https://cran.r-project.org/web/packages/diverse/diverse.pdf
head(geese)## 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005
## Little Grebe 274 247 336 704 815 825 948 844 815 1134
## Crested Grebe 10788 12319 11299 11680 10996 10524 11626 10617 9080 10050
## Mute Swan 4786 5551 6646 8125 9025 10150 10853 11056 11393 10771
## Greylag Goose 39273 47714 53448 67675 76547 87425 101680 100901 110316 114651
## 2006
## Little Grebe 1036
## Crested Grebe 9494
## Mute Swan 11457
## Greylag Goose 119559Computes the proportions or probabilities of raw values.
category_row() - A flag to indicate that categories are in the rows. The analysis assumes that the categories are in the columns of the matrix. If the categories are in the rows and the entities in the columns, then the argument “category_row” has to be set to TRUE. The default value is FALSE.
Returns: A matrix of entities-categories with proportions
balance(data=geese, category_row = FALSE)## 1996 1997 1998 1999 2000 2001
## Little Grebe 0.03434445 0.03096014 0.04211582 0.08824267 0.10215593 0.10340938
## Crested Grebe 0.09105872 0.10398150 0.09537194 0.09858786 0.09281440 0.08883037
## Mute Swan 0.04794967 0.05561400 0.06658451 0.08140222 0.09041908 0.10169016
## Greylag Goose 0.04272571 0.05190880 0.05814691 0.07362468 0.08327667 0.09511102
## 2002 2003 2004 2005 2006
## Little Grebe 0.11882677 0.10579093 0.10215593 0.14214089 0.1298571
## Crested Grebe 0.09813206 0.08961536 0.07664194 0.08482945 0.0801364
## Mute Swan 0.10873333 0.11076713 0.11414345 0.10791180 0.1147846
## Greylag Goose 0.11061925 0.10977177 0.12001449 0.12473060 0.1300701head(pantheon)str(pantheon)## 'data.frame': 119 obs. of 3 variables:
## $ Country : Factor w/ 10 levels "Canada","Chile",..: 10 5 4 9 2 8 7 6 3 1 ...
## $ Occupation: Factor w/ 52 levels "Actor","Architect",..: 40 40 40 40 40 40 40 40 40 40 ...
## $ Value : int 6 2 8 5 10 9 17 36 38 10 ...Computes the sum and the average of distances or disparities between the categories.
methods =
- Euclidean, Kullback, Canberra.
- This argument also accepts a similarity method available in the
“proxy” package, as for example: “cosine”, “correlation” or “Jaccard”
among others.
Returns: A data frame with disparity measures for each entity in the dataset. Both the sum of disparities and the average of disparities are computed.
disparity(data = pantheon, method='Canberra')A procedure to create a disparity matrix between categories.
dis_categories(pantheon)## Politician Religious Figure Nobleman Military Person
## Politician 0.00000 53.67495 57.436922 56.133769
## Religious Figure 53.67495 0.00000 11.224972 11.401754
## Nobleman 57.43692 11.22497 0.000000 4.472136
## Military Person 56.13377 11.40175 4.472136 0.000000
## Philosopher 52.07687 13.07670 10.344080 6.244998
## Writer 46.09772 17.94436 15.874508 13.564660
## Historian 58.00000 11.26943 2.236068 3.000000
## Journalist 58.40377 11.40175 2.449490 4.242641
## Soccer Player 45.58509 28.93095 26.814175 28.896367
## Referee 58.56620 11.44552 2.236068 4.123106
## Coach 57.27128 11.26943 1.000000 4.582576
## Tennis Player 57.39338 11.70470 3.872983 4.358899
## Basketball Player 57.85326 11.22497 2.449490 3.162278
## Hocker Player 58.48077 11.44552 2.236068 4.123106
## Racecar Driver 58.15497 11.70470 3.605551 5.000000
## Martial Arts 58.00000 11.26943 2.236068 3.000000
## Mountaineer 58.61740 11.44552 2.236068 4.123106
## Wrestler 58.09475 12.08305 4.472136 5.656854
## Athlete 58.33524 11.40175 2.449490 4.242641
## Chess Master 58.51496 11.44552 2.236068 4.123106
## Biologist 58.04309 11.48913 3.162278 4.690416
## Chemist 57.28001 12.16553 5.099020 5.477226
## Physicist 55.49775 11.78983 5.567764 3.316625
## Astronomer 58.36095 10.44031 2.236068 4.123106
## Physician 56.55086 10.63015 3.316625 5.567764
## Phychologist 58.33524 11.57584 2.828427 4.472136
## Economist 58.09475 12.08305 4.472136 5.656854
## Political Scientist 58.00000 11.26943 2.236068 3.000000
## Engineer 58.00000 11.26943 2.236068 3.000000
## Mathematician 58.00000 11.26943 2.236068 3.000000
## Computer Scientist 58.48077 11.44552 2.236068 4.123106
## Inventor 57.20140 11.26943 3.000000 2.236068
## Actor 60.64652 38.89730 37.563280 37.188708
## Musician 57.16642 13.82027 8.306624 8.544004
## Singer 56.43580 18.76166 15.099669 15.748016
## Composer 58.33524 11.57584 2.828427 4.472136
## Sculptor 58.51496 11.44552 2.236068 4.123106
## Artist 57.87055 11.31371 2.449490 3.162278
## Architect 57.21888 11.18034 1.732051 3.316625
## Comic Artist 58.48077 11.44552 2.236068 4.123106
## Film Director 56.26722 11.53256 4.358899 2.645751
## Dancer 58.51496 11.44552 2.236068 4.123106
## Social Activist 55.73150 11.53256 5.385165 3.000000
## Model 58.16356 11.57584 3.162278 4.690416
## Magician 58.48077 11.44552 2.236068 4.123106
## Presenter 58.47222 11.57584 2.828427 4.472136
## Pornographic Actor 58.33524 11.57584 2.828427 4.472136
## Businessperson 57.85326 11.22497 2.449490 3.162278
## Explorer 53.80520 11.74734 4.472136 6.324555
## Astronaut 58.00000 11.26943 2.236068 3.000000
## Companion 57.22762 8.36660 3.162278 5.099020
## Extremist 58.36095 10.44031 2.236068 4.123106
## Philosopher Writer Historian Journalist Soccer Player
## Politician 52.076866 46.09772 58.000000 58.403767 45.58509
## Religious Figure 13.076697 17.94436 11.269428 11.401754 28.93095
## Nobleman 10.344080 15.87451 2.236068 2.449490 26.81418
## Military Person 6.244998 13.56466 3.000000 4.242641 28.89637
## Philosopher 0.000000 10.44031 9.165151 10.246951 30.29851
## Writer 10.440307 0.00000 15.524175 16.062378 26.73948
## Historian 9.165151 15.52417 0.000000 1.732051 28.63564
## Journalist 10.246951 16.06238 1.732051 0.000000 28.51315
## Soccer Player 30.298515 26.73948 28.635642 28.513155 0.00000
## Referee 10.198039 16.09348 1.414214 1.732051 28.28427
## Coach 10.392305 15.58846 2.449490 2.645751 26.64583
## Tennis Player 9.591663 14.38749 3.162278 3.605551 28.24889
## Basketball Player 9.219544 15.29706 1.000000 1.414214 28.51315
## Hocker Player 10.099505 15.84298 1.414214 1.732051 28.60070
## Racecar Driver 10.392305 15.26434 3.162278 3.000000 28.56571
## Martial Arts 9.165151 15.52417 0.000000 1.732051 28.63564
## Mountaineer 10.198039 16.21727 1.414214 1.732051 28.63564
## Wrestler 10.535654 14.96663 4.123106 4.242641 28.75761
## Athlete 10.148892 15.62050 1.732051 1.414214 28.47806
## Chess Master 10.099505 16.15549 1.414214 1.732051 28.60070
## Biologist 10.344080 15.16575 2.645751 2.000000 28.23119
## Chemist 9.746794 14.07125 4.582576 4.898979 28.82707
## Physicist 6.633250 11.95826 4.472136 5.196152 28.84441
## Astronomer 10.099505 16.27882 1.414214 1.732051 28.63564
## Physician 10.488088 14.59452 4.000000 3.872983 26.75818
## Phychologist 10.148892 15.49193 2.236068 2.449490 28.61818
## Economist 10.535654 14.96663 4.123106 4.242641 28.75761
## Political Scientist 9.165151 15.52417 0.000000 1.732051 28.63564
## Engineer 9.165151 15.52417 0.000000 1.732051 28.63564
## Mathematician 9.165151 15.52417 0.000000 1.732051 28.63564
## Computer Scientist 10.099505 15.84298 1.414214 1.732051 28.60070
## Inventor 8.124038 14.38749 1.414214 2.645751 28.67054
## Actor 36.551334 31.79623 37.389838 37.483330 46.21688
## Musician 11.489125 13.89244 8.000000 8.185353 29.46184
## Singer 17.464249 15.81139 15.264338 15.231546 29.98333
## Composer 10.148892 15.49193 2.236068 2.449490 28.61818
## Sculptor 10.099505 16.15549 1.414214 1.732051 28.60070
## Artist 9.110434 15.42725 1.000000 2.000000 28.61818
## Architect 9.165151 14.86607 1.414214 2.236068 27.71281
## Comic Artist 10.099505 15.84298 1.414214 1.732051 28.60070
## Film Director 7.211103 13.15295 3.162278 4.123106 28.77499
## Dancer 10.099505 16.15549 1.414214 1.732051 28.60070
## Social Activist 6.928203 13.00000 4.242641 4.582576 28.63564
## Model 10.344080 15.74802 2.645751 1.414214 28.54820
## Magician 10.099505 15.84298 1.414214 1.732051 28.60070
## Presenter 10.344080 16.37071 2.236068 1.414214 28.68798
## Pornographic Actor 10.148892 15.49193 2.236068 2.449490 28.61818
## Businessperson 9.219544 15.29706 1.000000 1.414214 28.51315
## Explorer 10.148892 14.42221 6.082763 6.480741 23.38803
## Astronaut 9.165151 15.52417 0.000000 1.732051 28.63564
## Companion 10.344080 16.30951 3.316625 3.464102 27.87472
## Extremist 10.099505 16.27882 1.414214 1.732051 28.63564
## Referee Coach Tennis Player Basketball Player
## Politician 58.566202 57.271284 57.393379 57.853263
## Religious Figure 11.445523 11.269428 11.704700 11.224972
## Nobleman 2.236068 1.000000 3.872983 2.449490
## Military Person 4.123106 4.582576 4.358899 3.162278
## Philosopher 10.198039 10.392305 9.591663 9.219544
## Writer 16.093477 15.588457 14.387495 15.297059
## Historian 1.414214 2.449490 3.162278 1.000000
## Journalist 1.732051 2.645751 3.605551 1.414214
## Soccer Player 28.284271 26.645825 28.248894 28.513155
## Referee 0.000000 2.449490 3.464102 1.732051
## Coach 2.449490 0.000000 3.162278 2.645751
## Tennis Player 3.464102 3.162278 0.000000 3.316625
## Basketball Player 1.732051 2.645751 3.316625 0.000000
## Hocker Player 1.414214 2.449490 3.162278 1.732051
## Racecar Driver 3.162278 3.741657 4.000000 3.000000
## Martial Arts 1.414214 2.449490 3.162278 1.000000
## Mountaineer 1.414214 2.449490 3.464102 1.732051
## Wrestler 4.123106 4.582576 4.358899 4.242641
## Athlete 1.732051 2.645751 3.316625 1.414214
## Chess Master 1.414214 2.449490 3.464102 1.732051
## Biologist 2.645751 3.000000 3.000000 2.000000
## Chemist 4.795832 5.196152 4.795832 4.690416
## Physicist 5.291503 5.656854 4.898979 4.358899
## Astronomer 1.414214 2.449490 3.464102 1.732051
## Physician 4.000000 3.464102 4.472136 3.872983
## Phychologist 2.236068 3.000000 3.316625 2.449490
## Economist 4.123106 4.582576 4.358899 4.242641
## Political Scientist 1.414214 2.449490 3.162278 1.000000
## Engineer 1.414214 2.449490 3.162278 1.000000
## Mathematician 1.414214 2.449490 3.162278 1.000000
## Computer Scientist 1.414214 2.449490 3.162278 1.732051
## Inventor 2.449490 3.162278 3.162278 1.732051
## Actor 37.523326 37.576588 36.523965 37.349699
## Musician 8.124038 8.366600 7.615773 8.062258
## Singer 15.264338 15.066519 14.387495 15.231546
## Composer 2.236068 3.000000 3.316625 2.449490
## Sculptor 1.414214 2.449490 3.464102 1.732051
## Artist 1.732051 2.645751 3.316625 1.414214
## Architect 2.000000 2.000000 3.162278 1.732051
## Comic Artist 1.414214 2.449490 3.162278 1.732051
## Film Director 4.000000 4.472136 4.000000 3.316625
## Dancer 1.414214 2.449490 3.464102 1.732051
## Social Activist 5.099020 5.477226 5.291503 3.605551
## Model 2.645751 3.316625 3.872983 2.449490
## Magician 1.414214 2.449490 3.162278 1.732051
## Presenter 2.236068 3.000000 3.872983 2.449490
## Pornographic Actor 2.236068 3.000000 3.316625 2.449490
## Businessperson 1.732051 2.645751 3.316625 0.000000
## Explorer 6.403124 4.582576 6.855655 6.164414
## Astronaut 1.414214 2.449490 3.162278 1.000000
## Companion 3.316625 3.316625 4.582576 3.464102
## Extremist 1.414214 2.449490 3.464102 1.732051
## Hocker Player Racecar Driver Martial Arts Mountaineer
## Politician 58.480766 58.154965 58.000000 58.617404
## Religious Figure 11.445523 11.704700 11.269428 11.445523
## Nobleman 2.236068 3.605551 2.236068 2.236068
## Military Person 4.123106 5.000000 3.000000 4.123106
## Philosopher 10.099505 10.392305 9.165151 10.198039
## Writer 15.842980 15.264338 15.524175 16.217275
## Historian 1.414214 3.162278 0.000000 1.414214
## Journalist 1.732051 3.000000 1.732051 1.732051
## Soccer Player 28.600699 28.565714 28.635642 28.635642
## Referee 1.414214 3.162278 1.414214 1.414214
## Coach 2.449490 3.741657 2.449490 2.449490
## Tennis Player 3.162278 4.000000 3.162278 3.464102
## Basketball Player 1.732051 3.000000 1.000000 1.732051
## Hocker Player 0.000000 2.449490 1.414214 1.414214
## Racecar Driver 2.449490 0.000000 3.162278 2.449490
## Martial Arts 1.414214 3.162278 0.000000 1.414214
## Mountaineer 1.414214 2.449490 1.414214 0.000000
## Wrestler 3.000000 3.000000 4.123106 4.123106
## Athlete 1.000000 2.236068 1.732051 1.732051
## Chess Master 1.414214 3.162278 1.414214 1.414214
## Biologist 2.236068 2.645751 2.645751 2.645751
## Chemist 3.872983 2.645751 4.582576 4.358899
## Physicist 4.690416 4.242641 4.472136 5.099020
## Astronomer 1.414214 3.162278 1.414214 1.414214
## Physician 3.162278 3.162278 4.000000 4.000000
## Phychologist 1.000000 2.236068 2.236068 2.236068
## Economist 3.000000 3.000000 4.123106 4.123106
## Political Scientist 1.414214 3.162278 0.000000 1.414214
## Engineer 1.414214 3.162278 0.000000 1.414214
## Mathematician 1.414214 3.162278 0.000000 1.414214
## Computer Scientist 0.000000 2.449490 1.414214 1.414214
## Inventor 2.000000 3.162278 1.414214 2.449490
## Actor 36.523965 35.383612 37.389838 37.443290
## Musician 7.071068 6.480741 8.000000 8.124038
## Singer 14.247807 13.228757 15.264338 15.198684
## Composer 1.000000 2.236068 2.236068 2.236068
## Sculptor 1.414214 3.162278 1.414214 1.414214
## Artist 1.732051 3.316625 1.000000 1.732051
## Architect 1.414214 2.828427 1.414214 2.000000
## Comic Artist 0.000000 2.449490 1.414214 1.414214
## Film Director 3.464102 3.464102 3.162278 3.741657
## Dancer 1.414214 3.162278 1.414214 1.414214
## Social Activist 5.099020 5.291503 4.242641 5.099020
## Model 2.236068 3.000000 2.645751 2.645751
## Magician 0.000000 2.449490 1.414214 1.414214
## Presenter 2.236068 3.605551 2.236068 2.236068
## Pornographic Actor 1.000000 2.236068 2.236068 2.236068
## Businessperson 1.732051 3.000000 1.000000 1.732051
## Explorer 6.403124 7.000000 6.082763 6.403124
## Astronaut 1.414214 3.162278 0.000000 1.414214
## Companion 3.316625 4.358899 3.316625 3.316625
## Extremist 1.414214 3.162278 1.414214 1.414214
## Wrestler Athlete Chess Master Biologist Chemist
## Politician 58.094750 58.335238 58.514955 58.043087 57.280014
## Religious Figure 12.083046 11.401754 11.445523 11.489125 12.165525
## Nobleman 4.472136 2.449490 2.236068 3.162278 5.099020
## Military Person 5.656854 4.242641 4.123106 4.690416 5.477226
## Philosopher 10.535654 10.148892 10.099505 10.344080 9.746794
## Writer 14.966630 15.620499 16.155494 15.165751 14.071247
## Historian 4.123106 1.732051 1.414214 2.645751 4.582576
## Journalist 4.242641 1.414214 1.732051 2.000000 4.898979
## Soccer Player 28.757608 28.478062 28.600699 28.231188 28.827071
## Referee 4.123106 1.732051 1.414214 2.645751 4.795832
## Coach 4.582576 2.645751 2.449490 3.000000 5.196152
## Tennis Player 4.358899 3.316625 3.464102 3.000000 4.795832
## Basketball Player 4.242641 1.414214 1.732051 2.000000 4.690416
## Hocker Player 3.000000 1.000000 1.414214 2.236068 3.872983
## Racecar Driver 3.000000 2.236068 3.162278 2.645751 2.645751
## Martial Arts 4.123106 1.732051 1.414214 2.645751 4.582576
## Mountaineer 4.123106 1.732051 1.414214 2.645751 4.358899
## Wrestler 0.000000 3.162278 4.123106 3.741657 2.449490
## Athlete 3.162278 0.000000 1.732051 1.414214 4.000000
## Chess Master 4.123106 1.732051 0.000000 2.645751 4.582576
## Biologist 3.741657 1.414214 2.645751 0.000000 4.472136
## Chemist 2.449490 4.000000 4.582576 4.472136 0.000000
## Physicist 4.358899 4.582576 5.291503 4.795832 3.605551
## Astronomer 4.123106 1.732051 1.414214 2.645751 4.795832
## Physician 2.645751 3.000000 4.000000 3.316625 3.605551
## Phychologist 2.000000 1.414214 2.236068 2.449490 3.162278
## Economist 0.000000 3.162278 4.123106 3.741657 2.449490
## Political Scientist 4.123106 1.732051 1.414214 2.645751 4.582576
## Engineer 4.123106 1.732051 1.414214 2.645751 4.582576
## Mathematician 4.123106 1.732051 1.414214 2.645751 4.582576
## Computer Scientist 3.000000 1.000000 1.414214 2.236068 3.872983
## Inventor 3.605551 2.236068 2.449490 3.000000 3.872983
## Actor 33.570821 36.482873 37.523326 36.482873 33.331667
## Musician 4.123106 7.141428 8.124038 7.416198 4.582576
## Singer 11.313708 14.212670 15.264338 14.212670 11.401754
## Composer 2.000000 1.414214 2.236068 2.449490 3.162278
## Sculptor 4.123106 1.732051 0.000000 2.645751 4.582576
## Artist 4.242641 2.000000 1.000000 2.828427 4.472136
## Architect 3.316625 1.732051 2.000000 2.645751 3.872983
## Comic Artist 3.000000 1.000000 1.414214 2.236068 3.872983
## Film Director 3.872983 3.605551 3.741657 4.123106 3.000000
## Dancer 4.123106 1.732051 0.000000 2.645751 4.582576
## Social Activist 6.403124 4.582576 5.099020 4.358899 6.244998
## Model 3.741657 2.000000 2.645751 2.449490 4.472136
## Magician 3.000000 1.000000 1.414214 2.236068 3.872983
## Presenter 4.472136 2.449490 2.236068 3.162278 5.099020
## Pornographic Actor 2.000000 1.414214 2.236068 2.449490 3.162278
## Businessperson 4.242641 1.414214 1.732051 2.000000 4.690416
## Explorer 7.483315 6.480741 6.403124 6.782330 7.615773
## Astronaut 4.123106 1.732051 1.414214 2.645751 4.582576
## Companion 5.099020 3.464102 3.316625 4.000000 5.656854
## Extremist 4.123106 1.732051 1.414214 2.645751 4.795832
## Physicist Astronomer Physician Phychologist Economist
## Politician 55.497748 58.360946 56.550862 58.335238 58.094750
## Religious Figure 11.789826 10.440307 10.630146 11.575837 12.083046
## Nobleman 5.567764 2.236068 3.316625 2.828427 4.472136
## Military Person 3.316625 4.123106 5.567764 4.472136 5.656854
## Philosopher 6.633250 10.099505 10.488088 10.148892 10.535654
## Writer 11.958261 16.278821 14.594520 15.491933 14.966630
## Historian 4.472136 1.414214 4.000000 2.236068 4.123106
## Journalist 5.196152 1.732051 3.872983 2.449490 4.242641
## Soccer Player 28.844410 28.635642 26.758176 28.618176 28.757608
## Referee 5.291503 1.414214 4.000000 2.236068 4.123106
## Coach 5.656854 2.449490 3.464102 3.000000 4.582576
## Tennis Player 4.898979 3.464102 4.472136 3.316625 4.358899
## Basketball Player 4.358899 1.732051 3.872983 2.449490 4.242641
## Hocker Player 4.690416 1.414214 3.162278 1.000000 3.000000
## Racecar Driver 4.242641 3.162278 3.162278 2.236068 3.000000
## Martial Arts 4.472136 1.414214 4.000000 2.236068 4.123106
## Mountaineer 5.099020 1.414214 4.000000 2.236068 4.123106
## Wrestler 4.358899 4.123106 2.645751 2.000000 0.000000
## Athlete 4.582576 1.732051 3.000000 1.414214 3.162278
## Chess Master 5.291503 1.414214 4.000000 2.236068 4.123106
## Biologist 4.795832 2.645751 3.316625 2.449490 3.741657
## Chemist 3.605551 4.795832 3.605551 3.162278 2.449490
## Physicist 0.000000 5.291503 4.690416 4.358899 4.358899
## Astronomer 5.291503 0.000000 3.741657 2.236068 4.123106
## Physician 4.690416 3.741657 0.000000 2.645751 2.645751
## Phychologist 4.358899 2.236068 2.645751 0.000000 2.000000
## Economist 4.358899 4.123106 2.645751 2.000000 0.000000
## Political Scientist 4.472136 1.414214 4.000000 2.236068 4.123106
## Engineer 4.472136 1.414214 4.000000 2.236068 4.123106
## Mathematician 4.472136 1.414214 4.000000 2.236068 4.123106
## Computer Scientist 4.690416 1.414214 3.162278 1.000000 3.000000
## Inventor 3.162278 2.449490 3.741657 2.236068 3.605551
## Actor 34.088121 37.523326 34.583233 35.538711 33.570821
## Musician 6.000000 8.124038 5.656854 6.082763 4.123106
## Singer 12.845233 15.264338 12.124356 13.266499 11.313708
## Composer 4.358899 2.236068 2.645751 0.000000 2.000000
## Sculptor 5.291503 1.414214 4.000000 2.236068 4.123106
## Artist 4.582576 1.732051 4.123106 2.449490 4.242641
## Architect 4.000000 2.000000 2.828427 1.732051 3.316625
## Comic Artist 4.690416 1.414214 3.162278 1.000000 3.000000
## Film Director 2.000000 4.000000 4.242641 3.316625 3.872983
## Dancer 5.291503 1.414214 4.000000 2.236068 4.123106
## Social Activist 3.741657 5.099020 5.830952 5.385165 6.403124
## Model 5.000000 2.645751 3.605551 2.449490 3.741657
## Magician 4.690416 1.414214 3.162278 1.000000 3.000000
## Presenter 5.567764 2.236068 4.358899 2.828427 4.472136
## Pornographic Actor 4.358899 2.236068 2.645751 0.000000 2.000000
## Businessperson 4.358899 1.732051 3.872983 2.449490 4.242641
## Explorer 7.141428 6.403124 5.567764 6.633250 7.483315
## Astronaut 4.472136 1.414214 4.000000 2.236068 4.123106
## Companion 6.082763 2.236068 3.872983 3.741657 5.099020
## Extremist 5.291503 0.000000 3.741657 2.236068 4.123106
## Political Scientist Engineer Mathematician
## Politician 58.000000 58.000000 58.000000
## Religious Figure 11.269428 11.269428 11.269428
## Nobleman 2.236068 2.236068 2.236068
## Military Person 3.000000 3.000000 3.000000
## Philosopher 9.165151 9.165151 9.165151
## Writer 15.524175 15.524175 15.524175
## Historian 0.000000 0.000000 0.000000
## Journalist 1.732051 1.732051 1.732051
## Soccer Player 28.635642 28.635642 28.635642
## Referee 1.414214 1.414214 1.414214
## Coach 2.449490 2.449490 2.449490
## Tennis Player 3.162278 3.162278 3.162278
## Basketball Player 1.000000 1.000000 1.000000
## Hocker Player 1.414214 1.414214 1.414214
## Racecar Driver 3.162278 3.162278 3.162278
## Martial Arts 0.000000 0.000000 0.000000
## Mountaineer 1.414214 1.414214 1.414214
## Wrestler 4.123106 4.123106 4.123106
## Athlete 1.732051 1.732051 1.732051
## Chess Master 1.414214 1.414214 1.414214
## Biologist 2.645751 2.645751 2.645751
## Chemist 4.582576 4.582576 4.582576
## Physicist 4.472136 4.472136 4.472136
## Astronomer 1.414214 1.414214 1.414214
## Physician 4.000000 4.000000 4.000000
## Phychologist 2.236068 2.236068 2.236068
## Economist 4.123106 4.123106 4.123106
## Political Scientist 0.000000 0.000000 0.000000
## Engineer 0.000000 0.000000 0.000000
## Mathematician 0.000000 0.000000 0.000000
## Computer Scientist 1.414214 1.414214 1.414214
## Inventor 1.414214 1.414214 1.414214
## Actor 37.389838 37.389838 37.389838
## Musician 8.000000 8.000000 8.000000
## Singer 15.264338 15.264338 15.264338
## Composer 2.236068 2.236068 2.236068
## Sculptor 1.414214 1.414214 1.414214
## Artist 1.000000 1.000000 1.000000
## Architect 1.414214 1.414214 1.414214
## Comic Artist 1.414214 1.414214 1.414214
## Film Director 3.162278 3.162278 3.162278
## Dancer 1.414214 1.414214 1.414214
## Social Activist 4.242641 4.242641 4.242641
## Model 2.645751 2.645751 2.645751
## Magician 1.414214 1.414214 1.414214
## Presenter 2.236068 2.236068 2.236068
## Pornographic Actor 2.236068 2.236068 2.236068
## Businessperson 1.000000 1.000000 1.000000
## Explorer 6.082763 6.082763 6.082763
## Astronaut 0.000000 0.000000 0.000000
## Companion 3.316625 3.316625 3.316625
## Extremist 1.414214 1.414214 1.414214
## Computer Scientist Inventor Actor Musician Singer
## Politician 58.480766 57.201399 60.64652 57.166424 56.435804
## Religious Figure 11.445523 11.269428 38.89730 13.820275 18.761663
## Nobleman 2.236068 3.000000 37.56328 8.306624 15.099669
## Military Person 4.123106 2.236068 37.18871 8.544004 15.748016
## Philosopher 10.099505 8.124038 36.55133 11.489125 17.464249
## Writer 15.842980 14.387495 31.79623 13.892444 15.811388
## Historian 1.414214 1.414214 37.38984 8.000000 15.264338
## Journalist 1.732051 2.645751 37.48333 8.185353 15.231546
## Soccer Player 28.600699 28.670542 46.21688 29.461840 29.983329
## Referee 1.414214 2.449490 37.52333 8.124038 15.264338
## Coach 2.449490 3.162278 37.57659 8.366600 15.066519
## Tennis Player 3.162278 3.162278 36.52396 7.615773 14.387495
## Basketball Player 1.732051 1.732051 37.34970 8.062258 15.231546
## Hocker Player 0.000000 2.000000 36.52396 7.071068 14.247807
## Racecar Driver 2.449490 3.162278 35.38361 6.480741 13.228757
## Martial Arts 1.414214 1.414214 37.38984 8.000000 15.264338
## Mountaineer 1.414214 2.449490 37.44329 8.124038 15.198684
## Wrestler 3.000000 3.605551 33.57082 4.123106 11.313708
## Athlete 1.000000 2.236068 36.48287 7.141428 14.212670
## Chess Master 1.414214 2.449490 37.52333 8.124038 15.264338
## Biologist 2.236068 3.000000 36.48287 7.416198 14.212670
## Chemist 3.872983 3.872983 33.33167 4.582576 11.401754
## Physicist 4.690416 3.162278 34.08812 6.000000 12.845233
## Astronomer 1.414214 2.449490 37.52333 8.124038 15.264338
## Physician 3.162278 3.741657 34.58323 5.656854 12.124356
## Phychologist 1.000000 2.236068 35.53871 6.082763 13.266499
## Economist 3.000000 3.605551 33.57082 4.123106 11.313708
## Political Scientist 1.414214 1.414214 37.38984 8.000000 15.264338
## Engineer 1.414214 1.414214 37.38984 8.000000 15.264338
## Mathematician 1.414214 1.414214 37.38984 8.000000 15.264338
## Computer Scientist 0.000000 2.000000 36.52396 7.071068 14.247807
## Inventor 2.000000 0.000000 36.30427 7.071068 14.387495
## Actor 36.523965 36.304270 0.00000 29.495762 22.781571
## Musician 7.071068 7.071068 29.49576 0.000000 7.549834
## Singer 14.247807 14.387495 22.78157 7.549834 0.000000
## Composer 1.000000 2.236068 35.53871 6.082763 13.266499
## Sculptor 1.414214 2.449490 37.52333 8.124038 15.264338
## Artist 1.732051 1.732051 37.40321 8.062258 15.297059
## Architect 1.414214 1.414214 36.41428 7.071068 14.177447
## Comic Artist 0.000000 2.000000 36.52396 7.071068 14.247807
## Film Director 3.464102 2.000000 35.18522 6.480741 13.601471
## Dancer 1.414214 2.449490 37.52333 8.124038 15.264338
## Social Activist 5.099020 3.741657 37.14835 9.055385 15.842980
## Model 2.236068 3.000000 36.53765 7.416198 14.352700
## Magician 0.000000 2.000000 36.52396 7.071068 14.247807
## Presenter 2.236068 3.000000 37.56328 8.306624 15.362291
## Pornographic Actor 1.000000 2.236068 35.53871 6.082763 13.266499
## Businessperson 1.732051 1.732051 37.34970 8.062258 15.231546
## Explorer 6.403124 6.082763 37.77565 10.049876 15.748016
## Astronaut 1.414214 1.414214 37.38984 8.000000 15.264338
## Companion 3.316625 3.872983 37.64306 8.660254 15.427249
## Extremist 1.414214 2.449490 37.52333 8.124038 15.264338
## Composer Sculptor Artist Architect Comic Artist
## Politician 58.335238 58.514955 57.870545 57.218878 58.480766
## Religious Figure 11.575837 11.445523 11.313708 11.180340 11.445523
## Nobleman 2.828427 2.236068 2.449490 1.732051 2.236068
## Military Person 4.472136 4.123106 3.162278 3.316625 4.123106
## Philosopher 10.148892 10.099505 9.110434 9.165151 10.099505
## Writer 15.491933 16.155494 15.427249 14.866069 15.842980
## Historian 2.236068 1.414214 1.000000 1.414214 1.414214
## Journalist 2.449490 1.732051 2.000000 2.236068 1.732051
## Soccer Player 28.618176 28.600699 28.618176 27.712813 28.600699
## Referee 2.236068 1.414214 1.732051 2.000000 1.414214
## Coach 3.000000 2.449490 2.645751 2.000000 2.449490
## Tennis Player 3.316625 3.464102 3.316625 3.162278 3.162278
## Basketball Player 2.449490 1.732051 1.414214 1.732051 1.732051
## Hocker Player 1.000000 1.414214 1.732051 1.414214 0.000000
## Racecar Driver 2.236068 3.162278 3.316625 2.828427 2.449490
## Martial Arts 2.236068 1.414214 1.000000 1.414214 1.414214
## Mountaineer 2.236068 1.414214 1.732051 2.000000 1.414214
## Wrestler 2.000000 4.123106 4.242641 3.316625 3.000000
## Athlete 1.414214 1.732051 2.000000 1.732051 1.000000
## Chess Master 2.236068 0.000000 1.000000 2.000000 1.414214
## Biologist 2.449490 2.645751 2.828427 2.645751 2.236068
## Chemist 3.162278 4.582576 4.472136 3.872983 3.872983
## Physicist 4.358899 5.291503 4.582576 4.000000 4.690416
## Astronomer 2.236068 1.414214 1.732051 2.000000 1.414214
## Physician 2.645751 4.000000 4.123106 2.828427 3.162278
## Phychologist 0.000000 2.236068 2.449490 1.732051 1.000000
## Economist 2.000000 4.123106 4.242641 3.316625 3.000000
## Political Scientist 2.236068 1.414214 1.000000 1.414214 1.414214
## Engineer 2.236068 1.414214 1.000000 1.414214 1.414214
## Mathematician 2.236068 1.414214 1.000000 1.414214 1.414214
## Computer Scientist 1.000000 1.414214 1.732051 1.414214 0.000000
## Inventor 2.236068 2.449490 1.732051 1.414214 2.000000
## Actor 35.538711 37.523326 37.403208 36.414283 36.523965
## Musician 6.082763 8.124038 8.062258 7.071068 7.071068
## Singer 13.266499 15.264338 15.297059 14.177447 14.247807
## Composer 0.000000 2.236068 2.449490 1.732051 1.000000
## Sculptor 2.236068 0.000000 1.000000 2.000000 1.414214
## Artist 2.449490 1.000000 0.000000 1.732051 1.732051
## Architect 1.732051 2.000000 1.732051 0.000000 1.414214
## Comic Artist 1.000000 1.414214 1.732051 1.414214 0.000000
## Film Director 3.316625 3.741657 3.000000 2.828427 3.464102
## Dancer 2.236068 0.000000 1.000000 2.000000 1.414214
## Social Activist 5.385165 5.099020 4.358899 4.472136 5.099020
## Model 2.449490 2.645751 2.828427 2.645751 2.236068
## Magician 1.000000 1.414214 1.732051 1.414214 0.000000
## Presenter 2.828427 2.236068 2.449490 2.645751 2.236068
## Pornographic Actor 0.000000 2.236068 2.449490 1.732051 1.000000
## Businessperson 2.449490 1.732051 1.414214 1.732051 1.732051
## Explorer 6.633250 6.403124 6.164414 5.196152 6.403124
## Astronaut 2.236068 1.414214 1.000000 1.414214 1.414214
## Companion 3.741657 3.316625 3.464102 3.316625 3.316625
## Extremist 2.236068 1.414214 1.732051 2.000000 1.414214
## Film Director Dancer Social Activist Model Magician
## Politician 56.267220 58.514955 55.731499 58.163562 58.480766
## Religious Figure 11.532563 11.445523 11.532563 11.575837 11.445523
## Nobleman 4.358899 2.236068 5.385165 3.162278 2.236068
## Military Person 2.645751 4.123106 3.000000 4.690416 4.123106
## Philosopher 7.211103 10.099505 6.928203 10.344080 10.099505
## Writer 13.152946 16.155494 13.000000 15.748016 15.842980
## Historian 3.162278 1.414214 4.242641 2.645751 1.414214
## Journalist 4.123106 1.732051 4.582576 1.414214 1.732051
## Soccer Player 28.774989 28.600699 28.635642 28.548205 28.600699
## Referee 4.000000 1.414214 5.099020 2.645751 1.414214
## Coach 4.472136 2.449490 5.477226 3.316625 2.449490
## Tennis Player 4.000000 3.464102 5.291503 3.872983 3.162278
## Basketball Player 3.316625 1.732051 3.605551 2.449490 1.732051
## Hocker Player 3.464102 1.414214 5.099020 2.236068 0.000000
## Racecar Driver 3.464102 3.162278 5.291503 3.000000 2.449490
## Martial Arts 3.162278 1.414214 4.242641 2.645751 1.414214
## Mountaineer 3.741657 1.414214 5.099020 2.645751 1.414214
## Wrestler 3.872983 4.123106 6.403124 3.741657 3.000000
## Athlete 3.605551 1.732051 4.582576 2.000000 1.000000
## Chess Master 3.741657 0.000000 5.099020 2.645751 1.414214
## Biologist 4.123106 2.645751 4.358899 2.449490 2.236068
## Chemist 3.000000 4.582576 6.244998 4.472136 3.872983
## Physicist 2.000000 5.291503 3.741657 5.000000 4.690416
## Astronomer 4.000000 1.414214 5.099020 2.645751 1.414214
## Physician 4.242641 4.000000 5.830952 3.605551 3.162278
## Phychologist 3.316625 2.236068 5.385165 2.449490 1.000000
## Economist 3.872983 4.123106 6.403124 3.741657 3.000000
## Political Scientist 3.162278 1.414214 4.242641 2.645751 1.414214
## Engineer 3.162278 1.414214 4.242641 2.645751 1.414214
## Mathematician 3.162278 1.414214 4.242641 2.645751 1.414214
## Computer Scientist 3.464102 1.414214 5.099020 2.236068 0.000000
## Inventor 2.000000 2.449490 3.741657 3.000000 2.000000
## Actor 35.185224 37.523326 37.148351 36.537652 36.523965
## Musician 6.480741 8.124038 9.055385 7.416198 7.071068
## Singer 13.601471 15.264338 15.842980 14.352700 14.247807
## Composer 3.316625 2.236068 5.385165 2.449490 1.000000
## Sculptor 3.741657 0.000000 5.099020 2.645751 1.414214
## Artist 3.000000 1.000000 4.358899 2.828427 1.732051
## Architect 2.828427 2.000000 4.472136 2.645751 1.414214
## Comic Artist 3.464102 1.414214 5.099020 2.236068 0.000000
## Film Director 0.000000 3.741657 4.000000 4.123106 3.464102
## Dancer 3.741657 0.000000 5.099020 2.645751 1.414214
## Social Activist 4.000000 5.099020 0.000000 5.000000 5.099020
## Model 4.123106 2.645751 5.000000 0.000000 2.236068
## Magician 3.464102 1.414214 5.099020 2.236068 0.000000
## Presenter 4.358899 2.236068 5.385165 1.414214 2.236068
## Pornographic Actor 3.316625 2.236068 5.385165 2.449490 1.000000
## Businessperson 3.316625 1.732051 3.605551 2.449490 1.732051
## Explorer 6.557439 6.403124 7.000000 6.782330 6.403124
## Astronaut 3.162278 1.414214 4.242641 2.645751 1.414214
## Companion 5.000000 3.316625 5.916080 4.000000 3.316625
## Extremist 4.000000 1.414214 5.099020 2.645751 1.414214
## Presenter Pornographic Actor Businessperson Explorer
## Politician 58.472216 58.335238 57.853263 53.805204
## Religious Figure 11.575837 11.575837 11.224972 11.747340
## Nobleman 2.828427 2.828427 2.449490 4.472136
## Military Person 4.472136 4.472136 3.162278 6.324555
## Philosopher 10.344080 10.148892 9.219544 10.148892
## Writer 16.370706 15.491933 15.297059 14.422205
## Historian 2.236068 2.236068 1.000000 6.082763
## Journalist 1.414214 2.449490 1.414214 6.480741
## Soccer Player 28.687977 28.618176 28.513155 23.388031
## Referee 2.236068 2.236068 1.732051 6.403124
## Coach 3.000000 3.000000 2.645751 4.582576
## Tennis Player 3.872983 3.316625 3.316625 6.855655
## Basketball Player 2.449490 2.449490 0.000000 6.164414
## Hocker Player 2.236068 1.000000 1.732051 6.403124
## Racecar Driver 3.605551 2.236068 3.000000 7.000000
## Martial Arts 2.236068 2.236068 1.000000 6.082763
## Mountaineer 2.236068 2.236068 1.732051 6.403124
## Wrestler 4.472136 2.000000 4.242641 7.483315
## Athlete 2.449490 1.414214 1.414214 6.480741
## Chess Master 2.236068 2.236068 1.732051 6.403124
## Biologist 3.162278 2.449490 2.000000 6.782330
## Chemist 5.099020 3.162278 4.690416 7.615773
## Physicist 5.567764 4.358899 4.358899 7.141428
## Astronomer 2.236068 2.236068 1.732051 6.403124
## Physician 4.358899 2.645751 3.872983 5.567764
## Phychologist 2.828427 0.000000 2.449490 6.633250
## Economist 4.472136 2.000000 4.242641 7.483315
## Political Scientist 2.236068 2.236068 1.000000 6.082763
## Engineer 2.236068 2.236068 1.000000 6.082763
## Mathematician 2.236068 2.236068 1.000000 6.082763
## Computer Scientist 2.236068 1.000000 1.732051 6.403124
## Inventor 3.000000 2.236068 1.732051 6.082763
## Actor 37.563280 35.538711 37.349699 37.775654
## Musician 8.306624 6.082763 8.062258 10.049876
## Singer 15.362291 13.266499 15.231546 15.748016
## Composer 2.828427 0.000000 2.449490 6.633250
## Sculptor 2.236068 2.236068 1.732051 6.403124
## Artist 2.449490 2.449490 1.414214 6.164414
## Architect 2.645751 1.732051 1.732051 5.196152
## Comic Artist 2.236068 1.000000 1.732051 6.403124
## Film Director 4.358899 3.316625 3.316625 6.557439
## Dancer 2.236068 2.236068 1.732051 6.403124
## Social Activist 5.385165 5.385165 3.605551 7.000000
## Model 1.414214 2.449490 2.449490 6.782330
## Magician 2.236068 1.000000 1.732051 6.403124
## Presenter 0.000000 2.828427 2.449490 6.633250
## Pornographic Actor 2.828427 0.000000 2.449490 6.633250
## Businessperson 2.449490 2.449490 0.000000 6.164414
## Explorer 6.633250 6.633250 6.164414 0.000000
## Astronaut 2.236068 2.236068 1.000000 6.082763
## Companion 3.741657 3.741657 3.464102 6.164414
## Extremist 2.236068 2.236068 1.732051 6.403124
## Astronaut Companion Extremist
## Politician 58.000000 57.227616 58.360946
## Religious Figure 11.269428 8.366600 10.440307
## Nobleman 2.236068 3.162278 2.236068
## Military Person 3.000000 5.099020 4.123106
## Philosopher 9.165151 10.344080 10.099505
## Writer 15.524175 16.309506 16.278821
## Historian 0.000000 3.316625 1.414214
## Journalist 1.732051 3.464102 1.732051
## Soccer Player 28.635642 27.874720 28.635642
## Referee 1.414214 3.316625 1.414214
## Coach 2.449490 3.316625 2.449490
## Tennis Player 3.162278 4.582576 3.464102
## Basketball Player 1.000000 3.464102 1.732051
## Hocker Player 1.414214 3.316625 1.414214
## Racecar Driver 3.162278 4.358899 3.162278
## Martial Arts 0.000000 3.316625 1.414214
## Mountaineer 1.414214 3.316625 1.414214
## Wrestler 4.123106 5.099020 4.123106
## Athlete 1.732051 3.464102 1.732051
## Chess Master 1.414214 3.316625 1.414214
## Biologist 2.645751 4.000000 2.645751
## Chemist 4.582576 5.656854 4.795832
## Physicist 4.472136 6.082763 5.291503
## Astronomer 1.414214 2.236068 0.000000
## Physician 4.000000 3.872983 3.741657
## Phychologist 2.236068 3.741657 2.236068
## Economist 4.123106 5.099020 4.123106
## Political Scientist 0.000000 3.316625 1.414214
## Engineer 0.000000 3.316625 1.414214
## Mathematician 0.000000 3.316625 1.414214
## Computer Scientist 1.414214 3.316625 1.414214
## Inventor 1.414214 3.872983 2.449490
## Actor 37.389838 37.643060 37.523326
## Musician 8.000000 8.660254 8.124038
## Singer 15.264338 15.427249 15.264338
## Composer 2.236068 3.741657 2.236068
## Sculptor 1.414214 3.316625 1.414214
## Artist 1.000000 3.464102 1.732051
## Architect 1.414214 3.316625 2.000000
## Comic Artist 1.414214 3.316625 1.414214
## Film Director 3.162278 5.000000 4.000000
## Dancer 1.414214 3.316625 1.414214
## Social Activist 4.242641 5.916080 5.099020
## Model 2.645751 4.000000 2.645751
## Magician 1.414214 3.316625 1.414214
## Presenter 2.236068 3.741657 2.236068
## Pornographic Actor 2.236068 3.741657 2.236068
## Businessperson 1.000000 3.464102 1.732051
## Explorer 6.082763 6.164414 6.403124
## Astronaut 0.000000 3.316625 1.414214
## Companion 3.316625 0.000000 2.236068
## Extremist 1.414214 2.236068 0.000000A procedure to create a disparity matrix between entities
dis_entities(pantheon, method = "euclidean", category_row = FALSE)## Vietnam New Zealand Latvia Uruguay Chile South Africa
## Vietnam 0.000000 6.855655 5.000000 10.954451 9.327379 8.426150
## New Zealand 6.855655 0.000000 7.745967 11.618950 11.661904 10.099505
## Latvia 5.000000 7.745967 0.000000 9.949874 6.928203 6.928203
## Uruguay 10.954451 11.618950 9.949874 0.000000 8.185353 9.000000
## Chile 9.327379 11.661904 6.928203 8.185353 0.000000 6.000000
## South Africa 8.426150 10.099505 6.928203 9.000000 6.000000 0.000000
## Saudi Arabia 16.248077 19.519221 15.000000 19.697716 15.652476 15.264338
## Portugal 40.730824 43.772137 38.444766 35.735137 34.351128 35.860842
## China 37.202150 39.962482 34.423829 38.444766 32.726136 33.090784
## Canada 42.731721 39.887341 42.154478 43.335897 41.821047 39.987498
## Saudi Arabia Portugal China Canada
## Vietnam 16.24808 40.73082 37.20215 42.73172
## New Zealand 19.51922 43.77214 39.96248 39.88734
## Latvia 15.00000 38.44477 34.42383 42.15448
## Uruguay 19.69772 35.73514 38.44477 43.33590
## Chile 15.65248 34.35113 32.72614 41.82105
## South Africa 15.26434 35.86084 33.09078 39.98750
## Saudi Arabia 0.00000 34.51087 29.35984 44.49719
## Portugal 34.51087 0.00000 31.22499 55.21775
## China 29.35984 31.22499 0.00000 48.10405
## Canada 44.49719 55.21775 48.10405 0.00000| Code | Name | Information |
|---|---|---|
| hh | The Herfindahl-Hirschman Index | The major benefit of the Herfindahl index in relation to measures such as the concentration ratio is that the HHI gives more weight to larger firms. Other advantages of the HHI include its simple calculation method and the small amount of often easily obtainable data required for the calculation |
| gs | Gini-Simpson index per object | This measure is also known as the Gibbs-Martin index or the Blau index in sociology, psychology and management studies.< > > The original Simpson index λ equals the probability that two entities taken at random from the dataset of interest (with replacement) represent the same type. |
| s. | Simpson index per entity | NA |
| td,hn | Hill Numbers | NA |
| bp | Berger-Parker index | Equals to the maximum pi value in the entity, i.e. the proportional abundance of the most abundant type. When this measure is required, the reciprocal measure is also computed. |
| re | Renyi entropy | It corresponds to the logarithm of the hill numbers |
| ev | Pielou evenness | Pielou’s evenness is an index that measures diversity along with species richness. While species richness is the number of different species in a given area, evenness is the count of individuals of each species in an area. A calculated value of Pielou’s evenness ranges from 0 (no evenness) to 1 (complete evenness). When taken into account along with other indices such as Simpson’s index or Shannon’s index, a more thorough description of a community’s structure can be interpreted. |
| rao | Rao diversity | NA |
| rs. | (Rao-Stirling diversity) | For the pairwise disparities the measure allows to consider the Jaccard Index, Euclidean distances, Cosine Similarity among others. |
diversity(pantheon)https://cran.r-project.org/web/packages/robustrao/robustrao.pdf
pubdata1 <- data(pubdata1)## Warning in data(pubdata1): data set 'pubdata1' not found