Analyze Key Influencers Questions

Jun 24, 2007

I will be grateful if you could answer a few more questions around Analyzing Key Influencers



1. When specifying the training data for Decision Tree, there is a SUGGEST button (Recommend inputs for currently set predictable) which recommends which input are related to the predictable attribute. It also gives a €˜Score€™ for each recommended inputs. What algorithm does the SUGGEST button use? Does it use simple entropy/correlation based algorithm OR sophisticated feature selection algorithms?

2. Can I access this €˜Score€™ and recommended inputs above programmatically?

3. What feature selection algorithms are used in SQL Server 2005? Can they be invoked programmatically?

5. In Logistic Regression mining model viewer, we get a chart which clearly shows what attributes favor which state of the predictable attribute. For example, income level < 23000 favors BikeBuyer = 0 (does not buy) with a score of 89.00. What algorithm is used to calculate the €˜Score€™? Can LR be used as a feature selector in case where the predicted attribute is binary (select the attributes that favor one state or the other with a score of, say, greater than some threshold)?

6. You suggested using Naive Bayes to find AKIs. What if the input attributes are all continuous (predicted attribute binary)? Shouldnt I be going for LR?

Thanks bunches

MA

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Analyze Key Influencers Issue........

Oct 23, 2007

Excuse the elementary question; I am new to this feature.


No matter what dataset I use, I get the following error:
"The task was not able to detect any key influencers for the 'xxx' column. The values of 'xxx' seem unrelated to values of other columns."


Any ideas on what is happening here?

Here is the sample dataset:







Loan Amount
CLTV
transmitted

1,000
51.0%
1

5,000
52.0%
1

9,000
53.0%
1

13,000
54.0%
1

17,000
55.0%
1

21,000
56.0%
1

25,000
57.0%
1

29,000
58.0%
1

33,000
59.0%
1

37,000
60.0%
0

41,000
61.0%
0

45,000
62.0%
0

49,000
63.0%
0

53,000
64.0%
0

57,000
65.0%
0

61,000
66.0%
0

65,000
67.0%
0

69,000
68.0%
0

73,000
69.0%
0

77,000
70.0%
0

Thanks in advance.......

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Nov 12, 2007

I have installed the excel DM addin and am trying to work through the tutorials -

When I run the 'Analyze Key Influencers' tool against the sample data through a remote AS server I get:
The task was not able to detect any key influencers for the 'Purchased Bike' column. The values of 'Purchased Bike' seem unrelated to values of other columns.

however when I run it against a local AS server I get the expected results.

I can see no differences in settings or setup between the AS instances I am trying to use - perhaps a permissions issue?
Thank you

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Jan 24, 2008



Hi,


Does anyone know how the key influencers impact values are calculated? Thanks!!

Kate

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3.orphan users and weak passwords
4.analyzed SPS for bad code

Is there anything else I can do? Are there any ready-made scripts which I can use.


------------------------
I think, therefore I am - Rene Descartes

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Dear All,
i've used the DBCC showcontig command against my table table103
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the results are:
DBCC SHOWCONTIG scanning 'TABLE103' table...
Table: 'TABLE103' (1899257921); index ID: 1, database ID: 10
TABLE level scan performed.
- Pages Scanned................................: 20
- Extents Scanned..............................: 13
- Extent Switches..............................: 18
- Avg. Pages per Extent........................: 1.5
- Scan Density [Best Count:Actual Count].......: 15.79% [3:19]
- Logical Scan Fragmentation ..................: 90.00%
- Extent Scan Fragmentation ...................: 92.31%
- Avg. Bytes Free per Page.....................: 3281.4
- Avg. Page Density (full).....................: 59.46%

Vinod
Even you learn 1%, Learn it with 100% confidence.

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Thanks!

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JEK

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Nov 26, 2006

Msg 245, Level 16, State 1, Procedure CompactL1RecordsFromfirstINTRAD, Line 177
Conversion failed when converting the varchar value
'DECLARE rows_cursor CURSOR FOR
SELECT ask, dateTimed FROM iDay_Compr_GOOG
WHERE DAY (dateTimed) = ' to data type int.


I get this message while executing a stored procedure. It works "half way" but skips this statement and the whole block as a result. In the table @table_name ask is declared as float and dateTimed as DateTime. Similar statements work happily in other stored procedures with no problem. Even in the same stored procedure I have places where I use DAY (dateTimed) and they seem to work as far as I can see although it is a very branched out code with many IF ... ELSE's.

SET @SQL = 'DECLARE rows_cursor CURSOR FOR
SELECT ask, dateTimed FROM '+@table_name+'
WHERE DAY (dateTimed) = '+@day+' AND NOT ask = 0'
exec sp_sqlexec @SQL
OPEN rows_cursor
FETCH LAST FROM rows_cursor INTO @askQ, @lastTableDateTime
SET @SQL = 'UPDATE '+@table_name+' SET askSize = askSize + '+@askSize+'
WHERE dateTimed = '+@lastTableDateTime+' AND ask = '+@askQ
exec sp_sqlexec @SQL -- <== this is line 177
CLOSE rows_cursor
DEALLOCATE rows_cursor

Another puzzle for me is the line number. I used Edit-->GO TO--> 177 to single the line out and it seems to point to a different exec sp_execsql @SQL statement, the one that is down the road.

I can make neither head nor tail out of it. I am sure Jens, Cetin or Andrea or whoever stumble on this post will be able to figure this out. Anyone else's help will also be appreciated.

Many thanks.

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Edit 2007-8-9:
Added code to show database file sizes. Not really closely related to tables sizes, but a lot of the people who need this want to know why their database it so large, so it may help to know which files, especially the logs, are so large, and if the files have empty space in them.


-- Script to analyze table space usage using the
-- output from the sp_spaceused stored procedure
-- Works with SQL 7.0, 2000, and 2005

set nocount on


print 'Show Size, Space Used, Unused Space, Type, and Name of all database files'

select
[FileSizeMB]=
convert(numeric(10,2),sum(round(a.size/128.,2))),
[UsedSpaceMB]=
convert(numeric(10,2),sum(round(fileproperty( a.name,'SpaceUsed')/128.,2))) ,
[UnusedSpaceMB]=
convert(numeric(10,2),sum(round((a.size-fileproperty( a.name,'SpaceUsed'))/128.,2))) ,
[Type] =
case when a.groupid is null then '' when a.groupid = 0 then 'Log' else 'Data' end,
[DBFileName]= isnull(a.name,'*** Total for all files ***')
from
sysfiles a
group by
groupid,
a.name
with rollup
having
a.groupid is null or
a.name is not null
order by
case when a.groupid is null then 99 when a.groupid = 0 then 0 else 1 end,
a.groupid,
case when a.name is null then 99 else 0 end,
a.name




create table #TABLE_SPACE_WORK
(
TABLE_NAME sysnamenot null ,
TABLE_ROWS numeric(18,0)not null ,
RESERVED varchar(50) not null ,
DATA varchar(50) not null ,
INDEX_SIZE varchar(50) not null ,
UNUSED varchar(50) not null ,
)

create table #TABLE_SPACE_USED
(
Seqintnot null
identity(1,1)primary key clustered,
TABLE_NAME sysnamenot null ,
TABLE_ROWS numeric(18,0)not null ,
RESERVED varchar(50) not null ,
DATA varchar(50) not null ,
INDEX_SIZE varchar(50) not null ,
UNUSED varchar(50) not null ,
)

create table #TABLE_SPACE
(
Seqintnot null
identity(1,1)primary key clustered,
TABLE_NAME SYSNAME not null ,
TABLE_ROWS int not null ,
RESERVED int not null ,
DATA int not null ,
INDEX_SIZE int not null ,
UNUSED int not null ,
USED_MBnumeric(18,4)not null,
USED_GBnumeric(18,4)not null,
AVERAGE_BYTES_PER_ROWnumeric(18,5)null,
AVERAGE_DATA_BYTES_PER_ROWnumeric(18,5)null,
AVERAGE_INDEX_BYTES_PER_ROWnumeric(18,5)null,
AVERAGE_UNUSED_BYTES_PER_ROWnumeric(18,5)null,
)

declare @fetch_status int

declare @proc varchar(200)
select@proc= rtrim(db_name())+'.dbo.sp_spaceused'

declare Cur_Cursor cursor local
for
select
TABLE_NAME=
rtrim(TABLE_SCHEMA)+'.'+rtrim(TABLE_NAME)
from
INFORMATION_SCHEMA.TABLES
where
TABLE_TYPE= 'BASE TABLE'
order by
1

open Cur_Cursor

declare @TABLE_NAME varchar(200)

select @fetch_status = 0

while @fetch_status = 0
begin

fetch next from Cur_Cursor
into
@TABLE_NAME

select @fetch_status = @@fetch_status

if @fetch_status <> 0
begin
continue
end

truncate table #TABLE_SPACE_WORK

insert into #TABLE_SPACE_WORK
(
TABLE_NAME,
TABLE_ROWS,
RESERVED,
DATA,
INDEX_SIZE,
UNUSED
)
exec @proc @objname =
@TABLE_NAME ,@updateusage = 'true'


-- Needed to work with SQL 7
update #TABLE_SPACE_WORK
set
TABLE_NAME = @TABLE_NAME

insert into #TABLE_SPACE_USED
(
TABLE_NAME,
TABLE_ROWS,
RESERVED,
DATA,
INDEX_SIZE,
UNUSED
)
select
TABLE_NAME,
TABLE_ROWS,
RESERVED,
DATA,
INDEX_SIZE,
UNUSED
from
#TABLE_SPACE_WORK

end --While end

close Cur_Cursor

deallocate Cur_Cursor

insert into #TABLE_SPACE
(
TABLE_NAME,
TABLE_ROWS,
RESERVED,
DATA,
INDEX_SIZE,
UNUSED,
USED_MB,
USED_GB,
AVERAGE_BYTES_PER_ROW,
AVERAGE_DATA_BYTES_PER_ROW,
AVERAGE_INDEX_BYTES_PER_ROW,
AVERAGE_UNUSED_BYTES_PER_ROW

)
select
TABLE_NAME,
TABLE_ROWS,
RESERVED,
DATA,
INDEX_SIZE,
UNUSED,
USED_MB=
round(convert(numeric(25,10),RESERVED)/
convert(numeric(25,10),1024),4),
USED_GB=
round(convert(numeric(25,10),RESERVED)/
convert(numeric(25,10),1024*1024),4),
AVERAGE_BYTES_PER_ROW=
case
when TABLE_ROWS <> 0
then round(
(1024.000000*convert(numeric(25,10),RESERVED))/
convert(numeric(25,10),TABLE_ROWS),5)
else null
end,
AVERAGE_DATA_BYTES_PER_ROW=
case
when TABLE_ROWS <> 0
then round(
(1024.000000*convert(numeric(25,10),DATA))/
convert(numeric(25,10),TABLE_ROWS),5)
else null
end,
AVERAGE_INDEX_BYTES_PER_ROW=
case
when TABLE_ROWS <> 0
then round(
(1024.000000*convert(numeric(25,10),INDEX_SIZE))/
convert(numeric(25,10),TABLE_ROWS),5)
else null
end,
AVERAGE_UNUSED_BYTES_PER_ROW=
case
when TABLE_ROWS <> 0
then round(
(1024.000000*convert(numeric(25,10),UNUSED))/
convert(numeric(25,10),TABLE_ROWS),5)
else null
end
from
(
select
TABLE_NAME,
TABLE_ROWS,
RESERVED=
convert(int,rtrim(replace(RESERVED,'KB',''))),
DATA=
convert(int,rtrim(replace(DATA,'KB',''))),
INDEX_SIZE=
convert(int,rtrim(replace(INDEX_SIZE,'KB',''))),
UNUSED=
convert(int,rtrim(replace(UNUSED,'KB','')))
from
#TABLE_SPACE_USED aa
) a
order by
TABLE_NAME

print 'Show results in descending order by size in MB'

select * from #TABLE_SPACE order by USED_MB desc
go

drop table #TABLE_SPACE_WORK
drop table #TABLE_SPACE_USED
drop table #TABLE_SPACE




CODO ERGO SUM

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