Here is the complete dataset:

Outlook Temp    Humidity        Windy   Class
Sunny   2       2       Yes     Play
Sunny   2       1       Yes     Don't Play
Sunny   3       1       No      Don't Play
Sunny   2       1       No      Don't Play
Sunny   1       2       No      Play
Overcast        2       1       Yes     Play
Overcast        3       1       No      Play
Overcast        1       2       Yes     Play
Overcast        3       2       No      Play
Rain    2       1       Yes     Don't Play
Rain    1       2       Yes     Don't Play
Rain    2       1       No      Play
Rain    1       1       No      Play
Rain    1       1       No      Play

And manually I was indeed able to generate a decision tree out of it. I also
used couple of other tools to generate a valid decision tree out of it. But
I am unable to generate through R.

"Or now Im pretty sure of it as when I took your dataset and used the magic
way of ctrl-c ctrl-v to make some more observations I get a decision tree."
- Pardon me, but, I couldn't decipher what you were trying to tell through
this line. Could you elaborate on this?

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