HarappaWorld Oracle

Posted by on May 11, 2012

Here's the HarappaWorld Oracle to go with the HarappaWorld admixture results and DIYHarappaWorld.

It works similar to the old Ref3 Harappa Oracle, with a couple of differences. One, there is no panasian switch since the Pan-Asian dataset is not included in this calculator.

I have added an optional mincount argument. It picks only those groups where the number of individuals is equal to or more than mincount for the Oracle calculation. By default mincount is 2, so only those groups which have 2 or more samples are used to compute your Oracle results.

Let's look at my top 20 Oracle results in mixed mode excluding population groups with less than 4 individuals.

HarappaOracle(c(26.46,36.82,14.22,4.78,0.00,1.32,0.86,0.04,0.19,0.06,3.63,8.07,0.00,2.44,0.43,0.67),k=20,mincount=4,mixedmode=T)

[,1] [,2]
[1,] "18.1% egyptian_behar_12 + 81.9% punjabi-arain_xing_25" "2.3361"
[2,] "18.1% egypt_henn2012_19 + 81.9% punjabi-arain_xing_25" "2.5615"
[3,] "80.7% punjabi-arain_xing_25 + 19.3% yemenese_behar_8" "2.8388"
[4,] "18.4% palestinian_hgdp_46 + 81.6% punjabi-arain_xing_25" "2.9944"
[5,] "84.7% punjabi-arain_xing_25 + 15.3% yemen-jew_behar_15" "3.0923"
[6,] "19.1% jordanian_behar_20 + 80.9% punjabi-arain_xing_25" "3.1877"
[7,] "18% egypt_henn2012_19 + 82% sindhi_hgdp_24" "3.4814"
[8,] "17.9% egyptian_behar_12 + 82.1% sindhi_hgdp_24" "3.5554"
[9,] "20.3% jordanian_behar_20 + 79.7% punjabi_harappa_7" "3.6161"
[10,] "18.9% egyptian_behar_12 + 81.1% punjabi_harappa_7" "3.6587"
[11,] "19.5% palestinian_hgdp_46 + 80.5% punjabi_harappa_7" "3.7079"
[12,] "19% egypt_henn2012_19 + 81% punjabi_harappa_7" "3.8303"
[13,] "18.3% palestinian_hgdp_46 + 81.7% sindhi_hgdp_24" "3.8762"
[14,] "80.4% punjabi-arain_xing_25 + 19.6% syrian_behar_16" "3.8908"
[15,] "19% lebanese_behar_7 + 81% punjabi-arain_xing_25" "4.0494"
[16,] "18.9% jordanian_behar_20 + 81.1% sindhi_hgdp_24" "4.078"
[17,] "79.9% punjabi_harappa_7 + 20.1% yemenese_behar_8" "4.1222"
[18,] "15.1% bedouin_hgdp_46 + 84.9% punjabi-arain_xing_25" "4.1522"
[19,] "85.3% punjabi-arain_xing_25 + 14.7% saudi_behar_20" "4.2014"
[20,] "79.1% punjabi_harappa_7 + 20.9% syrian_behar_16" "4.2191"

These results are closer to my actual reported ancestry than the ones from reference 3 oracle.

Admixture, ,

17 Comments.

  1. HRP15 May 11, 2012 at 9:45 pm

    my results in mixedmode

    [1,] "27.7% bene-israel-jew_behar_4 + 72.3% romanian_behar_16"
    [2,] "73.9% bulgarian_yunusbayev_13 + 26.1% cochin-jew_behar_4"
    [3,] "23.4% cochin-jew_behar_4 + 76.6% romanian_behar_16"
    [4,] "25.9% bengali-brahmin_harappa_3 + 74.1% tuscan_1000genomes_11"
    [5,] "26.4% brahmin-uttar-pradesh_metspalu_8 + 73.6% tuscan_1000genomes_11"
    [6,] "28.1% nepalese-1_xing_12 + 71.9% tuscan_1000genomes_11"
    [7,] "25.9% bengali-brahmin_harappa_3 + 74.1% tuscan_hgdp_8"
    [8,] "73.1% tuscan_1000genomes_11 + 26.9% up-brahmin_harappa_3"
    [9,] "26.5% brahmin-uttar-pradesh_metspalu_8 + 73.5% tuscan_hgdp_8"
    [10,] "28.1% nepalese-1_xing_12 + 71.9% tuscan_hgdp_8"
    [,2]
    [1,] "4.0734"
    [2,] "4.3665"
    [3,] "4.3956"
    [4,] "4.6612"
    [5,] "4.6841"
    [6,] "4.7251"
    [7,] "4.7737"
    [8,] "4.7794"
    [9,] "4.8067"
    [10,] "4.8637"

    • Zack May 12, 2012 at 6:26 am

      Try it with mincount=1. I want to see what you get with the one Serbian in my data.

      • HRP15 May 12, 2012 at 7:12 am

        thanks for reminding me zack, i didnt knew that i need to put in mincount=1 to see the serbian.

        here are the results but at k=20 the serbian doesnt pop up

        > HarappaOracle(c(10.90, 12.19, 23.27, 23.73, 0.47, 0.24, 0.88, 1.06, 0.89, 0.00, 21.16, 4.98, 0.24, 0.00, 0.00, 0.00),k=20,mincount=1,mixedmode=T)
        [,1]
        [1,] "27.9% bene-israel-jew_behar_4 + 72.1% romanian_behar_16"
        [2,] "29.4% rajasthani-brahmin_harappa_1 + 70.6% tuscan_1000genomes_11"
        [3,] "25.7% bengali-brahmin_harappa_3 + 74.3% tuscan_1000genomes_11"
        [4,] "26.3% brahmin-uttar-pradesh_metspalu_8 + 73.7% tuscan_1000genomes_11"
        [5,] "27.9% nepalese-1_xing_12 + 72.1% tuscan_1000genomes_11"
        [6,] "73.2% tuscan_1000genomes_11 + 26.8% up-brahmin_harappa_3"
        [7,] "29.4% rajasthani-brahmin_harappa_1 + 70.6% tuscan_hgdp_8"
        [8,] "25.8% bengali-brahmin_harappa_3 + 74.2% tuscan_hgdp_8"
        [9,] "73.8% bulgarian_yunusbayev_13 + 26.2% cochin-jew_behar_4"
        [10,] "26.3% brahmin-uttar-pradesh_metspalu_8 + 73.7% tuscan_hgdp_8"
        [11,] "28% nepalese-1_xing_12 + 72% tuscan_hgdp_8"
        [12,] "73.2% tuscan_hgdp_8 + 26.8% up-brahmin_harappa_3"
        [13,] "23.5% cochin-jew_behar_4 + 76.5% romanian_behar_16"
        [14,] "29.7% rajasthani-brahmin_harappa_1 + 70.3% tuscan_hapmap_102"
        [15,] "26.6% bihari-brahmin_harappa_1 + 73.4% tuscan_1000genomes_11"
        [16,] "74.5% tuscan_1000genomes_11 + 25.5% vaish_reich_4"
        [17,] "28.2% nepalese-1_xing_12 + 71.8% tuscan_hapmap_102"
        [18,] "26.3% bihari-muslim_harappa_4 + 73.7% tuscan_1000genomes_11"
        [19,] "24.7% rajasthani_harappa_1 + 75.3% tuscan_1000genomes_11"
        [20,] "26% bengali-brahmin_harappa_3 + 74% tuscan_hapmap_102"
        [,2]
        [1,] "4.1715"
        [2,] "4.3678"
        [3,] "4.3679"
        [4,] "4.3979"
        [5,] "4.4113"
        [6,] "4.4611"
        [7,] "4.5007"
        [8,] "4.5067"
        [9,] "4.5392"
        [10,] "4.5468"
        [11,] "4.5774"
        [12,] "4.5862"
        [13,] "4.622"
        [14,] "4.6853"
        [15,] "4.7337"
        [16,] "4.7577"
        [17,] "4.8099"
        [18,] "4.8272"
        [19,] "4.8367"
        [20,] "4.8464"
        > HarappaOracle(c(11, 12, 23, 24, 0, 0, 1, 1, 1, 0, 21, 5, 0, 0, 0, 0),k=20,mincount=1,mixedmode=T)
        [,1]
        [1,] "27.7% bene-israel-jew_behar_4 + 72.3% romanian_behar_16"
        [2,] "73.9% bulgarian_yunusbayev_13 + 26.1% cochin-jew_behar_4"
        [3,] "23.4% cochin-jew_behar_4 + 76.6% romanian_behar_16"
        [4,] "25.9% bengali-brahmin_harappa_3 + 74.1% tuscan_1000genomes_11"
        [5,] "29.5% rajasthani-brahmin_harappa_1 + 70.5% tuscan_1000genomes_11"
        [6,] "26.4% brahmin-uttar-pradesh_metspalu_8 + 73.6% tuscan_1000genomes_11"
        [7,] "28.1% nepalese-1_xing_12 + 71.9% tuscan_1000genomes_11"
        [8,] "25.9% bengali-brahmin_harappa_3 + 74.1% tuscan_hgdp_8"
        [9,] "73.1% tuscan_1000genomes_11 + 26.9% up-brahmin_harappa_3"
        [10,] "29.6% rajasthani-brahmin_harappa_1 + 70.4% tuscan_hgdp_8"
        [11,] "26.5% brahmin-uttar-pradesh_metspalu_8 + 73.5% tuscan_hgdp_8"
        [12,] "28.1% nepalese-1_xing_12 + 71.9% tuscan_hgdp_8"
        [13,] "78.2% bulgarian_yunusbayev_13 + 21.8% karnataka_harappa_3"
        [14,] "73% tuscan_hgdp_8 + 27% up-brahmin_harappa_3"
        [15,] "79% bulgarian_yunusbayev_13 + 21% gujarati-patel_harappa_2"
        [16,] "77.7% bulgarian_yunusbayev_13 + 22.3% kerala-muslim_harappa_1"
        [17,] "76.8% bulgarian_yunusbayev_13 + 23.2% kerala-christian_harappa_5"
        [18,] "29.8% rajasthani-brahmin_harappa_1 + 70.2% tuscan_hapmap_102"
        [19,] "30.4% bene-israel-jew_behar_4 + 69.6% bulgarian_yunusbayev_13"
        [20,] "26.8% bihari-brahmin_harappa_1 + 73.2% tuscan_1000genomes_11"
        [,2]
        [1,] "4.0734"
        [2,] "4.3665"
        [3,] "4.3956"
        [4,] "4.6612"
        [5,] "4.6763"
        [6,] "4.6841"
        [7,] "4.7251"
        [8,] "4.7737"
        [9,] "4.7794"
        [10,] "4.7839"
        [11,] "4.8067"
        [12,] "4.8637"
        [13,] "4.8648"
        [14,] "4.8793"
        [15,] "4.8805"
        [16,] "4.8926"
        [17,] "4.9237"
        [18,] "4.9652"
        [19,] "5.0094"
        [20,] "5.0134"

      • HRP15 May 12, 2012 at 7:19 am

        not even at k=50 the serbian pops up

      • HRP15 May 12, 2012 at 7:35 am

        in single mode i do get out serbian in the top ten

        [1,] "romanian_behar_16" "14.4756"
        [2,] "tuscan_1000genomes_11" "16.4935"
        [3,] "bulgarian_yunusbayev_13" "16.5094"
        [4,] "tuscan_hgdp_8" "16.5727"
        [5,] "tuscan_hapmap_102" "16.7916"
        [6,] "ashkenazi_harappa_4" "17.2808"
        [7,] "ashkenazy-jew_behar_21" "18.9325"
        [8,] "italian_hgdp_13" "19.6899"
        [9,] "serbian_harappa_1" "19.9766"
        [10,] "turk-aydin_hodoglugil_20" "20.8152"

  2. HRP142 May 11, 2012 at 11:04 pm

    here is mine with mincount=4:

    [1,] "97.7% ap-brahmin_xing_25 + 2.3% druze_hgdp_42" "1.3992"
    [2,] "93% ap-brahmin_xing_25 + 7% bene-israel-jew_behar_4" "1.4733"
    [3,] "58% piramalai-kallar_metspalu_8 + 42% punjabi-jatt_harappa_5" "1.4739"
    [4,] "97.6% ap-brahmin_xing_25 + 2.4% georgia-jew_behar_4" "1.4854"
    [5,] "97.5% ap-brahmin_xing_25 + 2.5% iraq-jew_behar_10" "1.5054"
    [6,] "97.6% ap-brahmin_xing_25 + 2.4% azerbaijan-jew_behar_8" "1.508"
    [7,] "97.5% ap-brahmin_xing_25 + 2.5% iranian-jew_behar_4" "1.5132"
    [8,] "97.6% ap-brahmin_xing_25 + 2.4% armenian_yunusbayev_16" "1.5167"
    [9,] "97.6% ap-brahmin_xing_25 + 2.4% armenian_behar_19" "1.5189"
    [10,] "97.5% ap-brahmin_xing_25 + 2.5% syrian_behar_16" "1.5192"
    [11,] "97.9% ap-brahmin_xing_25 + 2.1% yemen-jew_behar_15" "1.5252"
    [12,] "97.6% ap-brahmin_xing_25 + 2.4% assyrian_harappa_6" "1.5259"
    [13,] "49.6% punjabi-jatt_harappa_5 + 50.4% sakilli_chaubey_4" "1.5263"
    [14,] "97.6% ap-brahmin_xing_25 + 2.4% palestinian_hgdp_46" "1.533"
    [15,] "97.9% ap-brahmin_xing_25 + 2.1% georgian_behar_20" "1.534"
    [16,] "97.7% ap-brahmin_xing_25 + 2.3% cypriot_behar_12" "1.5444"
    [17,] "97.6% ap-brahmin_xing_25 + 2.4% lebanese_behar_7" "1.5479"
    [18,] "2.1% abhkasian_yunusbayev_20 + 97.9% ap-brahmin_xing_25" "1.5488"
    [19,] "97.6% ap-brahmin_xing_25 + 2.4% jordanian_behar_20" "1.5543"
    [20,] "85.1% ap-brahmin_xing_25 + 14.9% cochin-jew_behar_4" "1.5613"

  3. Paul Givargidze May 12, 2012 at 12:14 am

    Thanks for the new tools, Zack.

    Excluding Mizrahim, these are the top Assyrian population matches:

    HarappaOracle("assyrian_harappa_6")
    "iraqi-mandaean_harappa_2" "5.6235"
    "armenian_yunusbayev_16" "6.7647"
    "armenian_behar_19" "9.5842"
    "kurd_yunusbayev_6" "10.9039"

    • pconroy May 12, 2012 at 12:55 am

      > HarappaOracle(c(0.00,11.10,5.81,50.58,0.08,0.03,0.00,0.00,0.61,0.00,31.64,0.02,0.11,0.02,0.00,0.00),k=40,mincount=4,mixedmode=T)
      [,1] [,2]
      [1,] "1.9% urkarah_xing_18 + 98.1% utahn-white_1000genomes_100" "0.9847"
      [2,] "1.7% lezgin_behar_18 + 98.3% utahn-white_1000genomes_100" "1.0251"
      [3,] "15% bulgarian_yunusbayev_13 + 85% orcadian_hgdp_15" "1.0645"
      [4,] "1.8% stalskoe_xing_5 + 98.2% utahn-white_1000genomes_100" "1.0712"
      [5,] "1.6% chechen_yunusbayev_20 + 98.4% utahn-white_1000genomes_100" "1.0765"
      [6,] "81.4% british_1000genomes_99 + 18.6% hungarian_behar_19" "1.1112"
      [7,] "1.8% tajik_yunusbayev_15 + 98.2% utahn-white_1000genomes_100" "1.1168"
      [8,] "1.4% kalash_hgdp_23 + 98.6% utahn-white_1000genomes_100" "1.1278"
      [9,] "1.5% kumyk_yunusbayev_14 + 98.5% utahn-white_1000genomes_100" "1.135"
      [10,] "1.4% adygei_hgdp_17 + 98.6% utahn-white_1000genomes_100" "1.1378"
      [11,] "1.3% north-ossetian_yunusbayev_15 + 98.7% utahn-white_1000genomes_100" "1.1444"
      [12,] "1.3% balkar_yunusbayev_19 + 98.7% utahn-white_1000genomes_100" "1.1501"
      [13,] "1.4% pathan_hgdp_23 + 98.6% utahn-white_1000genomes_100" "1.164"
      [14,] "1.1% abhkasian_yunusbayev_20 + 98.9% utahn-white_1000genomes_100" "1.1743"
      [15,] "1.2% balochi_hgdp_24 + 98.8% utahn-white_1000genomes_100" "1.1824"
      [16,] "1.1% brahui_hgdp_25 + 98.9% utahn-white_1000genomes_100" "1.1839"
      [17,] "1.1% makrani_hgdp_25 + 98.9% utahn-white_1000genomes_100" "1.1863"
      [18,] "1.3% burusho_hgdp_25 + 98.7% utahn-white_1000genomes_100" "1.1865"
      [19,] "1% georgian_behar_20 + 99% utahn-white_1000genomes_100" "1.1879"
      [20,] "1.5% nogai_yunusbayev_16 + 98.5% utahn-white_1000genomes_100" "1.2011"

  4. HRP15 May 12, 2012 at 1:12 am

    with my own run

    HarappaWorld Calculator with v3 Genome Data

    10.90% S-Indian
    12.19% Baloch
    23.27% Caucasian
    23.73% NE-Euro
    0.47% SE-Asian
    0.24% Siberian
    0.88% NE-Asian
    1.06% Papuan
    0.89% American
    0.00% Beringian
    21.16% Mediterranean
    4.98% SW-Asian
    0.24% San
    0.00% E-African
    0.00% Pygmy
    0.00% W-African

    Oracle with the same Results

    [1,] "27.9% bene-israel-jew_behar_4 + 72.1% romanian_behar_16"
    [2,] "25.7% bengali-brahmin_harappa_3 + 74.3% tuscan_1000genomes_11"
    [3,] "26.3% brahmin-uttar-pradesh_metspalu_8 + 73.7% tuscan_1000genomes_11"
    [4,] "27.9% nepalese-1_xing_12 + 72.1% tuscan_1000genomes_11"
    [5,] "73.2% tuscan_1000genomes_11 + 26.8% up-brahmin_harappa_3"
    [6,] "25.8% bengali-brahmin_harappa_3 + 74.2% tuscan_hgdp_8"
    [7,] "73.8% bulgarian_yunusbayev_13 + 26.2% cochin-jew_behar_4"
    [8,] "26.3% brahmin-uttar-pradesh_metspalu_8 + 73.7% tuscan_hgdp_8"
    [9,] "28% nepalese-1_xing_12 + 72% tuscan_hgdp_8"
    [10,] "73.2% tuscan_hgdp_8 + 26.8% up-brahmin_harappa_3"
    [11,] "23.5% cochin-jew_behar_4 + 76.5% romanian_behar_16"
    [12,] "74.5% tuscan_1000genomes_11 + 25.5% vaish_reich_4"
    [13,] "28.2% nepalese-1_xing_12 + 71.8% tuscan_hapmap_102"
    [14,] "26.3% bihari-muslim_harappa_4 + 73.7% tuscan_1000genomes_11"
    [15,] "26% bengali-brahmin_harappa_3 + 74% tuscan_hapmap_102"
    [16,] "73% tuscan_hapmap_102 + 27% up-brahmin_harappa_3"
    [17,] "26.5% brahmin-uttar-pradesh_metspalu_8 + 73.5% tuscan_hapmap_102"
    [18,] "26.4% bihari-muslim_harappa_4 + 73.6% tuscan_hgdp_8"
    [19,] "74.4% tuscan_hgdp_8 + 25.6% vaish_reich_4"
    [20,] "29.7% haryana-jatt_harappa_3 + 70.3% tuscan_1000genomes_11"
    [,2]
    [1,] "4.1715"
    [2,] "4.3679"
    [3,] "4.3979"
    [4,] "4.4113"
    [5,] "4.4611"
    [6,] "4.5067"
    [7,] "4.5392"
    [8,] "4.5468"
    [9,] "4.5774"
    [10,] "4.5862"
    [11,] "4.622"
    [12,] "4.7577"
    [13,] "4.8099"
    [14,] "4.8272"
    [15,] "4.8464"
    [16,] "4.8766"
    [17,] "4.8806"
    [18,] "4.8849"
    [19,] "4.8862"
    [20,] "4.9369"

  5. RanilB May 12, 2012 at 2:12 am

    Awesome tool Zack!

    This is my run with mincount = 4

    HarappaOracle(c(58.30,32.29,2.87,0,2.03,0.66,0.00,0.71,0,1.46,0,1.67,0,0,0,0),k=20,mincount=4,mixedmode=T)
    [,1] [,2]
    [1,] "20.2% gond_metspalu_4 + 79.8% velama_metspalu_10" "1.6673"
    [2,] "11.9% santhal_reich_7 + 88.1% velama_metspalu_10" "1.777"
    [3,] "8.2% brahui_hgdp_25 + 91.8% piramalai-kallar_metspalu_8" "1.8474"
    [4,] "8.6% balochi_hgdp_24 + 91.4% piramalai-kallar_metspalu_8" "1.8812"
    [5,] "4.7% brahui_hgdp_25 + 95.3% kurumba_metspalu_4" "1.911"
    [6,] "24.6% satnami_reich_4 + 75.4% velama_metspalu_10" "1.913"
    [7,] "95.3% kurumba_metspalu_4 + 4.7% makrani_hgdp_25" "1.9212"
    [8,] "5% balochi_hgdp_24 + 95% kurumba_metspalu_4" "1.9275"
    [9,] "8.1% makrani_hgdp_25 + 91.9% piramalai-kallar_metspalu_8" "1.9483"
    [10,] "18.4% chenchu_reich_5 + 81.6% velama_metspalu_10" "1.9877"
    [11,] "87.6% piramalai-kallar_metspalu_8 + 12.4% sindhi_hgdp_24" "2.0516"
    [12,] "21.1% kerala-christian_harappa_5 + 78.9% kurumba_metspalu_4" "2.0544"
    [13,] "20.7% kurumba_reich_9 + 79.3% velama_metspalu_10" "2.0588"
    [14,] "10.1% ho_chaubey_5 + 89.9% velama_metspalu_10" "2.0817"
    [15,] "93% kurumba_metspalu_4 + 7% sindhi_hgdp_24" "2.0829"
    [16,] "43.8% hallaki_reich_7 + 56.2% velama_metspalu_10" "2.0857"
    [17,] "14.5% sahariya_reich_4 + 85.5% velama_metspalu_10" "2.0989"
    [18,] "33% kerala-christian_harappa_5 + 67% piramalai-kallar_metspalu_8" "2.1142"
    [19,] "21.7% hakkipikki_metspalu_4 + 78.3% velama_metspalu_10" "2.1228"
    [20,] "9.8% kharia_reich_4 + 90.2% velama_metspalu_10" "2.1428"

  6. RanilB May 12, 2012 at 2:21 am

    Admixture results for sinhalese_harappa_2

    > HarappaOracle("sinhalese_harappa_2",k=20,mixedmode=T)
    [,1] [,2]
    [1,] "sinhalese_harappa_2" "0"
    [2,] "67.9% tamil-nadar_harappa_2 + 32.1% tharu_metspalu_2" "0.9424"
    [3,] "32.3% singapore-indian_sgvp_83 + 67.7% tamil-nadar_harappa_2" "1.0127"
    [4,] "16.2% brahmin-tamil-nadu_metspalu_2 + 83.8% tamil-nadar_harappa_2" "1.1174"
    [5,] "78.4% andhra-pradesh_harappa_3 + 21.6% karnataka_harappa_3" "1.1367"
    [6,] "48.9% singapore-indian_sgvp_83 + 51.1% vysya_reich_5" "1.1548"
    [7,] "23.4% dharkar_metspalu_11 + 76.6% kurumba_metspalu_4" "1.1752"
    [8,] "71.6% kurumba_metspalu_4 + 28.4% singapore-indian_sgvp_83" "1.1767"
    [9,] "17.3% iyengar-brahmin_harappa_7 + 82.7% tamil-nadar_harappa_2" "1.1853"
    [10,] "13.4% gujarati-b_hapmap_34 + 86.6% tamil-nadar_harappa_2" "1.1858"
    [11,] "72% kurumba_metspalu_4 + 28% tharu_metspalu_2" "1.1896"
    [12,] "79.7% ap-reddy_harappa_3 + 20.3% gond_metspalu_4" "1.1946"
    [13,] "15.4% karnataka-brahmin_harappa_3 + 84.6% kurumba_metspalu_4" "1.1998"
    [14,] "69.9% dusadh_metspalu_6 + 30.1% velama_reich_3" "1.2069"
    [15,] "85.7% tamil-nadar_harappa_2 + 14.3% up-kshatriya_metspalu_7" "1.2118"
    [16,] "17.6% karnataka-brahmin_harappa_3 + 82.4% tamil-nadar_harappa_2" "1.2126"
    [17,] "10.5% gujarati_harappa_3 + 89.5% tamil-nadar_harappa_2" "1.2141"
    [18,] "15% meghawal_reich_5 + 85% tamil-nadar_harappa_2" "1.2236"
    [19,] "17.1% iyer-brahmin_harappa_10 + 82.9% tamil-nadar_harappa_2" "1.226"
    [20,] "56.6% piramalai-kallar_metspalu_8 + 43.4% singapore-indian_sgvp_83" "1.2409"

  7. HarappaWorld on GEDmatch | Harappa Ancestry Project - pingback on May 24, 2012 at 10:31 am
  8. HarappaWorld Tweaks | Harappa Ancestry Project - pingback on May 29, 2012 at 6:00 am
  9. HarappaOracle Limitations | Harappa Ancestry Project - pingback on June 12, 2012 at 10:29 am
  10. Pinky June 27, 2013 at 2:58 pm

    I am begging someone to help me with this!!! HRP00302

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