run the next Insert or Update query.
Please check the following example:
$sql1 = SELECT * FROM inventory WHERE inv_id='$inv_id', inv_itemid='$inv_itemid', inv_userid='$inv_userid'
// Execute $sql1 and get the result.
IF result empty, then INSERT:
$sql2 = INSERT INTO inventory ....
otherwise UPDATE.
$sql2 = UPDATE inventory SET inv_qty=(inv_qty + $update_qty) WHERE inv_id='$inv_id', inv_itemid='$inv_itemid', inv_userid='$inv_userid'
About:
Would there be a way to write a php function at the top of the inventory page for my users to click to merge them
Please check with the following php function.
By calling with param: UserID, it will create a new entry with sum of the inv_qty, for each (inv_itemid + inv_userid) combination and removes the previous duplicate entries of (inv_itemid + inv_userid) leaving the newly enterd: (inv_itemid + inv_userid + (SUM of inv_qty)).
Important, please keep a back up of the DB Table Data before running the function.
Please check the comments in the function and update where necessary based on your system, Like getting the last inserted inv_id.
function merger_fnc($user_id) {
// For Each Combination of: inv_itemid + inv_userid
// This function will Insert a new row in the inventory with the SUM of inv_qty
// And then will remove the previous single rows of: inv_itemid + inv_userid + inv_qty
// First get the distinct Items of the User(by UserID);
$inv_itemids = $db->query("SELECT DISTINCT(inv_itemid) FROM inventory WHERE inv_userid=".$user_id);
// Here $inv_itemids will hold all the distinct ItemIDs for the UserID;
foreach ($inv_itemids as $inv_item) {
// We will Insert A new row which will have the sum of 'inv_qty' for the inv_userid & inv_itemid;
$inv_itemid = $inv_item['inv_itemid'];
// I am not sure what type of result set your $db->query(...) returns. So I assumed it is associative array.
// If the result is an Array of objects, then please use: $inv_itemid = $inv_item->inv_itemid;
$insert_sql = "INSERT INTO inventory (inv_itemid, inv_userid, inv_qty) VALUES ('".$inv_itemid."', '".$user_id."', (SELECT SUM(inv_qty) FROM FROM inventory WHERE inv_userid=".$user_id."))";
$inv_itemids = $db->query($insert_sql);
$inserted_new_inventory_id = $db->insert_id;
// Please check the appropriate method for it in your $db class here.
// In mysqli, it is: mysqli_insert_id($db_conn); In PDO it is: $db_conn->lastInsertId();
// Last we remove the previous data of combination(inv_userid & inv_itemid) but leaving our last inserted row.
$delete_sql = "DELETE FROM inventory WHERE inv_id!='".$inserted_new_inventory_id."' AND inv_userid='".$user_id."' AND inv_itemid='".$inv_itemid."'";
$db->query($delete_sql);
}
}
If getting the last inserted inv_id is troublesome from $db(like inv_id is not defined as key in the table), you can try another approach:
Do another query and save the previous inv_id in an array, before the insertion.
After the insertion of the new entry with sum of qty, run a delete query to delete the previous single qty entries, like the following:
DELETE FROM inventory WHERE inv_id IN (3, 4, 7,...)
Here (3, 4, 7,...) are the previous inv_id for (inv_itemid + inv_userid) combination.
I know that you can insert multiple rows at once, is there a way to update multiple rows at once (as in, in one query) in MySQL?
Edit:
For example I have the following
Name id Col1 Col2
Row1 1 6 1
Row2 2 2 3
Row3 3 9 5
Row4 4 16 8
I want to combine all the following Updates into one query
UPDATE table SET Col1 = 1 WHERE id = 1;
UPDATE table SET Col1 = 2 WHERE id = 2;
UPDATE table SET Col2 = 3 WHERE id = 3;
UPDATE table SET Col1 = 10 WHERE id = 4;
UPDATE table SET Col2 = 12 WHERE id = 4;
Yes, that's possible - you can use INSERT ... ON DUPLICATE KEY UPDATE.
Using your example:
INSERT INTO table (id,Col1,Col2) VALUES (1,1,1),(2,2,3),(3,9,3),(4,10,12)
ON DUPLICATE KEY UPDATE Col1=VALUES(Col1),Col2=VALUES(Col2);
Since you have dynamic values, you need to use an IF or CASE for the columns to be updated. It gets kinda ugly, but it should work.
Using your example, you could do it like:
UPDATE table SET Col1 = CASE id
WHEN 1 THEN 1
WHEN 2 THEN 2
WHEN 4 THEN 10
ELSE Col1
END,
Col2 = CASE id
WHEN 3 THEN 3
WHEN 4 THEN 12
ELSE Col2
END
WHERE id IN (1, 2, 3, 4);
The question is old, yet I'd like to extend the topic with another answer.
My point is, the easiest way to achieve it is just to wrap multiple queries with a transaction. The accepted answer INSERT ... ON DUPLICATE KEY UPDATE is a nice hack, but one should be aware of its drawbacks and limitations:
As being said, if you happen to launch the query with rows whose primary keys don't exist in the table, the query inserts new "half-baked" records. Probably it's not what you want
If you have a table with a not null field without default value and don't want to touch this field in the query, you'll get "Field 'fieldname' doesn't have a default value" MySQL warning even if you don't insert a single row at all. It will get you into trouble, if you decide to be strict and turn mysql warnings into runtime exceptions in your app.
I made some performance tests for three of suggested variants, including the INSERT ... ON DUPLICATE KEY UPDATE variant, a variant with "case / when / then" clause and a naive approach with transaction. You may get the python code and results here. The overall conclusion is that the variant with case statement turns out to be twice as fast as two other variants, but it's quite hard to write correct and injection-safe code for it, so I personally stick to the simplest approach: using transactions.
Edit: Findings of Dakusan prove that my performance estimations are not quite valid. Please see this answer for another, more elaborate research.
Not sure why another useful option is not yet mentioned:
UPDATE my_table m
JOIN (
SELECT 1 as id, 10 as _col1, 20 as _col2
UNION ALL
SELECT 2, 5, 10
UNION ALL
SELECT 3, 15, 30
) vals ON m.id = vals.id
SET col1 = _col1, col2 = _col2;
All of the following applies to InnoDB.
I feel knowing the speeds of the 3 different methods is important.
There are 3 methods:
INSERT: INSERT with ON DUPLICATE KEY UPDATE
TRANSACTION: Where you do an update for each record within a transaction
CASE: In which you a case/when for each different record within an UPDATE
I just tested this, and the INSERT method was 6.7x faster for me than the TRANSACTION method. I tried on a set of both 3,000 and 30,000 rows.
The TRANSACTION method still has to run each individually query, which takes time, though it batches the results in memory, or something, while executing. The TRANSACTION method is also pretty expensive in both replication and query logs.
Even worse, the CASE method was 41.1x slower than the INSERT method w/ 30,000 records (6.1x slower than TRANSACTION). And 75x slower in MyISAM. INSERT and CASE methods broke even at ~1,000 records. Even at 100 records, the CASE method is BARELY faster.
So in general, I feel the INSERT method is both best and easiest to use. The queries are smaller and easier to read and only take up 1 query of action. This applies to both InnoDB and MyISAM.
Bonus stuff:
The solution for the INSERT non-default-field problem is to temporarily turn off the relevant SQL modes: SET SESSION sql_mode=REPLACE(REPLACE(##SESSION.sql_mode,"STRICT_TRANS_TABLES",""),"STRICT_ALL_TABLES",""). Make sure to save the sql_mode first if you plan on reverting it.
As for other comments I've seen that say the auto_increment goes up using the INSERT method, this does seem to be the case in InnoDB, but not MyISAM.
Code to run the tests is as follows. It also outputs .SQL files to remove php interpreter overhead
<?php
//Variables
$NumRows=30000;
//These 2 functions need to be filled in
function InitSQL()
{
}
function RunSQLQuery($Q)
{
}
//Run the 3 tests
InitSQL();
for($i=0;$i<3;$i++)
RunTest($i, $NumRows);
function RunTest($TestNum, $NumRows)
{
$TheQueries=Array();
$DoQuery=function($Query) use (&$TheQueries)
{
RunSQLQuery($Query);
$TheQueries[]=$Query;
};
$TableName='Test';
$DoQuery('DROP TABLE IF EXISTS '.$TableName);
$DoQuery('CREATE TABLE '.$TableName.' (i1 int NOT NULL AUTO_INCREMENT, i2 int NOT NULL, primary key (i1)) ENGINE=InnoDB');
$DoQuery('INSERT INTO '.$TableName.' (i2) VALUES ('.implode('), (', range(2, $NumRows+1)).')');
if($TestNum==0)
{
$TestName='Transaction';
$Start=microtime(true);
$DoQuery('START TRANSACTION');
for($i=1;$i<=$NumRows;$i++)
$DoQuery('UPDATE '.$TableName.' SET i2='.(($i+5)*1000).' WHERE i1='.$i);
$DoQuery('COMMIT');
}
if($TestNum==1)
{
$TestName='Insert';
$Query=Array();
for($i=1;$i<=$NumRows;$i++)
$Query[]=sprintf("(%d,%d)", $i, (($i+5)*1000));
$Start=microtime(true);
$DoQuery('INSERT INTO '.$TableName.' VALUES '.implode(', ', $Query).' ON DUPLICATE KEY UPDATE i2=VALUES(i2)');
}
if($TestNum==2)
{
$TestName='Case';
$Query=Array();
for($i=1;$i<=$NumRows;$i++)
$Query[]=sprintf('WHEN %d THEN %d', $i, (($i+5)*1000));
$Start=microtime(true);
$DoQuery("UPDATE $TableName SET i2=CASE i1\n".implode("\n", $Query)."\nEND\nWHERE i1 IN (".implode(',', range(1, $NumRows)).')');
}
print "$TestName: ".(microtime(true)-$Start)."<br>\n";
file_put_contents("./$TestName.sql", implode(";\n", $TheQueries).';');
}
UPDATE table1, table2 SET table1.col1='value', table2.col1='value' WHERE table1.col3='567' AND table2.col6='567'
This should work for ya.
There is a reference in the MySQL manual for multiple tables.
Use a temporary table
// Reorder items
function update_items_tempdb(&$items)
{
shuffle($items);
$table_name = uniqid('tmp_test_');
$sql = "CREATE TEMPORARY TABLE `$table_name` ("
." `id` int(10) unsigned NOT NULL AUTO_INCREMENT"
.", `position` int(10) unsigned NOT NULL"
.", PRIMARY KEY (`id`)"
.") ENGINE = MEMORY";
query($sql);
$i = 0;
$sql = '';
foreach ($items as &$item)
{
$item->position = $i++;
$sql .= ($sql ? ', ' : '')."({$item->id}, {$item->position})";
}
if ($sql)
{
query("INSERT INTO `$table_name` (id, position) VALUES $sql");
$sql = "UPDATE `test`, `$table_name` SET `test`.position = `$table_name`.position"
." WHERE `$table_name`.id = `test`.id";
query($sql);
}
query("DROP TABLE `$table_name`");
}
Why does no one mention multiple statements in one query?
In php, you use multi_query method of mysqli instance.
From the php manual
MySQL optionally allows having multiple statements in one statement string. Sending multiple statements at once reduces client-server round trips but requires special handling.
Here is the result comparing to other 3 methods in update 30,000 raw. Code can be found here which is based on answer from #Dakusan
Transaction: 5.5194580554962
Insert: 0.20669293403625
Case: 16.474853992462
Multi: 0.0412278175354
As you can see, multiple statements query is more efficient than the highest answer.
If you get error message like this:
PHP Warning: Error while sending SET_OPTION packet
You may need to increase the max_allowed_packet in mysql config file which in my machine is /etc/mysql/my.cnf and then restart mysqld.
There is a setting you can alter called 'multi statement' that disables MySQL's 'safety mechanism' implemented to prevent (more than one) injection command. Typical to MySQL's 'brilliant' implementation, it also prevents user from doing efficient queries.
Here (http://dev.mysql.com/doc/refman/5.1/en/mysql-set-server-option.html) is some info on the C implementation of the setting.
If you're using PHP, you can use mysqli to do multi statements (I think php has shipped with mysqli for a while now)
$con = new mysqli('localhost','user1','password','my_database');
$query = "Update MyTable SET col1='some value' WHERE id=1 LIMIT 1;";
$query .= "UPDATE MyTable SET col1='other value' WHERE id=2 LIMIT 1;";
//etc
$con->multi_query($query);
$con->close();
Hope that helps.
You can alias the same table to give you the id's you want to insert by (if you are doing a row-by-row update:
UPDATE table1 tab1, table1 tab2 -- alias references the same table
SET
col1 = 1
,col2 = 2
. . .
WHERE
tab1.id = tab2.id;
Additionally, It should seem obvious that you can also update from other tables as well. In this case, the update doubles as a "SELECT" statement, giving you the data from the table you are specifying. You are explicitly stating in your query the update values so, the second table is unaffected.
You may also be interested in using joins on updates, which is possible as well.
Update someTable Set someValue = 4 From someTable s Inner Join anotherTable a on s.id = a.id Where a.id = 4
-- Only updates someValue in someTable who has a foreign key on anotherTable with a value of 4.
Edit: If the values you are updating aren't coming from somewhere else in the database, you'll need to issue multiple update queries.
No-one has yet mentioned what for me would be a much easier way to do this - Use a SQL editor that allows you to execute multiple individual queries. This screenshot is from Sequel Ace, I'd assume that Sequel Pro and probably other editors have similar functionality. (This of course assumes you only need to run this as a one-off thing rather than as an integrated part of your app/site).
And now the easy way
update my_table m, -- let create a temp table with populated values
(select 1 as id, 20 as value union -- this part will be generated
select 2 as id, 30 as value union -- using a backend code
-- for loop
select N as id, X as value
) t
set m.value = t.value where t.id=m.id -- now update by join - quick
Yes ..it is possible using INSERT ON DUPLICATE KEY UPDATE sql statement..
syntax:
INSERT INTO table_name (a,b,c) VALUES (1,2,3),(4,5,6)
ON DUPLICATE KEY UPDATE a=VALUES(a),b=VALUES(b),c=VALUES(c)
use
REPLACE INTO`table` VALUES (`id`,`col1`,`col2`) VALUES
(1,6,1),(2,2,3),(3,9,5),(4,16,8);
Please note:
id has to be a primary unique key
if you use foreign keys to
reference the table, REPLACE deletes then inserts, so this might
cause an error
I took the answer from #newtover and extended it using the new json_table function in MySql 8. This allows you to create a stored procedure to handle the workload rather than building your own SQL text in code:
drop table if exists `test`;
create table `test` (
`Id` int,
`Number` int,
PRIMARY KEY (`Id`)
);
insert into test (Id, Number) values (1, 1), (2, 2);
DROP procedure IF EXISTS `Test`;
DELIMITER $$
CREATE PROCEDURE `Test`(
p_json json
)
BEGIN
update test s
join json_table(p_json, '$[*]' columns(`id` int path '$.id', `number` int path '$.number')) v
on s.Id=v.id set s.Number=v.number;
END$$
DELIMITER ;
call `Test`('[{"id": 1, "number": 10}, {"id": 2, "number": 20}]');
select * from test;
drop table if exists `test`;
It's a few ms slower than pure SQL but I'm happy to take the hit rather than generate the sql text in code. Not sure how performant it is with huge recordsets (the JSON object has a max size of 1Gb) but I use it all the time when updating 10k rows at a time.
The following will update all rows in one table
Update Table Set
Column1 = 'New Value'
The next one will update all rows where the value of Column2 is more than 5
Update Table Set
Column1 = 'New Value'
Where
Column2 > 5
There is all Unkwntech's example of updating more than one table
UPDATE table1, table2 SET
table1.col1 = 'value',
table2.col1 = 'value'
WHERE
table1.col3 = '567'
AND table2.col6='567'
UPDATE tableName SET col1='000' WHERE id='3' OR id='5'
This should achieve what you'r looking for. Just add more id's. I have tested it.
UPDATE `your_table` SET
`something` = IF(`id`="1","new_value1",`something`), `smth2` = IF(`id`="1", "nv1",`smth2`),
`something` = IF(`id`="2","new_value2",`something`), `smth2` = IF(`id`="2", "nv2",`smth2`),
`something` = IF(`id`="4","new_value3",`something`), `smth2` = IF(`id`="4", "nv3",`smth2`),
`something` = IF(`id`="6","new_value4",`something`), `smth2` = IF(`id`="6", "nv4",`smth2`),
`something` = IF(`id`="3","new_value5",`something`), `smth2` = IF(`id`="3", "nv5",`smth2`),
`something` = IF(`id`="5","new_value6",`something`), `smth2` = IF(`id`="5", "nv6",`smth2`)
// You just building it in php like
$q = 'UPDATE `your_table` SET ';
foreach($data as $dat){
$q .= '
`something` = IF(`id`="'.$dat->id.'","'.$dat->value.'",`something`),
`smth2` = IF(`id`="'.$dat->id.'", "'.$dat->value2.'",`smth2`),';
}
$q = substr($q,0,-1);
So you can update hole table with one query
I want to insert multiple row in sql with php, after checking few conditions.
The condition is, if 'cat' and 'preview' is not null then row one will be submitted and if 'cat','preview','cat2','preview2' is not null then two row will submitted with first row's value 'cat' and'preview and 2nd row's value 'cat2' and 'preview2'.
i tried these code, but i see - Undefined variable: sql
whats wrong with my condition?
else if(isset($cat)and ($cat!=="") and isset($preview)and ($preview=="") and
(isset($cat2))and ($cat2!=="") and (isset($preview2))and ($preview2!==""))
{
$sql = "INSERT INTO files (cat, preview, file, art) VALUES
('".$cat."','".$preview."','".$file."','".$art."')
('".$cat2."','".$preview2."','".$file2."','".$art2."')";
}
your code just had query mistake that you wanted to insert two row in just one insert command.use this code that seperates the insert commands :
else if(!empty($cat) and !empty($preview) and
!empty($cat2) and !empty($preview2))
{
$sql = "INSERT INTO files (cat, preview, file, art) VALUES
('".$cat."','".$preview."','".$file."','".$art."');";
$sql .= " INSERT INTO files (cat, preview, file, art) VALUES ('".$cat2."','".$preview2."','".$file2."','".$art2."');";
}
I personally think that the logic you have with your conditions may need rethinking. For instance, if you save your values into arrays, you can automate this process:
// Save first values
$sqlArgs[] = array($cat,$preview,$file,$art);
// Save second values
$sqlArgs[] = array($cat2,$preview2,$file2,$art2);
// Loop through each row.
foreach($sqlArgs as $key => $array) {
// If the `cat` or the `preview` empty, skip
if(!empty(trim($array[0])) && !empty(trim($array[1])))
$sql[] = "'".implode("','",$array)."'";
}
// If the sql has rows continue
if(!empty($sql)) {
// Build the statement rows with implode() of values.
// This assumes these are not user-input values or that you have
// thoroughly sanitized the values.
$statement = "INSERT INTO `files` (`cat`,`preview`,`file`,`art`) VALUES (".implode("),(",$sql).")";
// Preview statement
print_r($statement);
}
This approach will take care of 0,1, or 2 inserts (or more if necessary) based on the two keys cat & preview being filled.
Insert query with ; is not one query...
For example
Insert into mytable (a,b,c) values (1,2,3);
Insert into mytable (a,b,c) values (4,5,6);
Insert into mytable (a,b,c) values (7,8,9);
is not one query, this is 3 insert queries.
That is mean when insert values (4,5,6) have error, values (1,2,3) query is successed....
We want if one row failed, all insert query fail.
Therefore, we don't write insert query with ;
Example query:
Insert into mytable values(1, 2, 3), (4, 5, 6), (7, 8, 9);
I've been stuck on this for a few hours now ...
Here's my code:
$SQLQuery1 = $db_info->prepare("SELECT COUNT(ID) FROM menusize WHERE typesize=:typesize");
$SQLQuery1->bindValue(':typesize',$_POST['typesize'],PDO::PARAM_STR);
$SQLQuery1->execute();
if($SQLQuery1->fetchColumn() > 0) {
$SQLQuery2 = $db_info->prepare("INSERT INTO menucatagorysize (menucatagory_ID,menusize_ID) VALUES (:catagoryid,(SELECT ID FROM menusize WHERE typesize=:typesize))");
$SQLQuery2->bindValue(':typesize',$_POST['typesize'],PDO::PARAM_STR);
$SQLQuery2->bindValue(':catagoryid',$_POST['catagoryid'],PDO::PARAM_STR);
$SQLQuery2->execute();
} else {
$SQLQuery2 = $db_info->prepare("INSERT INTO menusize (typesize) VALUES (:typesize);
SET #menusizeid=LAST_INSERT_ID();
INSERT INTO menucatagorysize (menusize_ID,menucatagory_ID) VALUES (#menusizeid,:catagoryid)");
$SQLQuery2->bindValue(':typesize',$_POST['typesize'],PDO::PARAM_STR);
$SQLQuery2->bindValue(':catagoryid',$_POST['catagoryid'],PDO::PARAM_STR);
$SQLQuery2->execute();
}
$SQLQuery3 = $db_info->prepare("SELECT DISTINCT(menuitem_ID) FROM menuprice WHERE menucatagory_ID=:catagoryid");
$SQLQuery3->bindValue(':catagoryid',$_POST['catagoryid'],PDO::PARAM_STR);
$SQLQuery3->execute();
$rows = $SQLQuery3->fetchAll(PDO::FETCH_ASSOC);
So, it will run through the if statement fine, running $SQLQuery1 and $SQLQuery2 (Which ever one is required) without any problems, errors or warnings. But, if it runs the else { part of the code, it will not run $SQLQuery3. Any thoughts?
Thanks :D
EDIT: Got it to work by doing $SQLQuery2=NULL in the else statement ... Sucks that I still cant figure out why it wouldnt work the original way.
It appears that you're trying to enforce a uniqueness constraint over the typesize column of your menusize table from within your application code. However, the database can do this for you—which will make your subsequent operations much simpler:
ALTER TABLE menusize ADD UNIQUE (typesize)
Now, one can simply attempt to insert the posted value into the table and the database will prevent duplicates arising. Furthermore, as documented under INSERT ... ON DUPLICATE KEY UPDATE Syntax:
If a table contains an AUTO_INCREMENT column and INSERT ... ON DUPLICATE KEY UPDATE inserts or updates a row, the LAST_INSERT_ID() function returns the AUTO_INCREMENT value. Exception: For updates, LAST_INSERT_ID() is not meaningful prior to MySQL 5.1.12. However, you can work around this by using LAST_INSERT_ID(expr). Suppose that id is the AUTO_INCREMENT column. To make LAST_INSERT_ID() meaningful for updates, insert rows as follows:
INSERT INTO table (a,b,c) VALUES (1,2,3)
ON DUPLICATE KEY UPDATE id=LAST_INSERT_ID(id), c=3;
Therefore, you can do:
$db_info->prepare('
INSERT INTO menusize (typesize) VALUES (:typesize)
ON DUPLICATE KEY UPDATE typesize=LAST_INSERT_ID(typesize)
')->execute(array(
':typesize' => $_POST['typesize']
));
$db_info->prepare('
INSERT INTO menucatagorysize
(menusize_ID, menucatagory_ID)
VALUES
(LAST_INSERT_ID(), :catagoryid)
')->execute(array(
':catagoryid' => $_POST['catagoryid']
));
$stmt = $db_info->prepare('
SELECT DISTINCT menuitem_ID
FROM menuprice
WHERE menucatagory_ID = :catagoryid
');
$stmt->execute(array(
':catagoryid' => $_POST['catagoryid']
));
while ($row = $stmt->fetch(PDO::FETCH_ASSOC)) {
// etc.
}
(As an aside, the English word is spelled cat*e*gory, not cat*a*gory.)