please help me: my process result into only one node with label "no" in decision

[ansar313]

please help me: my process result into only one node with label "no" in decision
Attribute Information:

Input variables:
# bank client data:
1 - age (numeric)
2 - job : type of job (categorical: 'admin.','unknown','unemployed','management','housemaid','entrepreneur','student',
'blue-collar','self-employed','retired','technician','services')
3 - marital : marital status (categorical: 'married','divorced','single'; note: 'divorced' means divorced or widowed)
4 - education (categorical: 'unknown','secondary','primary','tertiary')
5 - default: has credit in default? (binary: 'yes','no')
6 - balance: average yearly balance, in euros (numeric)
7 - housing: has housing loan? (binary: 'yes','no')
8 - loan: has personal loan? (binary: 'yes','no')
# related with the last contact of the current campaign:
9 - contact: contact communication type (categorical: 'unknown','telephone','cellular')
10 - day: last contact day of the month (numeric)
11 - month: last contact month of year (categorical: 'jan', 'feb', 'mar', ..., 'nov', 'dec')
12 - duration: last contact duration, in seconds (numeric)
# other attributes:
13 - campaign: number of contacts performed during this campaign and for this client (numeric, includes last contact)
14 - pdays: number of days that passed by after the client was last contacted from a previous campaign (numeric, -1 means client was not previously contacted)
15 - previous: number of contacts performed before this campaign and for this client (numeric)
16 - poutcome: outcome of the previous marketing campaign (categorical: 'unknown','other','failure','success')

Output variable (desired target):
17 - y - has the client subscribed a term deposit? (binary: 'yes','no')
***********************************************************
i choose this field 'y' as label
************************************************************
but result of decision tree have only one node with label "no"
***********************************************************
sample records:
age   job   marital   education   default   balance   housing   loan   contact   day   month   duration   campaign   pdays   previous   poutcome   y
30   unemployed   married   primary   no   1787   no   no   cellular   19   oct   79   1   -1   0   unknown   no
33   services   married   secondary   no   4789   yes   yes   cellular   11   may   220   1   339   4   failure   no
35   management   single   tertiary   no   1350   yes   no   cellular   16   apr   185   1   330   1   failure   no

but

[Marius]

Hi,

I just added an entry in the FAQ about this issue:

Why does my Decision Tree contain only one node?
RapidMiner's decision tree has a "minimal gain" parameter. If a new node would not result in at least that increase of model performance, the algorithm stops. Try to decrease the parameter value if you want deeper trees. But you should carefully evaluate your models and compare different parameter settings. For that you should have a look at the Optimize Parameters operator.

Hope this helps!

Best, Marius

[Marius]

And as stated elsewhere: double posting does not improve response time, you can be glad that in first place I only saw one of your posts and wrote an answer.

Spamming the forum with at least 6 identical posts will result in banning from the forum and deletion of the posts without further notice in the future.

Instead of wasting your and other people's time you should read the documentation of the operator itself directly in RapidMiner, experiment with the paramter settings and inspect our online documentation and videos which are linked in more than one place in this forum and on the website.