.

doc#CATDOGMANIOWNERRAINGOBETTEREVERYONCOMMONLOVEHOUSRUNCOULDNTCOOLOUTSIDSOMETIMWINDOWSTAREDEPRESSMORNFELTSOFTDOGEATDOGWORLDPUPPIBIGHOUNDEATSTRUGGLSURVIVAVOIDSUPERIORBEATINFERIORTHATFUZZITYPEHOUSEHOLDANIMBOUNCISPECINIGHTBLUERUSSIANBULLDOGSHEPHERDDOMESTMANTHOUSANDYEARAGOCAREPETBADTODAIEVENURBANLEGENDSTATISTHEALTHNONCATKNOWUSPROTECTINSTANCMORETHINGTHINKIVTIMETHANKLISTENTotal

.

1111115

.

211114

.

311211111111111116

.

4111111111111113

.

56543111212111111111111111111111111111111111160

.

All87432222222211111111111111111111111111111111111111111111111111111111111198

.

w(i)123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172

.

docfreq(i)331112221212111111111111111111111111111111111111111111111111111111111111

.

idf(i)1.666666666666671.666666666666675552.52.52.552.552.5555555555555555555555555555555555555555555555555555555555555

.

log idf(i)0.221848749616360.221848749616360.698970004336020.698970004336020.698970004336020.397940008672040.397940008672040.397940008672040.698970004336020.397940008672040.698970004336020.397940008672040.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.698970004336020.69897000433602

.

.

raw tf*idf

.

11.6666666666666700000000000050000000500000000000005000500000000000000000000000000000000

.

201.6666666666666700000002.502.5000000000000000500000000000000000000000000000000000000000000

.

31.666666666666671.6666666666666700102.52.500000505555555000000000000000000005000000000005000000000000000000

.

400000002.50000000000000055555055555550000000000000000000000000000000000000

.

5108.33333333333333201502.52.52.5102.5102.5000000000000000000000000555050555555555550555555555555555555

.

.

raw tf*idf squared matrix

.

12.77777777777778000000000000250000000250000000000000250002500000000000000000000000000000000

.

202.7777777777777800000006.2506.250000000000000002500000000000000000000000000000000000000000000

.

32.777777777777782.77777777777778001006.256.25000002502525252525252500000000000000000000250000000000025000000000000000000

.

400000006.250000000000000025252525250252525252525250000000000000000000000000000000000000

.

510069.444444444444540022506.256.256.251006.251006.25000000000000000000000000252525025025252525252525252525250252525252525252525252525252525252525

.

.

normL2 NormPivoted TFIDF Norm

.

110.13793755049717.417809514028

.

26.3464775882199216.6595175215726

.

319.184774055368919.2271768150023

.

417.518.8902220039286

.

543.019698330467723.9941616700221

.

.

Score for {"cat","love"}L2 NormPivoted TFIDF Norm

.

10.164398987305360.18260096562458

.

20.393919298579170.23305552245914

.

30.0868744485526140.11802529374716

.

400.077483884422606

.

50.290564566584770.31067204155252

.

.

Score for {"dog","love"}L2 NormPivoted TFIDF Norm

.

100

.

20.656532164298610.2501072831954

.

30.0868744485526140.086682859511971

.

400

.

50.251822624373470.45149872216075