SQL Server: quick and dirty data validation query?
Getting frequent updates on a database that is going through major changes. Need a quick way to check for abnormalities in the data. Over 1,000 tables; about 200
actually being used.
Would like to have a list of the tables with the most records at the top. Found and modified this code that seems to work:
select
object_name(object_id) AS TableName,
sum(rows) AS TableRowCount
from
sys.partitions
where
index_id in (0, 1)
group by
object_id
order by
TableRowCount desc
However, it would be useful to also have an indication if columns are populated properly. Would be great to have percentages of valid rows as well as percentages of NULLs, blanks and zeros.
Stumbled across this snippet:
SELECT
TABLE_NAME,
COLUMN_NAME,
dbo.ExecuteScalarToInt('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
However, this throws an error:
Cannot find either column "dbo" or the user-defined function or aggregate "dbo.ExecuteScalarToInt", or the name is ambiguous.
Hmmm. I deleted the dbo.ExecuteScalarToInt
part:
SELECT
TABLE_NAME,
COLUMN_NAME,
('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) AS Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
ORDER BY
TABLE_NAME ASC, COLUMN_NAME ASC
This works, but for the percentage column, a SQL query shows up. Tried the resulting SQL query--it works.
Tried substituting "exec", "sp_executesql", and "exec sp_executesql".
Got errors.
Here is what I'm imagining what the output should look similar to:
TableName TableRows ColumnName PctPopulatedRows PctNULLs PctBlanks PctZeros
LineItems 4,649,764 InventryNum 100.0% 0.0% 0.0% 0.0%
LineItems 4,649,764 Description 99.9% 0.0% 0.1% 0.0%
LineItems 4,649,764 Price 99.7% 0.0% 0.1% 0.2%
.
.
.
Invoices 385,532 InvoiceNum 100.0% 0.0% 0.0% 0.0%
Invoices 385,532 DateTime 99.6% 0.2% 0.1% 0.1%
Invoices 385,532 TotalAmt 99.8% 0.0% 0.2% 0.0%
.
.
.
Customers 64,906 CustomerNum 100.0% 0.0% 0.0% 0.0%
Customers 64,906 CustStreet 99.8% 0.0% 0.2% 0.0%
Customers 64,906 CustZip 99.7% 0.1% 0.2% 0.0%
Tired of banging my head against this. Can anyone straighten me out to get closer to a solution?
Many thanks for taking a look.
sql sql-server sql-server-2014
add a comment |
Getting frequent updates on a database that is going through major changes. Need a quick way to check for abnormalities in the data. Over 1,000 tables; about 200
actually being used.
Would like to have a list of the tables with the most records at the top. Found and modified this code that seems to work:
select
object_name(object_id) AS TableName,
sum(rows) AS TableRowCount
from
sys.partitions
where
index_id in (0, 1)
group by
object_id
order by
TableRowCount desc
However, it would be useful to also have an indication if columns are populated properly. Would be great to have percentages of valid rows as well as percentages of NULLs, blanks and zeros.
Stumbled across this snippet:
SELECT
TABLE_NAME,
COLUMN_NAME,
dbo.ExecuteScalarToInt('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
However, this throws an error:
Cannot find either column "dbo" or the user-defined function or aggregate "dbo.ExecuteScalarToInt", or the name is ambiguous.
Hmmm. I deleted the dbo.ExecuteScalarToInt
part:
SELECT
TABLE_NAME,
COLUMN_NAME,
('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) AS Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
ORDER BY
TABLE_NAME ASC, COLUMN_NAME ASC
This works, but for the percentage column, a SQL query shows up. Tried the resulting SQL query--it works.
Tried substituting "exec", "sp_executesql", and "exec sp_executesql".
Got errors.
Here is what I'm imagining what the output should look similar to:
TableName TableRows ColumnName PctPopulatedRows PctNULLs PctBlanks PctZeros
LineItems 4,649,764 InventryNum 100.0% 0.0% 0.0% 0.0%
LineItems 4,649,764 Description 99.9% 0.0% 0.1% 0.0%
LineItems 4,649,764 Price 99.7% 0.0% 0.1% 0.2%
.
.
.
Invoices 385,532 InvoiceNum 100.0% 0.0% 0.0% 0.0%
Invoices 385,532 DateTime 99.6% 0.2% 0.1% 0.1%
Invoices 385,532 TotalAmt 99.8% 0.0% 0.2% 0.0%
.
.
.
Customers 64,906 CustomerNum 100.0% 0.0% 0.0% 0.0%
Customers 64,906 CustStreet 99.8% 0.0% 0.2% 0.0%
Customers 64,906 CustZip 99.7% 0.1% 0.2% 0.0%
Tired of banging my head against this. Can anyone straighten me out to get closer to a solution?
Many thanks for taking a look.
sql sql-server sql-server-2014
ExecuteScalarToInt
is a custom scalar user defined function. Wherever you lifted that from might have the definition for it. You'd need to create it in the same database. If a NULL or blank is legitimately an invalid piece of data then you should have constraints stopping that. Of course in the real world that can be difficult.
– Nick.McDermaid
Nov 13 '18 at 3:47
What you required can be done but not in one single query but utilize dynamic sql + temp table. Looks like it will be a complex query (the dynamic part)
– Squirrel
Nov 13 '18 at 4:12
You basically need to use a cursor to populate some dynamic SQL... like this stackoverflow.com/questions/25559088/…
– Nick.McDermaid
Nov 13 '18 at 11:08
add a comment |
Getting frequent updates on a database that is going through major changes. Need a quick way to check for abnormalities in the data. Over 1,000 tables; about 200
actually being used.
Would like to have a list of the tables with the most records at the top. Found and modified this code that seems to work:
select
object_name(object_id) AS TableName,
sum(rows) AS TableRowCount
from
sys.partitions
where
index_id in (0, 1)
group by
object_id
order by
TableRowCount desc
However, it would be useful to also have an indication if columns are populated properly. Would be great to have percentages of valid rows as well as percentages of NULLs, blanks and zeros.
Stumbled across this snippet:
SELECT
TABLE_NAME,
COLUMN_NAME,
dbo.ExecuteScalarToInt('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
However, this throws an error:
Cannot find either column "dbo" or the user-defined function or aggregate "dbo.ExecuteScalarToInt", or the name is ambiguous.
Hmmm. I deleted the dbo.ExecuteScalarToInt
part:
SELECT
TABLE_NAME,
COLUMN_NAME,
('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) AS Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
ORDER BY
TABLE_NAME ASC, COLUMN_NAME ASC
This works, but for the percentage column, a SQL query shows up. Tried the resulting SQL query--it works.
Tried substituting "exec", "sp_executesql", and "exec sp_executesql".
Got errors.
Here is what I'm imagining what the output should look similar to:
TableName TableRows ColumnName PctPopulatedRows PctNULLs PctBlanks PctZeros
LineItems 4,649,764 InventryNum 100.0% 0.0% 0.0% 0.0%
LineItems 4,649,764 Description 99.9% 0.0% 0.1% 0.0%
LineItems 4,649,764 Price 99.7% 0.0% 0.1% 0.2%
.
.
.
Invoices 385,532 InvoiceNum 100.0% 0.0% 0.0% 0.0%
Invoices 385,532 DateTime 99.6% 0.2% 0.1% 0.1%
Invoices 385,532 TotalAmt 99.8% 0.0% 0.2% 0.0%
.
.
.
Customers 64,906 CustomerNum 100.0% 0.0% 0.0% 0.0%
Customers 64,906 CustStreet 99.8% 0.0% 0.2% 0.0%
Customers 64,906 CustZip 99.7% 0.1% 0.2% 0.0%
Tired of banging my head against this. Can anyone straighten me out to get closer to a solution?
Many thanks for taking a look.
sql sql-server sql-server-2014
Getting frequent updates on a database that is going through major changes. Need a quick way to check for abnormalities in the data. Over 1,000 tables; about 200
actually being used.
Would like to have a list of the tables with the most records at the top. Found and modified this code that seems to work:
select
object_name(object_id) AS TableName,
sum(rows) AS TableRowCount
from
sys.partitions
where
index_id in (0, 1)
group by
object_id
order by
TableRowCount desc
However, it would be useful to also have an indication if columns are populated properly. Would be great to have percentages of valid rows as well as percentages of NULLs, blanks and zeros.
Stumbled across this snippet:
SELECT
TABLE_NAME,
COLUMN_NAME,
dbo.ExecuteScalarToInt('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
However, this throws an error:
Cannot find either column "dbo" or the user-defined function or aggregate "dbo.ExecuteScalarToInt", or the name is ambiguous.
Hmmm. I deleted the dbo.ExecuteScalarToInt
part:
SELECT
TABLE_NAME,
COLUMN_NAME,
('SELECT ISNULL(SUM(CASE WHEN ' + QUOTENAME(COLUMN_NAME) + ' IS NULL THEN 1 ELSE 0 END) * 100.00/count(*), 0) Percentage FROM ' + QUOTENAME(TABLE_SCHEMA) + '.' + QUOTENAME(TABLE_NAME)) AS Percentage
FROM
INFORMATION_SCHEMA.COLUMNS
ORDER BY
TABLE_NAME ASC, COLUMN_NAME ASC
This works, but for the percentage column, a SQL query shows up. Tried the resulting SQL query--it works.
Tried substituting "exec", "sp_executesql", and "exec sp_executesql".
Got errors.
Here is what I'm imagining what the output should look similar to:
TableName TableRows ColumnName PctPopulatedRows PctNULLs PctBlanks PctZeros
LineItems 4,649,764 InventryNum 100.0% 0.0% 0.0% 0.0%
LineItems 4,649,764 Description 99.9% 0.0% 0.1% 0.0%
LineItems 4,649,764 Price 99.7% 0.0% 0.1% 0.2%
.
.
.
Invoices 385,532 InvoiceNum 100.0% 0.0% 0.0% 0.0%
Invoices 385,532 DateTime 99.6% 0.2% 0.1% 0.1%
Invoices 385,532 TotalAmt 99.8% 0.0% 0.2% 0.0%
.
.
.
Customers 64,906 CustomerNum 100.0% 0.0% 0.0% 0.0%
Customers 64,906 CustStreet 99.8% 0.0% 0.2% 0.0%
Customers 64,906 CustZip 99.7% 0.1% 0.2% 0.0%
Tired of banging my head against this. Can anyone straighten me out to get closer to a solution?
Many thanks for taking a look.
sql sql-server sql-server-2014
sql sql-server sql-server-2014
edited Nov 13 '18 at 5:40
marc_s
575k12811101257
575k12811101257
asked Nov 13 '18 at 3:22
SquareDonutSquareDonut
182
182
ExecuteScalarToInt
is a custom scalar user defined function. Wherever you lifted that from might have the definition for it. You'd need to create it in the same database. If a NULL or blank is legitimately an invalid piece of data then you should have constraints stopping that. Of course in the real world that can be difficult.
– Nick.McDermaid
Nov 13 '18 at 3:47
What you required can be done but not in one single query but utilize dynamic sql + temp table. Looks like it will be a complex query (the dynamic part)
– Squirrel
Nov 13 '18 at 4:12
You basically need to use a cursor to populate some dynamic SQL... like this stackoverflow.com/questions/25559088/…
– Nick.McDermaid
Nov 13 '18 at 11:08
add a comment |
ExecuteScalarToInt
is a custom scalar user defined function. Wherever you lifted that from might have the definition for it. You'd need to create it in the same database. If a NULL or blank is legitimately an invalid piece of data then you should have constraints stopping that. Of course in the real world that can be difficult.
– Nick.McDermaid
Nov 13 '18 at 3:47
What you required can be done but not in one single query but utilize dynamic sql + temp table. Looks like it will be a complex query (the dynamic part)
– Squirrel
Nov 13 '18 at 4:12
You basically need to use a cursor to populate some dynamic SQL... like this stackoverflow.com/questions/25559088/…
– Nick.McDermaid
Nov 13 '18 at 11:08
ExecuteScalarToInt
is a custom scalar user defined function. Wherever you lifted that from might have the definition for it. You'd need to create it in the same database. If a NULL or blank is legitimately an invalid piece of data then you should have constraints stopping that. Of course in the real world that can be difficult.– Nick.McDermaid
Nov 13 '18 at 3:47
ExecuteScalarToInt
is a custom scalar user defined function. Wherever you lifted that from might have the definition for it. You'd need to create it in the same database. If a NULL or blank is legitimately an invalid piece of data then you should have constraints stopping that. Of course in the real world that can be difficult.– Nick.McDermaid
Nov 13 '18 at 3:47
What you required can be done but not in one single query but utilize dynamic sql + temp table. Looks like it will be a complex query (the dynamic part)
– Squirrel
Nov 13 '18 at 4:12
What you required can be done but not in one single query but utilize dynamic sql + temp table. Looks like it will be a complex query (the dynamic part)
– Squirrel
Nov 13 '18 at 4:12
You basically need to use a cursor to populate some dynamic SQL... like this stackoverflow.com/questions/25559088/…
– Nick.McDermaid
Nov 13 '18 at 11:08
You basically need to use a cursor to populate some dynamic SQL... like this stackoverflow.com/questions/25559088/…
– Nick.McDermaid
Nov 13 '18 at 11:08
add a comment |
0
active
oldest
votes
Your Answer
StackExchange.ifUsing("editor", function ()
StackExchange.using("externalEditor", function ()
StackExchange.using("snippets", function ()
StackExchange.snippets.init();
);
);
, "code-snippets");
StackExchange.ready(function()
var channelOptions =
tags: "".split(" "),
id: "1"
;
initTagRenderer("".split(" "), "".split(" "), channelOptions);
StackExchange.using("externalEditor", function()
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled)
StackExchange.using("snippets", function()
createEditor();
);
else
createEditor();
);
function createEditor()
StackExchange.prepareEditor(
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
bindNavPrevention: true,
postfix: "",
imageUploader:
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
,
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
);
);
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53273322%2fsql-server-quick-and-dirty-data-validation-query%23new-answer', 'question_page');
);
Post as a guest
Required, but never shown
0
active
oldest
votes
0
active
oldest
votes
active
oldest
votes
active
oldest
votes
Thanks for contributing an answer to Stack Overflow!
- Please be sure to answer the question. Provide details and share your research!
But avoid …
- Asking for help, clarification, or responding to other answers.
- Making statements based on opinion; back them up with references or personal experience.
To learn more, see our tips on writing great answers.
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53273322%2fsql-server-quick-and-dirty-data-validation-query%23new-answer', 'question_page');
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
ExecuteScalarToInt
is a custom scalar user defined function. Wherever you lifted that from might have the definition for it. You'd need to create it in the same database. If a NULL or blank is legitimately an invalid piece of data then you should have constraints stopping that. Of course in the real world that can be difficult.– Nick.McDermaid
Nov 13 '18 at 3:47
What you required can be done but not in one single query but utilize dynamic sql + temp table. Looks like it will be a complex query (the dynamic part)
– Squirrel
Nov 13 '18 at 4:12
You basically need to use a cursor to populate some dynamic SQL... like this stackoverflow.com/questions/25559088/…
– Nick.McDermaid
Nov 13 '18 at 11:08