I have a data-set which consists of multiple localities along with various features and I would like to rank each locality based on input features.

Sample Data

localityID | population | no.ofSchools | no.ofHospitals | no.ofStores | no.ofAmenities

   XYZ1         20000         1               10              14          20
   XYZ2         15000         2               5               20          15
   XYZ3         30000         5               2               20          10  

The above is the Sample Data. I would like to perform SVMLight or Regression Analysis and obtain a score for each locality which I can use for Ranking.

Expected Sample Output

localityID | Score | Rank
   XYZ2       0.84    1
   XYZ1       0.74    2
   XYZ3       0.73    3

As much I have searched Google, I could not find any answers which can provide a solution. I am pretty new to Data Science and any inputs/suggestion will be really valuable.


closed as unclear what you're asking by mkt, Michael Chernick, kjetil b halvorsen, Peter Flom Feb 12 at 11:04

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  • 1
    $\begingroup$ What is this score? How do you define it? $\endgroup$ – user2974951 Feb 11 at 12:47
  • $\begingroup$ Regression requires a dependent variable and you don't have one. $\endgroup$ – Peter Flom Feb 12 at 11:04