# Z93 distribution analysis - 2026-08-18
Inputs: ydna-z93-aadr-ancients-2026-07-24.csv (n=212, AADR v66 x YFull v14.04)
        + YFull v14.05.00 modern strata flags (curl 2026-08-18)

## 1. Ancient era x clade counts

                                      
                                       Z93 basal / unresolved
  6 Medieval+                                               7
  5 Migration-era 150-950CE                                 5
  4 Scythian-Saka-Xiongnu 850BCE-150CE                      8
  3 LBA-Iron 1550-850BCE                                    8
  2 Sintashta-Andronovo 2350-1550BCE                       15
  1 pre-Sintashta >2350BCE                                  9
                                      
                                       Z93 sibling outside Z94 Z94 descendant
  6 Medieval+                                                4              0
  5 Migration-era 150-950CE                                  4              0
  4 Scythian-Saka-Xiongnu 850BCE-150CE                       8              1
  3 LBA-Iron 1550-850BCE                                     2              1
  2 Sintashta-Andronovo 2350-1550BCE                         4              0
  1 pre-Sintashta >2350BCE                                   0              0
                                      
                                       Z94 Y3 / personal-side Z94 Y40 sibling
  6 Medieval+                                               0               0
  5 Migration-era 150-950CE                                 5               2
  4 Scythian-Saka-Xiongnu 850BCE-150CE                      1               4
  3 LBA-Iron 1550-850BCE                                    0               0
  2 Sintashta-Andronovo 2350-1550BCE                        0               1
  1 pre-Sintashta >2350BCE                                  0               0
                                      
                                       Z94 Z2124 sibling
  6 Medieval+                                          6
  5 Migration-era 150-950CE                           38
  4 Scythian-Saka-Xiongnu 850BCE-150CE                45
  3 LBA-Iron 1550-850BCE                              13
  2 Sintashta-Andronovo 2350-1550BCE                  21
  1 pre-Sintashta >2350BCE                             0

Z2124-arm share by era:
                         6 Medieval+            5 Migration-era 150-950CE 
                               0.353                                0.704 
4 Scythian-Saka-Xiongnu 850BCE-150CE               3 LBA-Iron 1550-850BCE 
                               0.672                                0.542 
  2 Sintashta-Andronovo 2350-1550BCE             1 pre-Sintashta >2350BCE 
                               0.512                                0.000 

## 2. Ancient era x country (countries with n>=4)

                                      
                                       China Hungary Italy Kazakhstan
  6 Medieval+                              1       2     1          1
  5 Migration-era 150-950CE                0      17     0          9
  4 Scythian-Saka-Xiongnu 850BCE-150CE    15       0     3         20
  3 LBA-Iron 1550-850BCE                   1       0     0          8
  2 Sintashta-Andronovo 2350-1550BCE       1       1     0         14
  1 pre-Sintashta >2350BCE                 0       0     0          0
                                      
                                       Kyrgyzstan Mongolia Pakistan Russia
  6 Medieval+                                   0        2        3      3
  5 Migration-era 150-950CE                     6        2        0     10
  4 Scythian-Saka-Xiongnu 850BCE-150CE          4       12        2      9
  3 LBA-Iron 1550-850BCE                        0        3        0      8
  2 Sintashta-Andronovo 2350-1550BCE            0        0        0     21
  1 pre-Sintashta >2350BCE                      0        0        0      9

## 3. Ancient clade x country (countries with n>=4)

                         
                          China Hungary Italy Kazakhstan Kyrgyzstan Mongolia
  Z93 basal / unresolved      4       1     1         14          1        3
  Z93 sibling outside Z94     2       3     0          4          0        4
  Z94 descendant              1       0     0          0          0        0
  Z94 Y3 / personal-side      0       0     0          0          1        0
  Z94 Y40 sibling             1       0     0          2          1        0
  Z94 Z2124 sibling          10      16     3         32          7       12
                         
                          Pakistan Russia
  Z93 basal / unresolved         3     18
  Z93 sibling outside Z94        0      4
  Z94 descendant                 0      0
  Z94 Y3 / personal-side         1      4
  Z94 Y40 sibling                1      1
  Z94 Z2124 sibling              0     33

## 4. West-steppe vs east-steppe: basal Z93 vs Z2124 arm

             
              Z93 basal / unresolved Z94 Z2124 sibling
  east-steppe                     23                61
  west-steppe                     23                53

Fisher exact: OR = 0.87, p = 0.7286 (basal-Z93 enrichment in the west)

## 5. Logistic trend: P(Z2124-arm | date)

              Estimate Std. Error   z value   Pr(>|z|)
(Intercept)  0.9872207  0.3647991  2.706204 0.00680573
kyr         -0.2695242  0.1355645 -1.988162 0.04679377
Interpretation: sign of kyr coefficient <0 means the Z2124 arm's share of
sampled Z93 RISES toward the present.

## 6. Correspondence analysis (dim1 inertia share = 0.742)

Era scores:
                                       [,1]   [,2]
6 Medieval+                          -0.484  0.163
5 Migration-era 150-950CE             0.441 -0.298
4 Scythian-Saka-Xiongnu 850BCE-150CE  0.268  0.179
3 LBA-Iron 1550-850BCE               -0.252  0.171
2 Sintashta-Andronovo 2350-1550BCE   -0.300  0.027
1 pre-Sintashta >2350BCE             -1.687 -0.434

Clade scores:
                          [,1]   [,2]
Z93 basal / unresolved  -0.820 -0.094
Z93 sibling outside Z94  0.025  0.284
Z94 descendant           0.016  0.814
Z94 Y3 / personal-side   0.848 -1.014
Z94 Y40 sibling          0.486  0.098
Z94 Z2124 sibling        0.273  0.019

## 7. Modern YFull country x stratum matrix (countries, n>0)

                     Z93* (basal, outside Z94) Z94 minor arms Y40
India                                        2              0   2
Pakistan                                     1              0   2
Turkey                                       4              0   2
Kyrgyzstan                                   6              0   0
Afghanistan                                  0              0   0
Sri Lanka                                    0              0   0
England                                      8              0   0
Qatar                                        1              0   1
Kuwait                                       2              0   1
Saudi Arabia                                 0              0   0
Bangladesh                                   0              0   2
Armenia                                      1              0   2
Germany                                      0              0   0
United Arab Emirates                         3              0   0
Singapore                                    0              0   1
Iraq                                         1              0   0
Bahrain                                      2              0   1
Tajikistan                                   0              0   0
Russia                                       1              0   0
Yemen                                        2              0   0
Palestine                                    0              0   0
Ukraine                                      0              0   0
Kazakhstan                                   0              0   0
Israel                                       0              0   0
Poland                                       0              0   0
Hungary                                      0              0   0
Turkmenistan                                 1              0   0
Iran                                         0              0   0
Syria                                        0              0   0
Belarus                                      0              0   0
Mongolia                                     0              0   0
Nepal                                        0              0   0
Uzbekistan                                   0              0   0
Albania                                      0              0   0
                     Y3* (above L657) L657 Z2124* (basal) Z2125* (basal) Z2123
India                               0   37              0              0    10
Pakistan                            0   16              0              8     2
Turkey                              1    0              1              7     8
Kyrgyzstan                          0    1              0              0     1
Afghanistan                         0    0              0              8     9
Sri Lanka                           0    9              0              0     7
England                             0    0              0              0     2
Qatar                               0    6              0              1     6
Kuwait                              2    0              0              2     8
Saudi Arabia                        2    4              0              2     4
Bangladesh                          0    8              0              0     1
Armenia                             0    0              0              0     3
Germany                             0    0              0              0     0
United Arab Emirates                0    1              0              0     2
Singapore                           0    4              0              0     1
Iraq                                0    1              0              0     2
Bahrain                             0    0              0              1     1
Tajikistan                          0    1              0              0     3
Russia                              1    0              0              0     0
Yemen                               0    1              0              0     0
Palestine                           0    0              0              0     0
Ukraine                             0    0              0              0     0
Kazakhstan                          0    0              0              0     1
Israel                              0    0              0              0     1
Poland                              0    0              0              0     0
Hungary                             0    0              0              0     1
Turkmenistan                        0    0              0              0     1
Iran                                0    0              0              0     1
Syria                               0    0              0              0     1
Belarus                             0    0              0              0     0
Mongolia                            0    0              0              0     0
Nepal                               0    1              0              0     0
Uzbekistan                          0    0              0              0     1
Albania                             0    0              0              0     0
                     S23592 Z2122
India                     0     0
Pakistan                  0     0
Turkey                    4     2
Kyrgyzstan               17     0
Afghanistan               0     0
Sri Lanka                 0     0
England                   0     6
Qatar                     0     0
Kuwait                    0     0
Saudi Arabia              1     0
Bangladesh                0     0
Armenia                   0     3
Germany                   8     1
United Arab Emirates      0     0
Singapore                 0     0
Iraq                      0     1
Bahrain                   0     0
Tajikistan                0     0
Russia                    1     0
Yemen                     0     0
Palestine                 0     3
Ukraine                   0     3
Kazakhstan                1     0
Israel                    0     1
Poland                    0     2
Hungary                   0     1
Turkmenistan              0     0
Iran                      0     0
Syria                     0     0
Belarus                   0     1
Mongolia                  0     1
Nepal                     0     0
Uzbekistan                0     0
Albania                   1     0

Shannon diversity of stratum composition per country (top 12 by n):
       India     Pakistan       Turkey   Kyrgyzstan  Afghanistan    Sri Lanka 
        0.81         1.17         1.85         0.86         0.69         0.69 
     England        Qatar       Kuwait Saudi Arabia   Bangladesh      Armenia 
        0.97         1.27         1.32         1.50         0.76         1.31 

## 8. Leading ethnic/language tags per stratum (tester self-report)

Z93* (basal, outside Z94): Arabic=15, Mongolian=3, Adyghe=3, Mandarin Chinese=3, Zaza=3
Z94 minor arms: NA=NA, NA=NA, NA=NA, NA=NA, NA=NA
Y40: Arabic=4, Hungarian=2, Burushaski=2, Bengali=2, Tamil=1
Y3* (above L657): Tatar=3, Uighur=2, Dungan=1, Zaza=1, Arabic=1
L657: Panjabi=28, Bengali=8, Arabic=7, Central Pashto=6, Brahui=6
Z2124* (basal): Chechen=1, NA=NA, NA=NA, NA=NA, NA=NA
Z2125* (basal): Baluchi=4, Northern Pashto=4, Pushto=4, Southern Pashto=3, Central Pashto=3
Z2123: Karachay-Balkar=99, Adyghe=41, Mandarin Chinese=18, Tatar=16, Central Pashto=12
S23592: Tatar=9, Chechen=6, German=4, Mandarin Chinese=2, Russian=2
Z2122: Karachay-Balkar=9, Yiddish=5, Tatar=4, English=3, Eastern Yiddish=3
