jschulberg / Dog-Returns

A data science analysis to classify whether or not an adopted dog will be returned.
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Clean up `CATS` Column #17

Closed jschulberg closed 2 years ago

jschulberg commented 2 years ago

The CATS Column likely needs to be cleaned up and converted into a boolean.

Here are the values in it:

CATS Count of ID
(blank) 9335
Yes 258
No 253
Y 136
Passed shelter test 118
Lived with 91
Passed Shelter Cat Test 68
Passed test 38
Caution 24
Lived with cats 20
No Cats 19
LIVES WITH 18
N 17
Passed cat test 16
Passed shelter cat tests 10
passed shelter cat test 8
Passed Shelter Test 6
Lives with cats 5
NO 5
OK 4
PASSED OFFICE CAT TEST 4
Curious 3
Passed office cat test 2
Passed shleter cat test 2
LIVING WITH CATS 2
didn't lunge 2
Interested / caution 2
Okay 1
1
YES - living with cat 1
Passed / Interested 1
passed shetler cat test 1
Passed cat shelter test 1
Y- but wants to play 1
YES/BAYS AT THEM 1
Passed 1
I 1
Passed shelter test, lives with cats 1
Lived 1
Case by case 1
1
Dog-savvy cats 1
 new this week;puppy screen 1
Good 1
Lives With 1
Yes, see notes 1
No - chases 1
Debatable 1
LIVED WITH 1
Passed Cat Test 1
Grand Total 10489
jschulberg commented 2 years ago

Consider creating a separate feature for dogs that pass the Shelter Cat Test

jschulberg commented 2 years ago
jschulberg commented 2 years ago

Note: Values for this column also seem to be popping up in the BEHAVIORAL NOTES column. Make sure to check both!

rkelley05 commented 2 years ago

Cross checked behavioral notes column with cats column and all seem to line up description wise