Running Gedmatch calculators on the command line with stevenliuyi/admix

**vbnetkhio** · 10-26-2021, 02:14 PM

Originally Posted by Leto

Thanks for clarifying that, Komin!

Can you merge Kursk, Belgorod and Oryol into one new Russian_Southwest average? Would be better than the old Davidski shit, at least here we know the sample size. I will probably consider adding some of those Russians to the updated K13 spreadsheet.

EDIT: wait, I can do it myself

why not add all of them?

**Leto** · 10-26-2021, 02:35 PM

Originally Posted by vbnetkhio

why not add all of them?

Some of them are just 3-4 samples. And also I don't want those "Arkhangelsk" pops either, they aren't even represenative of Northern Russia.

**vbnetkhio** · 10-26-2021, 08:56 PM

Originally Posted by Komintasavalta

Actually I think you need to make the tolerance parameter (`-t`) smaller (https://github.com/stevenliuyi/admix#faq):

This package utilizes the optimization function `scipy.optimize.minimize` from the SciPy library, which has a parameter `tol` to control the tolerance for termination of the optimizer. The default tolerance is set to `1e-3` here. It works most of time, but sometimes `1e-3` is too big and causes early termination. You can manually set a smaller tolerance (say `1e-4`) to obtain correct results, although it will take longer to run the optimizer.

michal3141 also got the wrong results in K36 by using the default threshold, and he said that "probably e-7 or at least e-6 is the way to go": https://anthrogenica.com/showthread....l=1#post810669.

When I tried doing another run of one of the samples from Vologda that got over 99% Baltic (HGDP00899), it first got the same results, because the algorithm doesn't use a random seed like ADMIXTURE, but it gives the same result each time. After I decreased the tolerance to 1e-4, the results started to resemble other samples from Vologda. Between 1e-4 and 1e-5, some admixture proportions still changed by more than 0.3 percentage points, but there was no further change between 1e-5 and 1e-6:

Code:

~ admix -f a.txt -mK13

Admixture calculation models: K13

Calcuation is started...

K13
North_Atlantic: 0.12%
Baltic: 99.76%
West_Med: 0.00%
West_Asian: 0.00%
East_Med: 0.00%
Red_Sea: 0.00%
South_Asian: 0.00%
East_Asian: 0.00%
Siberian: 0.07%
Amerindian: 0.00%
Oceanian: 0.05%
Northeast_African: 0.00%
Sub-Saharan: 0.00%


~ admix -f a.txt -mK13 -t1e-4

Admixture calculation models: K13

Calcuation is started...

K13
North_Atlantic: 3.95%
Baltic: 71.60%
West_Med: 5.06%
West_Asian: 2.74%
East_Med: 6.62%
Red_Sea: 0.67%
South_Asian: 0.00%
East_Asian: 0.16%
Siberian: 6.24%
Amerindian: 1.26%
Oceanian: 1.31%
Northeast_African: 0.04%
Sub-Saharan: 0.36%


~ admix -f a.txt -mK13 -t1e-5

Admixture calculation models: K13

Calcuation is started...

K13
North_Atlantic: 4.09%
Baltic: 71.69%
West_Med: 4.73%
West_Asian: 2.64%
East_Med: 6.46%
Red_Sea: 0.91%
South_Asian: 0.00%
East_Asian: 0.11%
Siberian: 6.05%
Amerindian: 1.37%
Oceanian: 1.55%
Northeast_African: 0.03%
Sub-Saharan: 0.36%


~ admix -f a.txt -mK13 -t1e-6

Admixture calculation models: K13

Calcuation is started...

K13
North_Atlantic: 4.09%
Baltic: 71.69%
West_Med: 4.73%
West_Asian: 2.64%
East_Med: 6.46%
Red_Sea: 0.91%
South_Asian: 0.00%
East_Asian: 0.11%
Siberian: 6.05%
Amerindian: 1.37%
Oceanian: 1.55%
Northeast_African: 0.03%
Sub-Saharan: 0.36%

I ran K13 at different tolerance parameters for all 87 samples from the Reich dataset with the population name "Russian", because they included some problematic samples in my earlier K13 run. Now the average difference in the admixture percentages became less than 0.01 between 1e-4 and 1e-5, and less than 0.0001 between 1e-5 and 1e-6:

Tolerance	Average difference in admixture percentages compared to previous tolerance	Running time per sample
1e-1	-	1.22
1e-2	3.144810	1.65
1e-3	3.515349	3.12
1e-4	0.316737	3.47
1e-5	0.002387	3.64
1e-6	0.000097	3.51
1e-7	0.000062	3.65
1e-8	0.000088	3.65

So it's probably better to change the tolerance to at least 1e-5, even though in this case even 1e-8 was about as fast.

I ran the Lithuanian outliers in DiyDodecad:

Code:

PZ:LTG-890,25.8,59.06,7.33,4.06,0.02,0.66,0.51,0.84,0.17,0.39,0.65,0.28,0.23
SZ:LTG-1205,29.9,52.24,7.97,5.91,0.03,1,1.08,0,0.98,0.31,0,0,0.59
PA:LTG-781,26.45,52.62,10.68,5.6,0.12,0.47,0.12,0.62,0.92,1.02,0.38,0.45,0.56
RA:LTG-181,30.5,47.1,9.91,7.05,1.98,0.05,2.09,0.42,0,0.81,0.05,0,0.03
PZ:LTG-1162,29.47,59.79,6.51,0.06,0,1.31,0.74,0,1.33,0.27,0.52,0,0
SZ:LTG-356,19.23,76.46,4.32,0,0,0,0,0,0,0,0,0,0

LTG-356 still has weird results, and he has 50% gentype rate, while all other samples have 90%. so there is something wrong with this sample.

**~~Komintasavalta~~** · 10-26-2021, 09:21 PM

Originally Posted by vbnetkhio

I ran the Lithuanian outliers in DiyDodecad:

Code:

PZ:LTG-890,25.8,59.06,7.33,4.06,0.02,0.66,0.51,0.84,0.17,0.39,0.65,0.28,0.23
SZ:LTG-1205,29.9,52.24,7.97,5.91,0.03,1,1.08,0,0.98,0.31,0,0,0.59
PA:LTG-781,26.45,52.62,10.68,5.6,0.12,0.47,0.12,0.62,0.92,1.02,0.38,0.45,0.56
RA:LTG-181,30.5,47.1,9.91,7.05,1.98,0.05,2.09,0.42,0,0.81,0.05,0,0.03
PZ:LTG-1162,29.47,59.79,6.51,0.06,0,1.31,0.74,0,1.33,0.27,0.52,0,0
SZ:LTG-356,19.23,76.46,4.32,0,0,0,0,0,0,0,0,0,0

LTG-356 still has weird results, and he has 50% gentype rate, while all other samples have 90%. so there is something wrong with this sample.

Maybe it would just be better to use DIYDodecad for consistency. Even when I used a tolerance of 1e-7, the results of the Python admix script sometimes differed by more than 1 percentage points from your results:

LTG-1162/DIYDodecad	29.47	59.79	6.51	0.06	0	1.31	0.74	0	1.33	0.27	0.52	0	0	LTG-1162/python	30.97	58.10	7.38	0.00	0.00	0.49	0.65	0.00	0.81	1.15	0.45	0.00	0.00
LTG-1205/DIYDodecad	29.9	52.24	7.97	5.91	0.03	1	1.08	0	0.98	0.31	0	0	0.59	LTG-1205/python	30.92	53.03	7.99	4.23	0.00	0.86	0.86	0.00	0.68	0.73	0.00	0.00	0.70
LTG-181/DIYDodecad	30.5	47.1	9.91	7.05	1.98	0.05	2.09	0.42	0	0.81	0.05	0	0.03	LTG-181/python	31.63	45.95	10.46	7.63	0.72	0.27	2.39	0.00	0.00	0.89	0.00	0.00	0.05
LTG-356/DIYDodecad	19.23	76.46	4.32	0	0	0	0	0	0	0	0	0	0	LTG-356/python	21.47	74.48	4.05	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
LTG-781/DIYDodecad	26.45	52.62	10.68	5.6	0.12	0.47	0.12	0.62	0.92	1.02	0.38	0.45	0.56	LTG-781/python	27.68	51.54	9.27	6.16	0.00	1.23	0.00	1.33	1.28	0.74	0.27	0.00	0.51
LTG-890/DIYDodecad	25.8	59.06	7.33	4.06	0.02	0.66	0.51	0.84	0.17	0.39	0.65	0.28	0.23	LTG-890/python	26.10	59.08	6.63	4.53	0.00	1.37	0.19	0.93	0.43	0.04	0.50	0.08	0.11

The developer of Admixture Studio wrote that he developed it as a GUI for DIYDodecad, so I guess it produces the same results as DIYDodecad? (https://anthrogenica.com/showthread....a-sheets/page4)

Hi! I developed a windows tool for simplify the use of DIYDodecad calculators and ADMIX-4, I called Admixture Studio. It runs the Kxxx file in DIYDodecad and Anc_oracle_097.exe. The application converts the RAW File to genotype.exe reordered format as DIYDodecad requires.

So, you don't need to use R or command lines tools

.

Feel free to use it. It is still in beta.
https://wilhelmhgenealogy.wordpress....ixture-studio/

Originally Posted by vbnetkhio

could you run the Greek and Polish from here?
https://data.mendeley.com/datasets/ckz9mtgrjj/3

K13 with tolerance 1e-7:

Code:

Greek:GRE201,14.57,15.80,23.52,12.68,28.01,4.12,0.04,0.00,0.00,0.31,0.23,0.00,0.72
Greek:GRE202,15.37,10.01,21.26,13.93,32.88,4.88,0.00,0.65,0.00,0.02,1.00,0.00,0.00
Greek:GRE204,14.79,11.81,20.78,19.14,25.96,4.90,1.11,0.00,0.48,0.53,0.07,0.42,0.00
Greek:Greek1,14.47,16.03,23.43,12.36,27.98,4.26,0.26,0.00,0.00,0.35,0.18,0.00,0.69
Greek:Greek2,15.20,10.09,21.45,13.86,33.07,4.59,0.00,0.57,0.00,0.18,0.99,0.00,0.00
Greek:Greek3,15.15,11.81,20.66,18.83,25.94,4.88,1.19,0.00,0.43,0.57,0.06,0.47,0.00
Greek:Greek4,18.77,15.44,20.66,10.37,28.59,4.84,0.00,0.00,1.14,0.11,0.08,0.00,0.00
Greek:Greek5,16.46,16.47,22.05,13.87,27.38,2.87,0.00,0.20,0.00,0.00,0.69,0.00,0.00
Greek:Greek6,19.09,14.03,22.03,15.59,26.02,2.93,0.00,0.00,0.08,0.23,0.00,0.00,0.00
Greek:Greek7,20.99,16.17,21.06,10.25,27.70,3.24,0.00,0.00,0.39,0.00,0.20,0.00,0.00
Greek:Greek8,15.50,16.43,22.96,13.27,27.73,1.90,0.26,0.24,0.26,0.00,1.00,0.00,0.46
Greek:Greek9,17.77,15.40,25.49,12.49,24.42,3.15,0.00,0.00,0.00,1.29,0.00,0.00,0.00
Greek:Greek10,19.53,18.14,18.97,13.70,26.34,1.72,0.00,1.09,0.00,0.00,0.00,0.52,0.00
Greek:Greek11,17.36,12.86,20.29,14.67,27.10,6.51,0.00,0.00,0.56,0.64,0.00,0.00,0.00
Greek:Greek12,18.88,17.70,22.61,11.85,24.79,3.12,0.63,0.00,0.00,0.03,0.38,0.00,0.00
Greek:Greek13,20.72,13.40,22.02,13.82,23.73,5.38,0.00,0.00,0.13,0.00,0.26,0.55,0.00
Greek:Greek14,15.64,14.50,21.03,13.77,28.74,4.93,0.00,0.00,0.00,0.57,0.81,0.00,0.00
Greek:Greek15,17.91,17.57,20.46,13.05,23.85,4.40,0.00,0.56,1.01,0.21,0.98,0.00,0.00
Greek:Greek16,20.16,15.31,21.87,11.28,25.96,3.84,0.14,1.44,0.00,0.00,0.00,0.00,0.00
Greek:Greek17,12.52,9.99,23.11,16.35,29.88,5.55,0.08,0.44,0.79,0.00,0.38,0.90,0.00
Greek:Greek18,13.25,10.55,19.09,23.50,29.15,3.39,0.34,0.00,0.37,0.00,0.37,0.00,0.00
Greek:Greek19,15.43,9.58,19.23,15.85,33.37,5.81,0.00,0.00,0.00,0.00,0.73,0.00,0.00
Greek:Greek20,15.21,17.52,24.48,14.42,24.48,3.00,0.00,0.46,0.00,0.00,0.43,0.00,0.00
Greek:K28,18.82,15.60,20.57,10.38,28.66,4.65,0.00,0.00,1.23,0.07,0.01,0.00,0.00
Greek:K29,16.45,16.55,21.92,13.81,27.40,3.01,0.00,0.22,0.00,0.00,0.65,0.00,0.00
Greek:K30,19.00,13.74,22.26,15.85,25.98,2.88,0.00,0.00,0.14,0.14,0.00,0.00,0.00
Greek:KOR22,20.98,16.25,21.12,10.04,27.80,3.21,0.00,0.00,0.31,0.00,0.30,0.00,0.00
Greek:KOR24,15.65,16.37,22.93,13.16,27.83,1.79,0.29,0.11,0.45,0.00,0.94,0.00,0.48
Greek:KOR29,18.07,15.58,24.99,12.41,24.47,3.22,0.00,0.00,0.00,1.25,0.00,0.00,0.00
Greek:KOR30,19.81,17.90,19.07,13.79,26.17,1.73,0.00,1.01,0.00,0.00,0.00,0.52,0.00
Greek:KOR31,17.55,12.87,20.19,14.79,26.91,6.58,0.00,0.00,0.50,0.61,0.00,0.00,0.00
Greek:XAL90,18.70,17.78,22.61,11.99,24.54,3.24,0.77,0.00,0.00,0.05,0.32,0.00,0.00
Greek:XAL91,20.71,13.26,21.87,14.03,23.85,5.48,0.00,0.00,0.05,0.00,0.26,0.50,0.00
Greek:XAL92,15.95,14.31,21.18,13.61,28.64,4.95,0.00,0.00,0.00,0.59,0.76,0.00,0.00
Greek:XAL93,17.91,17.57,20.38,12.85,24.09,4.43,0.00,0.60,0.93,0.24,0.99,0.00,0.00
Greek:XAL94,20.13,15.68,21.69,11.03,26.01,3.90,0.11,1.46,0.00,0.00,0.00,0.00,0.00
Greek:XAL95,12.39,9.94,23.06,16.63,30.07,5.31,0.04,0.49,0.84,0.00,0.35,0.88,0.00
Greek:XAL96,13.12,10.54,18.94,24.12,28.99,3.45,0.14,0.00,0.43,0.00,0.26,0.00,0.00
Greek:XAL97,15.54,9.61,19.02,15.54,33.57,5.96,0.00,0.00,0.00,0.00,0.76,0.00,0.00
Greek:XAL98,15.57,17.34,24.52,14.06,24.62,2.93,0.00,0.62,0.00,0.00,0.33,0.00,0.00
Polish:POL002,28.84,47.62,11.06,7.32,3.09,0.00,0.00,0.00,0.00,1.15,0.28,0.03,0.62
Polish:POL016,30.59,47.07,12.43,5.85,1.24,0.00,0.00,0.00,0.61,0.86,0.00,1.10,0.23
Polish:POL026,26.73,47.53,10.09,5.93,4.45,0.74,0.29,0.00,1.65,1.78,0.00,0.29,0.53
Polish:POL039R,29.79,38.93,12.98,5.49,9.16,1.18,0.84,0.38,0.72,0.39,0.00,0.00,0.15
Polish:POL049,24.90,49.31,13.07,5.68,1.89,0.25,2.48,0.00,0.65,0.67,1.09,0.00,0.00
Polish:POL052,27.18,47.37,9.55,2.94,9.47,0.00,1.45,0.00,0.46,1.30,0.28,0.00,0.00
Polish:POL059,32.28,45.68,10.15,5.93,2.36,0.00,0.82,0.43,0.44,0.47,0.25,0.00,1.20
Polish:POL062,28.76,43.98,11.30,6.39,5.42,0.00,2.06,0.00,0.03,1.51,0.00,0.55,0.00
Polish:POL069,32.86,37.08,12.49,6.99,8.45,0.65,0.06,0.00,0.53,0.00,0.00,0.14,0.75
Polish:POL072,26.97,45.59,11.81,7.62,4.61,0.14,1.23,0.00,0.51,1.12,0.00,0.39,0.00
Polish:POL079,25.39,52.43,8.19,6.09,4.58,0.00,1.65,0.00,1.30,0.00,0.05,0.00,0.31
Polish:POL082,33.39,45.84,9.43,4.55,1.17,2.06,0.29,0.33,0.15,0.65,0.56,0.84,0.74
Polish:POL089,26.38,46.59,13.43,7.38,2.76,0.36,0.33,0.00,1.02,0.15,0.83,0.78,0.00
Polish:POL108,30.60,43.74,9.40,7.94,4.05,0.80,0.72,0.12,1.40,0.49,0.46,0.00,0.28
Polish:POL118,29.38,46.85,10.57,5.46,4.38,1.44,0.23,0.00,0.61,0.37,0.34,0.39,0.00
Polish:POL150,29.44,47.20,10.66,9.07,0.86,0.00,0.57,0.20,0.17,0.00,1.17,0.00,0.66
Polish:POL199,31.62,44.36,11.65,7.83,0.49,0.38,0.60,0.00,2.17,0.75,0.00,0.16,0.00
Polish:Polish1,28.95,47.69,10.97,7.15,3.17,0.00,0.00,0.00,0.00,1.14,0.24,0.00,0.69
Polish:Polish2,25.21,52.85,8.34,5.93,4.39,0.00,1.55,0.00,1.28,0.03,0.00,0.00,0.41
Polish:Polish3,26.37,46.44,13.71,7.49,2.48,0.42,0.41,0.00,0.97,0.15,0.75,0.82,0.00
Polish:Polish4,30.23,44.07,9.31,7.88,4.33,0.77,0.62,0.04,1.50,0.43,0.52,0.00,0.31
Polish:Polish5,31.69,44.30,11.48,7.79,0.62,0.42,0.55,0.00,2.23,0.81,0.00,0.12,0.00
Polish:Polish6,30.76,47.02,12.32,5.80,1.44,0.00,0.00,0.00,0.63,0.80,0.00,0.94,0.29
Polish:Polish7,26.72,47.57,9.90,6.22,4.19,0.85,0.21,0.00,1.62,1.79,0.00,0.37,0.54
Polish:Polish8,24.84,49.28,13.08,5.83,1.76,0.25,2.49,0.00,0.71,0.66,1.11,0.00,0.00
Polish:Polish9,27.83,47.04,9.50,2.71,9.38,0.00,1.43,0.00,0.38,1.44,0.30,0.00,0.00
Polish:Polish10,32.69,45.50,10.18,5.71,2.22,0.00,0.90,0.34,0.21,0.59,0.36,0.00,1.28
Polish:Polish11,28.97,43.93,11.27,6.36,5.32,0.00,1.97,0.00,0.07,1.49,0.00,0.62,0.00
Polish:Polish12,32.86,37.12,12.75,6.94,8.38,0.48,0.00,0.00,0.55,0.00,0.00,0.15,0.78
Polish:Polish13,26.79,45.64,12.02,7.76,4.50,0.00,1.08,0.00,0.60,1.13,0.00,0.48,0.00
Polish:Polish14,33.20,45.93,9.23,4.74,1.24,2.12,0.28,0.25,0.16,0.72,0.58,0.70,0.86
Polish:Polish15,29.35,47.06,10.48,5.59,4.07,1.31,0.35,0.00,0.64,0.26,0.31,0.58,0.00
Polish:Polish16,29.19,47.49,10.51,9.08,1.07,0.00,0.57,0.26,0.02,0.00,1.14,0.00,0.66

**Leto** · 10-26-2021, 09:42 PM

Tambets seems to have quite a few Estonian samples. Can you run them and then compare to the old Eurogenes average? I have like 15 non-academic Estonian kits but let's stick to these data sets.

**vbnetkhio** · 10-27-2021, 07:44 AM

Originally Posted by Komintasavalta

Maybe it would just be better to use DIYDodecad for consistency. Even when I used a tolerance of 1e-7, the results of the Python admix script sometimes differed by more than 1 percentage

LTG-1162/DIYDodecad	29.47	59.79	6.51	0.06	0	1.31	0.74	0	1.33	0.27	0.52	0	0	LTG-1162/python	30.97	58.10	7.38	0.00	0.00	0.49	0.65	0.00	0.81	1.15	0.45	0.00	0.00
LTG-1205/DIYDodecad	29.9	52.24	7.97	5.91	0.03	1	1.08	0	0.98	0.31	0	0	0.59	LTG-1205/python	30.92	53.03	7.99	4.23	0.00	0.86	0.86	0.00	0.68	0.73	0.00	0.00	0.70
LTG-181/DIYDodecad	30.5	47.1	9.91	7.05	1.98	0.05	2.09	0.42	0	0.81	0.05	0	0.03	LTG-181/python	31.63	45.95	10.46	7.63	0.72	0.27	2.39	0.00	0.00	0.89	0.00	0.00	0.05
LTG-356/DIYDodecad	19.23	76.46	4.32	0	0	0	0	0	0	0	0	0	0	LTG-356/python	21.47	74.48	4.05	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
LTG-781/DIYDodecad	26.45	52.62	10.68	5.6	0.12	0.47	0.12	0.62	0.92	1.02	0.38	0.45	0.56	LTG-781/python	27.68	51.54	9.27	6.16	0.00	1.23	0.00	1.33	1.28	0.74	0.27	0.00	0.51
LTG-890/DIYDodecad	25.8	59.06	7.33	4.06	0.02	0.66	0.51	0.84	0.17	0.39	0.65	0.28	0.23	LTG-890/python	26.10	59.08	6.63	4.53	0.00	1.37	0.19	0.93	0.43	0.04	0.50	0.08	0.11

lower tolerance runs seem slightly biased towards North Atlantic?

**Lucas** · 10-27-2021, 10:06 AM

Originally Posted by Komintasavalta

Maybe it would just be better to use DIYDodecad for consistency. Even when I used a tolerance of 1e-7, the results of the Python admix script sometimes differed by more than 1 percentage points from your results:

]

But DYIDodecad isn't a gold standard. We really don't know which calculation is better (also we must add here Admixture Studio which also have little different values). Dodecad was first this is why is more popular. But maybe if the code would be public you could see there some things which aren't better then admix.

**~~Komintasavalta~~** · 10-27-2021, 11:46 AM

Most monkeys and Neandersovans got at least 2% Oceanian. But Marmoset and Macaque got surprisingly high North Atlantic.

	North_Atlantic	Baltic	West_Med	West_Asian	East_Med	Red_Sea	South_Asian	East_Asian	Siberian	Amerindian	Oceanian	Northeast_African	Sub-Saharan
Chimp_HO	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.36	1.59	22.10	75.95
Gorilla	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.68	23.68	73.64
Gorilla.REF	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.46	2.51	23.73	73.30
Macaque	3.12	0.00	0.00	0.00	0.00	0.00	0.00	2.21	1.46	0.63	3.44	22.56	66.59
Marmoset	5.11	1.22	0.00	0.00	0.00	0.00	0.65	5.46	0.00	1.63	3.91	21.40	60.63
Orang	0.85	0.13	0.00	0.00	0.00	0.00	0.00	1.39	0.00	1.01	2.99	22.89	70.73
Denisova_light	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.82	15.63	81.55
Denisova_snpAD.DG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.54	14.76	82.70
Denisova_published.DG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.67	15.33	82.00
Denisova11.SG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	3.43	17.96	78.62
Vindija_light	0.00	0.07	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	3.15	18.12	78.66
Altai_published.DG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.01	18.22	79.77
Les_Cottes_final_provisional.SG	0.00	0.04	0.40	0.00	0.00	0.00	0.00	0.00	0.00	0.00	4.15	18.40	77.00
Altai_snpAD.DG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	1.85	17.92	80.23
Mezmaiskaya1_final_provisional.SG	0.42	0.55	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	3.75	17.64	77.63
Vindija_snpAD.DG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.17	17.38	80.45
Mezmaiskaya2_final_provisional.SG	0.46	0.62	0.00	0.00	0.00	0.00	0.00	0.00	0.08	0.02	4.01	18.46	76.34
Spy_final_provisional.SG	1.52	0.00	0.00	0.00	0.00	0.00	0.00	0.11	0.00	0.00	5.16	19.84	73.37
VindijaG1_final_provisional.SG	0.00	0.00	0.24	0.00	0.00	0.00	0.00	0.00	0.00	0.00	4.28	19.95	75.53
Goyet_final_provisional.SG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.91	18.18	78.91
Chagyrskaya.SG	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2.18	17.37	80.45

BTW does anyone know if there is some way to calculate the fit of a model using the .F and .alleles files?

**~~Komintasavalta~~** · 10-27-2021, 10:06 PM

Originally Posted by Leto

Tambets seems to have quite a few Estonian samples. Can you run them and then compare to the old Eurogenes average? I have like 15 non-academic Estonian kits but let's stick to these data sets.

Here's all samples from Tambets et al. 2018 (https://evolbio.ut.ee/Tambets2018/). The Buryat sample looks hapa, so I don't know why it was included here. I didn't omit any sample from the averages.

Code:

#K13 average
Buryats,13.53,27.77,2.72,4.76,1.24,1.43,1.14,12.50,33.11,0.87,0.52,0.40,0.00
Estonians,30.71,51.59,6.53,3.34,1.61,0.44,1.24,0.33,2.55,0.76,0.44,0.19,0.28
Finns,31.78,48.09,5.53,2.37,1.54,0.71,1.17,0.27,6.22,1.16,0.46,0.29,0.42
Gagauzes,17.84,23.73,18.94,12.92,21.07,2.04,0.65,0.00,2.20,0.00,0.00,0.61,0.00
Germans,43.14,22.63,15.79,4.12,11.13,0.72,0.00,0.00,0.33,1.26,0.28,0.00,0.60
Ingrian,30.84,49.64,5.29,2.84,1.50,0.30,0.62,0.70,5.94,1.09,0.49,0.22,0.53
Karels,29.51,44.12,5.80,6.00,3.76,0.48,1.30,0.00,6.62,1.82,0.00,0.30,0.28
Khanty,5.66,31.37,0.00,3.53,0.00,0.00,4.34,0.82,47.60,6.01,0.57,0.00,0.10
Latvians,30.73,49.48,8.23,4.90,4.07,0.00,0.00,0.98,0.23,1.17,0.21,0.00,0.00
Mansi,15.63,38.60,2.88,5.77,0.92,0.31,3.32,0.63,27.39,3.69,0.48,0.16,0.23
Maris,12.70,44.99,1.37,9.59,0.00,0.18,2.62,3.04,22.64,2.50,0.00,0.37,0.00
Poles,27.65,48.46,7.22,6.67,3.16,0.43,0.99,0.03,3.64,0.87,0.61,0.10,0.15
Russians_Central,25.51,47.04,9.13,5.08,4.78,0.62,2.34,0.32,3.66,0.44,0.71,0.10,0.28
Saami_Kola,24.79,47.67,2.76,1.03,0.12,0.05,1.56,0.26,17.62,2.77,0.34,0.69,0.34
Saami_SWE,24.98,43.86,0.00,0.72,0.00,0.00,1.24,1.23,23.51,3.64,0.41,0.06,0.34
Swedes,39.89,37.58,10.25,3.76,2.26,1.09,0.34,0.12,3.55,0.77,0.06,0.00,0.33
Tatars,18.86,30.88,5.01,12.42,7.20,0.58,5.54,4.22,12.84,1.47,0.64,0.22,0.12
Vepsas,27.66,50.63,4.37,3.44,0.42,0.24,2.15,0.19,8.68,1.60,0.27,0.00,0.34

#K13
Buryats:buryat_V43501,13.53,27.77,2.72,4.76,1.24,1.43,1.14,12.50,33.11,0.87,0.52,0.40,0.00
Estonians:100218,28.41,54.08,9.69,1.03,0.25,0.00,2.66,1.22,2.62,0.00,0.04,0.00,0.00
Estonians:100228,27.27,57.56,5.34,4.86,0.00,0.00,1.41,1.94,0.42,0.93,0.11,0.17,0.00
Estonians:100230,30.63,52.18,4.42,3.99,3.36,0.69,0.00,0.00,3.82,0.00,0.33,0.07,0.51
Estonians:100232,33.62,53.56,5.42,2.04,0.00,0.00,0.00,0.00,2.63,2.11,0.61,0.00,0.00
Estonians:100233,33.81,49.97,7.81,0.96,2.62,0.00,0.21,0.00,2.59,1.17,0.86,0.00,0.00
Estonians:100235,30.93,52.32,5.20,5.12,0.00,0.34,2.44,0.03,2.26,0.45,0.00,0.91,0.00
Estonians:100243,24.00,57.98,5.90,4.53,2.03,0.00,2.90,0.52,1.92,0.09,0.00,0.00,0.14
Estonians:100248,36.70,49.69,6.62,1.25,0.00,0.00,0.09,0.24,3.21,1.32,0.04,0.00,0.85
Estonians:100249,27.98,55.51,6.47,3.75,0.04,0.73,0.90,0.71,0.82,1.29,0.49,1.31,0.00
Estonians:100252,30.84,55.92,6.27,1.25,0.41,0.00,2.53,0.00,2.03,0.00,0.07,0.00,0.67
Estonians:100253,28.59,56.65,7.49,0.45,0.54,0.32,1.57,0.00,2.10,0.00,0.74,0.47,1.07
Estonians:100254,28.95,54.38,5.00,2.22,0.00,2.72,1.88,0.96,2.52,0.97,0.40,0.00,0.00
Estonians:100257,30.98,52.24,4.17,1.36,2.98,0.00,2.09,0.00,4.82,1.15,0.21,0.00,0.00
Estonians:100258,29.28,53.10,7.26,0.00,4.81,0.77,1.09,0.00,2.55,0.00,0.75,0.00,0.38
Estonians:100259,34.46,49.13,6.79,1.80,0.00,0.26,1.69,0.00,2.70,1.46,1.02,0.00,0.68
Estonians:100261,25.10,54.37,7.79,5.26,1.43,0.00,2.70,0.78,1.06,0.64,0.00,0.55,0.31
Estonians:100263,25.57,61.18,6.01,1.59,0.00,0.74,0.51,0.00,2.00,1.32,0.45,0.00,0.62
Estonians:100520,29.55,53.18,6.79,3.79,0.60,0.00,0.11,0.01,3.96,0.59,0.79,0.00,0.62
Estonians:100531,34.75,47.94,6.75,2.48,0.00,0.36,2.07,0.00,4.11,0.58,0.60,0.00,0.35
Estonians:100550,30.59,51.99,8.90,3.39,0.00,0.00,0.00,0.30,2.70,0.72,1.15,0.26,0.00
Estonians:100557,33.10,50.87,5.10,4.47,0.00,0.81,1.17,1.00,2.49,0.41,0.04,0.00,0.54
Estonians:100558,29.52,54.11,6.61,2.52,3.50,0.00,0.00,0.74,1.69,0.29,0.00,0.02,0.99
Estonians:400204,26.95,55.73,5.68,1.43,2.91,1.22,0.54,1.26,1.95,1.37,0.07,0.89,0.00
Estonians:400206,38.32,46.54,4.73,1.73,0.00,0.00,1.21,0.00,4.78,1.58,0.85,0.00,0.26
Estonians:400209,34.09,49.15,3.70,3.01,3.51,0.00,1.79,0.00,4.17,0.41,0.09,0.00,0.07
Estonians:400210,25.95,51.36,6.17,7.36,1.50,1.65,0.39,0.00,4.20,0.00,1.42,0.00,0.00
Estonians:400221,31.28,49.79,5.49,5.79,2.04,0.12,0.65,0.00,3.82,0.00,0.96,0.00,0.05
Estonians:400235,28.74,36.29,9.05,13.70,8.28,1.31,0.61,0.00,1.38,0.00,0.64,0.00,0.00
Estonians:400236,38.99,42.92,5.14,6.93,0.00,0.00,1.23,0.00,3.91,0.65,0.24,0.00,0.00
Estonians:400237,25.82,51.70,5.81,5.61,6.22,0.33,0.99,0.00,1.31,0.98,0.00,1.24,0.00
Estonians:400238,33.79,51.44,7.51,2.21,0.00,0.00,2.25,0.00,1.42,1.23,0.14,0.00,0.00
Estonians:400240,32.78,54.33,5.98,2.29,0.00,0.00,1.93,0.00,1.40,0.68,0.00,0.00,0.61
Estonians:evo_3,31.12,52.40,8.20,1.28,0.74,0.00,1.25,1.35,0.76,1.66,0.95,0.05,0.26
Estonians:evo_4,33.03,54.80,4.85,1.63,0.00,0.00,1.58,0.34,1.12,1.09,0.85,0.71,0.00
Estonians:evo_6,32.03,46.87,9.39,5.53,0.00,0.12,0.00,0.00,2.79,1.58,0.81,0.00,0.89
Estonians:evo_7,28.14,35.90,11.45,3.76,10.03,3.23,2.13,0.61,3.79,0.49,0.00,0.26,0.21
Finns:Finland65,37.86,45.05,4.01,0.17,0.00,0.92,2.13,0.00,7.15,1.73,0.65,0.16,0.17
Finns:Finland67,33.20,48.73,3.16,1.33,2.95,0.00,0.92,0.00,6.23,1.96,0.11,0.81,0.59
Finns:Finland69,33.84,48.96,4.56,0.50,0.14,0.00,1.87,0.00,8.46,0.92,0.75,0.00,0.00
Finns:Finland74,33.51,47.08,4.95,2.00,0.00,0.21,0.00,1.08,8.80,0.72,0.00,0.05,1.59
Finns:Finland76,34.39,49.13,3.62,3.13,0.00,0.00,1.68,0.00,6.20,0.86,0.99,0.00,0.00
Finns:Finland78,29.96,47.15,6.27,1.88,4.07,1.23,1.90,0.11,5.56,1.08,0.57,0.00,0.21
Finns:Finland84,31.30,45.71,7.90,2.74,3.29,1.37,0.47,0.33,4.05,1.73,1.07,0.05,0.00
Finns:Finland86,35.30,49.18,1.98,2.69,0.00,0.00,0.00,0.00,7.89,2.03,0.19,0.00,0.74
Finns:Finland87,32.18,50.34,5.27,0.00,0.00,0.76,1.26,0.95,6.47,1.99,0.00,0.08,0.70
Finns:Finland94,31.47,49.69,6.93,3.85,0.00,0.93,0.09,1.36,3.76,0.68,0.69,0.00,0.55
Finns:Finland95,26.52,50.03,7.14,1.15,1.98,0.00,3.50,0.00,8.04,0.44,0.93,0.00,0.26
Finns:Finland97,32.72,51.15,3.89,0.52,0.32,1.34,0.58,0.00,7.45,0.71,0.63,0.00,0.68
Finns:Finland101,24.35,38.84,12.68,3.78,10.28,1.36,0.00,0.00,6.00,0.98,0.00,1.27,0.47
Finns:Finland106,30.90,46.99,6.28,7.57,1.58,0.00,0.67,0.00,4.49,0.95,0.58,0.00,0.00
Finns:Finland109,31.24,49.98,9.29,0.00,4.31,0.61,0.97,1.01,1.07,0.46,0.00,0.82,0.25
Finns:Finland111,30.43,48.72,4.81,4.02,0.00,0.98,2.46,0.00,6.41,0.79,0.39,0.81,0.18
Finns:Finland117,30.23,50.72,5.50,2.76,0.00,1.25,1.11,0.00,5.53,0.87,0.52,0.00,1.50
Finns:Finland118,32.07,46.91,4.43,7.02,0.02,1.14,0.40,0.31,4.38,1.83,0.00,1.37,0.12
Finns:Finland119,32.30,49.27,2.47,0.00,0.26,1.33,2.19,0.00,10.20,1.30,0.67,0.00,0.00
Gagauzes:Gagauz10,17.84,23.73,18.94,12.92,21.07,2.04,0.65,0.00,2.20,0.00,0.00,0.61,0.00
Germans:German7,43.14,22.63,15.79,4.12,11.13,0.72,0.00,0.00,0.33,1.26,0.28,0.00,0.60
Ingrian:ingerian_V06336,32.26,50.19,3.81,1.48,1.93,0.00,0.35,2.04,5.94,0.10,0.83,0.00,1.09
Ingrian:ingerian_V22241,32.96,48.45,5.57,1.11,1.38,0.00,1.46,0.00,7.10,0.89,0.01,0.69,0.38
Ingrian:ingerian_V24378,30.27,47.41,6.82,5.01,1.98,0.00,0.99,0.00,4.74,1.63,0.28,0.31,0.56
Ingrian:ingerian_V33586,32.72,48.37,3.24,4.76,0.00,0.00,0.00,2.08,6.57,1.70,0.48,0.00,0.09
Ingrian:ingerian_V42764,24.84,51.78,7.11,4.69,3.73,1.80,0.15,0.05,3.66,0.37,0.81,0.33,0.68
Ingrian:ingerian_V46386,31.99,51.67,5.20,0.00,0.00,0.00,0.74,0.00,7.66,1.83,0.52,0.00,0.39
Karels:karelian_V04898,28.04,43.55,5.06,7.43,4.17,0.00,0.87,0.00,8.47,1.91,0.00,0.00,0.51
Karels:karelian_V11080,30.98,44.70,6.55,4.56,3.36,0.97,1.74,0.00,4.76,1.73,0.00,0.60,0.04
Khanty:hant1,4.76,32.74,0.00,3.46,0.00,0.00,4.46,0.00,47.62,5.88,1.08,0.00,0.00
Khanty:hant2,6.18,31.11,0.00,3.27,0.00,0.00,4.17,1.42,46.04,6.81,0.84,0.00,0.17
Khanty:hant3,7.80,30.98,0.00,3.25,0.00,0.00,4.85,0.00,46.86,6.26,0.00,0.00,0.00
Khanty:hant4,4.44,26.32,0.00,4.63,0.00,0.00,4.47,0.00,54.83,5.31,0.00,0.00,0.00
Khanty:hant5,8.84,29.40,0.00,3.22,0.00,0.00,6.05,1.21,45.66,5.26,0.28,0.00,0.07
Khanty:hant6,2.62,33.35,0.00,6.04,0.00,0.00,1.64,1.77,46.13,5.69,1.88,0.04,0.82
Khanty:hant7,4.84,31.56,0.00,3.52,0.00,0.00,4.86,0.79,47.94,6.50,0.00,0.00,0.00
Khanty:hant8,6.80,32.49,0.00,0.33,0.00,0.00,5.33,0.00,47.88,7.17,0.00,0.00,0.00
Khanty:hant9,6.83,32.07,0.00,0.84,0.00,0.00,4.59,0.95,49.29,5.11,0.32,0.00,0.00
Khanty:hant10,3.79,33.21,0.00,5.45,0.00,0.00,3.75,0.84,45.92,5.69,1.35,0.00,0.00
Khanty:khanty_V32243,5.36,31.79,0.00,4.83,0.00,0.00,3.56,2.03,45.48,6.45,0.49,0.00,0.00
Latvians:latvian51E3,30.73,49.48,8.23,4.90,4.07,0.00,0.00,0.98,0.23,1.17,0.21,0.00,0.00
Mansi:Mansi1,16.33,37.25,1.52,6.85,3.33,0.00,2.37,0.59,28.55,2.06,0.93,0.23,0.00
Mansi:Mansi2,5.14,31.37,0.00,3.32,0.00,0.00,4.30,0.00,47.31,7.63,0.00,0.33,0.61
Mansi:Mansi3,17.13,36.86,2.50,5.29,0.28,0.52,5.91,0.18,28.36,2.19,0.36,0.42,0.00
Mansi:Mansi13,21.39,46.63,6.94,6.30,0.00,1.39,2.72,0.00,11.14,2.48,1.02,0.00,0.00
Mansi:Mansi15,23.44,45.74,6.47,5.13,5.51,0.00,3.66,0.47,7.13,1.57,0.00,0.87,0.00
Mansi:Mansi17,16.67,39.47,0.95,5.05,0.00,0.69,3.76,1.40,27.37,3.84,0.63,0.17,0.00
Mansi:Mansi19,24.18,48.64,5.74,8.32,2.61,0.37,0.00,0.00,7.56,2.30,0.00,0.00,0.29
Mansi:Mansi22,19.51,45.25,6.63,8.56,0.07,0.00,1.57,0.46,15.52,2.21,0.00,0.00,0.23
Mansi:Mansi23,26.72,44.40,8.24,5.42,2.63,0.00,2.39,0.00,7.80,1.20,0.64,0.56,0.00
Mansi:Mansi24,13.36,40.54,0.00,8.03,0.00,0.00,4.11,1.01,27.51,4.93,0.11,0.00,0.42
Mansi:Mansi25,17.39,41.56,4.06,5.95,0.00,1.21,2.88,0.00,23.19,3.27,0.01,0.49,0.00
Mansi:Mansi80,8.48,30.31,0.00,2.95,0.00,0.00,5.16,1.25,45.78,5.81,0.27,0.00,0.00
Mansi:Mansi85,6.94,31.99,0.00,2.58,0.00,0.00,3.42,1.89,45.71,6.11,0.90,0.00,0.46
Mansi:Mansi93,17.30,37.72,3.48,9.64,0.00,0.00,3.02,0.00,25.27,2.13,1.43,0.00,0.00
Mansi:Mansi110,2.01,30.88,0.00,5.21,0.00,0.00,2.87,0.23,50.93,6.53,1.35,0.00,0.00
Mansi:Mansi125,15.47,42.21,0.88,6.78,0.00,1.60,3.93,0.68,22.81,4.47,0.96,0.00,0.20
Mansi:Mansi128,9.39,28.91,0.00,4.53,0.00,0.00,5.70,0.28,45.22,5.54,0.00,0.00,0.43
Mansi:Mansi138,11.23,31.69,0.00,1.35,0.00,0.00,3.58,0.29,44.52,5.83,1.30,0.00,0.21
Mansi:Mansi172,11.72,38.61,0.00,4.16,0.00,0.00,5.05,1.88,33.16,4.15,0.25,0.00,1.02
Mansi:Mansi211,24.60,41.07,8.69,6.48,3.90,1.25,1.84,0.04,9.53,2.20,0.00,0.30,0.10
Mansi:Mansi218,20.09,38.39,0.00,10.10,0.00,0.00,1.00,1.13,25.94,1.75,0.63,0.00,0.96
Mansi:Mansi228,4.83,33.35,0.00,3.55,0.00,0.00,4.85,2.65,45.12,5.51,0.00,0.13,0.00
Mansi:Mansi230,26.21,45.01,10.17,7.14,2.83,0.00,2.37,0.00,4.46,1.08,0.22,0.13,0.37
Maris:Nenets986,12.70,44.99,1.37,9.59,0.00,0.18,2.62,3.04,22.64,2.50,0.00,0.37,0.00
Poles:Poland135,29.38,41.03,7.90,7.31,4.79,1.37,1.08,0.00,4.32,1.73,0.79,0.30,0.00
Poles:Poland148,31.90,53.67,6.89,2.31,0.00,0.57,0.00,0.00,2.10,0.76,1.14,0.00,0.65
Poles:Poland149,26.62,44.75,3.52,10.34,2.40,0.20,1.41,0.15,9.40,0.99,0.00,0.22,0.00
Poles:Poland150,26.40,48.55,8.11,6.42,6.97,0.00,1.02,0.00,0.42,0.86,1.14,0.00,0.12
Poles:Poland151,23.96,54.30,9.70,6.99,1.64,0.00,1.44,0.00,1.96,0.00,0.00,0.00,0.00
Russians_Central:C_Russian1006,23.32,48.37,9.17,6.75,2.33,0.33,2.58,0.09,5.42,0.38,0.70,0.00,0.56
Russians_Central:C_Russian1012,27.70,45.71,9.09,3.41,7.23,0.91,2.09,0.54,1.89,0.51,0.72,0.20,0.00
Saami_Kola:SaamiKola5,25.81,47.62,0.00,0.00,0.00,0.00,2.17,0.70,19.01,3.28,0.57,0.64,0.20
Saami_Kola:SaamiKola6,23.93,46.99,1.08,0.00,0.00,0.00,0.60,0.08,20.69,4.90,0.00,1.59,0.14
Saami_Kola:SaamiKola7,22.28,50.08,5.56,1.92,0.00,0.00,3.32,0.56,12.98,2.40,0.00,0.66,0.24
Saami_Kola:SaamiKola25,23.30,47.14,1.60,0.97,0.00,0.00,0.10,0.00,21.67,3.67,0.60,0.00,0.95
Saami_Kola:SaamiKola40,24.26,47.51,0.80,0.05,0.00,0.00,1.85,0.09,20.88,3.28,0.83,0.00,0.45
Saami_Kola:SaamiKola47,29.53,47.74,1.62,0.59,0.94,0.40,0.64,0.00,15.87,0.90,0.48,0.76,0.52
Saami_Kola:SaamiKola49,23.87,48.01,6.21,4.73,0.00,0.00,1.39,0.67,12.61,1.44,0.09,0.99,0.00
Saami_Kola:SaamiKola74,25.36,46.27,5.23,0.00,0.00,0.00,2.41,0.00,17.26,2.31,0.12,0.85,0.19
Saami_SWE:saami1,21.14,46.52,0.00,0.00,0.00,0.00,0.85,2.29,24.46,3.28,0.31,0.00,1.13
Saami_SWE:saami2,22.76,43.01,0.00,0.00,0.00,0.00,1.46,0.54,27.31,4.49,0.05,0.17,0.19
Saami_SWE:saami3,23.34,44.72,0.00,1.61,0.00,0.00,1.92,0.00,24.51,2.69,0.59,0.62,0.00
Saami_SWE:saami4,27.43,45.92,0.00,0.91,0.00,0.00,0.00,0.00,20.99,2.98,0.52,0.00,1.24
Saami_SWE:saami5,27.80,40.10,0.00,0.00,0.00,0.00,1.34,1.49,23.29,4.76,0.32,0.00,0.90
Saami_SWE:saami6,28.20,43.69,0.00,0.00,0.00,0.00,2.42,2.28,20.64,2.76,0.00,0.00,0.00
Saami_SWE:saami7,24.04,43.42,0.00,2.99,0.00,0.00,0.00,0.85,23.19,4.76,0.66,0.00,0.09
Saami_SWE:saami8,26.84,42.00,0.00,0.00,0.00,0.00,1.13,2.34,23.72,3.49,0.49,0.00,0.00
Saami_SWE:saami9,26.71,43.12,0.00,1.50,0.00,0.00,0.76,1.79,22.80,3.32,0.00,0.00,0.00
Saami_SWE:saami11,22.71,43.21,0.00,0.00,0.00,0.00,1.62,2.27,26.12,3.45,0.60,0.00,0.00
Saami_SWE:saami12,23.92,46.30,0.00,1.35,0.00,0.00,1.01,0.00,22.82,3.08,0.62,0.00,0.90
Saami_SWE:saami13,24.71,44.28,0.00,0.98,0.00,0.00,2.46,0.64,23.26,3.61,0.06,0.00,0.00
Saami_SWE:saami14,25.10,43.94,0.00,0.00,0.00,0.00,1.19,1.45,22.51,4.71,1.11,0.00,0.00
Swedes:swede_V49245,39.89,37.58,10.25,3.76,2.26,1.09,0.34,0.12,3.55,0.77,0.06,0.00,0.33
Tatars:Tatar1003,14.89,21.65,4.93,16.77,7.77,1.16,8.96,7.82,13.94,1.37,0.29,0.44,0.00
Tatars:Tatar1008,22.83,40.11,5.09,8.06,6.62,0.00,2.12,0.62,11.75,1.57,1.00,0.00,0.23
Vepsas:vepsa50,27.00,53.58,4.67,0.77,0.85,0.00,2.21,0.30,8.38,1.58,0.00,0.00,0.67
Vepsas:vepsian_V21441,28.33,47.68,4.07,6.10,0.00,0.49,2.09,0.08,8.99,1.63,0.54,0.00,0.00

#K12b average
Buryats,3.34,25.01,0.03,0.92,8.95,32.50,0.38,0.00,1.05,21.69,5.75,0.38
Estonians,3.39,2.62,0.07,0.23,21.13,64.24,0.69,0.02,0.50,0.17,6.93,0.01
Finns,3.49,6.36,0.23,0.35,19.90,62.76,0.69,0.00,1.07,0.39,4.75,0.00
Gagauzes,4.76,1.07,0.65,0.00,25.60,29.59,0.08,0.36,7.28,1.38,29.22,0.00
Germans,7.34,0.90,0.24,0.44,37.43,39.86,0.00,0.00,2.13,0.00,11.65,0.00
Ingrian,3.27,6.15,0.24,0.12,19.34,64.00,0.54,0.05,0.97,0.55,4.58,0.19
Karels,4.86,6.26,0.00,0.00,19.16,57.82,0.73,0.08,1.18,1.02,8.63,0.25
Khanty,8.10,47.12,0.00,0.15,0.91,33.68,1.40,0.01,0.03,8.56,0.01,0.02
Latvians,5.53,1.07,0.00,0.45,22.46,61.31,0.00,0.00,0.00,0.00,9.15,0.03
Mansi,7.04,26.99,0.05,0.20,10.07,44.66,1.22,0.01,0.27,5.02,4.46,0.00
Maris,7.69,22.76,0.00,0.51,9.91,46.08,0.00,0.00,0.00,5.93,7.12,0.00
Poles,4.60,3.53,0.00,0.06,20.69,59.30,0.16,0.03,0.62,0.81,10.21,0.00
Russians_Central,3.69,3.48,0.00,0.24,19.60,57.78,2.10,0.00,1.32,0.60,11.20,0.00
Saami_Kola,3.59,17.23,0.02,0.14,14.72,58.87,1.03,0.01,0.25,2.59,1.56,0.00
Saami_SWE,4.27,23.16,0.03,0.32,11.84,55.49,0.35,0.02,0.00,4.51,0.00,0.00
Swedes,5.69,2.89,0.72,0.00,29.07,54.29,0.00,0.00,0.73,0.00,6.46,0.16
Tatars,11.40,10.80,0.10,0.78,14.84,38.59,3.74,0.00,1.52,6.60,11.61,0.00
Vepsas,4.86,8.04,0.24,0.19,17.59,62.62,0.49,0.00,0.23,1.44,4.18,0.10

#K12b
Buryats:buryat_V43501,3.34,25.01,0.03,0.92,8.95,32.50,0.38,0.00,1.05,21.69,5.75,0.38
Estonians:100218,3.24,1.83,0.00,0.59,21.86,65.70,1.99,0.00,0.00,0.00,4.80,0.00
Estonians:100228,3.74,1.12,0.00,1.23,18.59,68.67,0.93,0.00,0.00,0.00,5.72,0.00
Estonians:100230,2.05,3.57,0.00,0.19,19.80,64.36,0.24,0.00,0.08,0.00,9.71,0.00
Estonians:100232,4.24,2.77,0.00,0.00,22.87,65.62,0.10,0.00,0.00,0.15,4.25,0.00
Estonians:100233,2.24,2.78,0.00,0.06,24.84,63.69,0.71,0.00,0.00,0.00,5.68,0.00
Estonians:100235,2.80,2.15,0.22,0.00,19.43,65.95,1.39,0.00,0.20,0.00,7.87,0.00
Estonians:100243,4.05,1.60,0.13,0.61,18.25,67.54,1.61,0.00,0.00,0.00,6.22,0.00
Estonians:100248,2.21,3.41,0.00,0.79,22.86,65.69,0.00,0.00,0.19,0.00,4.85,0.00
Estonians:100249,3.32,2.60,0.00,0.04,19.55,67.47,0.19,0.00,0.00,0.27,6.56,0.00
Estonians:100252,2.13,1.86,0.00,0.11,20.33,67.07,1.93,0.00,0.00,0.00,6.57,0.00
Estonians:100253,1.86,2.65,0.00,0.05,20.68,67.45,0.69,0.00,1.25,0.00,5.37,0.00
Estonians:100254,4.45,3.13,0.26,0.00,20.20,65.66,1.02,0.00,0.74,0.00,4.54,0.00
Estonians:100257,2.97,4.56,0.00,0.00,20.03,63.41,0.58,0.00,0.00,0.61,7.83,0.00
Estonians:100258,0.09,1.92,0.00,0.00,20.22,65.78,1.85,0.00,0.61,0.00,9.46,0.08
Estonians:100259,4.06,3.14,0.00,0.00,21.90,63.97,1.18,0.00,0.59,0.09,4.90,0.16
Estonians:100261,2.93,1.96,0.00,0.35,20.00,64.50,1.58,0.00,0.31,0.00,8.37,0.00
Estonians:100263,3.26,1.97,0.00,0.00,20.11,70.50,0.61,0.00,0.66,0.00,2.89,0.00
Estonians:100520,4.35,2.09,0.37,0.00,20.93,65.06,0.00,0.00,0.00,1.40,5.80,0.00
Estonians:100531,5.00,3.11,0.00,0.00,22.09,63.80,0.52,0.18,0.00,0.63,4.65,0.00
Estonians:100550,2.98,2.65,0.00,0.41,21.36,65.67,0.00,0.00,0.00,0.00,6.93,0.00
Estonians:100557,4.24,3.06,0.00,0.00,21.94,65.07,0.34,0.00,0.00,0.00,5.34,0.00
Estonians:100558,2.03,1.84,0.00,0.51,21.31,65.13,0.00,0.00,0.22,0.15,8.82,0.00
Estonians:400204,2.33,2.51,0.00,0.89,20.80,65.94,0.52,0.00,0.39,0.00,6.63,0.00
Estonians:400206,4.78,5.37,0.00,0.36,24.42,62.25,0.22,0.00,0.00,0.00,2.61,0.00
Estonians:400209,3.10,3.84,0.00,0.00,21.52,63.69,0.15,0.00,0.00,0.04,7.67,0.00
Estonians:400210,3.51,3.51,0.00,1.11,19.76,61.49,0.00,0.00,1.17,0.00,9.46,0.00
Estonians:400221,1.83,3.63,0.00,0.58,19.90,63.90,0.38,0.00,1.14,0.00,8.64,0.00
Estonians:400235,7.16,1.35,0.00,0.00,20.42,50.32,0.05,0.00,2.40,0.00,18.29,0.00
Estonians:400236,6.36,3.25,0.00,0.00,22.71,61.22,0.09,0.00,0.00,0.10,6.19,0.08
Estonians:400237,2.33,1.87,0.15,0.00,18.59,60.41,1.08,0.32,2.08,0.00,13.17,0.00
Estonians:400238,4.10,1.74,0.00,0.11,23.69,65.44,0.87,0.00,0.00,0.20,3.85,0.00
Estonians:400240,2.92,2.27,0.00,0.00,21.44,67.62,0.00,0.00,0.00,0.00,5.75,0.00
Estonians:evo_3,1.78,1.76,0.00,0.00,20.91,66.74,1.75,0.00,0.53,0.27,6.26,0.00
Estonians:evo_4,3.55,2.11,0.00,0.22,21.30,67.26,1.77,0.00,0.00,0.00,3.80,0.00
Estonians:evo_6,5.76,2.56,0.56,0.00,21.44,60.30,0.00,0.12,0.00,0.66,8.60,0.00
Estonians:evo_7,4.36,2.80,0.95,0.00,24.79,48.38,0.64,0.00,5.32,1.43,11.32,0.00
Finns:Finland65,4.19,6.85,0.00,0.00,20.39,63.53,0.75,0.00,1.60,1.41,1.28,0.00
Finns:Finland67,4.56,7.73,0.77,0.00,19.55,62.74,0.16,0.00,0.51,0.00,3.96,0.00
Finns:Finland69,3.22,8.50,0.00,0.00,19.96,64.10,0.78,0.00,0.31,0.24,2.89,0.00
Finns:Finland74,3.38,7.66,0.00,1.54,20.63,63.97,0.00,0.00,0.52,0.48,1.81,0.00
Finns:Finland76,4.29,6.32,0.00,0.00,19.55,65.61,0.62,0.00,0.00,0.63,2.98,0.00
Finns:Finland78,2.31,5.48,0.00,0.00,19.19,62.08,1.75,0.00,2.70,0.61,5.88,0.00
Finns:Finland84,3.38,3.71,0.16,1.45,21.15,60.81,0.78,0.00,2.24,0.00,6.35,0.00
Finns:Finland86,2.95,8.42,0.00,0.55,18.57,66.01,0.00,0.00,0.00,0.00,3.50,0.00
Finns:Finland87,3.33,7.83,0.94,0.19,20.95,65.42,0.00,0.00,0.31,0.42,0.61,0.00
Finns:Finland94,4.39,3.85,0.00,0.60,19.84,63.62,0.07,0.00,1.27,0.86,5.49,0.00
Finns:Finland95,3.50,7.35,0.00,0.00,17.96,61.37,1.58,0.00,1.20,1.47,5.57,0.00
Finns:Finland97,1.97,6.74,0.00,0.62,18.46,66.44,0.44,0.00,0.70,0.37,4.26,0.00
Finns:Finland101,2.70,5.84,2.53,0.30,21.08,48.71,0.86,0.01,2.64,0.00,15.32,0.00
Finns:Finland106,5.23,5.16,0.00,0.00,21.74,61.33,0.00,0.00,0.52,0.00,6.03,0.00
Finns:Finland109,1.54,0.82,0.00,0.70,22.39,64.16,1.38,0.03,1.64,0.00,7.34,0.00
Finns:Finland111,2.14,6.70,0.00,0.00,18.03,63.66,2.00,0.00,0.75,0.00,6.72,0.00
Finns:Finland117,4.51,6.19,0.00,0.34,21.17,64.27,0.49,0.00,1.73,0.30,1.00,0.00
Finns:Finland118,4.85,4.87,0.00,0.31,18.65,60.92,0.91,0.00,0.90,0.55,8.05,0.00
Finns:Finland119,3.91,10.88,0.00,0.00,18.88,63.76,0.63,0.00,0.78,0.00,1.18,0.00
Gagauzes:Gagauz10,4.76,1.07,0.65,0.00,25.60,29.59,0.08,0.36,7.28,1.38,29.22,0.00
Germans:German7,7.34,0.90,0.24,0.44,37.43,39.86,0.00,0.00,2.13,0.00,11.65,0.00
Ingrian:ingerian_V06336,4.30,7.08,0.36,0.65,19.71,64.39,0.85,0.00,0.92,0.00,1.49,0.25
Ingrian:ingerian_V22241,3.33,7.06,0.00,0.00,21.06,63.21,0.95,0.30,1.66,0.00,2.44,0.00
Ingrian:ingerian_V24378,4.51,4.86,0.84,0.00,20.10,61.07,0.30,0.00,0.32,0.00,7.67,0.32
Ingrian:ingerian_V33586,5.25,7.13,0.00,0.07,17.27,65.98,0.00,0.00,0.00,1.61,2.68,0.00
Ingrian:ingerian_V42764,1.17,2.89,0.00,0.00,18.73,62.31,0.07,0.00,1.53,1.38,11.53,0.40
Ingrian:ingerian_V46386,1.04,7.88,0.25,0.00,19.20,67.05,1.08,0.00,1.37,0.31,1.66,0.15
Karels:karelian_V04898,6.54,7.59,0.00,0.00,19.08,55.53,0.00,0.00,0.88,2.02,7.94,0.41
Karels:karelian_V11080,3.18,4.93,0.00,0.00,19.23,60.12,1.46,0.16,1.49,0.03,9.32,0.09
Khanty:hant1,7.79,47.09,0.00,0.00,1.43,33.31,1.81,0.00,0.00,8.57,0.00,0.00
Khanty:hant2,8.23,47.17,0.00,0.57,1.10,33.28,1.59,0.00,0.00,8.07,0.00,0.00
Khanty:hant3,8.39,46.80,0.00,0.00,1.15,35.83,0.92,0.00,0.05,6.85,0.00,0.00
Khanty:hant4,8.77,54.08,0.00,0.00,0.05,28.25,0.74,0.00,0.00,8.11,0.00,0.00
Khanty:hant5,7.19,45.31,0.00,0.53,2.19,34.47,2.31,0.01,0.00,7.99,0.00,0.00
Khanty:hant6,6.89,45.74,0.00,0.09,1.82,34.74,0.72,0.00,0.00,9.87,0.12,0.00
Khanty:hant7,8.49,47.07,0.00,0.00,0.00,33.77,1.12,0.09,0.00,9.46,0.00,0.00
Khanty:hant8,7.44,47.01,0.00,0.00,0.59,34.24,1.60,0.00,0.22,8.91,0.00,0.00
Khanty:hant9,7.63,47.36,0.00,0.00,0.83,32.65,1.77,0.00,0.07,9.69,0.00,0.00
Khanty:hant10,9.61,44.76,0.00,0.00,0.54,35.02,1.14,0.00,0.04,8.89,0.00,0.00
Khanty:khanty_V32243,8.64,45.88,0.00,0.51,0.35,34.97,1.71,0.00,0.00,7.70,0.00,0.23
Latvians:latvian51E3,5.53,1.07,0.00,0.45,22.46,61.31,0.00,0.00,0.00,0.00,9.15,0.03
Mansi:Mansi1,6.26,27.78,0.38,0.00,9.87,43.24,1.33,0.02,0.00,3.93,7.19,0.00
Mansi:Mansi2,7.97,46.66,0.00,0.00,1.20,33.42,1.58,0.00,0.00,9.17,0.00,0.00
Mansi:Mansi3,7.48,26.78,0.00,0.00,11.50,43.21,2.65,0.00,0.33,4.87,3.18,0.00
Mansi:Mansi13,5.95,11.61,0.13,0.00,15.63,54.92,1.58,0.00,1.44,2.07,6.67,0.00
Mansi:Mansi15,4.61,7.79,0.00,1.98,17.48,54.11,1.83,0.00,0.59,0.10,11.51,0.00
Mansi:Mansi17,6.50,28.67,0.00,1.11,12.00,44.88,1.45,0.00,0.00,3.21,2.18,0.00
Mansi:Mansi19,4.78,7.87,0.00,0.35,17.04,57.35,0.00,0.00,1.14,1.06,10.41,0.00
Mansi:Mansi22,4.28,14.69,0.00,0.00,14.14,54.90,0.33,0.00,0.00,3.39,8.28,0.00
Mansi:Mansi23,6.49,7.55,0.21,0.00,20.69,54.43,1.15,0.00,0.20,1.58,7.72,0.00
Mansi:Mansi24,8.66,28.21,0.00,0.00,9.47,45.44,1.28,0.00,0.00,5.61,1.33,0.00
Mansi:Mansi25,5.63,22.87,0.00,0.00,13.10,45.04,1.89,0.00,0.00,3.06,8.41,0.00
Mansi:Mansi80,9.06,43.94,0.00,0.00,0.70,35.29,1.66,0.00,0.00,9.35,0.00,0.00
Mansi:Mansi85,8.12,44.10,0.00,0.00,1.12,35.77,1.14,0.00,0.00,9.75,0.00,0.00
Mansi:Mansi93,6.30,23.33,0.00,0.00,10.94,46.18,1.19,0.00,0.00,4.88,7.17,0.00
Mansi:Mansi110,8.03,49.41,0.00,0.00,1.23,31.25,0.00,0.00,0.00,10.08,0.00,0.00
Mansi:Mansi125,6.46,23.83,0.00,0.60,8.85,48.91,1.96,0.00,1.61,4.10,3.67,0.00
Mansi:Mansi128,9.83,44.73,0.00,0.00,2.62,34.09,1.28,0.00,0.00,7.45,0.00,0.00
Mansi:Mansi138,5.77,43.47,0.14,0.00,3.71,36.09,1.28,0.00,0.21,9.34,0.00,0.00
Mansi:Mansi172,8.20,33.21,0.00,0.27,6.38,41.86,1.95,0.18,0.00,6.51,1.44,0.00
Mansi:Mansi211,6.04,9.43,0.00,0.00,19.62,50.72,0.69,0.00,0.67,2.04,10.78,0.00
Mansi:Mansi218,9.83,24.90,0.00,0.04,10.81,46.25,0.13,0.00,0.00,4.88,3.05,0.11
Mansi:Mansi228,8.52,45.07,0.00,0.00,1.65,34.66,1.10,0.00,0.00,9.01,0.00,0.00
Mansi:Mansi230,7.11,4.96,0.25,0.27,21.95,55.25,0.66,0.00,0.00,0.00,9.55,0.00
Maris:Nenets986,7.69,22.76,0.00,0.51,9.91,46.08,0.00,0.00,0.00,5.93,7.12,0.00
Poles:Poland135,5.16,5.07,0.00,0.00,23.04,54.11,0.21,0.00,1.44,0.79,10.18,0.00
Poles:Poland148,3.34,2.87,0.00,0.00,22.24,65.47,0.28,0.06,0.82,0.00,4.91,0.00
Poles:Poland149,6.53,7.80,0.00,0.00,15.98,55.09,0.00,0.08,0.08,2.21,12.24,0.00
Poles:Poland150,3.67,0.46,0.00,0.28,21.27,59.60,0.00,0.00,0.76,1.07,12.88,0.00
Poles:Poland151,4.29,1.43,0.00,0.00,20.90,62.22,0.32,0.00,0.00,0.00,10.85,0.00
Russians_Central:C_Russian1006,4.70,4.63,0.00,0.47,17.08,58.83,2.27,0.00,0.30,0.54,11.19,0.00
Russians_Central:C_Russian1012,2.68,2.34,0.00,0.02,22.11,56.72,1.94,0.00,2.33,0.66,11.21,0.00
Saami_Kola:SaamiKola5,1.11,18.62,0.00,0.00,13.18,60.73,2.45,0.00,0.00,3.91,0.00,0.00
Saami_Kola:SaamiKola6,3.84,20.42,0.00,0.00,12.85,58.18,0.90,0.00,0.00,3.80,0.00,0.00
Saami_Kola:SaamiKola7,3.04,12.87,0.00,0.77,16.07,58.34,1.88,0.00,0.25,1.85,4.92,0.00
Saami_Kola:SaamiKola25,4.08,21.28,0.00,0.00,12.76,58.55,0.60,0.00,0.00,2.71,0.02,0.00
Saami_Kola:SaamiKola40,4.18,19.97,0.00,0.00,13.32,58.24,0.50,0.00,0.00,3.80,0.00,0.00
Saami_Kola:SaamiKola47,3.14,14.85,0.00,0.00,16.12,60.65,0.09,0.00,1.39,1.60,2.17,0.00
Saami_Kola:SaamiKola49,4.85,12.84,0.16,0.35,16.30,58.22,0.78,0.01,0.37,0.74,5.38,0.00
Saami_Kola:SaamiKola74,4.45,16.98,0.00,0.00,17.16,58.05,1.01,0.03,0.00,2.32,0.00,0.01
Saami_SWE:saami1,2.38,24.09,0.00,0.00,10.64,56.27,0.95,0.00,0.00,5.66,0.00,0.00
Saami_SWE:saami2,3.67,26.51,0.02,0.00,9.29,55.02,0.00,0.03,0.00,5.46,0.00,0.00
Saami_SWE:saami3,5.79,23.18,0.00,0.58,11.87,54.11,0.54,0.17,0.00,3.76,0.00,0.00
Saami_SWE:saami4,4.12,19.91,0.19,0.00,13.60,58.61,0.00,0.00,0.00,3.58,0.00,0.00
Saami_SWE:saami5,4.27,23.21,0.14,0.00,12.35,53.77,0.21,0.00,0.00,6.05,0.00,0.00
Saami_SWE:saami6,4.12,20.80,0.00,0.68,14.39,55.36,0.74,0.00,0.00,3.91,0.00,0.00
Saami_SWE:saami7,4.75,24.28,0.00,0.89,10.85,55.98,0.00,0.00,0.00,3.25,0.00,0.00
Saami_SWE:saami8,3.24,22.70,0.00,0.00,13.39,54.42,0.00,0.00,0.00,6.25,0.00,0.00
Saami_SWE:saami9,5.08,21.99,0.00,0.00,12.80,54.80,0.00,0.00,0.00,5.34,0.00,0.00
Saami_SWE:saami11,4.80,25.25,0.10,0.00,9.67,53.89,0.57,0.00,0.00,5.72,0.00,0.00
Saami_SWE:saami12,5.13,22.77,0.00,0.00,12.92,55.38,1.27,0.00,0.00,2.53,0.00,0.00
Saami_SWE:saami13,3.97,22.46,0.00,0.00,11.70,56.74,0.00,0.00,0.00,5.12,0.00,0.00
Saami_SWE:saami14,4.21,23.87,0.00,2.04,10.48,57.08,0.32,0.00,0.00,2.00,0.00,0.00
Swedes:swede_V49245,5.69,2.89,0.72,0.00,29.07,54.29,0.00,0.00,0.73,0.00,6.46,0.16
Tatars:Tatar1003,14.43,11.33,0.21,1.25,12.09,27.89,5.78,0.00,3.05,10.48,13.49,0.00
Tatars:Tatar1008,8.37,10.28,0.00,0.31,17.60,49.29,1.70,0.00,0.00,2.71,9.73,0.00
Vepsas:vepsa50,3.23,8.02,0.24,0.00,17.61,63.59,0.72,0.00,0.00,1.38,5.21,0.00
Vepsas:vepsian_V21441,6.49,8.05,0.24,0.38,17.57,61.66,0.26,0.00,0.46,1.51,3.16,0.21

K13 updated only has a combined average for Mordovians, but here's separate results for Erzya and Moksha. The samples are from Jeong et al. 2019.

Code:

Erzya:MOE-001,18.69,51.58,7.78,5.87,4.07,0.20,1.37,2.61,5.95,1.07,0.12,0.70,0.00
Erzya:MOE-002,22.82,46.96,4.83,7.27,4.18,0.00,3.89,1.76,5.78,0.79,1.57,0.15,0.00
Erzya:MOE-010,21.55,45.63,7.96,11.00,0.00,1.36,0.94,0.92,7.70,1.77,0.90,0.26,0.00
Erzya:MOE-036,21.01,46.41,9.81,7.69,3.33,0.00,2.54,0.07,7.87,0.76,0.38,0.00,0.14
Erzya:MOE-043,21.98,48.45,8.33,7.03,0.32,0.00,3.29,0.43,6.84,1.68,0.52,1.13,0.00
Erzya:MOE-045,20.97,48.23,5.41,9.37,4.43,0.00,1.27,0.46,6.50,2.26,1.12,0.00,0.00
Erzya:MOE-475,23.90,50.73,6.68,6.15,1.44,1.23,1.16,0.00,7.27,0.60,0.84,0.00,0.00
Erzya:MOE-485,24.84,45.69,6.23,6.04,3.88,1.29,3.00,1.86,5.55,0.60,1.04,0.00,0.00
Erzya:MOE-491,24.61,44.42,10.25,9.27,0.00,0.30,2.09,1.97,4.64,1.08,0.70,0.00,0.67
Erzya:MOE-492,24.14,45.76,7.08,6.73,6.28,0.00,1.08,0.46,6.56,1.70,0.00,0.20,0.00
Erzya:MOE-495,28.71,47.77,4.58,5.58,3.03,2.20,3.47,0.00,2.44,1.35,0.87,0.00,0.00
Erzya:MOE-497,23.30,51.79,4.07,6.86,2.77,0.06,1.07,2.48,4.69,2.34,0.28,0.00,0.28
Moksha:MOE-014,19.51,44.70,12.20,6.62,3.82,0.00,2.66,0.75,7.25,2.33,0.17,0.00,0.00
Moksha:MOE-015,24.29,50.71,5.18,6.53,4.04,1.69,0.09,0.00,5.26,1.34,0.17,0.69,0.00
Moksha:MOE-020,18.49,48.54,11.76,8.13,2.07,0.00,1.53,1.10,5.75,1.99,0.00,0.00,0.64
Moksha:MOE-025,21.73,46.06,4.47,11.47,5.92,0.00,2.59,0.00,5.99,1.46,0.06,0.23,0.00
Moksha:MOE-433,30.25,41.16,9.72,2.22,4.36,1.44,1.43,1.28,4.00,2.39,0.00,1.74,0.00
Moksha:MOE-445,23.28,46.96,3.74,8.13,5.46,1.70,0.00,2.14,5.32,1.55,0.60,0.00,1.11
Moksha:MOE-450,24.34,47.80,4.46,8.20,4.18,1.74,0.56,0.00,5.73,0.78,1.28,0.89,0.06
Moksha:MOE-451,26.37,48.05,7.34,3.79,3.15,0.00,2.23,2.21,5.99,0.61,0.27,0.00,0.00
Moksha:MOE-452,25.36,45.61,4.10,9.13,5.93,0.75,0.14,2.05,5.35,0.77,0.01,0.00,0.81
Moksha:MOE-455,23.32,47.93,6.66,7.59,2.67,2.12,1.74,0.03,6.04,0.45,0.64,0.82,0.00

**Leto** · 10-27-2021, 10:33 PM

Thanks! The old Estonian average is not too different from this one but I think we can still replace it.
For some odd reason the Polish average is straight up Russian, lol