TABLE 1. Dental trait variables organized by categories.
Teeth durability | |||
Hypsodonty (HYP): | brachydont (1) | mesodont (2) | hypsodont (3) |
Horizodonty (HOD): | brachyhorizodont (1) | mesohorizodont (2) | hypsohorizodont (3) |
Cutting structures | |||
Acute lophs (AL): | absent (0) | present (1) | |
Obtuse or basin-like lophs (OL): | absent (0) | present (1) | |
Occlusion characteristics | |||
Structural fortification of cusps (SF): | absent (0) | present (1) | |
Occlusal topography (OT): | has raised elements (0) | is flat (1) | |
Material properties | |||
Coronal cementum (CM): | absent or very thin (0) | thick coating (1) |
TABLE 2. Number of sites from each continent containing taxa from the given order or family, after (left) and before (right) filtering out sites with fewer than three taxa.
Eurasia | Africa | North America | South America | |||||
Total no. of sites | 12497 | 21586 | 8235 | 12029 | 2544 | 9636 | 5610 | 7113 |
Artiodactyla | 12467 | 20269 | 8131 | 11637 | 2544 | 8599 | 5610 | 6292 |
Antilocapridae | 0 | 0 | 0 | 0 | 699 | 809 | 0 | 0 |
Bovidae | 6278 | 9037 | 8125 | 11545 | 726 | 1465 | 0 | 0 |
Camelidae | 0 | 0 | 0 | 0 | 0 | 0 | 52 | 301 |
Cervidae | 10903 | 15566 | 45 | 76 | 2544 | 8358 | 5582 | 6138 |
Giraffidae | 0 | 0 | 957 | 957 | 0 | 0 | 0 | 0 |
Hippopotamidae | 0 | 0 | 772 | 772 | 0 | 0 | 0 | 0 |
Moschidae | 3980 | 4129 | 0 | 0 | 0 | 0 | 0 | 0 |
Suidae | 8692 | 11215 | 6222 | 6356 | 0 | 0 | 0 | 0 |
Tayassuidae | 0 | 0 | 0 | 0 | 545 | 862 | 5527 | 5642 |
Tragulidae | 983 | 985 | 997 | 997 | 0 | 0 | 0 | 0 |
Perissodactyla | 876 | 888 | 2855 | 2855 | 297 | 297 | 5277 | 5293 |
Equidae | 837 | 849 | 990 | 990 | 0 | 0 | 0 | 0 |
Rhinocerotidae | 5 | 5 | 2800 | 2800 | 0 | 0 | 0 | 0 |
Tapiridae | 35 | 35 | 0 | 0 | 297 | 297 | 5277 | 5293 |
Primates | 4146 | 4555 | 7704 | 8002 | 356 | 356 | 5320 | 5349 |
Aotidae | 0 | 0 | 0 | 0 | 0 | 0 | 622 | 622 |
Atelidae | 0 | 0 | 0 | 0 | 350 | 350 | 273 | 273 |
Callitrichidae | 0 | 0 | 0 | 0 | 0 | 0 | 2638 | 2638 |
Cebidae | 0 | 0 | 0 | 0 | 243 | 243 | 5311 | 5340 |
Cercopithecidae | 4146 | 4552 | 7582 | 7841 | 0 | 0 | 0 | 0 |
Cheirogaleidae | 0 | 0 | 88 | 109 | 0 | 0 | 0 | 0 |
Daubentoniidae | 0 | 0 | 49 | 51 | 0 | 0 | 0 | 0 |
Galagidae | 0 | 0 | 5810 | 5823 | 0 | 0 | 0 | 0 |
Hominidae | 53 | 53 | 1193 | 1193 | 0 | 0 | 0 | 0 |
Hylobatidae | 841 | 841 | 0 | 0 | 0 | 0 | 0 | 0 |
Indridae | 0 | 0 | 64 | 70 | 0 | 0 | 0 | 0 |
Lemuridae | 0 | 0 | 77 | 95 | 0 | 0 | 0 | 0 |
Lepilemuridae | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Lorisidae | 1186 | 1196 | 1585 | 1585 | 0 | 0 | 0 | 0 |
Megaladapidae | 0 | 0 | 32 | 35 | 0 | 0 | 0 | 0 |
Pitheciidae | 0 | 0 | 0 | 0 | 0 | 0 | 1548 | 1548 |
Tarsiidae | 393 | 407 | 0 | 0 | 0 | 0 | 0 | 0 |
Proboscidea | 245 | 245 | 2559 | 2559 | 0 | 0 | 0 | 0 |
Elephantidae | 245 | 245 | 2559 | 2559 | 0 | 0 | 0 | 0 |
TABLE 3. List of the dental traits and bioclimatic variables. Temperature and precipitation are measured respectively in degrees Celsius (°C) and in millimeters (mm).
Dental trait variables | |
Hyp1 | Fraction of brachydont taxa (Hypsodonty) |
Hyp2 | Fraction of mesodont taxa (Hypsodonty) |
Hyp3 | Fraction of hypsodont taxa (Hypsodonty) |
Hod1 | Fraction of brachyhorizodont taxa (Horizodonty) |
Hod2 | Fraction of mesohorizodont taxa (Horizodonty) |
Hod3 | Fraction of hypsohorizodont taxa (Horizodonty) |
AL | Fraction of taxa with acute lophs |
OL | Fraction of taxa with obtuse lophs |
SF | Fraction of taxa with structural fortification of cups |
OT | Fraction of taxa with flat occlusal topography |
CM | Fraction of taxa with coronal cementum |
Bioclimatic variables | |
T~Y | Mean Annual Temperature |
T~RngD | Mean Diurnal Range |
TIso | Isothermality |
TSeason | Temperature Seasonality |
T+WarmM | Max Temperature of Warmest Month |
T-ColdM | Min Temperature of Coldest Month |
TRngY | Annual Temperature Range |
T~WetQ | Mean Temperature of Wettest Quarter |
T~DryQ | Mean Temperature of Driest Quarter |
T~WarmQ | Mean Temperature of Warmest Quarter |
T~ColdQ | Mean Temperature of Coldest Quarter |
PTotY | Annual Precipitation |
PWetM | Precipitation of Wettest Month |
PDryM | Precipitation of Driest Month |
PSeason | Precipitation Seasonality |
PWetQ | Precipitation of Wettest Quarter |
PDryQ | Precipitation of Driest Quarter |
PWarmQ | Precipitation of Warmest Quarter |
PColdQ | Precipitation of Coldest Quarter |
TABLE 4. Extending a redescription: an example in four steps.
qD | qC | J | |supp| |
[1≤ OL ≤1] | [T-ColdM ≤-10.3] | 0.55 | 4825 |
[1≤ OL ≤1] OR [0.4≤ SF ≤0.4] | [T-ColdM ≤-10.3] | 0.6 | 5615 |
([1≤ OL ≤1] OR [0.4≤ SF ≤0.4]) AND [AL ≤0] | [T-ColdM ≤-10.3] | 0.61 | 5615 |
([1≤ OL ≤1] OR [0.4≤ SF ≤0.4]) AND [AL ≤0] | [T-ColdM ≤-10.3] AND [0.1≤ T~WarmQ ≤21.6] | 0.62 | 5472 |
TABLE 5. Ten redescriptions with highest accuracy among 379 obtained. For each redescription, we list its queries, that is, the query over dental traits variables (qD) and the query over bioclimatic variables (qC). We also indicate the accuracy of the redescription (J) as well as the size of its support, as the number of sites described (|supp|) and as a percentage of the total number of sites (supp%).
R1 | J = 0.68 | |supp| = 6517 | supp% = 22.56 | ||
qD = [Hyp2 ≤0.333] AND [1≤ Hod1] AND [AL ≤0.056] AND [0.75≤ OL] | |||||
qC = [T~WarmQ ≤18.3] AND [T~ColdQ ≤6] | |||||
R2 | J = 0.67 | |supp| = 6694 | supp% = 23.17 | ||
qD = ( ( [0.846≤ Hyp1] AND [OL ≤0.4] ) OR [0.033≤ OT ≤0.138] ) AND [Hyp3 ≤0.348] | |||||
qC = [67≤ TIso] AND [17.7≤ T+WarmM ≤35.8] | |||||
R3 | J = 0.65 | |supp| = 6291 | supp% = 21.78 | ||
qD = [Hyp2 ≤0.333] AND [1≤ Hod1] AND [AL ≤0.048] AND [0.75≤ OL] | |||||
qC = [T+WarmM ≤25.7] AND [T~ColdQ ≤6.1] | |||||
R4 | J = 0.63 | |supp| = 5470 | supp% = 18.94 | ||
qD =( [1≤ OL ≤1] OR [0.4≤ SF ≤0.4] ) AND [Hyp2 ≤0.333] AND [AL ≤0] | |||||
qC =[T-ColdM ≤-10.3] AND [0.1≤ T~WarmQ ≤21.6] | |||||
R5 | J = 0.63 | |supp| = 6374 | supp% = 22.07 | ||
qD =( ( [Hyp3 ≤0.458] AND [0.061≤ AL ≤0.235] ) OR [0.032≤ Hod3 ≤0.059] ) AND [OL ≤0.643] | |||||
qC =[68≤ TIso ≤91] AND [613≤ PTotY ≤6989] | |||||
R6 | J = 0.62 | |supp| = 4821 | supp% = 16.69 | ||
qD =( [1≤ Hyp1 ≤1] AND [0.091≤ SF ≤0.286] ) OR [0.033≤ Hyp3 ≤0.12] OR [0.182≤ AL ≤0.188] | |||||
qC =[53≤ TIso ≤91] AND [1475≤ PTotY ≤3670] | |||||
R7 | J = 0.61 | |supp| = 3476 | supp% = 12.03 | ||
qD =( [1≤ Hyp1 ≤1] AND [0.059≤ OL ≤0.333] AND [0.091≤ SF ≤0.25] ) OR [0.062≤ Hyp2 ≤0.083] | |||||
qC =[65≤ TIso ≤91] AND [692≤ PWetQ ≤1511] | |||||
R8 | J = 0.60 | |supp| = 4971 | supp% = 17.21 | ||
qD =( ( [1≤ Hyp1 ≤1] AND [OL ≤0.333] ) OR [0.033≤ OT ≤0.107] ) AND [0.032≤ AL ≤0.188] | |||||
qC =[23.1≤ TSeason ≤116.6] AND [289≤ PWetQ ≤2256] | |||||
R9 | J = 0.60 | |supp| = 4666 | supp% = 16.15 | ||
qD =( ( [0.933≤ Hyp1] AND [0.059≤ OL ≤0.364] ) OR [0.033≤ OT ≤0.107] ) AND [0.032≤ AL ≤0.188] | |||||
qC =[69≤ TIso ≤87] AND [410≤ PWetQ ≤1940] | |||||
R10 | J = 0.60 | |supp| = 5993 | supp% = 20.75 | ||
qD =( ( [0.759≤ OL] AND [CM ≤0] ) OR [0.5≤ SF ≤0.667] ) AND [0.25≤ Hyp1] | |||||
qC =[TIso ≤31] AND [T~ColdQ ≤2.2] |
TABLE 6. Redescriptions R1 and variants with alternative dental traits queries. R1a is obtained by manually removing Hyp2. The remaining variants are obtained by deleting the entire query, then letting the algorithm find a new one, with some variables deactivated. First, we deactivated variables Hod1, Hod2, Hod3 and AL, obtaining R1b. Further deactivating Hyp2, we obtained R1c and R1d. Fields are the same as in Table 5.
R1 | J = 0.68 | |supp| = 6517 | supp% = 22.56 | ||
qD =[Hyp2 ≤0.333] AND [1≤ Hod1] AND [AL ≤0.056] AND [0.75≤ OL] | |||||
qC =[T~WarmQ ≤18.3] AND [T~ColdQ ≤6] | |||||
R1a | J = 0.67 | |supp| = 6518 | supp% = 22.56 | ||
qD =[1≤ Hod1] AND [AL ≤0.056] AND [0.75≤ OL] | |||||
qC =[T~WarmQ ≤18.3] AND [T~ColdQ ≤6] | |||||
R1b | J = 0.61 | |supp| = 6532 | supp% = 22.61 | ||
qD =[Hyp2 ≤0.333] AND [0.75≤ OL] | |||||
qC =[T~WarmQ ≤18.3] AND [T~ColdQ ≤6] | |||||
R1c | J = 0.65 | |supp| = 6286 | supp% = 21.76 | ||
qD =( [0.75≤ OL] AND [CM ≤0] ) OR [0.8≤ Hyp3] | |||||
qC =[T~WarmQ ≤18.3] AND [T~ColdQ ≤6] | |||||
R1d | J = 0.66 | |supp| = 6158 | supp% = 21.32 | ||
qD =( [0.273≤ Hyp1] AND [0.75≤ OL] AND [CM ≤0] ) OR [0.8≤ Hyp3] | |||||
qC =[T~WarmQ ≤18.3] AND [T~ColdQ ≤6] |
TABLE 7. Redescriptions R2 and R5 and variants with alternative dental traits queries. R2a and R2b are obtained by splitting the dental traits queries of R2 into two components. Similarly, R5a and R5b are obtained by splitting dental traits queries of R5 into two components. Fields are the same as in Table 5.
R2 | J = 0.67 | |supp| = 6694 | supp% = 23.17 | ||
qD =( ( [0.846≤ Hyp1] AND [OL ≤0.4] ) OR [0.033≤ OT ≤0.138] ) AND [Hyp3 ≤0.348] | |||||
qC =[67≤ TIso] AND [17.7≤ T+WarmM ≤35.8] | |||||
R2a | J = 0.52 | |supp| = 4979 | supp% = 17.24 | ||
qD =[0.846≤ Hyp1] AND [OL ≤0.4] | |||||
qC =[67≤ TIso] AND [17.7≤ T+WarmM ≤35.8] | |||||
R2b | J = 0.20 | |supp| = 1758 | supp% = 6.09 | ||
qD =[0.033≤ OT ≤0.138] AND [Hyp3 ≤0.348] | |||||
qC =[67≤ TIso] AND [17.7≤ T+WarmM ≤35.8] | |||||
R5 | J = 0.63 | |supp| = 6374 | supp% = 22.07 | ||
qD =( ( [Hyp3 ≤0.458] AND [0.061≤ AL ≤0.235] ) OR [0.032≤ Hod3 ≤0.059] ) AND [OL ≤0.643] | |||||
qC =[68≤ TIso ≤91] AND [613≤ PTotY ≤6989] | |||||
R5a | J = 0.57 | |supp| = 5604 | supp% = 19.40 | ||
qD =[0.061≤ AL ≤0.235] AND [OL ≤0.643] | |||||
q C =[68≤ TIso ≤91] AND [613≤ PTotY ≤6989] | |||||
R5b | J = 0.14 | |supp| = 1077 | supp% = 3.73 | ||
qD =[0.032≤ Hod3 ≤0.059] AND [OL ≤0.643] | |||||
qC =[68≤ TIso ≤91] AND [613≤ PTotY ≤6989] |
TABLE 8. Three redescriptions, R43, R69 and R74, featuring high values of PSeason with highest accuracy among 379 obtained and variants with alternative dental traits queries. R43a and R43b are obtained from R43 by removing first Hod1, then OL. R69a and R69b are obtained by splitting the dental traits queries of R69 into two components. Fields are the same as in Table 5.
R43 | J = 0.52 | |supp| = 3141 | supp% = 10.87 | ||
qD =( [Hyp1 ≤0.429] AND [0.042≤ Hod3 ≤0.222] ) OR [0.96≤ Hod1 ≤0.96] OR [0.167≤ OL ≤0.167] | |||||
qC =[54≤ TIso ≤88] AND [84≤ PSeason ≤136] | |||||
R43a | J = 0.51 | |supp| = 3101 | supp% = 10.74 | ||
qD =( [Hyp1 ≤0.429] AND [0.042≤ Hod3 ≤0.222] ) OR [0.167≤ OL ≤0.167] | |||||
qC =[54≤ TIso ≤88] AND [84≤ PSeason ≤136] | |||||
R43b | J = 0.50 | |supp| = 2864 | supp% = 9.91 | ||
qD =[Hyp1 ≤0.429] AND [0.042≤ Hod3 ≤0.222] | |||||
qC =[54≤ TIso ≤88] AND [84≤ PSeason ≤136] | |||||
R69 | J = 0.48 | |supp| = 5073 | supp% = 17.56 | ||
qD =( [0.346≤ Hyp3] AND [AL ≤0.095] ) OR [0.444≤ Hyp2] OR [0.429≤ SF ≤0.455] | |||||
qC =[13.8≤ TRngY ≤50.3] AND [91≤ PSeason ≤164] | |||||
R69a | J = 0.45 | |supp| = 4640 | supp% = 16.06 | ||
qD =[0.346≤ Hyp3] AND [AL ≤0.095] | |||||
qC =[13.8≤ TRngY ≤50.3] AND [91≤ PSeason ≤164] | |||||
R69b | J = 0.03 | |supp| = 197 | supp% = 0.68 | ||
qD =[0.429≤SF≤0.455] | |||||
qC =[13.8≤ TRngY ≤50.3] AND [91≤ PSeason ≤164] | |||||
R74 | J = 0.47 | |supp| = 5070 | supp% = 17.55 | ||
qD =( [Hyp1 ≤0.4] OR [0.111≤ Hyp2 ≤0.125] OR [0.273≤ Hyp3 ≤0.308] ) AND [AL ≤0.095] | |||||
qC =[75.1≤ TSeason ≤1352] AND [90≤ PSeason ≤147] |
TABLE 9. Climate classes defined by the Köppen system (Kottek et al., 2006). Pth is a dryness threshold.
Class | Description | Climate criterion |
A | Equatorial climates | Tmin ≤18°C |
Af | Equatorial rainforest, fully humid | Pmin ≥60 mm |
Am | Equatorial monsoon | Pann ≥25(100 - P min ) |
As | Equatorial savanna with dry summer | Pmin ≤60 mm in summer |
Aw | Equatorial savanna with dry winter | Pmin ≤60 mm in winter |
B | Arid climates | Pann <10 Pth |
BS | Steppe climate | Pann >5 Pth |
BW | Desert climate | Pann ≤5 Pth |
C | Warm temperate climates | -3°C < T min < +18°C |
Cs | Warm temperate climate with dry summer | Psmin < Pwmin, Pwmax > 3 Psmin and Psmin < 40 mm |
Cw | Warm temperate climate with dry winter | Pwmin < Psmin and Psmax > 10 P wmin |
Cf | Warm temperate climate, fully humid | neither Cs nor Cw |
D | Snow climates | Tmin ≤-3°C |
Ds | Snow climate with dry summer | Psmin < Pwmin, Pwmax > 3 Psmin and Psmin < 40 mm |
Dw | Snow climate with dry winter | Pwmin < Psmin and smax > 10 Pwmin |
Df | Snow climate, fully humid | neither Ds nor Dw |
E | Polar climates | Tmax < + 10°C |
ET | Tundra climate | 0°C ≤Tmax < +10°C |
EF | Frost climate | Tmax < 0°C |