Harappa Ancestry Project

[Genn]

Not my work, but the following was posted here and I thought it might prove useful to others.
Note that the author also states: "They are not geographically accurate maps, they are only relevant for relative distance between plotted individuals."

AD January 10, 2014 at 11:19 am

Out of some boredom I plotted the entire Harappa spreadsheet by using latitude/longitude coordinates for the various components:

https://mapsengine.google.com/map/ed...A.kU-eYEC4D4yk

Two things I've noticed is that the Harappa component choice doesn't cluster the different ethnicities as well as some of the Eurogenes calculators. Secondly, the lack of a Western European "Atlantic" component is causing a lot of individuals to pull towards the Mediterranean when they should be pulled towards Western/Northwestern Europe.

For some comparison, here are a few individuals with the Eurogenes calculators:

https://mapsengine.google.com/map/ed...A.k4m5y2qxNrNY (K36)

https://mapsengine.google.com/map/ed...A.kJKzuLSjtWHw (Old EUTest)

https://mapsengine.google.com/map/ed...A.kZfduZmb6wnE (K13)

[JQP4545]

My phased (maternal) kit:


Admix Results:

# Population Percent
1 S-Indian 0.00
2 Baloch 6.30
3 Caucasian 11.15
4 NE-Euro 47.57
5 SE-Asian 0.00
6 Siberian 0.00
7 NE-Asian 0.07
8 Papuan 0.00
9 American 0.00
10 Beringian 0.00
11 Mediterranean 34.92
12 SW-Asian 0.00
13 San 0.00
14 E-African 0.00
15 Pygmy 0.00
16 W-African 0.00


Pct. Calc. Option 1

1 french 50.90%
2 russian 28.32%
3 basque 17.63%
4 italian 2.32%
5 bulgarian 0.81%
6 tuscan 0.01%
7 tuscan 0.01%
8 spaniard 0.00%
9 tuscan 0.00%
10 spaniard 0.00%

Using 4 populations approximation:
1 basque + italian + lithuanian + slovenian @ 3.197
2 basque + french + hungarian + russian @ 3.215
3 lithuanian + n-european + sardinian + utahn-white @ 3.256
4 lithuanian + n-european + sardinian + utahn-white @ 3.279
5 lithuanian + n-european + n-european + sardinian @ 3.286
6 basque + hungarian + italian + lithuanian @ 3.286
7 basque + french + lithuanian + serbian @ 3.297
8 basque + belorussian + french + hungarian @ 3.316
9 lithuanian + sardinian + utahn-white + utahn-white @ 3.360
10 basque + french + russian + slovenian @ 3.365
11 lithuanian + sardinian + utahn-white + utahn-white @ 3.365
12 basque + french + slovenian + ukranian @ 3.394
13 hungarian + lithuanian + orcadian + sardinian @ 3.396
14 basque + belorussian + french + slovenian @ 3.399
15 basque + n-european + slovenian + slovenian @ 3.418
16 british + hungarian + lithuanian + sardinian @ 3.421
17 belorussian + sardinian + utahn-white + utahn-white @ 3.437
18 british + lithuanian + sardinian + slovenian @ 3.441
19 orcadian + russian + sardinian + utahn-white @ 3.452
20 basque + hungarian + n-european + slovenian @ 3.464

[Alessio]

Harappa sucks ass

[JoeyGee8688]

Harappa sucks ass

Why? I'm not being critical, I'm just curious.

[Grace O'Malley]

Admix Results (sorted):

# Population Percent
1 NE-Euro 51.87
2 Mediterranean 30.95
3 Baloch 10.64
4 Caucasian 5.55
5 American 1.00


--------------------------------

Least-squares method.

Using 1 population approximation:
1 utahn-white @ 1.547
2 utahn-white @ 2.294
3 n-european @ 2.796
4 british @ 3.599
5 orcadian @ 5.033
6 french @ 12.160
7 hungarian @ 12.541
8 slovenian @ 13.299
9 ukranian @ 17.260
10 belorussian @ 20.713
377 iterations.



Using 2 populations approximation:
1 50% utahn-white +50% utahn-white @ 1.501
2 50% utahn-white +50% utahn-white @ 1.547
3 50% british +50% n-european @ 1.736
4 50% n-european +50% utahn-white @ 1.749
5 50% n-european +50% utahn-white @ 1.987
6 50% british +50% utahn-white @ 2.102
7 50% utahn-white +50% utahn-white @ 2.294
8 50% n-european +50% orcadian @ 2.296
9 50% n-european +50% n-european @ 2.796
10 50% british +50% utahn-white @ 2.801
71253 iterations.



Using 3 populations approximation:
1 50% orcadian +25% british +25% hungarian @ 1.164
2 50% orcadian +25% hungarian +25% utahn-white @ 1.282
3 50% orcadian +25% british +25% slovenian @ 1.284
4 50% british +25% orcadian +25% slovenian @ 1.378
5 50% utahn-white +25% utahn-white +25% utahn-white @ 1.389
6 50% orcadian +25% hungarian +25% orcadian @ 1.393
7 50% orcadian +25% hungarian +25% utahn-white @ 1.406
8 50% orcadian +25% slovenian +25% utahn-white @ 1.454
9 50% british +25% hungarian +25% orcadian @ 1.464
10 50% utahn-white +25% n-european +25% utahn-white @ 1.493
2527965 iterations.



Using 4 populations approximation:
1 british + hungarian + orcadian + orcadian @ 1.164
2 hungarian + orcadian + orcadian + utahn-white @ 1.282
3 british + orcadian + orcadian + slovenian @ 1.284
4 british + british + orcadian + slovenian @ 1.378
5 utahn-white + utahn-white + utahn-white + utahn-white @ 1.389
6 hungarian + orcadian + orcadian + orcadian @ 1.393
7 hungarian + orcadian + orcadian + utahn-white @ 1.406
8 orcadian + orcadian + slovenian + utahn-white @ 1.454
9 british + british + hungarian + orcadian @ 1.464
10 n-european + utahn-white + utahn-white + utahn-white @ 1.493
11 utahn-white + utahn-white + utahn-white + utahn-white @ 1.501
12 british + n-european + utahn-white + utahn-white @ 1.530
13 n-european + utahn-white + utahn-white + utahn-white @ 1.538
14 utahn-white + utahn-white + utahn-white + utahn-white @ 1.547
15 british + n-european + utahn-white + utahn-white @ 1.607
16 british + utahn-white + utahn-white + utahn-white @ 1.610
17 n-european + n-european + orcadian + utahn-white @ 1.613
18 british + hungarian + orcadian + utahn-white @ 1.625
19 british + n-european + n-european + utahn-white @ 1.633
20 british + n-european + n-european + utahn-white @ 1.650

24448227 iterations.

Done.

Elapsed time 17.5350 seconds.

[karen1300]

Here are my GEDmatch HarappaWorld Oracle results:

Admix Results (sorted):

# Population Percent
1 NE-Euro 46.92
2 Mediterranean 32.13
3 Baloch 11.2
4 Caucasian 6.38
5 W-African 1
6 Siberian 0.74
7 Papuan 0.73
8 American 0.46
9 Pygmy 0.21
10 E-African 0.17
11 San 0.05
12 S-Indian 0.02

Single Population Sharing:


# Population (source) Distance
1 utahn-white (1000genomes) 3.91
2 british (1000genomes) 4.94
3 utahn-white (hapmap) 5.69
4 n-european (xing) 6.07
5 french (hgdp) 7.31
6 orcadian (hgdp) 7.42
7 hungarian (behar) 11.56
8 slovenian (xing) 13.01
9 ukranian (yunusbayev) 18.78
10 spaniard (behar) 19.18
11 spaniard (1000genomes) 20.15
12 romanian-a (behar) 22.49
13 belorussian (behar) 22.8
14 italian (hgdp) 23.23
15 mordovian (yunusbayev) 23.55
16 bulgarian (yunusbayev) 24.87
17 russian (behar) 25.12
18 russian (hgdp) 25.77
19 spain-basc (henn2012) 26.62
20 lithuanian (behar) 27.81

Mixed Mode Population Sharing:

# Primary Population (source) Secondary Population (source) Distance
1 90.8% british (1000genomes) + 9.2% turk-aydin (hodoglugil) @ 1.78
2 92.2% british (1000genomes) + 7.8% turk-kayseri (hodoglugil) @ 1.86
3 92.4% british (1000genomes) + 7.6% turkish (harappa) @ 1.86
4 92.3% british (1000genomes) + 7.7% turk (behar) @ 1.87
5 92% british (1000genomes) + 8% turk-istanbul (hodoglugil) @ 1.88
6 92.6% british (1000genomes) + 7.4% azeri (harappa) @ 1.93
7 93.4% british (1000genomes) + 6.6% armenian (behar) @ 2.04
8 93.6% british (1000genomes) + 6.4% azerbaijan-jew (behar) @ 2.09
9 92.8% british (1000genomes) + 7.2% kurd (harappa) @ 2.11
10 93.5% british (1000genomes) + 6.5% assyrian (harappa) @ 2.11
11 93.1% british (1000genomes) + 6.9% lebanese-muslim (haber) @ 2.13
12 92.8% british (1000genomes) + 7.2% iranian (harappa) @ 2.13
13 93.5% british (1000genomes) + 6.5% lebanese-druze (haber) @ 2.13
14 93.9% british (1000genomes) + 6.1% georgian (harappa) @ 2.14
15 93.2% british (1000genomes) + 6.8% uzbekistan-jew (behar) @ 2.18
16 93.6% british (1000genomes) + 6.4% georgia-jew (behar) @ 2.18
17 92.5% british (1000genomes) + 7.5% kumyk (yunusbayev) @ 2.2
18 92.8% british (1000genomes) + 7.2% cypriot (behar) @ 2.21
19 80.6% orcadian (hgdp) + 19.4% tuscan (hapmap) @ 2.22
20 93% british (1000genomes) + 7% iranian (behar) @ 2.22

[DRUM]

my results

Admix Results (sorted):

# Population Percent
1 NE-Euro 49.09
2 Mediterranean 30.10
3 Baloch 10.79
4 Caucasian 8.42


--------------------------------

Least-squares method.

Using 1 population approximation:
1 utahn-white @ 4.363137
2 n-european @ 4.646247
3 utahn-white @ 5.044344
4 british @ 6.379293
5 orcadian @ 8.726823
6 hungarian @ 9.625051
7 french @ 9.788281
8 slovenian @ 10.951303
9 ukranian @ 16.983379
10 serbian @ 18.981934
11 belorussian @ 21.583637
12 mordovian @ 22.533037
13 spaniard @ 23.171194
14 romanian-a @ 23.616922
15 russian @ 24.027941
16 spaniard @ 24.303131
17 russian @ 25.172350
18 bulgarian @ 26.210886
19 italian @ 26.404345
20 lithuanian @ 27.594511

Using 2 populations approximation:
1 50% british +50% hungarian @ 2.657615


Using 3 populations approximation:
1 50% british +25% orcadian +25% serbian @ 1.141617


Using 4 populations approximation:
1 british + orcadian + serbian + utahn-white @ 1.087094
2 british + british + orcadian + serbian @ 1.141617
3 british + british + british + serbian @ 1.243633
4 orcadian + serbian + utahn-white + utahn-white @ 1.283265
5 orcadian + orcadian + serbian + utahn-white @ 1.323046
6 british + orcadian + serbian + utahn-white @ 1.326066
7 british + british + serbian + utahn-white @ 1.347049
8 bulgarian + orcadian + orcadian + orcadian @ 1.359176
9 british + british + serbian + utahn-white @ 1.400882
10 orcadian + orcadian + romanian-a + utahn-white @ 1.513743
11 orcadian + serbian + utahn-white + utahn-white @ 1.532593
12 british + orcadian + orcadian + serbian @ 1.562889
13 orcadian + orcadian + orcadian + romanian-a @ 1.565821
14 british + n-european + orcadian + serbian @ 1.604677
15 british + orcadian + orcadian + romanian-a @ 1.609197
16 orcadian + orcadian + romanian-a + utahn-white @ 1.644433
17 british + bulgarian + orcadian + orcadian @ 1.692105
18 british + serbian + utahn-white + utahn-white @ 1.724783
19 british + serbian + utahn-white + utahn-white @ 1.731964
20 orcadian + orcadian + serbian + utahn-white @ 1.734335

[Iloko]

Me:

Admix Results (sorted):


# Population Percent
1 SE-Asian 59.41
2 NE-Asian 30.41
3 Papuan 2.48
4 S-Indian 2.27
5 Caucasian 1.25
6 Baloch 1.22
7 Beringian 0.8
8 SW-Asian 0.67
9 NE-Euro 0.62
10 Mediterranean 0.48
11 American 0.39

Single Population Sharing:


# Population (source) Distance
1 kinh (1000genomes) 5.45
2 vietnamese (xing) 7.77
3 lahu (hgdp) 8.84
4 dai-chinese (1000genomes) 9.72
5 dai (hgdp) 11.58
6 khmer-cambodian (xing) 16.71
7 thai (xing) 20.87
8 cambodian (hgdp) 24.06
9 singapore-malay (sgvp) 26.92
10 burmanese (chaubey) 35.4
11 miao (hgdp) 36.05
12 singapore-chinese (sgvp) 38.05
13 garo (chaubey) 38.52
14 iban (xing) 39.15
15 khasi (chaubey) 39.62
16 she (hgdp) 40.36
17 chinese (xing) 40.66
18 han-chinese-south (1000genomes) 41.74
19 samoan (xing) 42.07
20 han (hgdp) 42.12

Mixed Mode Population Sharing:


# Primary Population (source) Secondary Population (source) Distance
1 78.7% vietnamese (xing) + 21.3% singapore-malay (sgvp) @ 2.79
2 77.1% vietnamese (xing) + 22.9% cambodian (hgdp) @ 3.15
3 74.5% vietnamese (xing) + 25.5% thai (xing) @ 3.2
4 95.9% kinh (1000genomes) + 4.1% aus (reich) @ 3.42
5 91.6% kinh (1000genomes) + 8.4% tongan (xing) @ 3.43
6 96% kinh (1000genomes) + 4% melanesian (hgdp) @ 3.54
7 91% kinh (1000genomes) + 9% samoan (xing) @ 3.56
8 70.3% vietnamese (xing) + 29.7% khmer-cambodian (xing) @ 3.6
9 85.1% dai (hgdp) + 14.9% nepalese-b (xing) @ 3.6
10 94.6% kinh (1000genomes) + 5.4% romanian-b (behar) @ 3.62
11 68.8% iban (xing) + 31.2% japanese (1000genomes) @ 3.63
12 95% kinh (1000genomes) + 5% kurd (harappa) @ 3.69
13 95% kinh (1000genomes) + 5% iranian (behar) @ 3.7
14 95% kinh (1000genomes) + 5% iraqi-arab (harappa) @ 3.7
15 97% kinh (1000genomes) + 3% papuan (hgdp) @ 3.7
16 95% kinh (1000genomes) + 5% turkish (harappa) @ 3.73
17 94.9% kinh (1000genomes) + 5.1% pashtun (harappa) @ 3.73
18 95.2% kinh (1000genomes) + 4.8% uzbekistan-jew (behar) @ 3.74
19 95.1% kinh (1000genomes) + 4.9% stalskoe (xing) @ 3.75
20 95% kinh (1000genomes) + 5% ashkenazy-jew (behar) @ 3.75

Dad:

Admix Results (sorted):


# Population Percent
1 SE-Asian 64.12
2 NE-Asian 26.49
3 Caucasian 2.63
4 Papuan 2.24
5 S-Indian 1.23
6 NE-Euro 1.01
7 Mediterranean 0.98
8 Beringian 0.57
9 American 0.38
10 SW-Asian 0.34

Single Population Sharing:


# Population (source) Distance
1 dai-chinese (1000genomes) 6.83
2 dai (hgdp) 7.48
3 kinh (1000genomes) 8.77
4 vietnamese (xing) 12.65
5 lahu (hgdp) 14.18
6 khmer-cambodian (xing) 14.64
7 thai (xing) 18.83
8 cambodian (hgdp) 19.73
9 singapore-malay (sgvp) 22.44
10 iban (xing) 33.58
11 samoan (xing) 38.99
12 burmanese (chaubey) 40.91
13 miao (hgdp) 41.66
14 khasi (chaubey) 43.28
15 singapore-chinese (sgvp) 43.66
16 tongan (xing) 43.89
17 garo (chaubey) 44
18 she (hgdp) 45.97
19 chinese (xing) 46.31
20 han-chinese-south (1000genomes) 47.37

Mixed Mode Population Sharing:


# Primary Population (source) Secondary Population (source) Distance
1 91.4% dai (hgdp) + 8.6% romanian-b (behar) @ 2.8
2 91.6% dai (hgdp) + 8.4% turk-aydin (hodoglugil) @ 2.9
3 91.9% dai (hgdp) + 8.1% ashkenazy-jew (behar) @ 3
4 91.9% dai (hgdp) + 8.1% ashkenazi (harappa) @ 3
5 91.9% dai (hgdp) + 8.1% turk-istanbul (hodoglugil) @ 3.08
6 92.4% dai-chinese (1000genomes) + 7.6% romanian-b (behar) @ 3.08
7 91.9% dai (hgdp) + 8.1% turkish (harappa) @ 3.12
8 92% dai (hgdp) + 8% turk-kayseri (hodoglugil) @ 3.13
9 92% dai (hgdp) + 8% sephardic-jew (behar) @ 3.13
10 92.1% dai (hgdp) + 7.9% turk (behar) @ 3.15
11 91.6% dai (hgdp) + 8.4% nogai (yunusbayev) @ 3.18
12 92.3% dai (hgdp) + 7.7% cypriot (behar) @ 3.22
13 92.8% dai-chinese (1000genomes) + 7.2% ashkenazy-jew (behar) @ 3.22
14 92% dai (hgdp) + 8% morocco-jew (behar) @ 3.23
15 92.8% dai-chinese (1000genomes) + 7.2% ashkenazi (harappa) @ 3.23
16 92.1% dai (hgdp) + 7.9% azeri (harappa) @ 3.24
17 92.2% dai (hgdp) + 7.8% lebanese-muslim (haber) @ 3.25
18 92.2% dai (hgdp) + 7.8% tuscan (1000genomes) @ 3.26
19 92.6% dai-chinese (1000genomes) + 7.4% turk-aydin (hodoglugil) @ 3.3
20 92.9% dai-chinese (1000genomes) + 7.1% sephardic-jew (behar) @ 3.31

Mom:

Admix Results (sorted):


# Population Percent
1 SE-Asian 52.77
2 NE-Asian 34.93
3 S-Indian 3.7
4 Papuan 2.33
5 Siberian 1.82
6 Baloch 1.51
7 SW-Asian 1.12
8 Beringian 0.72
9 Mediterranean 0.48
10 American 0.36
11 NE-Euro 0.25

Single Population Sharing:


# Population (source) Distance
1 lahu (hgdp) 4.51
2 vietnamese (xing) 6.85
3 kinh (1000genomes) 9.13
4 dai-chinese (1000genomes) 16.56
5 dai (hgdp) 18.79
6 khmer-cambodian (xing) 21.34
7 thai (xing) 25.01
8 burmanese (chaubey) 27.98
9 miao (hgdp) 29.14
10 cambodian (hgdp) 30.26
11 garo (chaubey) 31.11
12 singapore-chinese (sgvp) 31.2
13 singapore-malay (sgvp) 33.21
14 she (hgdp) 33.49
15 chinese (xing) 33.66
16 han-chinese-south (1000genomes) 34.79
17 han (hgdp) 35.12
18 khasi (chaubey) 35.21
19 chinese-american (hapmap) 38.58
20 tujia (hgdp) 38.7

Mixed Mode Population Sharing:


# Primary Population (source) Secondary Population (source) Distance
1 53.3% miao (hgdp) + 46.7% singapore-malay (sgvp) @ 2.16
2 51.4% singapore-malay (sgvp) + 48.6% han (hgdp) @ 2.22
3 51.2% singapore-malay (sgvp) + 48.8% han-chinese-south (1000genomes) @ 2.23
4 50.3% singapore-malay (sgvp) + 49.7% chinese (xing) @ 2.27
5 51.6% singapore-chinese (sgvp) + 48.4% singapore-malay (sgvp) @ 2.29
6 50.2% singapore-malay (sgvp) + 49.8% she (hgdp) @ 2.29
7 53.8% singapore-malay (sgvp) + 46.2% chinese-american (hapmap) @ 2.33
8 53.8% singapore-malay (sgvp) + 46.2% tujia (hgdp) @ 2.42
9 95.3% lahu (hgdp) + 4.7% punjabi-jatt-muslim (harappa) @ 2.7
10 95.3% lahu (hgdp) + 4.7% gujarati-muslim (harappa) @ 2.7
11 95.4% lahu (hgdp) + 4.6% punjabi-jatt-sikh (harappa) @ 2.74
12 95.4% lahu (hgdp) + 4.6% haryana-jatt (harappa) @ 2.75
13 95.3% lahu (hgdp) + 4.7% up-muslim (harappa) @ 2.75
14 95.5% lahu (hgdp) + 4.5% sindhi (hgdp) @ 2.75
15 95.4% lahu (hgdp) + 4.6% punjabi-khatri (harappa) @ 2.76
16 95.4% lahu (hgdp) + 4.6% punjabi (harappa) @ 2.76
17 95.5% lahu (hgdp) + 4.5% punjabi-arain (xing) @ 2.76
18 95.4% lahu (hgdp) + 4.6% sindhi (harappa) @ 2.77
19 95.2% lahu (hgdp) + 4.8% pashtun (harappa) @ 2.77
20 95.3% lahu (hgdp) + 4.7% bene-israel-jew (behar) @ 2.77

[Nehellenia]

Here's mine..

S-Indian -
Baloch 11.38%
Caucasian 5.47%
NE-Euro 50.61%
SE-Asian 0.16%
Siberian -
NE-Asian -
Papuan -
American 0.76%
Beringian -
Mediterranean 30.46%
SW-Asian 1.15%
San -
E-African -
Pygmy -
W-African -

[gültekin]

# Population Percent
1 Caucasian 33.73
2 NE-Euro 14.72
3 Baloch 14.58
4 Mediterranean 13.06
5 SW-Asian 9.19
6 Siberian 5.01
7 NE-Asian 4.1
8 American 1.75
9 SE-Asian 1.43
10 Papuan 1.16
11 S-Indian 1.11
12 Beringian 0.16

Single Population Sharing:

# Population (source) Distance
1 turk-aydin (hodoglugil) 5.32
2 turk-istanbul (hodoglugil) 11.46
3 turk-kayseri (hodoglugil) 12.47
4 turkish (harappa) 13.22
5 turk (behar) 13.44
6 ashkenazy-jew (behar) 14.95
7 nogai (yunusbayev) 14.97
8 azeri (harappa) 15.21
9 turkmen (yunusbayev) 15.6
10 ashkenazi (harappa) 15.62
11 stalskoe (xing) 16.59
12 armenian (harappa) 17.55
13 kurd (harappa) 17.65
14 kumyk (yunusbayev) 17.84
15 iranian (harappa) 18.01
16 sephardic-jew (behar) 18.32
17 iraqi-arab (harappa) 19.01
18 iranian (behar) 19.36
19 uzbekistan-jew (behar) 19.52
20 kurd (yunusbayev) 19.66

Mixed Mode Population Sharing:

# Primary Population (source) Secondary Population (source) Distance
1 84.5% turk-aydin (hodoglugil) + 15.5% tajik (yunusbayev) @ 3.26
2 92% turk-aydin (hodoglugil) + 8% brahui (hgdp) @ 3.38
3 91.7% turk-aydin (hodoglugil) + 8.3% balochi (hgdp) @ 3.44
4 90.9% turk-aydin (hodoglugil) + 9.1% haryana-jatt (harappa) @ 3.5
5 91.6% turk-aydin (hodoglugil) + 8.4% makrani (hgdp) @ 3.51
6 91.5% turk-aydin (hodoglugil) + 8.5% bhatia (harappa) @ 3.52
7 91% turk-aydin (hodoglugil) + 9% burusho (hgdp) @ 3.56
8 91.4% turk-aydin (hodoglugil) + 8.6% punjabi-jatt-sikh (harappa) @ 3.6
9 88.6% turk-aydin (hodoglugil) + 11.4% pashtun (harappa) @ 3.64
10 50% turkmen (yunusbayev) + 50% ashkenazi (harappa) @ 3.65
11 90.8% turk-aydin (hodoglugil) + 9.2% pathan (hgdp) @ 3.65
12 92.3% turk-aydin (hodoglugil) + 7.7% sindhi (hgdp) @ 3.67
13 92.4% turk-aydin (hodoglugil) + 7.6% punjabi-arain (xing) @ 3.72
14 92.5% turk-aydin (hodoglugil) + 7.5% nepalese-a (xing) @ 3.74
15 91.4% turk-aydin (hodoglugil) + 8.6% sindhi (harappa) @ 3.75
16 92.5% turk-aydin (hodoglugil) + 7.5% singapore-indian-c (sgvp) @ 3.82
17 91.2% turk-aydin (hodoglugil) + 8.8% kalash (hgdp) @ 3.82
18 91.6% turk-aydin (hodoglugil) + 8.4% punjabi-khatri (harappa) @ 3.84
19 92.8% turk-aydin (hodoglugil) + 7.2% punjabi-ramgarhia (harappa) @ 3.85
20 92% turk-aydin (hodoglugil) + 8% punjabi-jatt-muslim (harappa) @ 3.85