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1KG PCA
Raw
gistfile1.txt
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1KG VCF analysis\n",
"\n",
"1KG VCF 파일의 일부 (22번 염색체에서 5천개 변이 추철)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## VCF 읽기"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"##fileformat=VCFv4.0\r\n",
"##filedat=20101112\r\n",
"##datarelease=20100804\r\n",
"##samples=629\r\n",
"##description=\"Where BI calls are present, genotypes and alleles are from BI. In there absence, UM genotypes are used. If neither are available, no genotype information is present and the alleles are from the NCBI calls.\"\r\n",
"##FORMAT=<ID=AD,Number=.,Type=Integer,Description=\"Allelic depths for the ref and alt alleles in the order listed\">\r\n",
"##FORMAT=<ID=DP,Number=1,Type=Integer,Description=\"Read Depth (only filtered reads used for calling)\">\r\n",
"##FORMAT=<ID=GL,Number=3,Type=Float,Description=\"Log-scaled likelihoods for AA,AB,BB genotypes where A=ref and B=alt; not applicable if site is not biallelic\">\r\n",
"##FORMAT=<ID=GQ,Number=1,Type=Float,Description=\"Genotype Quality\">\r\n",
"##FORMAT=<ID=GT,Number=1,Type=String,Description=\"Genotype\">\r\n",
"##FORMAT=<ID=GD,Number=1,Type=Float,Description=\"Genotype dosage. Expected count of non-ref alleles [0,2]\">\r\n",
"##FORMAT=<ID=OG,Number=1,Type=String,Description=\"Original Genotype input to Beagle\">\r\n",
"##INFO=<ID=AF,Number=.,Type=Float,Description=\"Allele Frequency, for each ALT allele, in the same order as listed\">\r\n",
"##INFO=<ID=DP,Number=1,Type=Integer,Description=\"Total Depth\">\r\n",
"##INFO=<ID=CB,Number=.,Type=String,Description=\"List of centres that called, UM (University of Michigan), BI (Broad Institute), BC (Boston College), NCBI\">\r\n",
"##INFO=<ID=EUR_R2,Number=1,Type=Float,Description=\"R2 From Beagle based on European Samples\">\r\n",
"##INFO=<ID=AFR_R2,Number=1,Type=Float,Description=\"R2 From Beagle based on AFRICAN Samples\">\r\n",
"##INFO=<ID=ASN_R2,Number=1,Type=Float,Description=\"R2 From Beagle based on Asian Samples\">\r\n",
"#CHROM\tPOS\tID\tREF\tALT\tQUAL\tFILTER\tINFO\tFORMAT\tHG00098\tHG00100\tHG00106\tHG00112\tHG00114\tHG00116\tHG00117\tHG00118\tHG00119\tHG00120\tHG00122\tHG00123\tHG00124\tHG00126\tHG00131\tHG00141\tHG00142\tHG00143\tHG00144\tHG00145\tHG00146\tHG00147\tHG00148\tHG00149\tHG00150\tHG00151\tHG00152\tHG00153\tHG00156\tHG00158\tHG00159\tHG00160\tHG00171\tHG00173\tHG00174\tHG00176\tHG00177\tHG00178\tHG00179\tHG00180\tHG00181\tHG00182\tHG00183\tHG00185\tHG00186\tHG00187\tHG00188\tHG00189\tHG00190\tHG00231\tHG00239\tHG00242\tHG00243\tHG00244\tHG00245\tHG00247\tHG00258\tHG00262\tHG00264\tHG00265\tHG00266\tHG00267\tHG00269\tHG00270\tHG00272\tHG00306\tHG00308\tHG00311\tHG00312\tHG00357\tHG00361\tHG00366\tHG00367\tHG00368\tHG00369\tHG00372\tHG00373\tHG00377\tHG00380\tHG00403\tHG00404\tHG00406\tHG00407\tHG00445\tHG00446\tHG00452\tHG00457\tHG00553\tHG00554\tHG00559\tHG00560\tHG00565\tHG00566\tHG00577\tHG00578\tHG00592\tHG00593\tHG00596\tHG00610\tHG00611\tHG00625\tHG00626\tHG00628\tHG00629\tHG00634\tHG00635\tHG00637\tHG00638\tHG00640\tNA06984\tNA06985\tNA06986\tNA06989\tNA06994\tNA07000\tNA07037\tNA07048\tNA07051\tNA07056\tNA07346\tNA07347\tNA07357\tNA10847\tNA10851\tNA11829\tNA11830\tNA11831\tNA11832\tNA11840\tNA11843\tNA11881\tNA11892\tNA11893\tNA11894\tNA11918\tNA11919\tNA11920\tNA11930\tNA11931\tNA11932\tNA11933\tNA11992\tNA11993\tNA11994\tNA11995\tNA12003\tNA12004\tNA12005\tNA12006\tNA12043\tNA12044\tNA12045\tNA12046\tNA12058\tNA12144\tNA12154\tNA12155\tNA12156\tNA12249\tNA12272\tNA12273\tNA12275\tNA12287\tNA12340\tNA12341\tNA12342\tNA12347\tNA12348\tNA12383\tNA12399\tNA12400\tNA12413\tNA12414\tNA12489\tNA12546\tNA12716\tNA12717\tNA12718\tNA12749\tNA12750\tNA12751\tNA12761\tNA12762\tNA12763\tNA12775\tNA12776\tNA12777\tNA12778\tNA12812\tNA12813\tNA12814\tNA12815\tNA12828\tNA12830\tNA12872\tNA12873\tNA12874\tNA12889\tNA12890\tNA18486\tNA18487\tNA18489\tNA18498\tNA18499\tNA18501\tNA18502\tNA18504\tNA18505\tNA18507\tNA18508\tNA18510\tNA18511\tNA18516\tNA18517\tNA18519\tNA18520\tNA18522\tNA18523\tNA18525\tNA18526\tNA18527\tNA18532\tNA18535\tNA18537\tNA18538\tNA18539\tNA18541\tNA18542\tNA18545\tNA18547\tNA18550\tNA18552\tNA18553\tNA18555\tNA18558\tNA18560\tNA18561\tNA18562\tNA18563\tNA18564\tNA18565\tNA18566\tNA18567\tNA18570\tNA18571\tNA18572\tNA18573\tNA18574\tNA18576\tNA18577\tNA18579\tNA18582\tNA18592\tNA18593\tNA18603\tNA18605\tNA18608\tNA18609\tNA18611\tNA18612\tNA18614\tNA18615\tNA18616\tNA18617\tNA18618\tNA18619\tNA18620\tNA18621\tNA18622\tNA18623\tNA18624\tNA18625\tNA18626\tNA18627\tNA18628\tNA18630\tNA18631\tNA18632\tNA18633\tNA18634\tNA18636\tNA18638\tNA18640\tNA18642\tNA18643\tNA18745\tNA18853\tNA18856\tNA18858\tNA18861\tNA18867\tNA18868\tNA18870\tNA18871\tNA18873\tNA18874\tNA18907\tNA18908\tNA18909\tNA18910\tNA18912\tNA18916\tNA18940\tNA18941\tNA18942\tNA18943\tNA18944\tNA18945\tNA18947\tNA18948\tNA18949\tNA18950\tNA18951\tNA18952\tNA18953\tNA18955\tNA18956\tNA18959\tNA18960\tNA18961\tNA18963\tNA18964\tNA18965\tNA18967\tNA18968\tNA18970\tNA18971\tNA18972\tNA18973\tNA18974\tNA18975\tNA18976\tNA18977\tNA18979\tNA18980\tNA18981\tNA18982\tNA18983\tNA18984\tNA18985\tNA18986\tNA18987\tNA18988\tNA18989\tNA18990\tNA18997\tNA18999\tNA19000\tNA19001\tNA19002\tNA19003\tNA19004\tNA19005\tNA19007\tNA19009\tNA19010\tNA19012\tNA19027\tNA19044\tNA19054\tNA19055\tNA19056\tNA19057\tNA19058\tNA19059\tNA19060\tNA19062\tNA19063\tNA19064\tNA19065\tNA19066\tNA19067\tNA19068\tNA19070\tNA19072\tNA19074\tNA19075\tNA19076\tNA19077\tNA19078\tNA19079\tNA19082\tNA19083\tNA19084\tNA19085\tNA19086\tNA19087\tNA19088\tNA19093\tNA19098\tNA19099\tNA19102\tNA19107\tNA19108\tNA19113\tNA19114\tNA19116\tNA19119\tNA19129\tNA19130\tNA19131\tNA19137\tNA19138\tNA19141\tNA19143\tNA19144\tNA19147\tNA19152\tNA19153\tNA19159\tNA19160\tNA19171\tNA19172\tNA19184\tNA19189\tNA19190\tNA19200\tNA19201\tNA19204\tNA19206\tNA19207\tNA19209\tNA19210\tNA19213\tNA19225\tNA19235\tNA19236\tNA19247\tNA19248\tNA19256\tNA19257\tNA19311\tNA19312\tNA19313\tNA19314\tNA19332\tNA19334\tNA19338\tNA19346\tNA19347\tNA19350\tNA19355\tNA19359\tNA19360\tNA19371\tNA19372\tNA19375\tNA19376\tNA19377\tNA19379\tNA19381\tNA19382\tNA19383\tNA19384\tNA19385\tNA19390\tNA19391\tNA19393\tNA19394\tNA19395\tNA19397\tNA19398\tNA19399\tNA19401\tNA19404\tNA19428\tNA19429\tNA19434\tNA19435\tNA19436\tNA19437\tNA19438\tNA19439\tNA19440\tNA19443\tNA19444\tNA19445\tNA19446\tNA19448\tNA19449\tNA19451\tNA19452\tNA19453\tNA19455\tNA19456\tNA19457\tNA19461\tNA19462\tNA19463\tNA19466\tNA19467\tNA19469\tNA19471\tNA19472\tNA19473\tNA19474\tNA19625\tNA19648\tNA19649\tNA19651\tNA19652\tNA19654\tNA19655\tNA19658\tNA19660\tNA19661\tNA19678\tNA19684\tNA19685\tNA19700\tNA19701\tNA19703\tNA19704\tNA19707\tNA19712\tNA19713\tNA19720\tNA19722\tNA19723\tNA19725\tNA19726\tNA19818\tNA19819\tNA19834\tNA19835\tNA19900\tNA19901\tNA19904\tNA19908\tNA19909\tNA19914\tNA19916\tNA19917\tNA19920\tNA19921\tNA19982\tNA20414\tNA20502\tNA20505\tNA20508\tNA20509\tNA20510\tNA20512\tNA20515\tNA20516\tNA20517\tNA20518\tNA20519\tNA20520\tNA20521\tNA20522\tNA20524\tNA20525\tNA20526\tNA20527\tNA20528\tNA20529\tNA20530\tNA20531\tNA20532\tNA20533\tNA20534\tNA20535\tNA20536\tNA20537\tNA20538\tNA20539\tNA20540\tNA20541\tNA20542\tNA20543\tNA20544\tNA20581\tNA20582\tNA20585\tNA20586\tNA20588\tNA20589\tNA20752\tNA20753\tNA20754\tNA20755\tNA20756\tNA20757\tNA20758\tNA20759\tNA20760\tNA20761\tNA20765\tNA20769\tNA20770\tNA20771\tNA20772\tNA20773\tNA20774\tNA20775\tNA20778\tNA20783\tNA20785\tNA20786\tNA20787\tNA20790\tNA20792\tNA20795\tNA20796\tNA20797\tNA20798\tNA20799\tNA20800\tNA20801\tNA20802\tNA20803\tNA20804\tNA20805\tNA20806\tNA20807\tNA20808\tNA20809\tNA20810\tNA20811\tNA20812\tNA20813\tNA20814\tNA20815\tNA20816\tNA20818\tNA20819\tNA20826\tNA20828\r\n"
]
}
],
"source": [
"!head -n 19 only_rs_22-5000.vcf\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>#CHROM</th>\n",
" <th>POS</th>\n",
" <th>ID</th>\n",
" <th>REF</th>\n",
" <th>ALT</th>\n",
" <th>QUAL</th>\n",
" <th>FILTER</th>\n",
" <th>INFO</th>\n",
" <th>FORMAT</th>\n",
" <th>HG00098</th>\n",
" <th>...</th>\n",
" <th>NA20811</th>\n",
" <th>NA20812</th>\n",
" <th>NA20813</th>\n",
" <th>NA20814</th>\n",
" <th>NA20815</th>\n",
" <th>NA20816</th>\n",
" <th>NA20818</th>\n",
" <th>NA20819</th>\n",
" <th>NA20826</th>\n",
" <th>NA20828</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>22</td>\n",
" <td>50328528</td>\n",
" <td>rs116643340</td>\n",
" <td>G</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=269;AF=0.010;CB=BI,NCBI;AFR_R2=0.516</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>22</td>\n",
" <td>50328670</td>\n",
" <td>rs114196268</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1089;AF=0.007;CB=UM,BI,BC,NCBI;AFR_R2=0.465</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>22</td>\n",
" <td>50328731</td>\n",
" <td>rs28608875</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=907;AF=0.055;CB=UM,BI,BC,NCBI;EUR_R2=0.751;...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:19.48:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.06:31.02:./.</td>\n",
" <td>0|0:7,0:5:.:-0.01,-1.51,-14.93:25.32:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.66:25.58:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.47:22.60:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.31:28.57:./.</td>\n",
" <td>1|0:3,0:3:.:-0.00,-0.90,-10.19:3.84:0/0</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.86:28.57:./.</td>\n",
" <td>0|1:2,0:2:.:-0.00,-0.60,-7.19:5.60:0/0</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-10.16:18.81:./.</td>\n",
" <td>0|0:5,0:3:.:-0.00,-0.91,-9.26:31.14:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>22</td>\n",
" <td>50329119</td>\n",
" <td>rs56008904</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=141;AF=0.390;CB=BI,BC;EUR_R2=0.145;AFR_R2=0...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:3.49:./.</td>\n",
" <td>...</td>\n",
" <td>1|0:.:.:.:.,.,.:3.36:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.17:3.87:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:3.54:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:3.54:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.37:5.94:./.</td>\n",
" <td>1|0:0,1:1:.:-3.87,-0.30,-0.00:4.71:1/1</td>\n",
" <td>0|0:.:.:.:.,.,.:3.54:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:1.71:./.</td>\n",
" <td>1|0:.:.:.:.,.,.:3.22:./.</td>\n",
" <td>1|0:.:.:.:.,.,.:3.36:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>22</td>\n",
" <td>50329830</td>\n",
" <td>rs79860705</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=373;AF=0.107;CB=UM,BI,BC,NCBI;EUR_R2=0.507</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:9.26:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.47:11.92:./.</td>\n",
" <td>1|0:1,2:2:.:-6.43,-0.60,-0.00:6.99:1/1</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.50:12.12:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:9.26:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.80:12.12:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.43:5.77:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:9.26:./.</td>\n",
" <td>0|1:.:.:.:.,.,.:5.52:./.</td>\n",
" <td>0|0:3,1:3:.:-0.00,-0.91,-8.99:9.32:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.30:11.93:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>22</td>\n",
" <td>50330186</td>\n",
" <td>rs73444002</td>\n",
" <td>G</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1024;AF=0.026;CB=UM,BI,BC,NCBI;EUR_R2=0.498...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:27.01:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.86:19.92:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.01:41.55:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.67:42.22:./.</td>\n",
" <td>0|0:7,0:5:.:-0.01,-1.51,-14.76:46.99:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.26:41.55:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.90:35.23:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:32.76:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.50:15.52:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-17.40:27.64:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.56:16.98:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>22</td>\n",
" <td>50330345</td>\n",
" <td>rs28652639</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1477;AF=0.016;CB=UM,BI,BC,NCBI;EUR_R2=0.605</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:11.33:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.19:18.58:./.</td>\n",
" <td>0|0:3,0:2:.:-0.00,-0.60,-5.89:20.27:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.99:20.27:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:11.47:./.</td>\n",
" <td>1|0:2,3:5:.:-9.59,-1.51,-6.07:60:./.</td>\n",
" <td>0|0:6,0:6:.:-0.00,-1.81,-21.59:32.22:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:11.44:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.70:13.38:./.</td>\n",
" <td>0|0:8,0:6:.:-0.01,-1.81,-18.99:26.82:./.</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-7.09:15.63:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>22</td>\n",
" <td>50330546</td>\n",
" <td>rs28516848</td>\n",
" <td>T</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1517;AF=0.061;CB=UM,BI,BC,NCBI;EUR_R2=0.773...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:21.35:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:21.73:./.</td>\n",
" <td>0|0:6,0:6:.:-0.00,-1.81,-19.50:45.23:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-18.62:39.59:./.</td>\n",
" <td>0|0:6,0:6:.:-0.00,-1.81,-21.26:43.01:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.43:33.87:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-17.46:43.01:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:24.67:./.</td>\n",
" <td>1|0:1,1:2:.:-2.80,-0.60,-2.94:43.98:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.93:36.20:./.</td>\n",
" <td>0|0:3,0:2:.:-0.00,-0.60,-7.49:30.22:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>22</td>\n",
" <td>50331032</td>\n",
" <td>rs115322211</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1465;AF=0.013;CB=UM,BI,BC,NCBI;AFR_R2=0.711</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>22</td>\n",
" <td>50331164</td>\n",
" <td>rs28690400</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1538;AF=0.299;CB=UM,BI,BC,NCBI;EUR_R2=0.929...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.46:23.76:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.43:24.96:./.</td>\n",
" <td>1|0:4,2:4:.:-2.80,-1.21,-10.48:50:./.</td>\n",
" <td>0|0:9,0:9:.:-0.01,-2.72,-31.86:60:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.61,-6.82:50:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.21,-14.35:60:./.</td>\n",
" <td>1|0:3,3:5:.:-5.97,-1.51,-11.20:60:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.57:43.98:./.</td>\n",
" <td>1|1:0,3:3:.:-8.76,-0.91,-0.01:37.21:./.</td>\n",
" <td>1|0:3,1:4:.:-3.20,-1.21,-11.00:22.73:./.</td>\n",
" <td>0|0:8,0:6:.:-0.00,-1.81,-22.28:42.22:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>22</td>\n",
" <td>50331300</td>\n",
" <td>rs73891184</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1799;AF=0.020;CB=UM,BI,BC,NCBI;AFR_R2=0.759</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>22</td>\n",
" <td>50331475</td>\n",
" <td>rs76433322</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2162;AF=0.009;CB=UM,BI,BC,NCBI;AFR_R2=0.732</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>22</td>\n",
" <td>50331622</td>\n",
" <td>rs28393180</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1952;AF=0.052;CB=UM,BI,BC,NCBI;EUR_R2=0.68;...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:24.96:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:6,0:6:.:-0.01,-1.81,-17.47:60:./.</td>\n",
" <td>0|0:13,0:11:.:-0.02,-3.33,-30.65:60:./.</td>\n",
" <td>0|0:16,0:16:.:-0.02,-4.83,-49.96:60:./.</td>\n",
" <td>0|0:3,0:2:.:-0.00,-0.60,-5.66:50:./.</td>\n",
" <td>0|0:8,0:7:.:-0.01,-2.11,-20.85:43.01:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.10:60:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.90:28.96:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.33:60:./.</td>\n",
" <td>0|0:8,0:7:.:-0.01,-2.11,-22.39:60:./.</td>\n",
" <td>0|0:6,0:4:.:-0.00,-1.21,-12.77:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>22</td>\n",
" <td>50332005</td>\n",
" <td>rs28460675</td>\n",
" <td>G</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2228;AF=0.144;CB=UM,BI,BC,NCBI;EUR_R2=0.918...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.40:17.77:./.</td>\n",
" <td>...</td>\n",
" <td>1|0:1,5:5:.:-13.57,-1.51,-2.80:50:./.</td>\n",
" <td>0|0:6,0:4:.:-0.01,-1.21,-11.77:50:./.</td>\n",
" <td>0|0:18,0:17:.:-0.02,-5.13,-53.88:60:./.</td>\n",
" <td>0|0:6,0:4:.:-0.00,-1.21,-11.66:46.99:./.</td>\n",
" <td>0|0:6,0:5:.:-0.01,-1.51,-16.23:26.78:./.</td>\n",
" <td>0|0:5,0:5:.:-0.01,-1.51,-15.63:60:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.06:28.54:./.</td>\n",
" <td>1|0:4,1:5:.:-3.90,-1.51,-12.42:43.01:./.</td>\n",
" <td>0|0:6,0:6:.:-0.01,-1.81,-17.97:46.99:./.</td>\n",
" <td>1|0:5,2:6:.:-3.90,-1.81,-15.46:39.21:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>22</td>\n",
" <td>50332022</td>\n",
" <td>rs28470489</td>\n",
" <td>T</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2210;AF=0.438;CB=UM,BI,BC,NCBI;EUR_R2=0.972...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.94:16.89:./.</td>\n",
" <td>...</td>\n",
" <td>1|0:2,3:5:.:-10.04,-1.51,-6.48:60:./.</td>\n",
" <td>1|0:4,3:6:.:-6.94,-1.81,-13.38:60:./.</td>\n",
" <td>0|0:17,0:16:.:-0.01,-4.82,-58.10:60:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-18.06:45.23:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-19.09:50:./.</td>\n",
" <td>1|0:4,5:8:.:-14.36,-2.41,-13.48:60:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.70:27.93:./.</td>\n",
" <td>1|1:0,7:6:.:-20.45,-1.81,-0.00:60:./.</td>\n",
" <td>1|0:2,3:5:.:-10.48,-1.51,-6.60:60:./.</td>\n",
" <td>1|0:6,3:9:.:-11.04,-2.71,-20.50:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>22</td>\n",
" <td>50332097</td>\n",
" <td>rs77228592</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2104;AF=0.020;CB=UM,BI,BC,NCBI;EUR_R2=0.483...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:21.60:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.06:30.56:./.</td>\n",
" <td>0|0:10,0:7:.:-0.01,-2.11,-21.06:45.23:./.</td>\n",
" <td>0|0:19,0:19:.:-0.02,-5.73,-60.41:60:./.</td>\n",
" <td>0|0:10,0:8:.:-0.01,-2.41,-26.40:45.23:./.</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-5.46:27.93:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.21,-12.20:36.58:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:21.56:./.</td>\n",
" <td>0|0:8,0:6:.:-0.01,-1.81,-17.99:60:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-9.76:33.57:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-16.43:39.59:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>22</td>\n",
" <td>50332242</td>\n",
" <td>rs28451805</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3101;AF=0.426;CB=UM,BI,BC,NCBI;EUR_R2=0.969...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:17.48:./.</td>\n",
" <td>...</td>\n",
" <td>1|0:7,3:9:.:-8.00,-2.72,-23.94:60:./.</td>\n",
" <td>1|0:7,2:9:.:-6.07,-2.72,-23.15:60:./.</td>\n",
" <td>0|0:31,0:30:.:-0.02,-9.04,-109.61:60:./.</td>\n",
" <td>0|0:11,0:11:.:-0.01,-3.32,-40.19:60:./.</td>\n",
" <td>0|0:18,0:16:.:-0.02,-4.83,-57.14:60:./.</td>\n",
" <td>1|0:7,5:12:.:-18.26,-3.62,-24.95:60:./.</td>\n",
" <td>0|0:7,0:7:.:-0.01,-2.12,-22.43:50:./.</td>\n",
" <td>1|1:0,4:4:.:-14.33,-1.20,-0.00:33.28:./.</td>\n",
" <td>1|0:13,6:19:.:-23.89,-5.73,-47.23:60:./.</td>\n",
" <td>1|0:11,2:12:.:-7.08,-3.62,-35.26:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>22</td>\n",
" <td>50332324</td>\n",
" <td>rs28523661</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3435;AF=0.587;CB=UM,BI,BC,NCBI;EUR_R2=0.755...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:4.64:./.</td>\n",
" <td>...</td>\n",
" <td>1|1:0,15:14:.:-45.50,-4.22,-0.02:60:./.</td>\n",
" <td>1|0:14,13:24:.:-32.97,-7.24,-45.55:60:./.</td>\n",
" <td>0|1:25,24:44:.:-64.95,-13.26,-90.40:60:./.</td>\n",
" <td>0|0:10,0:9:.:-0.01,-2.72,-32.25:30.71:./.</td>\n",
" <td>0|0:17,0:17:.:-0.02,-5.13,-60.28:60:./.</td>\n",
" <td>1|1:0,12:10:.:-31.71,-3.01,-0.01:23.48:./.</td>\n",
" <td>0|1:3,2:4:.:-2.67,-1.21,-10.78:11.43:./.</td>\n",
" <td>1|1:0,2:2:.:-7.36,-0.60,-0.00:18.29:./.</td>\n",
" <td>1|0:19,12:28:.:-40.16,-8.44,-62.12:60:./.</td>\n",
" <td>1|0:12,3:15:.:-10.84,-4.52,-45.63:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>22</td>\n",
" <td>50332377</td>\n",
" <td>rs114353012</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3208;AF=0.003;CB=UM,BC,NCBI</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>22</td>\n",
" <td>50332472</td>\n",
" <td>rs115364094</td>\n",
" <td>C</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3376;AF=0.003;CB=UM,BI,BC,NCBI;AFR_R2=0.824</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>22</td>\n",
" <td>50333130</td>\n",
" <td>rs77002698</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1951;AF=0.081;CB=UM,BI,BC,NCBI;EUR_R2=0.886...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:30.97:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:3,0:2:.:-0.00,-0.60,-6.16:40.46:./.</td>\n",
" <td>1|0:6,3:6:.:-7.14,-1.81,-12.28:60:./.</td>\n",
" <td>0|0:10,0:10:.:-0.01,-3.01,-32.30:60:./.</td>\n",
" <td>0|0:8,0:5:.:-0.00,-1.51,-16.60:46.99:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.91,-9.36:41.55:./.</td>\n",
" <td>1|0:7,5:8:.:-3.76,-2.41,-22.63:28.66:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.06:37.45:./.</td>\n",
" <td>0|1:2,2:2:.:-7.23,-0.60,-0.00:60:1/1</td>\n",
" <td>1|0:7,3:7:.:-11.48,-2.11,-11.99:60:./.</td>\n",
" <td>0|0:9,0:7:.:-0.01,-2.11,-21.89:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>50333253</td>\n",
" <td>rs116837852</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2488;AF=0.010;CB=UM,BI,BC,NCBI;AFR_R2=0.822</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>22</td>\n",
" <td>50333415</td>\n",
" <td>rs4073387</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2144;AF=0.087;CB=UM,BI,BC,NCBI;EUR_R2=0.967...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.80:26.09:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-9.03:34.81:./.</td>\n",
" <td>1|0:4,4:6:.:-14.77,-1.81,-5.67:60:./.</td>\n",
" <td>0|0:6,0:6:.:-0.01,-1.81,-18.69:40.97:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-9.66:32.29:./.</td>\n",
" <td>0|0:6,0:6:.:-0.01,-1.81,-17.65:41.55:./.</td>\n",
" <td>1|0:6,3:9:.:-10.60,-2.72,-17.67:60:./.</td>\n",
" <td>0|0:4,0:4:.:-0.01,-1.21,-11.86:35.09:./.</td>\n",
" <td>0|1:1,0:1:.:-0.00,-0.30,-2.80:26.13:0/0</td>\n",
" <td>1|0:4,3:7:.:-11.69,-2.11,-12.10:60:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-16.25:41.55:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>22</td>\n",
" <td>50333697</td>\n",
" <td>rs4073388</td>\n",
" <td>C</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1957;AF=0.073;CB=UM,BI,BC,NCBI;EUR_R2=0.885...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-4.05:23.48:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-11.94:31.87:./.</td>\n",
" <td>1|0:5,2:5:.:-4.20,-1.51,-14.08:40.46:./.</td>\n",
" <td>0|0:10,0:8:.:-0.01,-2.42,-31.35:43.98:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.89:23.68:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.89:23.97:./.</td>\n",
" <td>1|0:2,3:4:.:-7.20,-1.21,-7.09:60:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.69:23.29:./.</td>\n",
" <td>0|1:.:.:.:.,.,.:11.50:./.</td>\n",
" <td>1|0:1,3:3:.:-7.84,-0.91,-3.79:50:./.</td>\n",
" <td>0|0:5,0:4:.:-0.00,-1.21,-15.77:35.69:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>22</td>\n",
" <td>50333748</td>\n",
" <td>rs114900897</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2417;AF=0.022;CB=UM,BI,BC,NCBI;AFR_R2=0.818</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>22</td>\n",
" <td>50334208</td>\n",
" <td>rs4073885</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2555;AF=0.022;CB=UM,BI,BC,NCBI;AFR_R2=0.75</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>22</td>\n",
" <td>50334409</td>\n",
" <td>rs28376035</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2092;AF=0.059;CB=UM,BI;EUR_R2=0.815;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:31.43:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:5,0:2:.:-0.00,-0.60,-8.23:40.46:./.</td>\n",
" <td>1|0:5,4:6:.:-5.50,-1.81,-13.56:46.99:./.</td>\n",
" <td>0|0:6,0:3:.:-0.01,-0.91,-9.48:40.46:./.</td>\n",
" <td>0|0:9,0:5:.:-0.00,-1.51,-19.71:46.99:./.</td>\n",
" <td>0|0:8,0:5:.:-0.00,-1.51,-18.92:46.99:./.</td>\n",
" <td>1|0:7,2:4:.:-5.99,-1.21,-7.33:60:./.</td>\n",
" <td>0|0:7,0:4:.:-0.01,-1.21,-12.22:43.01:./.</td>\n",
" <td>0|1:7,0:1:.:-0.00,-0.30,-3.97:7.52:0/0</td>\n",
" <td>1|0:3,5:5:.:-9.76,-1.51,-7.94:60:./.</td>\n",
" <td>0|0:11,0:7:.:-0.01,-2.11,-26.55:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>22</td>\n",
" <td>50334415</td>\n",
" <td>rs28405006</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2200;AF=0.055;CB=UM,BI,BC;AFR_R2=0.651</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:60:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-6.74:60:./.</td>\n",
" <td>0|0:10,0:6:.:-0.01,-1.81,-18.07:60:./.</td>\n",
" <td>0|0:7,0:5:.:-0.01,-1.51,-15.08:60:./.</td>\n",
" <td>0|0:10,0:6:.:-0.00,-1.81,-19.77:60:./.</td>\n",
" <td>0|0:7,0:3:.:-0.00,-0.90,-9.83:60:./.</td>\n",
" <td>0|0:11,0:5:.:-0.00,-1.51,-16.20:60:./.</td>\n",
" <td>0|0:6,0:3:.:-0.01,-0.91,-8.59:60:./.</td>\n",
" <td>0|0:6,0:3:.:-0.00,-0.91,-9.43:60:./.</td>\n",
" <td>0|0:9,0:6:.:-0.01,-1.81,-18.67:60:./.</td>\n",
" <td>0|0:12,0:8:.:-0.01,-2.41,-25.90:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>22</td>\n",
" <td>50334443</td>\n",
" <td>rs28612446</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2398;AF=0.069;CB=UM,BI,BC,NCBI;EUR_R2=0.907...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:28.39:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:7,0:7:.:-0.00,-2.11,-26.13:50:./.</td>\n",
" <td>1|0:7,5:8:.:-11.93,-2.42,-13.84:60:./.</td>\n",
" <td>0|0:7,1:6:.:-0.00,-1.81,-22.49:46.99:./.</td>\n",
" <td>0|0:11,0:11:.:-0.01,-3.32,-40.97:60:./.</td>\n",
" <td>0|0:5,0:3:.:-0.00,-0.90,-10.89:37.21:./.</td>\n",
" <td>1|0:8,5:10:.:-9.36,-3.01,-26.04:60:./.</td>\n",
" <td>0|0:7,0:5:.:-0.00,-1.51,-18.51:43.01:./.</td>\n",
" <td>0|1:4,2:4:.:-2.57,-1.21,-11.88:23.38:./.</td>\n",
" <td>1|0:3,3:5:.:-9.29,-1.51,-7.43:60:./.</td>\n",
" <td>0|0:8,0:5:.:-0.00,-1.51,-19.78:46.99:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>22</td>\n",
" <td>50334680</td>\n",
" <td>rs62234028</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2743;AF=0.099;CB=UM,BI,BC,NCBI;EUR_R2=0.98;...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-8.02:39.21:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-18.40:60:./.</td>\n",
" <td>1|0:1,5:5:.:-10.79,-1.51,-3.68:60:./.</td>\n",
" <td>0|0:11,0:9:.:-0.00,-2.71,-33.87:60:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-19.51:50:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-11.89:45.23:./.</td>\n",
" <td>1|0:7,3:9:.:-6.00,-2.71,-25.63:60:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.86:38.24:./.</td>\n",
" <td>0|1:0,1:1:.:-2.77,-0.30,-0.00:42.22:1/1</td>\n",
" <td>1|0:3,4:6:.:-9.73,-1.81,-11.39:60:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.92:43.98:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4970</th>\n",
" <td>22</td>\n",
" <td>51217134</td>\n",
" <td>rs117417021</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1636;AF=0.080;CB=BI,BC;EUR_R2=0.423;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:6.73:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:9.80:./.</td>\n",
" <td>0|0:4,1:3:.:-0.00,-0.91,-10.29:22.85:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:8.07:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-11.08:20.32:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-11.29:22.06:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:5.15:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:6.92:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.62:15.65:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.20,-16.16:24.93:./.</td>\n",
" <td>0|0:6,0:6:.:-0.00,-1.81,-23.76:32.01:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4971</th>\n",
" <td>22</td>\n",
" <td>51217954</td>\n",
" <td>rs9616974</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2572;AF=0.066;CB=UM,BI;EUR_R2=0.925;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.04:10.47:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:8,0:3:.:-0.00,-0.90,-11.16:40.97:./.</td>\n",
" <td>0|0:4,0:1:.:-0.00,-0.30,-3.20:34.32:./.</td>\n",
" <td>0|1:2,1:2:.:-2.87,-0.61,-3.47:34.81:./.</td>\n",
" <td>0|0:5,0:1:.:-0.00,-0.30,-4.00:34.56:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.81:40.46:./.</td>\n",
" <td>0|0:12,0:4:.:-0.01,-1.21,-12.57:45.23:./.</td>\n",
" <td>0|0:2,0:3:.:-2.80,-3.31,-8.58:26.29:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.80:34.69:./.</td>\n",
" <td>0|0:10,0:7:.:-0.00,-2.11,-25.06:50:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:31.14:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4972</th>\n",
" <td>22</td>\n",
" <td>51218224</td>\n",
" <td>rs9616975</td>\n",
" <td>C</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2741;AF=0.050;CB=UM,BI,BC,NCBI;EUR_R2=0.699...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:12.69:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:10,0:4:.:-0.00,-1.21,-13.47:43.98:./.</td>\n",
" <td>0|0:9,0:4:.:-0.00,-1.21,-12.66:43.01:./.</td>\n",
" <td>0|1:4,3:4:.:-5.23,-1.21,-6.86:60:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:31.74:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:31.49:./.</td>\n",
" <td>0|0:7,0:3:.:-0.00,-0.90,-9.92:40:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:27.19:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:30.71:./.</td>\n",
" <td>0|0:11,0:4:.:-0.00,-1.21,-12.40:43.98:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:30.86:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4973</th>\n",
" <td>22</td>\n",
" <td>51218615</td>\n",
" <td>rs117845379</td>\n",
" <td>T</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2071;AF=0.067;CB=UM,BI,BC,NCBI;EUR_R2=0.765...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-4.00:11.69:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:10,0:9:.:-0.01,-2.71,-29.75:60:./.</td>\n",
" <td>0|0:7,0:6:.:-0.00,-1.81,-20.37:50:./.</td>\n",
" <td>0|1:6,1:7:.:-3.70,-2.11,-20.97:21.16:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.10:36.99:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.91,-9.40:38.24:./.</td>\n",
" <td>0|0:10,0:9:.:-0.01,-2.71,-30.25:60:./.</td>\n",
" <td>0|0:7,0:5:.:-0.01,-1.51,-15.97:35.23:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.98:40.46:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.44:40.46:./.</td>\n",
" <td>0|0:5,0:5:.:-0.01,-1.51,-16.19:46.99:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4974</th>\n",
" <td>22</td>\n",
" <td>51218957</td>\n",
" <td>rs116323389</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3192;AF=0.015;CB=UM,BI,BC,NCBI;AFR_R2=0.867</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-4.07:33.57:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.20,-15.63:37.45:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.21,-13.55:38.86:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.21,-13.56:40.97:./.</td>\n",
" <td>0|0:8,0:8:.:-0.00,-2.41,-30.60:50:./.</td>\n",
" <td>0|0:7,0:7:.:-0.00,-2.11,-26.21:46.99:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-18.50:41.55:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.76:32.52:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.21,-13.35:38.24:./.</td>\n",
" <td>0|0:10,0:10:.:-0.00,-3.01,-37.71:60:./.</td>\n",
" <td>0|0:8,0:7:.:-0.00,-2.11,-26.22:46.99:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4975</th>\n",
" <td>22</td>\n",
" <td>51219006</td>\n",
" <td>rs28729663</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3270;AF=0.200;CB=UM,BI,BC,NCBI;EUR_R2=0.871...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|1:0,1:1:.:-3.77,-0.30,-0.00:7.51:1/1</td>\n",
" <td>...</td>\n",
" <td>0|0:8,0:7:.:-0.00,-2.11,-22.66:35.69:./.</td>\n",
" <td>0|0:6,0:5:.:-0.01,-1.51,-14.95:30:./.</td>\n",
" <td>0|1:3,2:5:.:-7.21,-1.51,-10.29:60:./.</td>\n",
" <td>0|0:8,0:10:.:-6.24,-8.71,-30.87:40:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.21,-12.30:26.99:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-15.80:29.96:./.</td>\n",
" <td>1|0:2,1:3:.:-3.87,-0.90,-6.49:38.54:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.73:23.74:./.</td>\n",
" <td>0|0:9,0:9:.:-0.01,-2.71,-29.33:42.22:./.</td>\n",
" <td>0|0:5,0:5:.:-0.01,-1.51,-15.33:30.71:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4976</th>\n",
" <td>22</td>\n",
" <td>51219216</td>\n",
" <td>rs6010087</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3115;AF=0.002;CB=UM,BI,NCBI;AFR_R2=0.794</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4977</th>\n",
" <td>22</td>\n",
" <td>51219382</td>\n",
" <td>rs118066233</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2889;AF=0.000;CB=BI,BC,NCBI;AFR_R2=0.957</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.50:60:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:8,0:8:.:-0.00,-2.41,-26.36:60:./.</td>\n",
" <td>0|0:7,0:6:.:-0.01,-1.81,-17.14:60:./.</td>\n",
" <td>0|0:9,0:9:.:-0.00,-2.71,-29.83:60:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.30:60:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-10.36:60:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.40:60:./.</td>\n",
" <td>0|0:3,0:2:.:-0.00,-0.60,-6.34:60:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.06:60:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.20,-15.28:60:./.</td>\n",
" <td>0|0:3,0:2:.:-0.00,-0.60,-6.44:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4978</th>\n",
" <td>22</td>\n",
" <td>51219387</td>\n",
" <td>rs9616832</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2796;AF=0.069;CB=UM,BI,BC,NCBI;EUR_R2=0.952...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-4.06:10.25:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:10,0:9:.:-0.00,-2.71,-34.55:60:./.</td>\n",
" <td>0|0:7,0:6:.:-0.00,-1.81,-21.99:50:./.</td>\n",
" <td>0|1:7,2:7:.:-3.17,-2.11,-23.27:46.99:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.86:34.69:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-11.58:40.46:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.86:38.24:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-11.69:26.80:./.</td>\n",
" <td>0|0:3,0:2:.:-0.00,-0.60,-7.12:37.96:./.</td>\n",
" <td>0|0:4,0:4:.:-0.00,-1.20,-15.82:43.98:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-11.40:39.59:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4979</th>\n",
" <td>22</td>\n",
" <td>51220441</td>\n",
" <td>rs76759269</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1857;AF=1.000;CB=UM,BI,BC</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>1|1:0,1:1:.:-2.80,-0.30,-0.00:36.58:./.</td>\n",
" <td>...</td>\n",
" <td>1|1:0,2:2:.:-5.96,-0.60,-0.00:38.24:./.</td>\n",
" <td>1|1:0,7:5:.:-14.73,-1.51,-0.01:46.99:./.</td>\n",
" <td>1|1:0,13:9:.:-27.58,-2.71,-0.01:60:./.</td>\n",
" <td>1|1:0,8:3:.:-8.83,-0.90,-0.00:40.97:./.</td>\n",
" <td>1|1:0,5:4:.:-11.73,-1.21,-0.01:43.98:./.</td>\n",
" <td>1|1:0,6:6:.:-18.17,-1.81,-0.01:50:./.</td>\n",
" <td>1|1:0,1:1:.:-3.07,-0.30,-0.00:36.20:./.</td>\n",
" <td>1|1:0,7:5:.:-15.10,-1.51,-0.00:46.99:./.</td>\n",
" <td>1|1:0,4:4:.:-12.56,-4.54,-3.95:37.96:./.</td>\n",
" <td>1|1:0,4:3:.:-8.93,-0.91,-0.00:40.97:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4980</th>\n",
" <td>22</td>\n",
" <td>51220848</td>\n",
" <td>rs9616981</td>\n",
" <td>C</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3053;AF=0.126;CB=UM,BI,BC;EUR_R2=0.607;AFR_...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,2:1:.:-0.00,-0.30,-3.66:10.88:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:14,1:14:.:-0.01,-4.22,-44.95:60:./.</td>\n",
" <td>0|0:7,0:7:.:-0.01,-2.11,-20.53:31.80:./.</td>\n",
" <td>0|0:5,1:5:.:-0.00,-1.51,-16.56:18.25:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.46:12.84:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-16.37:25.21:./.</td>\n",
" <td>0|0:17,1:17:.:-0.01,-5.12,-55.22:60:./.</td>\n",
" <td>0|0:5,0:4:.:-0.00,-1.21,-11.96:20.55:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.56:16.09:./.</td>\n",
" <td>0|0:12,0:12:.:-0.00,-3.61,-41.70:46.99:./.</td>\n",
" <td>0|0:9,2:9:.:-0.01,-2.71,-30.09:37.96:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4981</th>\n",
" <td>22</td>\n",
" <td>51220938</td>\n",
" <td>rs78802599</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=4787;AF=0.220;CB=BI,BC,NCBI;EUR_R2=0.667;AF...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,1:1:.:-0.00,-0.30,-4.07:6.93:./.</td>\n",
" <td>...</td>\n",
" <td>0|1:5,1:6:.:-3.40,-1.81,-19.62:12.98:./.</td>\n",
" <td>0|0:6,1:6:.:-0.00,-1.81,-20.77:21.40:./.</td>\n",
" <td>0|0:11,2:11:.:-3.30,-3.32,-37.84:3.99:./.</td>\n",
" <td>1|0:4,2:3:.:-3.50,-0.90,-8.03:22.92:./.</td>\n",
" <td>0|0:13,0:13:.:-0.01,-3.92,-48.33:60:./.</td>\n",
" <td>0|0:13,3:13:.:-3.17,-3.92,-44.70:11.14:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-11.18:12.39:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.53:9.72:./.</td>\n",
" <td>0|0:9,0:9:.:-0.00,-2.71,-35.56:30.41:./.</td>\n",
" <td>0|0:6,1:6:.:-0.00,-1.81,-24.48:21.42:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4982</th>\n",
" <td>22</td>\n",
" <td>51221731</td>\n",
" <td>rs115055839</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2518;AF=0.059;CB=UM,BI,BC,NCBI;EUR_R2=0.807...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:10.76:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:4,0:4:.:-0.01,-1.21,-14.17:31.74:./.</td>\n",
" <td>0|0:8,0:8:.:-0.01,-2.41,-27.82:45.23:./.</td>\n",
" <td>0|1:7,11:17:.:-32.13,-5.12,-26.47:60:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.17:19.80:./.</td>\n",
" <td>0|0:7,0:7:.:-0.00,-2.11,-26.33:42.22:./.</td>\n",
" <td>0|0:5,0:5:.:-0.00,-1.51,-18.14:36.78:./.</td>\n",
" <td>0|0:9,0:9:.:-0.01,-2.72,-31.78:45.23:./.</td>\n",
" <td>0|0:7,0:5:.:-0.01,-1.51,-16.91:34.32:./.</td>\n",
" <td>0|0:12,0:12:.:-0.01,-3.62,-44.65:60:./.</td>\n",
" <td>0|0:10,0:9:.:-0.01,-2.72,-32.28:50:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4983</th>\n",
" <td>22</td>\n",
" <td>51222052</td>\n",
" <td>rs2879915</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=979;AF=0.190;CB=UM,BI,BC,NCBI;EUR_R2=0.314;...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:3.02:./.</td>\n",
" <td>...</td>\n",
" <td>1|1:2,4:3:.:-9.18,-0.91,-0.01:4:./.</td>\n",
" <td>0|0:3,0:1:.:-0.00,-0.30,-3.07:5.90:./.</td>\n",
" <td>0|1:2,2:2:.:-3.76,-0.60,-2.70:26.09:./.</td>\n",
" <td>1|0:2,5:2:.:-7.52,-0.60,-0.00:3.70:1/1</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.46:8.15:./.</td>\n",
" <td>1|1:0,6:4:.:-14.32,-1.21,-0.00:6.43:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:3.07:./.</td>\n",
" <td>0|1:5,1:5:.:-3.36,-1.51,-12.50:17.28:./.</td>\n",
" <td>1|0:0,1:1:.:-3.86,-0.30,-0.00:5.98:1/1</td>\n",
" <td>0|0:10,0:8:.:-0.01,-2.41,-24.49:25.70:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4984</th>\n",
" <td>22</td>\n",
" <td>51222100</td>\n",
" <td>rs114553188</td>\n",
" <td>G</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=840;AF=0.082;CB=UM,BI;EUR_R2=0.393;AFR_R2=0...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:9.42:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:9.82:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-9.57:18.88:./.</td>\n",
" <td>0|0:5,0:4:.:-0.01,-1.21,-11.76:21.34:./.</td>\n",
" <td>0|0:4,0:1:.:-0.00,-0.30,-2.70:13.09:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.11:15.88:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-8.86:18.88:./.</td>\n",
" <td>1|0:.:.:.:.,.,.:1.94:./.</td>\n",
" <td>0|0:3,1:2:.:-0.00,-0.60,-7.21:15.75:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-6.06:15.99:./.</td>\n",
" <td>0|0:5,0:4:.:-0.01,-1.21,-12.22:21.89:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4985</th>\n",
" <td>22</td>\n",
" <td>51223848</td>\n",
" <td>rs2519470</td>\n",
" <td>C</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2632;AF=0.020;CB=BI,BC;AFR_R2=0.782</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-4.49:60:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:6,1:5:.:-0.01,-1.51,-19.73:60:./.</td>\n",
" <td>0|0:8,0:7:.:-0.01,-2.11,-27.90:60:./.</td>\n",
" <td>0|0:9,0:7:.:-0.01,-2.11,-28.36:60:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-20.18:60:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-20.12:60:./.</td>\n",
" <td>0|0:7,0:6:.:-0.00,-1.81,-25.01:60:./.</td>\n",
" <td>0|0:7,0:5:.:-0.01,-1.51,-19.17:60:./.</td>\n",
" <td>0|0:5,0:5:.:-0.01,-1.51,-18.37:60:./.</td>\n",
" <td>0|0:12,0:12:.:-0.01,-3.62,-49.18:60:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.91,-11.78:60:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4986</th>\n",
" <td>22</td>\n",
" <td>51224208</td>\n",
" <td>rs116656403</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3100;AF=0.024;CB=UM,BI,NCBI;AFR_R2=0.936</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.06:37.45:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.43:40.46:./.</td>\n",
" <td>0|0:9,0:9:.:-0.01,-2.72,-28.91:60:./.</td>\n",
" <td>0|0:11,0:11:.:-0.01,-3.32,-36.33:60:./.</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-6.46:37.45:./.</td>\n",
" <td>0|0:5,0:4:.:-0.00,-1.21,-13.36:43.98:./.</td>\n",
" <td>0|0:14,0:13:.:-0.02,-3.92,-40.44:60:./.</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-6.64:37.45:./.</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.40:34.56:./.</td>\n",
" <td>0|0:8,0:8:.:-0.00,-2.41,-26.71:60:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-16.03:46.99:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4987</th>\n",
" <td>22</td>\n",
" <td>51224947</td>\n",
" <td>rs6009969</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3023;AF=0.078;CB=UM,BI,BC;EUR_R2=0.346;AFR_...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:6.17:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:6.17:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:6.17:./.</td>\n",
" <td>0|0:2,2:1:.:-0.00,-0.30,-3.16:8.88:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:6.17:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:6.17:./.</td>\n",
" <td>0|0:5,0:1:.:-0.00,-0.30,-4.07:8.88:./.</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-7.33:11.59:./.</td>\n",
" <td>0|0:5,0:2:.:-0.00,-0.60,-7.11:11.59:./.</td>\n",
" <td>0|0:10,0:5:.:-0.00,-1.51,-19.50:20.41:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:6.17:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4988</th>\n",
" <td>22</td>\n",
" <td>51224993</td>\n",
" <td>rs2595141</td>\n",
" <td>G</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2322;AF=0.020;CB=BI,BC;EUR_R2=0.59;AFR_R2=0...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:20.55:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:20.55:./.</td>\n",
" <td>0|0:6,1:4:.:-0.00,-1.21,-16.22:32.60:./.</td>\n",
" <td>0|0:2,1:2:.:-0.00,-0.60,-8.84:26.54:./.</td>\n",
" <td>0|0:5,0:3:.:-0.00,-0.90,-13.43:29.51:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-13.43:29.51:./.</td>\n",
" <td>0|0:6,0:6:.:-0.00,-1.81,-24.96:38.54:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-12.78:29.51:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:20.55:./.</td>\n",
" <td>0|0:10,0:8:.:-0.00,-2.41,-35.26:45.23:./.</td>\n",
" <td>0|0:2,2:1:.:-0.00,-0.30,-3.85:23.54:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4989</th>\n",
" <td>22</td>\n",
" <td>51227891</td>\n",
" <td>rs6010091</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1953;AF=0.264;CB=UM,BI,BC;EUR_R2=0.429;AFR_...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-2.90:6.41:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:2.29:./.</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-5.54:12.11:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:1.97:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.76:./.</td>\n",
" <td>1|0:0,1:1:.:-3.66,-0.30,-0.00:9.76:1/1</td>\n",
" <td>1|1:0,6:1:.:-3.66,-0.30,-0.00:2.23:./.</td>\n",
" <td>1|0:0,3:2:.:-7.61,-0.60,-0.00:5.61:1/1</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.30:8.43:./.</td>\n",
" <td>0|0:6,3:6:.:-0.01,-1.81,-18.29:18.11:./.</td>\n",
" <td>0|0:4,0:2:.:-0.00,-0.60,-6.46:11.17:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4990</th>\n",
" <td>22</td>\n",
" <td>51227937</td>\n",
" <td>rs6009970</td>\n",
" <td>A</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=1066;AF=0.997;CB=UM,BI;EUR_R2=0.21;AFR_R2=0...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>1|1:.:.:.:.,.,.:12.86:./.</td>\n",
" <td>...</td>\n",
" <td>1|1:.:.:.:.,.,.:12.22:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:12.97:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:13.98:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:11.92:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:7.93:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:12.42:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:7.31:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:12.38:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:13.35:./.</td>\n",
" <td>1|1:.:.:.:.,.,.:13.02:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4991</th>\n",
" <td>22</td>\n",
" <td>51229805</td>\n",
" <td>rs9616985</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=3300;AF=0.085;CB=UM,BI,BC;EUR_R2=0.724;AFR_...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-4.17:10.71:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:6,1:5:.:-0.00,-1.51,-18.51:23.10:./.</td>\n",
" <td>0|0:12,1:12:.:-0.01,-3.62,-42.46:45.23:./.</td>\n",
" <td>0|1:6,4:6:.:-9.86,-1.81,-11.68:60:./.</td>\n",
" <td>0|0:10,0:5:.:-0.00,-1.51,-18.61:23.21:./.</td>\n",
" <td>0|0:10,0:8:.:-0.01,-2.41,-28.27:32.01:./.</td>\n",
" <td>0|0:9,0:8:.:-0.01,-2.41,-28.88:31.94:./.</td>\n",
" <td>0|0:14,0:12:.:-0.01,-3.62,-44.52:45.23:./.</td>\n",
" <td>0|0:6,0:5:.:-0.00,-1.51,-18.92:23.31:./.</td>\n",
" <td>0|0:8,0:6:.:-0.00,-1.81,-23.46:26.11:./.</td>\n",
" <td>0|0:10,0:7:.:-0.00,-2.11,-26.83:29.28:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4992</th>\n",
" <td>22</td>\n",
" <td>51233312</td>\n",
" <td>rs62240043</td>\n",
" <td>A</td>\n",
" <td>G</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2252;AF=0.078;CB=UM,BI;EUR_R2=0.321;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.61:13.84:./.</td>\n",
" <td>...</td>\n",
" <td>1|1:0,2:1:.:-3.17,-0.30,-0.00:3.28:./.</td>\n",
" <td>0|0:2,0:1:.:-0.00,-0.30,-3.36:11.02:./.</td>\n",
" <td>0|1:6,2:1:.:-0.00,-0.30,-3.17:2.96:0/0</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.07:11.02:./.</td>\n",
" <td>0|1:3,4:1:.:-0.00,-0.30,-3.66:2.84:0/0</td>\n",
" <td>0|1:2,4:1:.:-2.77,-0.30,-0.00:10.71:1/1</td>\n",
" <td>0|0:.:.:.:.,.,.:8.23:./.</td>\n",
" <td>0|0:6,0:3:.:-0.00,-0.91,-10.07:16.85:./.</td>\n",
" <td>0|0:8,1:1:.:-0.00,-0.30,-3.76:12.02:./.</td>\n",
" <td>0|0:5,0:1:.:-0.00,-0.30,-3.86:12.68:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4993</th>\n",
" <td>22</td>\n",
" <td>51233347</td>\n",
" <td>rs62240044</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2566;AF=0.010;CB=UM,BI;EUR_R2=0.072;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-8.23:10.09:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>1|0:5,3:1:.:-3.10,-0.30,-0.00:7.46:1/1</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:4.91:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4994</th>\n",
" <td>22</td>\n",
" <td>51234159</td>\n",
" <td>rs8138356</td>\n",
" <td>T</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2851;AF=0.021;CB=UM,BI;EUR_R2=0.548;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.64:27.72:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:5,0:2:.:-0.00,-0.60,-7.70:27.72:./.</td>\n",
" <td>0|0:5,0:1:.:-0.00,-0.30,-3.40:24.74:./.</td>\n",
" <td>0|0:10,0:5:.:-0.00,-1.51,-17.03:36.78:./.</td>\n",
" <td>0|0:10,0:4:.:-0.00,-1.21,-13.99:33.77:./.</td>\n",
" <td>0|0:10,0:7:.:-0.01,-2.11,-23.25:43.01:./.</td>\n",
" <td>0|0:7,0:1:.:-0.00,-0.30,-3.60:24.74:./.</td>\n",
" <td>0|0:5,0:1:.:-0.00,-0.30,-3.40:24.74:./.</td>\n",
" <td>0|0:7,0:3:.:-0.00,-0.90,-9.84:30.71:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-10.24:30.71:./.</td>\n",
" <td>0|0:5,0:1:.:-0.00,-0.30,-3.44:24.74:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4995</th>\n",
" <td>22</td>\n",
" <td>51234199</td>\n",
" <td>rs6010092</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2463;AF=0.006;CB=UM,BI;EUR_R2=0.648;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.96:25.48:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:1,0:1:.:-0.00,-0.30,-3.97:25.48:./.</td>\n",
" <td>0|0:6,0:6:.:-0.00,-1.81,-21.60:40.46:./.</td>\n",
" <td>0|0:11,0:11:.:-0.01,-3.32,-41.93:60:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.62:28.48:./.</td>\n",
" <td>0|0:11,0:9:.:-0.01,-2.72,-32.46:50:./.</td>\n",
" <td>0|0:11,0:10:.:-0.00,-3.01,-36.92:50:./.</td>\n",
" <td>0|0:6,0:5:.:-0.01,-1.51,-17.11:37.45:./.</td>\n",
" <td>0|0:8,0:7:.:-0.00,-2.11,-25.95:43.98:./.</td>\n",
" <td>0|0:10,0:10:.:-0.00,-3.01,-38.82:50:./.</td>\n",
" <td>0|0:8,0:8:.:-0.00,-2.41,-29.28:46.99:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4996</th>\n",
" <td>22</td>\n",
" <td>51234632</td>\n",
" <td>rs6010093</td>\n",
" <td>G</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2243;AF=0.003;CB=UM,BI;AFR_R2=0.658</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>...</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" <td>./.:.:.:.:.,.,.:.:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4997</th>\n",
" <td>22</td>\n",
" <td>51235344</td>\n",
" <td>rs114148499</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2322;AF=0.030;CB=UM,BI,BC;EUR_R2=0.548;AFR_...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.26:14.83:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.19:14.62:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.91,-8.43:17.62:./.</td>\n",
" <td>0|0:4,0:3:.:-0.00,-0.90,-9.11:17.63:./.</td>\n",
" <td>0|0:3,0:1:.:-0.00,-0.30,-3.50:11.85:./.</td>\n",
" <td>0|0:3,0:3:.:-0.00,-0.90,-9.03:17.60:./.</td>\n",
" <td>0|0:6,0:3:.:-0.00,-0.90,-9.63:17.62:./.</td>\n",
" <td>0|0:2,0:2:.:-0.00,-0.60,-7.49:14.71:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:9:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:9.08:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:8.86:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4998</th>\n",
" <td>22</td>\n",
" <td>51237063</td>\n",
" <td>rs3896457</td>\n",
" <td>T</td>\n",
" <td>C</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2410;AF=0.136;CB=UM,BI;EUR_R2=0.25;AFR_R2=0.46</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:3.27:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:.:.:.:.,.,.:3.06:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:3.06:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:3.06:./.</td>\n",
" <td>0|1:2,1:1:.:-3.37,-0.30,-0.00:5.39:1/1</td>\n",
" <td>0|0:.:.:.:.,.,.:3.06:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:3.06:./.</td>\n",
" <td>1|1:1,2:2:.:-5.96,-0.60,-0.00:2.80:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:3.06:./.</td>\n",
" <td>0|1:4,2:1:.:-3.27,-0.30,-0.00:5.39:1/1</td>\n",
" <td>0|0:.:.:.:.,.,.:3.06:./.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4999</th>\n",
" <td>22</td>\n",
" <td>51238831</td>\n",
" <td>rs62240048</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>.</td>\n",
" <td>PASS</td>\n",
" <td>DP=2392;AF=0.268;CB=UM,BI;EUR_R2=0.392;AFR_R2=...</td>\n",
" <td>GT:AD:DP:GD:GL:GQ:OG</td>\n",
" <td>0|0:.:.:.:.,.,.:8.45:./.</td>\n",
" <td>...</td>\n",
" <td>0|0:4,2:4:.:-0.00,-1.21,-12.40:20.10:./.</td>\n",
" <td>0|0:.:.:.:.,.,.:8.45:./.</td>\n",
" <td>0|0:3,4:2:.:-0.00,-0.60,-6.14:14.13:./.</td>\n",
" <td>0|1:0,2:1:.:-3.97,-0.30,-0.00:11.31:1/1</td>\n",
" <td>0|0:6,2:4:.:-0.01,-1.21,-11.53:20:./.</td>\n",
" <td>0|0:8,1:6:.:-0.01,-1.81,-18.14:25.97:./.</td>\n",
" <td>0|0:1,3:1:.:-0.00,-0.30,-2.77:11.29:./.</td>\n",
" <td>0|0:2,2:1:.:-0.00,-0.30,-2.97:11.29:./.</td>\n",
" <td>0|0:7,0:5:.:-0.01,-1.51,-14.73:22.97:./.</td>\n",
" <td>0|0:5,0:3:.:-0.00,-0.91,-8.93:17.14:./.</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5000 rows × 638 columns</p>\n",
"</div>"
],
"text/plain": [
" #CHROM POS ID REF ALT QUAL FILTER \\\n",
"0 22 50328528 rs116643340 G C . PASS \n",
"1 22 50328670 rs114196268 G A . PASS \n",
"2 22 50328731 rs28608875 C T . PASS \n",
"3 22 50329119 rs56008904 C T . PASS \n",
"4 22 50329830 rs79860705 G A . PASS \n",
"5 22 50330186 rs73444002 G T . PASS \n",
"6 22 50330345 rs28652639 G A . PASS \n",
"7 22 50330546 rs28516848 T G . PASS \n",
"8 22 50331032 rs115322211 G A . PASS \n",
"9 22 50331164 rs28690400 T C . PASS \n",
"10 22 50331300 rs73891184 T C . PASS \n",
"11 22 50331475 rs76433322 A G . PASS \n",
"12 22 50331622 rs28393180 C T . PASS \n",
"13 22 50332005 rs28460675 G T . PASS \n",
"14 22 50332022 rs28470489 T A . PASS \n",
"15 22 50332097 rs77228592 C T . PASS \n",
"16 22 50332242 rs28451805 A G . PASS \n",
"17 22 50332324 rs28523661 T C . PASS \n",
"18 22 50332377 rs114353012 C T . PASS \n",
"19 22 50332472 rs115364094 C G . PASS \n",
"20 22 50333130 rs77002698 G A . PASS \n",
"21 22 50333253 rs116837852 G A . PASS \n",
"22 22 50333415 rs4073387 G A . PASS \n",
"23 22 50333697 rs4073388 C G . PASS \n",
"24 22 50333748 rs114900897 C T . PASS \n",
"25 22 50334208 rs4073885 C T . PASS \n",
"26 22 50334409 rs28376035 A G . PASS \n",
"27 22 50334415 rs28405006 C T . PASS \n",
"28 22 50334443 rs28612446 T C . PASS \n",
"29 22 50334680 rs62234028 A G . PASS \n",
"... ... ... ... .. .. ... ... \n",
"4970 22 51217134 rs117417021 A G . PASS \n",
"4971 22 51217954 rs9616974 G A . PASS \n",
"4972 22 51218224 rs9616975 C A . PASS \n",
"4973 22 51218615 rs117845379 T A . PASS \n",
"4974 22 51218957 rs116323389 A G . PASS \n",
"4975 22 51219006 rs28729663 G A . PASS \n",
"4976 22 51219216 rs6010087 G A . PASS \n",
"4977 22 51219382 rs118066233 G A . PASS \n",
"4978 22 51219387 rs9616832 T C . PASS \n",
"4979 22 51220441 rs76759269 T C . PASS \n",
"4980 22 51220848 rs9616981 C A . PASS \n",
"4981 22 51220938 rs78802599 A G . PASS \n",
"4982 22 51221731 rs115055839 T C . PASS \n",
"4983 22 51222052 rs2879915 G A . PASS \n",
"4984 22 51222100 rs114553188 G T . PASS \n",
"4985 22 51223848 rs2519470 C G . PASS \n",
"4986 22 51224208 rs116656403 G A . PASS \n",
"4987 22 51224947 rs6009969 A G . PASS \n",
"4988 22 51224993 rs2595141 G C . PASS \n",
"4989 22 51227891 rs6010091 G A . PASS \n",
"4990 22 51227937 rs6009970 A C . PASS \n",
"4991 22 51229805 rs9616985 T C . PASS \n",
"4992 22 51233312 rs62240043 A G . PASS \n",
"4993 22 51233347 rs62240044 T C . PASS \n",
"4994 22 51234159 rs8138356 T A . PASS \n",
"4995 22 51234199 rs6010092 T C . PASS \n",
"4996 22 51234632 rs6010093 G C . PASS \n",
"4997 22 51235344 rs114148499 G A . PASS \n",
"4998 22 51237063 rs3896457 T C . PASS \n",
"4999 22 51238831 rs62240048 C T . PASS \n",
"\n",
" INFO FORMAT \\\n",
"0 DP=269;AF=0.010;CB=BI,NCBI;AFR_R2=0.516 GT:AD:DP:GD:GL:GQ:OG \n",
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"8 DP=1465;AF=0.013;CB=UM,BI,BC,NCBI;AFR_R2=0.711 GT:AD:DP:GD:GL:GQ:OG \n",
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"10 DP=1799;AF=0.020;CB=UM,BI,BC,NCBI;AFR_R2=0.759 GT:AD:DP:GD:GL:GQ:OG \n",
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"22 DP=2144;AF=0.087;CB=UM,BI,BC,NCBI;EUR_R2=0.967... GT:AD:DP:GD:GL:GQ:OG \n",
"23 DP=1957;AF=0.073;CB=UM,BI,BC,NCBI;EUR_R2=0.885... GT:AD:DP:GD:GL:GQ:OG \n",
"24 DP=2417;AF=0.022;CB=UM,BI,BC,NCBI;AFR_R2=0.818 GT:AD:DP:GD:GL:GQ:OG \n",
"25 DP=2555;AF=0.022;CB=UM,BI,BC,NCBI;AFR_R2=0.75 GT:AD:DP:GD:GL:GQ:OG \n",
"26 DP=2092;AF=0.059;CB=UM,BI;EUR_R2=0.815;AFR_R2=... GT:AD:DP:GD:GL:GQ:OG \n",
"27 DP=2200;AF=0.055;CB=UM,BI,BC;AFR_R2=0.651 GT:AD:DP:GD:GL:GQ:OG \n",
"28 DP=2398;AF=0.069;CB=UM,BI,BC,NCBI;EUR_R2=0.907... GT:AD:DP:GD:GL:GQ:OG \n",
"29 DP=2743;AF=0.099;CB=UM,BI,BC,NCBI;EUR_R2=0.98;... GT:AD:DP:GD:GL:GQ:OG \n",
"... ... ... \n",
"4970 DP=1636;AF=0.080;CB=BI,BC;EUR_R2=0.423;AFR_R2=... GT:AD:DP:GD:GL:GQ:OG \n",
"4971 DP=2572;AF=0.066;CB=UM,BI;EUR_R2=0.925;AFR_R2=... GT:AD:DP:GD:GL:GQ:OG \n",
"4972 DP=2741;AF=0.050;CB=UM,BI,BC,NCBI;EUR_R2=0.699... GT:AD:DP:GD:GL:GQ:OG \n",
"4973 DP=2071;AF=0.067;CB=UM,BI,BC,NCBI;EUR_R2=0.765... GT:AD:DP:GD:GL:GQ:OG \n",
"4974 DP=3192;AF=0.015;CB=UM,BI,BC,NCBI;AFR_R2=0.867 GT:AD:DP:GD:GL:GQ:OG \n",
"4975 DP=3270;AF=0.200;CB=UM,BI,BC,NCBI;EUR_R2=0.871... GT:AD:DP:GD:GL:GQ:OG \n",
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"4982 DP=2518;AF=0.059;CB=UM,BI,BC,NCBI;EUR_R2=0.807... GT:AD:DP:GD:GL:GQ:OG \n",
"4983 DP=979;AF=0.190;CB=UM,BI,BC,NCBI;EUR_R2=0.314;... GT:AD:DP:GD:GL:GQ:OG \n",
"4984 DP=840;AF=0.082;CB=UM,BI;EUR_R2=0.393;AFR_R2=0... GT:AD:DP:GD:GL:GQ:OG \n",
"4985 DP=2632;AF=0.020;CB=BI,BC;AFR_R2=0.782 GT:AD:DP:GD:GL:GQ:OG \n",
"4986 DP=3100;AF=0.024;CB=UM,BI,NCBI;AFR_R2=0.936 GT:AD:DP:GD:GL:GQ:OG \n",
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"4988 DP=2322;AF=0.020;CB=BI,BC;EUR_R2=0.59;AFR_R2=0... GT:AD:DP:GD:GL:GQ:OG \n",
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"4990 DP=1066;AF=0.997;CB=UM,BI;EUR_R2=0.21;AFR_R2=0... GT:AD:DP:GD:GL:GQ:OG \n",
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"4992 DP=2252;AF=0.078;CB=UM,BI;EUR_R2=0.321;AFR_R2=... GT:AD:DP:GD:GL:GQ:OG \n",
"4993 DP=2566;AF=0.010;CB=UM,BI;EUR_R2=0.072;AFR_R2=... GT:AD:DP:GD:GL:GQ:OG \n",
"4994 DP=2851;AF=0.021;CB=UM,BI;EUR_R2=0.548;AFR_R2=... GT:AD:DP:GD:GL:GQ:OG \n",
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"\n",
" HG00098 \\\n",
"0 ./.:.:.:.:.,.,.:.:./. \n",
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"10 ./.:.:.:.:.,.,.:.:./. \n",
"11 ./.:.:.:.:.,.,.:.:./. \n",
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"18 ./.:.:.:.:.,.,.:.:./. \n",
"19 ./.:.:.:.:.,.,.:.:./. \n",
"20 0|0:.:.:.:.,.,.:30.97:./. \n",
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"23 0|0:1,0:1:.:-0.00,-0.30,-4.05:23.48:./. \n",
"24 ./.:.:.:.:.,.,.:.:./. \n",
"25 ./.:.:.:.:.,.,.:.:./. \n",
"26 0|0:.:.:.:.,.,.:31.43:./. \n",
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"28 0|0:.:.:.:.,.,.:28.39:./. \n",
"29 0|0:2,0:2:.:-0.00,-0.60,-8.02:39.21:./. \n",
"... ... \n",
"4970 0|0:.:.:.:.,.,.:6.73:./. \n",
"4971 0|0:2,0:2:.:-0.00,-0.60,-6.04:10.47:./. \n",
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"4975 0|1:0,1:1:.:-3.77,-0.30,-0.00:7.51:1/1 \n",
"4976 ./.:.:.:.:.,.,.:.:./. \n",
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"4981 0|0:1,1:1:.:-0.00,-0.30,-4.07:6.93:./. \n",
"4982 0|0:.:.:.:.,.,.:10.76:./. \n",
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"4995 0|0:1,0:1:.:-0.00,-0.30,-3.96:25.48:./. \n",
"4996 ./.:.:.:.:.,.,.:.:./. \n",
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"4998 0|0:.:.:.:.,.,.:3.27:./. \n",
"4999 0|0:.:.:.:.,.,.:8.45:./. \n",
"\n",
" ... \\\n",
"0 ... \n",
"1 ... \n",
"2 ... \n",
"3 ... \n",
"4 ... \n",
"5 ... \n",
"6 ... \n",
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"25 ... \n",
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"27 ... \n",
"28 ... \n",
"29 ... \n",
"... ... \n",
"4970 ... \n",
"4971 ... \n",
"4972 ... \n",
"4973 ... \n",
"4974 ... \n",
"4975 ... \n",
"4976 ... \n",
"4977 ... \n",
"4978 ... \n",
"4979 ... \n",
"4980 ... \n",
"4981 ... \n",
"4982 ... \n",
"4983 ... \n",
"4984 ... \n",
"4985 ... \n",
"4986 ... \n",
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"4988 ... \n",
"4989 ... \n",
"4990 ... \n",
"4991 ... \n",
"4992 ... \n",
"4993 ... \n",
"4994 ... \n",
"4995 ... \n",
"4996 ... \n",
"4997 ... \n",
"4998 ... \n",
"4999 ... \n",
"\n",
" NA20811 \\\n",
"0 ./.:.:.:.:.,.,.:.:./. \n",
"1 ./.:.:.:.:.,.,.:.:./. \n",
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"... ... \n",
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"\n",
" NA20812 \\\n",
"0 ./.:.:.:.:.,.,.:.:./. \n",
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" NA20813 \\\n",
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" NA20814 \\\n",
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"... ... \n",
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"\n",
" NA20815 \\\n",
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"... ... \n",
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"\n",
" NA20816 \\\n",
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"... ... \n",
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" NA20818 \\\n",
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" NA20819 \\\n",
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" NA20826 \\\n",
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"... ... \n",
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"\n",
" NA20828 \n",
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"... ... \n",
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"4990 1|1:.:.:.:.,.,.:13.02:./. \n",
"4991 0|0:10,0:7:.:-0.00,-2.11,-26.83:29.28:./. \n",
"4992 0|0:5,0:1:.:-0.00,-0.30,-3.86:12.68:./. \n",
"4993 0|0:.:.:.:.,.,.:4.91:./. \n",
"4994 0|0:5,0:1:.:-0.00,-0.30,-3.44:24.74:./. \n",
"4995 0|0:8,0:8:.:-0.00,-2.41,-29.28:46.99:./. \n",
"4996 ./.:.:.:.:.,.,.:.:./. \n",
"4997 0|0:.:.:.:.,.,.:8.86:./. \n",
"4998 0|0:.:.:.:.,.,.:3.06:./. \n",
"4999 0|0:5,0:3:.:-0.00,-0.91,-8.93:17.14:./. \n",
"\n",
"[5000 rows x 638 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_table('only_rs_22-5000.vcf', skiprows=18)\n",
"df\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"629"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample_ids = list(df.columns[9:])\n",
"len(sample_ids)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 유전자형을 숫자료 표시 (AA:0, AB:1, BB:2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sample_ids_number = ['{} num'.format(s) for s in sample_ids]\n",
"\n",
"def get_number(ref, alt):\n",
" if ',' in alt or '.' in ref or '.' in alt:\n",
" return np.nan\n",
" return sum(map(int, [ref, alt]))\n",
"\n",
"def call_genotype_number(row):\n",
" return pd.Series(\n",
" [get_number(row[s][0], row[s][2]) for s in sample_ids if s], \n",
" index=sample_ids_number)\n",
"\n",
"df[sample_ids_number] = df.apply(call_genotype_number, axis=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" <th>HG00141 num</th>\n",
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" <th>HG00142 num</th>\n",
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" </tr>\n",
" <tr>\n",
" <th>HG00143 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>HG00144 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>HG00145 num</th>\n",
" <td>NaN</td>\n",
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" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00146 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
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" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00147 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00148 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00149 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00150 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00151 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00152 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00153 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00156 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00158 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20786 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20787 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20790 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20792 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20795 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20796 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20797 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20798 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20799 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20800 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20801 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20802 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20803 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20804 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20805 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20806 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20807 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20808 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20809 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20810 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20811 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20812 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20813 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20814 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20815 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20816 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20818 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20819 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20826 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20828 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>629 rows × 5000 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 7 8 9 ... \\\n",
"HG00098 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00100 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00106 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00112 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00114 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"HG00116 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00117 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00118 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00119 num NaN NaN 0.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"HG00120 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00122 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00123 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00124 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00126 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00131 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00141 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00142 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00143 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"HG00144 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00145 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00146 num NaN NaN 0.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"HG00147 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00148 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00149 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00150 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00151 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00152 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... \n",
"HG00153 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00156 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"HG00158 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20787 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20790 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20792 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20795 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20796 num NaN NaN 0.0 2.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"NA20797 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20798 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... \n",
"NA20799 num NaN NaN 0.0 1.0 0.0 0.0 1.0 0.0 NaN 0.0 ... \n",
"NA20800 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20801 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20802 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20803 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20804 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20805 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20806 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... \n",
"NA20807 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"NA20808 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20809 num NaN NaN 1.0 2.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"NA20810 num NaN NaN 2.0 2.0 2.0 0.0 0.0 0.0 NaN 2.0 ... \n",
"NA20811 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20812 num NaN NaN 0.0 0.0 1.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"NA20813 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20814 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20815 num NaN NaN 0.0 0.0 0.0 0.0 1.0 0.0 NaN 0.0 ... \n",
"NA20816 num NaN NaN 1.0 1.0 0.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"NA20818 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"NA20819 num NaN NaN 1.0 2.0 1.0 0.0 0.0 1.0 NaN 2.0 ... \n",
"NA20826 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 1.0 ... \n",
"NA20828 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... \n",
"\n",
" 4990 4991 4992 4993 4994 4995 4996 4997 4998 4999 \n",
"HG00098 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00100 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00106 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"HG00112 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00114 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"HG00116 num 2.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 2.0 0.0 \n",
"HG00117 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00118 num 2.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00119 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 \n",
"HG00120 num 2.0 1.0 2.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"HG00122 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00123 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00124 num 2.0 0.0 2.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00126 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00131 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 \n",
"HG00141 num 2.0 1.0 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00142 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 \n",
"HG00143 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00144 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00145 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00146 num 2.0 0.0 2.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"HG00147 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00148 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"HG00149 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 \n",
"HG00150 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 \n",
"HG00151 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"HG00152 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"HG00153 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"HG00156 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 \n",
"HG00158 num 2.0 0.0 1.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"... ... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"NA20787 num 2.0 1.0 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20790 num 2.0 0.0 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20792 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20795 num 2.0 0.0 2.0 1.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"NA20796 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20797 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20798 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 \n",
"NA20799 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20800 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 \n",
"NA20801 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20802 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20803 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 1.0 1.0 0.0 \n",
"NA20804 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20805 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20806 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 \n",
"NA20807 num 2.0 0.0 1.0 1.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"NA20808 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20809 num 2.0 0.0 1.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 \n",
"NA20810 num 2.0 1.0 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 \n",
"NA20811 num 2.0 0.0 2.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20812 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20813 num 2.0 1.0 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20814 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 \n",
"NA20815 num 2.0 0.0 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20816 num 2.0 0.0 1.0 1.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20818 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 2.0 0.0 \n",
"NA20819 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"NA20826 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 \n",
"NA20828 num 2.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 \n",
"\n",
"[629 rows x 5000 columns]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix = df[sample_ids_number].T\n",
"matrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 샘플 인종 정보"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Sample</th>\n",
" <th>Family ID</th>\n",
" <th>Population</th>\n",
" <th>Population Description</th>\n",
" <th>Gender</th>\n",
" <th>Relationship</th>\n",
" <th>Unexpected Parent/Child</th>\n",
" <th>Non Paternity</th>\n",
" <th>Siblings</th>\n",
" <th>Grandparents</th>\n",
" <th>Avuncular</th>\n",
" <th>Half Siblings</th>\n",
" <th>Unknown Second Order</th>\n",
" <th>Third Order</th>\n",
" <th>Other Comments</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>HG00096</td>\n",
" <td>HG00096</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>HG00097</td>\n",
" <td>HG00097</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>HG00098</td>\n",
" <td>HG00098</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>HG00099</td>\n",
" <td>HG00099</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>HG00100</td>\n",
" <td>HG00100</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>HG00101</td>\n",
" <td>HG00101</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>HG00102</td>\n",
" <td>HG00102</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>HG00103</td>\n",
" <td>HG00103</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>HG00104</td>\n",
" <td>HG00104</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>HG00105</td>\n",
" <td>HG00105</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>HG00106</td>\n",
" <td>HG00106</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>HG00107</td>\n",
" <td>HG00107</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>HG00108</td>\n",
" <td>HG00108</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>HG00109</td>\n",
" <td>HG00109</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>HG00110</td>\n",
" <td>HG00110</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>HG00111</td>\n",
" <td>HG00111</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>HG00112</td>\n",
" <td>HG00112</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>HG00113</td>\n",
" <td>HG00113</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>HG00114</td>\n",
" <td>HG00114</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>HG00115</td>\n",
" <td>HG00115</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>HG00116</td>\n",
" <td>HG00116</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>HG00117</td>\n",
" <td>HG00117</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>HG00118</td>\n",
" <td>HG00118</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>HG00119</td>\n",
" <td>HG00119</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>HG00124</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>HG00120</td>\n",
" <td>HG00120</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>HG00121</td>\n",
" <td>HG00121</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>HG00122</td>\n",
" <td>HG00122</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>HG00123</td>\n",
" <td>HG00123</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>HG00124</td>\n",
" <td>HG00124</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>HG00119</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>HG00125</td>\n",
" <td>HG00125</td>\n",
" <td>GBR</td>\n",
" <td>British in England and Scotland</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3470</th>\n",
" <td>NA21109</td>\n",
" <td>NA21109</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3471</th>\n",
" <td>NA21110</td>\n",
" <td>NA21110</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3472</th>\n",
" <td>NA21111</td>\n",
" <td>NA21111</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3473</th>\n",
" <td>NA21112</td>\n",
" <td>NA21112</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3474</th>\n",
" <td>NA21113</td>\n",
" <td>NA21113</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3475</th>\n",
" <td>NA21114</td>\n",
" <td>NA21114</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NA21134</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3476</th>\n",
" <td>NA21115</td>\n",
" <td>NA21115</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3477</th>\n",
" <td>NA21116</td>\n",
" <td>NA21116</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3478</th>\n",
" <td>NA21117</td>\n",
" <td>NA21117</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3479</th>\n",
" <td>NA21118</td>\n",
" <td>NA21118</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3480</th>\n",
" <td>NA21119</td>\n",
" <td>NA21119</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3481</th>\n",
" <td>NA21120</td>\n",
" <td>NA21120</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3482</th>\n",
" <td>NA21121</td>\n",
" <td>NA21121</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3483</th>\n",
" <td>NA21122</td>\n",
" <td>NA21122</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3484</th>\n",
" <td>NA21123</td>\n",
" <td>NA21123</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3485</th>\n",
" <td>NA21124</td>\n",
" <td>NA21124</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3486</th>\n",
" <td>NA21125</td>\n",
" <td>NA21125</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3487</th>\n",
" <td>NA21126</td>\n",
" <td>NA21126</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3488</th>\n",
" <td>NA21127</td>\n",
" <td>NA21127</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3489</th>\n",
" <td>NA21128</td>\n",
" <td>NA21128</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3490</th>\n",
" <td>NA21129</td>\n",
" <td>NA21129</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3491</th>\n",
" <td>NA21130</td>\n",
" <td>NA21130</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3492</th>\n",
" <td>NA21133</td>\n",
" <td>NA21133</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3493</th>\n",
" <td>NA21134</td>\n",
" <td>NA21134</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NA21114</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3494</th>\n",
" <td>NA21135</td>\n",
" <td>NA21135</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>male</td>\n",
" <td>unrel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3495</th>\n",
" <td>NA21137</td>\n",
" <td>NA21137</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3496</th>\n",
" <td>NA21141</td>\n",
" <td>NA21141</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3497</th>\n",
" <td>NA21142</td>\n",
" <td>NA21142</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3498</th>\n",
" <td>NA21143</td>\n",
" <td>NA21143</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3499</th>\n",
" <td>NA21144</td>\n",
" <td>NA21144</td>\n",
" <td>GIH</td>\n",
" <td>Gujarati Indian in Houston,TX</td>\n",
" <td>female</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3500 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" Sample Family ID Population Population Description Gender \\\n",
"0 HG00096 HG00096 GBR British in England and Scotland male \n",
"1 HG00097 HG00097 GBR British in England and Scotland female \n",
"2 HG00098 HG00098 GBR British in England and Scotland male \n",
"3 HG00099 HG00099 GBR British in England and Scotland female \n",
"4 HG00100 HG00100 GBR British in England and Scotland female \n",
"5 HG00101 HG00101 GBR British in England and Scotland male \n",
"6 HG00102 HG00102 GBR British in England and Scotland female \n",
"7 HG00103 HG00103 GBR British in England and Scotland male \n",
"8 HG00104 HG00104 GBR British in England and Scotland female \n",
"9 HG00105 HG00105 GBR British in England and Scotland male \n",
"10 HG00106 HG00106 GBR British in England and Scotland female \n",
"11 HG00107 HG00107 GBR British in England and Scotland male \n",
"12 HG00108 HG00108 GBR British in England and Scotland male \n",
"13 HG00109 HG00109 GBR British in England and Scotland male \n",
"14 HG00110 HG00110 GBR British in England and Scotland female \n",
"15 HG00111 HG00111 GBR British in England and Scotland female \n",
"16 HG00112 HG00112 GBR British in England and Scotland male \n",
"17 HG00113 HG00113 GBR British in England and Scotland male \n",
"18 HG00114 HG00114 GBR British in England and Scotland male \n",
"19 HG00115 HG00115 GBR British in England and Scotland male \n",
"20 HG00116 HG00116 GBR British in England and Scotland male \n",
"21 HG00117 HG00117 GBR British in England and Scotland male \n",
"22 HG00118 HG00118 GBR British in England and Scotland female \n",
"23 HG00119 HG00119 GBR British in England and Scotland male \n",
"24 HG00120 HG00120 GBR British in England and Scotland female \n",
"25 HG00121 HG00121 GBR British in England and Scotland female \n",
"26 HG00122 HG00122 GBR British in England and Scotland female \n",
"27 HG00123 HG00123 GBR British in England and Scotland female \n",
"28 HG00124 HG00124 GBR British in England and Scotland female \n",
"29 HG00125 HG00125 GBR British in England and Scotland female \n",
"... ... ... ... ... ... \n",
"3470 NA21109 NA21109 GIH Gujarati Indian in Houston,TX male \n",
"3471 NA21110 NA21110 GIH Gujarati Indian in Houston,TX female \n",
"3472 NA21111 NA21111 GIH Gujarati Indian in Houston,TX male \n",
"3473 NA21112 NA21112 GIH Gujarati Indian in Houston,TX male \n",
"3474 NA21113 NA21113 GIH Gujarati Indian in Houston,TX male \n",
"3475 NA21114 NA21114 GIH Gujarati Indian in Houston,TX male \n",
"3476 NA21115 NA21115 GIH Gujarati Indian in Houston,TX male \n",
"3477 NA21116 NA21116 GIH Gujarati Indian in Houston,TX male \n",
"3478 NA21117 NA21117 GIH Gujarati Indian in Houston,TX male \n",
"3479 NA21118 NA21118 GIH Gujarati Indian in Houston,TX male \n",
"3480 NA21119 NA21119 GIH Gujarati Indian in Houston,TX male \n",
"3481 NA21120 NA21120 GIH Gujarati Indian in Houston,TX female \n",
"3482 NA21121 NA21121 GIH Gujarati Indian in Houston,TX female \n",
"3483 NA21122 NA21122 GIH Gujarati Indian in Houston,TX female \n",
"3484 NA21123 NA21123 GIH Gujarati Indian in Houston,TX male \n",
"3485 NA21124 NA21124 GIH Gujarati Indian in Houston,TX male \n",
"3486 NA21125 NA21125 GIH Gujarati Indian in Houston,TX female \n",
"3487 NA21126 NA21126 GIH Gujarati Indian in Houston,TX male \n",
"3488 NA21127 NA21127 GIH Gujarati Indian in Houston,TX male \n",
"3489 NA21128 NA21128 GIH Gujarati Indian in Houston,TX male \n",
"3490 NA21129 NA21129 GIH Gujarati Indian in Houston,TX male \n",
"3491 NA21130 NA21130 GIH Gujarati Indian in Houston,TX male \n",
"3492 NA21133 NA21133 GIH Gujarati Indian in Houston,TX male \n",
"3493 NA21134 NA21134 GIH Gujarati Indian in Houston,TX male \n",
"3494 NA21135 NA21135 GIH Gujarati Indian in Houston,TX male \n",
"3495 NA21137 NA21137 GIH Gujarati Indian in Houston,TX female \n",
"3496 NA21141 NA21141 GIH Gujarati Indian in Houston,TX female \n",
"3497 NA21142 NA21142 GIH Gujarati Indian in Houston,TX female \n",
"3498 NA21143 NA21143 GIH Gujarati Indian in Houston,TX female \n",
"3499 NA21144 NA21144 GIH Gujarati Indian in Houston,TX female \n",
"\n",
" Relationship Unexpected Parent/Child Non Paternity Siblings \\\n",
"0 NaN NaN NaN NaN \n",
"1 NaN NaN NaN NaN \n",
"2 NaN NaN NaN NaN \n",
"3 NaN NaN NaN NaN \n",
"4 NaN NaN NaN NaN \n",
"5 NaN NaN NaN NaN \n",
"6 NaN NaN NaN NaN \n",
"7 NaN NaN NaN NaN \n",
"8 NaN NaN NaN NaN \n",
"9 NaN NaN NaN NaN \n",
"10 NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN \n",
"12 NaN NaN NaN NaN \n",
"13 NaN NaN NaN NaN \n",
"14 NaN NaN NaN NaN \n",
"15 NaN NaN NaN NaN \n",
"16 NaN NaN NaN NaN \n",
"17 NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN \n",
"20 NaN NaN NaN NaN \n",
"21 NaN NaN NaN NaN \n",
"22 NaN NaN NaN NaN \n",
"23 NaN NaN NaN NaN \n",
"24 NaN NaN NaN NaN \n",
"25 NaN NaN NaN NaN \n",
"26 NaN NaN NaN NaN \n",
"27 NaN NaN NaN NaN \n",
"28 NaN NaN NaN NaN \n",
"29 NaN NaN NaN NaN \n",
"... ... ... ... ... \n",
"3470 NaN NaN NaN NaN \n",
"3471 NaN NaN NaN NaN \n",
"3472 NaN NaN NaN NaN \n",
"3473 NaN NaN NaN NaN \n",
"3474 NaN NaN NaN NaN \n",
"3475 NaN NaN NaN NaN \n",
"3476 NaN NaN NaN NaN \n",
"3477 NaN NaN NaN NaN \n",
"3478 NaN NaN NaN NaN \n",
"3479 NaN NaN NaN NaN \n",
"3480 NaN NaN NaN NaN \n",
"3481 NaN NaN NaN NaN \n",
"3482 NaN NaN NaN NaN \n",
"3483 NaN NaN NaN NaN \n",
"3484 NaN NaN NaN NaN \n",
"3485 unrel NaN NaN NaN \n",
"3486 NaN NaN NaN NaN \n",
"3487 unrel NaN NaN NaN \n",
"3488 unrel NaN NaN NaN \n",
"3489 unrel NaN NaN NaN \n",
"3490 unrel NaN NaN NaN \n",
"3491 unrel NaN NaN NaN \n",
"3492 unrel NaN NaN NaN \n",
"3493 NaN NaN NaN NaN \n",
"3494 unrel NaN NaN NaN \n",
"3495 NaN NaN NaN NaN \n",
"3496 NaN NaN NaN NaN \n",
"3497 NaN NaN NaN NaN \n",
"3498 NaN NaN NaN NaN \n",
"3499 NaN NaN NaN NaN \n",
"\n",
" Grandparents Avuncular Half Siblings Unknown Second Order Third Order \\\n",
"0 NaN NaN NaN NaN NaN \n",
"1 NaN NaN NaN NaN NaN \n",
"2 NaN NaN NaN NaN NaN \n",
"3 NaN NaN NaN NaN NaN \n",
"4 NaN NaN NaN NaN NaN \n",
"5 NaN NaN NaN NaN NaN \n",
"6 NaN NaN NaN NaN NaN \n",
"7 NaN NaN NaN NaN NaN \n",
"8 NaN NaN NaN NaN NaN \n",
"9 NaN NaN NaN NaN NaN \n",
"10 NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN \n",
"12 NaN NaN NaN NaN NaN \n",
"13 NaN NaN NaN NaN NaN \n",
"14 NaN NaN NaN NaN NaN \n",
"15 NaN NaN NaN NaN NaN \n",
"16 NaN NaN NaN NaN NaN \n",
"17 NaN NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN NaN \n",
"20 NaN NaN NaN NaN NaN \n",
"21 NaN NaN NaN NaN NaN \n",
"22 NaN NaN NaN NaN NaN \n",
"23 NaN NaN NaN HG00124 NaN \n",
"24 NaN NaN NaN NaN NaN \n",
"25 NaN NaN NaN NaN NaN \n",
"26 NaN NaN NaN NaN NaN \n",
"27 NaN NaN NaN NaN NaN \n",
"28 NaN NaN NaN HG00119 NaN \n",
"29 NaN NaN NaN NaN NaN \n",
"... ... ... ... ... ... \n",
"3470 NaN NaN NaN NaN NaN \n",
"3471 NaN NaN NaN NaN NaN \n",
"3472 NaN NaN NaN NaN NaN \n",
"3473 NaN NaN NaN NaN NaN \n",
"3474 NaN NaN NaN NaN NaN \n",
"3475 NaN NaN NaN NaN NA21134 \n",
"3476 NaN NaN NaN NaN NaN \n",
"3477 NaN NaN NaN NaN NaN \n",
"3478 NaN NaN NaN NaN NaN \n",
"3479 NaN NaN NaN NaN NaN \n",
"3480 NaN NaN NaN NaN NaN \n",
"3481 NaN NaN NaN NaN NaN \n",
"3482 NaN NaN NaN NaN NaN \n",
"3483 NaN NaN NaN NaN NaN \n",
"3484 NaN NaN NaN NaN NaN \n",
"3485 NaN NaN NaN NaN NaN \n",
"3486 NaN NaN NaN NaN NaN \n",
"3487 NaN NaN NaN NaN NaN \n",
"3488 NaN NaN NaN NaN NaN \n",
"3489 NaN NaN NaN NaN NaN \n",
"3490 NaN NaN NaN NaN NaN \n",
"3491 NaN NaN NaN NaN NaN \n",
"3492 NaN NaN NaN NaN NaN \n",
"3493 NaN NaN NaN NaN NA21114 \n",
"3494 NaN NaN NaN NaN NaN \n",
"3495 NaN NaN NaN NaN NaN \n",
"3496 NaN NaN NaN NaN NaN \n",
"3497 NaN NaN NaN NaN NaN \n",
"3498 NaN NaN NaN NaN NaN \n",
"3499 NaN NaN NaN NaN NaN \n",
"\n",
" Other Comments \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"5 NaN \n",
"6 NaN \n",
"7 NaN \n",
"8 NaN \n",
"9 NaN \n",
"10 NaN \n",
"11 NaN \n",
"12 NaN \n",
"13 NaN \n",
"14 NaN \n",
"15 NaN \n",
"16 NaN \n",
"17 NaN \n",
"18 NaN \n",
"19 NaN \n",
"20 NaN \n",
"21 NaN \n",
"22 NaN \n",
"23 NaN \n",
"24 NaN \n",
"25 NaN \n",
"26 NaN \n",
"27 NaN \n",
"28 NaN \n",
"29 NaN \n",
"... ... \n",
"3470 NaN \n",
"3471 NaN \n",
"3472 NaN \n",
"3473 NaN \n",
"3474 NaN \n",
"3475 NaN \n",
"3476 NaN \n",
"3477 NaN \n",
"3478 NaN \n",
"3479 NaN \n",
"3480 NaN \n",
"3481 NaN \n",
"3482 NaN \n",
"3483 NaN \n",
"3484 NaN \n",
"3485 NaN \n",
"3486 NaN \n",
"3487 NaN \n",
"3488 NaN \n",
"3489 NaN \n",
"3490 NaN \n",
"3491 NaN \n",
"3492 NaN \n",
"3493 NaN \n",
"3494 NaN \n",
"3495 NaN \n",
"3496 NaN \n",
"3497 NaN \n",
"3498 NaN \n",
"3499 NaN \n",
"\n",
"[3500 rows x 15 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample_df = pd.read_excel('1KG_sample_info.xlsx')\n",
"sample_df\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'HG03351': 'ESN',\n",
" 'HG01677': 'IBS',\n",
" 'HG01789': 'GBR',\n",
" 'HG03510': 'ESN',\n",
" 'HG00641': 'PUR',\n",
" 'HG01596': 'KHV',\n",
" 'NA11839': 'CEU',\n",
" 'HG02786': 'PJL',\n",
" 'HG02733': 'PJL',\n",
" 'HG02382': 'CDX',\n",
" 'HG00105': 'GBR',\n",
" 'HG00664': 'CHS',\n",
" 'NA20292': 'ASW',\n",
" 'NA19154': 'YRI',\n",
" 'HG02406': 'CDX',\n",
" 'HG03393': 'MSL',\n",
" 'HG01531': 'IBS',\n",
" 'NA19788': 'MXL',\n",
" 'HG03269': 'ESN',\n",
" 'HG02451': 'ACB',\n",
" 'HG03778': 'ITU',\n",
" 'NA12812': 'CEU',\n",
" 'NA20753': 'TSI',\n",
" 'HG01675': 'IBS',\n",
" 'NA20333': 'ASW',\n",
" 'HG01858': 'KHV',\n",
" 'HG03863': 'ITU',\n",
" 'HG04156': 'BEB',\n",
" 'NA19086': 'JPT',\n",
" 'NA20533': 'TSI',\n",
" 'HG01439': 'CLM',\n",
" 'HG03095': 'MSL',\n",
" 'HG02721': 'GWD',\n",
" 'NA20905': 'GIH',\n",
" 'NA10856': 'CEU',\n",
" 'NA18582': 'CHB',\n",
" 'NA20805': 'TSI',\n",
" 'NA18592': 'CHB',\n",
" 'NA18544': 'CHB',\n",
" 'HG00369': 'FIN',\n",
" 'HG03490': 'PJL',\n",
" 'NA20512': 'TSI',\n",
" 'HG00578': 'CHS',\n",
" 'HG03995': 'STU',\n",
" 'NA19141': 'YRI',\n",
" 'HG00584': 'CHS',\n",
" 'HG02255': 'ACB',\n",
" 'NA21125': 'GIH',\n",
" 'NA18951': 'JPT',\n",
" 'HG03104': 'ESN',\n",
" 'HG03556': 'MSL',\n",
" 'HG01891': 'ACB',\n",
" 'HG03166': 'ESN',\n",
" 'HG03947': 'STU',\n",
" 'HG01377': 'CLM',\n",
" 'HG00372': 'FIN',\n",
" 'HG01840': 'KHV',\n",
" 'HG03896': 'STU',\n",
" 'NA20355': 'ASW',\n",
" 'HG01710': 'IBS',\n",
" 'HG02184': 'CDX',\n",
" 'HG01174': 'PUR',\n",
" 'HG02568': 'GWD',\n",
" 'HG02861': 'GWD',\n",
" 'HG02231': 'IBS',\n",
" 'HG02256': 'ACB',\n",
" 'HG02489': 'ACB',\n",
" 'HG00101': 'GBR',\n",
" 'NA19307': 'LWK',\n",
" 'HG02442': 'ACB',\n",
" 'NA19775': 'MXL',\n",
" 'NA21091': 'GIH',\n",
" 'NA19784': 'MXL',\n",
" 'HG01777': 'IBS',\n",
" 'HG01273': 'CLM',\n",
" 'HG03066': 'MSL',\n",
" 'HG03788': 'ITU',\n",
" 'HG01870': 'KHV',\n",
" 'NA19836': 'ASW',\n",
" 'NA19789': 'MXL',\n",
" 'NA20530': 'TSI',\n",
" 'HG03452': 'MSL',\n",
" 'HG01167': 'PUR',\n",
" 'HG03058': 'MSL',\n",
" 'NA12864': 'CEU',\n",
" 'HG03701': 'PJL',\n",
" 'HG00139': 'GBR',\n",
" 'HG02106': 'PEL',\n",
" 'HG02004': 'PEL',\n",
" 'NA20357': 'ASW',\n",
" 'HG01928': 'PEL',\n",
" 'NA20876': 'GIH',\n",
" 'HG02490': 'PJL',\n",
" 'HG00447': 'CHS',\n",
" 'HG02455': 'ACB',\n",
" 'HG01950': 'PEL',\n",
" 'HG01379': 'CLM',\n",
" 'HG03928': 'BEB',\n",
" 'NA10850': 'CEU',\n",
" 'HG04202': 'ITU',\n",
" 'NA21144': 'GIH',\n",
" 'HG02879': 'GWD',\n",
" 'NA20816': 'TSI',\n",
" 'HG03857': 'STU',\n",
" 'HG00685': 'CHS',\n",
" 'HG02612': 'GWD',\n",
" 'HG02102': 'PEL',\n",
" 'NA12056': 'CEU',\n",
" 'HG02924': 'ESN',\n",
" 'HG00594': 'CHS',\n",
" 'HG03901': 'BEB',\n",
" 'HG01369': 'CLM',\n",
" 'HG03164': 'ESN',\n",
" 'NA20276': 'ASW',\n",
" 'NA19384': 'LWK',\n",
" 'NA20787': 'TSI',\n",
" 'NA19762': 'MXL',\n",
" 'NA18623': 'CHB',\n",
" 'HG03742': 'ITU',\n",
" 'HG01031': 'CDX',\n",
" 'HG01280': 'CLM',\n",
" 'HG01347': 'CLM',\n",
" 'HG03762': 'PJL',\n",
" 'NA18933': 'YRI',\n",
" 'NA12828': 'CEU',\n",
" 'NA18935': 'YRI',\n",
" 'HG02577': 'ACB',\n",
" 'HG03906': 'BEB',\n",
" 'HG01394': 'PUR',\n",
" 'NA19024': 'LWK',\n",
" 'NA19019': 'LWK',\n",
" 'HG03091': 'MSL',\n",
" 'HG01028': 'CDX',\n",
" 'NA19678': 'MXL',\n",
" 'NA19771': 'MXL',\n",
" 'HG03972': 'ITU',\n",
" 'HG00157': 'GBR',\n",
" 'HG00156': 'GBR',\n",
" 'HG03593': 'BEB',\n",
" 'NA19440': 'LWK',\n",
" 'HG04115': 'STU',\n",
" 'NA19680': 'MXL',\n",
" 'HG01334': 'GBR',\n",
" 'HG00614': 'CHS',\n",
" 'HG04302': 'GBR',\n",
" 'HG02775': 'PJL',\n",
" 'NA20364': 'ASW',\n",
" 'NA19377': 'LWK',\n",
" 'NA19787': 'MXL',\n",
" 'NA21105': 'GIH',\n",
" 'HG01105': 'PUR',\n",
" 'HG03137': 'ESN',\n",
" 'HG02501': 'ACB',\n",
" 'HG03657': 'PJL',\n",
" 'HG01590': 'PJL',\n",
" 'HG03679': 'STU',\n",
" 'HG00308': 'FIN',\n",
" 'HG00600': 'CHS',\n",
" 'HG00844': 'CDX',\n",
" 'NA19056': 'JPT',\n",
" 'NA06986': 'CEU',\n",
" 'NA19900': 'ASW',\n",
" 'HG03115': 'ESN',\n",
" 'NA19077': 'JPT',\n",
" 'NA19444': 'LWK',\n",
" 'HG01081': 'PUR',\n",
" 'HG02030': 'KHV',\n",
" 'HG02397': 'CDX',\n",
" 'NA20581': 'TSI',\n",
" 'HG02132': 'KHV',\n",
" 'HG02012': 'ACB',\n",
" 'HG03228': 'PJL',\n",
" 'NA12892': 'CEU',\n",
" 'HG02020': 'KHV',\n",
" 'HG00444': 'CHS',\n",
" 'HG03940': 'BEB',\n",
" 'HG04118': 'ITU',\n",
" 'NA20891': 'GIH',\n",
" 'HG03840': 'STU',\n",
" 'HG03683': 'STU',\n",
" 'HG01790': 'GBR',\n",
" 'HG01308': 'PUR',\n",
" 'HG00310': 'FIN',\n",
" 'NA19097': 'YRI',\n",
" 'HG03693': 'STU',\n",
" 'HG01134': 'CLM',\n",
" 'HG00622': 'CHS',\n",
" 'HG02477': 'ACB',\n",
" 'HG02085': 'KHV',\n",
" 'NA12740': 'CEU',\n",
" 'HG03026': 'GWD',\n",
" 'HG03752': 'STU',\n",
" 'HG01630': 'IBS',\n",
" 'NA20881': 'GIH',\n",
" 'NA18534': 'CHB',\n",
" 'NA20882': 'GIH',\n",
" 'NA07349': 'CEU',\n",
" 'HG03583': 'MSL',\n",
" 'NA07014': 'CEU',\n",
" 'HG03806': 'BEB',\n",
" 'HG01926': 'PEL',\n",
" 'HG01890': 'ACB',\n",
" 'NA19085': 'JPT',\n",
" 'HG03419': 'MSL',\n",
" 'HG01029': 'CDX',\n",
" 'NA19428': 'LWK',\n",
" 'HG02077': 'KHV',\n",
" 'NA10864': 'CEU',\n",
" 'HG03445': 'MSL',\n",
" 'HG03754': 'STU',\n",
" 'HG03381': 'MSL',\n",
" 'HG02387': 'CDX',\n",
" 'HG01981': 'PEL',\n",
" 'HG01176': 'PUR',\n",
" 'NA20291': 'ASW',\n",
" 'HG01150': 'CLM',\n",
" 'HG01050': 'PUR',\n",
" 'NA19030': 'LWK',\n",
" 'HG01783': 'IBS',\n",
" 'HG03160': 'ESN',\n",
" 'HG02810': 'GWD',\n",
" 'HG00407': 'CHS',\n",
" 'HG01605': 'IBS',\n",
" 'HG02685': 'PJL',\n",
" 'HG00306': 'FIN',\n",
" 'NA19140': 'YRI',\n",
" 'HG04080': 'ITU',\n",
" 'NA12717': 'CEU',\n",
" 'NA18626': 'CHB',\n",
" 'HG01254': 'CLM',\n",
" 'HG02139': 'KHV',\n",
" 'HG03604': 'BEB',\n",
" 'HG03660': 'PJL',\n",
" 'HG02358': 'CDX',\n",
" 'NA19084': 'JPT',\n",
" 'NA18505': 'YRI',\n",
" 'HG00867': 'CDX',\n",
" 'NA20520': 'TSI',\n",
" 'HG03982': 'STU',\n",
" 'HG03874': 'ITU',\n",
" 'HG02013': 'ACB',\n",
" 'HG00187': 'FIN',\n",
" 'HG00250': 'GBR',\n",
" 'NA19116': 'YRI',\n",
" 'HG02505': 'ACB',\n",
" 'NA20312': 'ASW',\n",
" 'HG03167': 'ESN',\n",
" 'NA19792': 'MXL',\n",
" 'NA21142': 'GIH',\n",
" 'HG00124': 'GBR',\n",
" 'NA21143': 'GIH',\n",
" 'HG02716': 'GWD',\n",
" 'HG00864': 'CDX',\n",
" 'HG00100': 'GBR',\n",
" 'HG02526': 'KHV',\n",
" 'NA19160': 'YRI',\n",
" 'NA19662': 'MXL',\n",
" 'HG02464': 'GWD',\n",
" 'NA19122': 'YRI',\n",
" 'HG02722': 'GWD',\n",
" 'HG00376': 'FIN',\n",
" 'HG03832': 'BEB',\n",
" 'HG03473': 'MSL',\n",
" 'HG01258': 'CLM',\n",
" 'NA20871': 'GIH',\n",
" 'HG03733': 'STU',\n",
" 'HG04003': 'STU',\n",
" 'NA18794': 'CHB',\n",
" 'HG03339': 'ESN',\n",
" 'HG02597': 'PJL',\n",
" 'HG01702': 'IBS',\n",
" 'HG00599': 'CHS',\n",
" 'HG03944': 'STU',\n",
" 'NA20845': 'GIH',\n",
" 'HG00596': 'CHS',\n",
" 'HG02891': 'GWD',\n",
" 'HG00110': 'GBR',\n",
" 'HG01454': 'CLM',\n",
" 'HG00730': 'CHS',\n",
" 'HG02811': 'GWD',\n",
" 'NA20785': 'TSI',\n",
" 'HG00632': 'CHS',\n",
" 'NA20504': 'TSI',\n",
" 'HG03571': 'MSL',\n",
" 'HG00135': 'GBR',\n",
" 'NA20875': 'GIH',\n",
" 'HG00245': 'GBR',\n",
" 'HG01667': 'IBS',\n",
" 'HG04171': 'BEB',\n",
" 'HG02318': 'ACB',\n",
" 'NA20346': 'ASW',\n",
" 'HG00428': 'CHS',\n",
" 'HG03721': 'ITU',\n",
" 'HG02570': 'GWD',\n",
" 'NA20518': 'TSI',\n",
" 'NA19079': 'JPT',\n",
" 'HG00672': 'CHS',\n",
" 'NA12282': 'CEU',\n",
" 'HG02323': 'ACB',\n",
" 'NA19682': 'MXL',\n",
" 'HG03056': 'MSL',\n",
" 'HG03361': 'ESN',\n",
" 'NA21088': 'GIH',\n",
" 'HG02584': 'GWD',\n",
" 'NA18967': 'JPT',\n",
" 'NA19463': 'LWK',\n",
" 'HG02768': 'GWD',\n",
" 'HG03654': 'PJL',\n",
" 'HG03129': 'ESN',\n",
" 'NA18498': 'YRI',\n",
" 'NA20525': 'TSI',\n",
" 'HG02040': 'KHV',\n",
" 'HG02058': 'KHV',\n",
" 'NA20587': 'TSI',\n",
" 'HG04206': 'ITU',\n",
" 'HG03629': 'PJL',\n",
" 'HG01532': 'IBS',\n",
" 'HG03451': 'MSL',\n",
" 'NA06994': 'CEU',\n",
" 'HG02623': 'GWD',\n",
" 'NA20870': 'GIH',\n",
" 'HG02880': 'GWD',\n",
" 'NA18628': 'CHB',\n",
" 'HG04056': 'ITU',\n",
" 'NA18867': 'YRI',\n",
" 'HG00103': 'GBR',\n",
" 'HG02152': 'CDX',\n",
" 'HG04070': 'ITU',\n",
" 'HG02799': 'GWD',\n",
" 'HG01149': 'CLM',\n",
" 'HG03508': 'ESN',\n",
" 'HG02660': 'PJL',\n",
" 'NA19776': 'MXL',\n",
" 'HG03055': 'MSL',\n",
" 'HG01998': 'PEL',\n",
" 'HG01247': 'PUR',\n",
" 'NA20821': 'TSI',\n",
" 'HG03804': 'BEB',\n",
" 'HG01279': 'CLM',\n",
" 'HG03465': 'MSL',\n",
" 'HG03474': 'MSL',\n",
" 'HG03868': 'ITU',\n",
" 'NA19324': 'LWK',\n",
" 'HG02156': 'CDX',\n",
" 'NA18941': 'JPT',\n",
" 'HG03248': 'GWD',\n",
" 'HG01433': 'CLM',\n",
" 'NA10840': 'CEU',\n",
" 'NA20541': 'TSI',\n",
" 'HG03116': 'ESN',\n",
" 'HG01686': 'IBS',\n",
" 'HG02046': 'KHV',\n",
" 'HG03303': 'ESN',\n",
" 'HG03741': 'STU',\n",
" 'HG03297': 'ESN',\n",
" 'HG02367': 'CDX',\n",
" 'HG03799': 'BEB',\n",
" 'HG01357': 'CLM',\n",
" 'NA18630': 'CHB',\n",
" 'HG04208': 'STU',\n",
" 'NA21086': 'GIH',\n",
" 'HG03082': 'MSL',\n",
" 'HG02462': 'GWD',\n",
" 'HG01073': 'PUR',\n",
" 'NA19652': 'MXL',\n",
" 'HG03985': 'STU',\n",
" 'HG01775': 'IBS',\n",
" 'HG03691': 'STU',\n",
" 'NA18577': 'CHB',\n",
" 'NA18881': 'YRI',\n",
" 'NA20831': 'TSI',\n",
" 'NA19394': 'LWK',\n",
" 'HG01880': 'ACB',\n",
" 'HG02304': 'PEL',\n",
" 'NA20300': 'ASW',\n",
" 'HG02379': 'CDX',\n",
" 'NA20511': 'TSI',\n",
" 'HG00592': 'CHS',\n",
" 'HG00188': 'FIN',\n",
" 'NA19063': 'JPT',\n",
" 'HG03729': 'ITU',\n",
" 'NA19132': 'YRI',\n",
" 'NA18966': 'JPT',\n",
" 'NA20810': 'TSI',\n",
" 'HG02312': 'PEL',\n",
" 'HG01965': 'PEL',\n",
" 'NA19159': 'YRI',\n",
" 'NA12815': 'CEU',\n",
" 'HG01997': 'PEL',\n",
" 'HG01187': 'PUR',\n",
" 'NA12154': 'CEU',\n",
" 'HG02537': 'ACB',\n",
" 'HG03908': 'BEB',\n",
" 'NA19834': 'ASW',\n",
" 'HG01942': 'PEL',\n",
" 'HG03669': 'PJL',\n",
" 'NA19683': 'MXL',\n",
" 'HG02006': 'PEL',\n",
" 'HG02661': 'PJL',\n",
" 'NA19055': 'JPT',\n",
" 'HG01361': 'CLM',\n",
" 'HG03126': 'ESN',\n",
" 'HG03802': 'BEB',\n",
" 'HG01489': 'CLM',\n",
" 'NA18615': 'CHB',\n",
" 'NA18944': 'JPT',\n",
" 'HG00189': 'FIN',\n",
" 'HG00633': 'CHS',\n",
" 'HG01106': 'PUR',\n",
" 'NA20754': 'TSI',\n",
" 'NA19161': 'YRI',\n",
" 'HG02725': 'PJL',\n",
" 'HG00351': 'FIN',\n",
" 'NA20815': 'TSI',\n",
" 'NA12058': 'CEU',\n",
" 'HG02150': 'PEL',\n",
" 'HG00249': 'GBR',\n",
" 'HG00465': 'CHS',\n",
" 'HG00453': 'CHS',\n",
" 'HG00178': 'FIN',\n",
" 'HG02075': 'KHV',\n",
" 'HG02347': 'PEL',\n",
" 'HG03814': 'BEB',\n",
" 'NA12336': 'CEU',\n",
" 'HG00690': 'CHS',\n",
" 'HG02890': 'GWD',\n",
" 'HG03743': 'STU',\n",
" 'NA18485': 'YRI',\n",
" 'HG01968': 'PEL',\n",
" 'HG01441': 'CLM',\n",
" 'HG00625': 'CHS',\n",
" 'HG03793': 'BEB',\n",
" 'HG02471': 'ACB',\n",
" 'NA07029': 'CEU',\n",
" 'HG00619': 'CHS',\n",
" 'HG04164': 'BEB',\n",
" 'NA18617': 'CHB',\n",
" 'HG02947': 'ESN',\n",
" 'HG03128': 'ESN',\n",
" 'NA20296': 'ASW',\n",
" 'HG02821': 'GWD',\n",
" 'NA18536': 'CHB',\n",
" 'HG00129': 'GBR',\n",
" 'HG00321': 'FIN',\n",
" 'HG03522': 'ESN',\n",
" 'NA19316': 'LWK',\n",
" 'HG03808': 'BEB',\n",
" 'HG01774': 'IBS',\n",
" 'HG03926': 'BEB',\n",
" 'HG03376': 'MSL',\n",
" 'NA19461': 'LWK',\n",
" 'NA20585': 'TSI',\n",
" 'HG00141': 'GBR',\n",
" 'NA19127': 'YRI',\n",
" 'HG02466': 'GWD',\n",
" 'HG01367': 'CLM',\n",
" 'HG02272': 'PEL',\n",
" 'HG02317': 'ACB',\n",
" 'HG03492': 'PJL',\n",
" 'NA20519': 'TSI',\n",
" 'HG01954': 'PEL',\n",
" 'HG03700': 'PJL',\n",
" 'HG01868': 'KHV',\n",
" 'NA19012': 'JPT',\n",
" 'NA19149': 'YRI',\n",
" 'NA19190': 'YRI',\n",
" 'HG01048': 'PUR',\n",
" 'HG02385': 'CDX',\n",
" 'HG03858': 'STU',\n",
" 'NA20786': 'TSI',\n",
" 'NA19448': 'LWK',\n",
" 'NA18917': 'YRI',\n",
" 'HG04194': 'BEB',\n",
" 'NA19002': 'JPT',\n",
" 'HG03909': 'BEB',\n",
" 'HG04191': 'BEB',\n",
" 'HG00866': 'CDX',\n",
" 'NA19332': 'LWK',\n",
" 'HG04036': 'STU',\n",
" 'HG02166': 'CDX',\n",
" 'HG02851': 'GWD',\n",
" 'NA19908': 'ASW',\n",
" 'HG03027': 'GWD',\n",
" 'NA20529': 'TSI',\n",
" 'NA20854': 'GIH',\n",
" 'HG00472': 'CHS',\n",
" 'NA18486': 'YRI',\n",
" 'HG01748': 'IBS',\n",
" 'HG04141': 'BEB',\n",
" 'HG02134': 'KHV',\n",
" 'NA12877': 'CEU',\n",
" 'HG02521': 'KHV',\n",
" 'HG03062': 'MSL',\n",
" 'HG02737': 'PJL',\n",
" 'HG03969': 'ITU',\n",
" 'HG01346': 'CLM',\n",
" 'HG01883': 'ACB',\n",
" 'HG02495': 'PJL',\n",
" 'HG02727': 'PJL',\n",
" 'HG04015': 'ITU',\n",
" 'HG01769': 'IBS',\n",
" 'HG01305': 'PUR',\n",
" 'HG00530': 'CHS',\n",
" 'HG00280': 'FIN',\n",
" 'NA18538': 'CHB',\n",
" 'HG01453': 'CLM',\n",
" 'HG01261': 'CLM',\n",
" 'NA07345': 'CEU',\n",
" 'HG03720': 'ITU',\n",
" 'HG01845': 'KHV',\n",
" 'HG03022': 'PJL',\n",
" 'HG03266': 'ESN',\n",
" 'HG01248': 'PUR',\n",
" 'HG02798': 'GWD',\n",
" 'HG03783': 'ITU',\n",
" 'NA18948': 'JPT',\n",
" 'NA21129': 'GIH',\n",
" 'NA12762': 'CEU',\n",
" 'HG01626': 'IBS',\n",
" 'NA19027': 'LWK',\n",
" 'NA20321': 'ASW',\n",
" 'NA20869': 'GIH',\n",
" 'HG03785': 'ITU',\n",
" 'HG02885': 'GWD',\n",
" 'HG00113': 'GBR',\n",
" 'HG00607': 'CHS',\n",
" 'HG03454': 'MSL',\n",
" 'HG03824': 'BEB',\n",
" 'NA20535': 'TSI',\n",
" 'HG02555': 'ACB',\n",
" 'NA19731': 'MXL',\n",
" 'HG02770': 'GWD',\n",
" 'HG03744': 'STU',\n",
" 'HG01323': 'PUR',\n",
" 'HG03702': 'PJL',\n",
" 'HG04058': 'ITU',\n",
" 'NA18878': 'YRI',\n",
" 'NA18497': 'YRI',\n",
" 'HG03251': 'GWD',\n",
" 'HG02130': 'KHV',\n",
" 'HG00313': 'FIN',\n",
" 'NA18985': 'JPT',\n",
" 'HG02780': 'PJL',\n",
" 'HG03617': 'BEB',\n",
" 'HG00364': 'FIN',\n",
" 'NA18621': 'CHB',\n",
" 'HG01849': 'KHV',\n",
" 'HG01948': 'PEL',\n",
" 'HG01960': 'ACB',\n",
" 'NA12275': 'CEU',\n",
" 'HG02889': 'GWD',\n",
" 'HG01253': 'CLM',\n",
" 'HG00699': 'CHS',\n",
" 'HG01342': 'CLM',\n",
" 'NA18970': 'JPT',\n",
" 'NA20302': 'ASW',\n",
" 'HG00375': 'FIN',\n",
" 'HG02410': 'CDX',\n",
" 'HG01914': 'ACB',\n",
" 'HG03127': 'ESN',\n",
" 'HG03134': 'ESN',\n",
" 'HG03517': 'ESN',\n",
" 'HG02807': 'GWD',\n",
" 'HG03789': 'ITU',\n",
" 'NA12767': 'CEU',\n",
" 'NA10855': 'CEU',\n",
" 'NA19663': 'MXL',\n",
" 'HG02808': 'GWD',\n",
" 'NA18643': 'CHB',\n",
" 'HG00315': 'FIN',\n",
" 'HG02217': 'IBS',\n",
" 'NA20540': 'TSI',\n",
" 'HG02419': 'ACB',\n",
" 'HG02127': 'KHV',\n",
" 'HG00556': 'CHS',\n",
" 'HG00182': 'FIN',\n",
" 'HG01551': 'CLM',\n",
" 'HG00738': 'PUR',\n",
" 'HG03760': 'STU',\n",
" 'HG03344': 'ESN',\n",
" 'HG04002': 'ITU',\n",
" 'HG02439': 'ACB',\n",
" 'NA20861': 'GIH',\n",
" 'HG03124': 'ESN',\n",
" 'HG03978': 'ITU',\n",
" 'NA18525': 'CHB',\n",
" 'HG00422': 'CHS',\n",
" 'HG02511': 'ACB',\n",
" 'HG02596': 'GWD',\n",
" 'HG00362': 'FIN',\n",
" 'HG01566': 'PEL',\n",
" 'NA19471': 'LWK',\n",
" 'HG00450': 'CHS',\n",
" 'HG00149': 'GBR',\n",
" 'NA20414': 'ASW',\n",
" 'HG02595': 'GWD',\n",
" 'HG02073': 'KHV',\n",
" 'HG02610': 'GWD',\n",
" 'NA19430': 'LWK',\n",
" 'HG00099': 'GBR',\n",
" 'HG00579': 'CHS',\n",
" 'HG03844': 'STU',\n",
" 'HG01536': 'IBS',\n",
" 'HG00104': 'GBR',\n",
" 'HG00566': 'CHS',\n",
" 'HG03385': 'MSL',\n",
" 'NA19254': 'YRI',\n",
" 'HG03953': 'STU',\n",
" 'HG03919': 'BEB',\n",
" 'HG00533': 'CHS',\n",
" 'HG02736': 'PJL',\n",
" 'NA19153': 'YRI',\n",
" 'HG02089': 'PEL',\n",
" 'HG03910': 'BEB',\n",
" 'HG02356': 'CDX',\n",
" 'NA19984': 'ASW',\n",
" 'NA20313': 'ASW',\n",
" 'HG03949': 'STU',\n",
" 'NA12329': 'CEU',\n",
" 'NA19214': 'YRI',\n",
" 'HG01359': 'CLM',\n",
" 'NA19902': 'ASW',\n",
" 'NA19671': 'MXL',\n",
" 'HG03920': 'BEB',\n",
" 'HG03766': 'PJL',\n",
" 'HG01241': 'PUR',\n",
" 'HG02624': 'GWD',\n",
" 'NA10859': 'CEU',\n",
" 'NA18960': 'JPT',\n",
" 'NA18558': 'CHB',\n",
" 'NA19723': 'MXL',\n",
" 'HG04076': 'ITU',\n",
" 'HG00285': 'FIN',\n",
" 'NA19025': 'LWK',\n",
" 'HG01063': 'PUR',\n",
" 'NA19704': 'ASW',\n",
" 'HG01138': 'CLM',\n",
" 'NA19755': 'MXL',\n",
" 'HG00709': 'CHS',\n",
" 'NA19017': 'LWK',\n",
" 'HG01122': 'CLM',\n",
" 'HG03457': 'MSL',\n",
" 'NA07000': 'CEU',\n",
" 'HG02800': 'GWD',\n",
" 'HG02557': 'ACB',\n",
" 'HG01068': 'PUR',\n",
" 'HG01850': 'KHV',\n",
" 'NA12739': 'CEU',\n",
" 'HG03008': 'BEB',\n",
" 'HG00611': 'CHS',\n",
" 'HG02178': 'CDX',\n",
" 'NA18566': 'CHB',\n",
" 'HG00623': 'CHS',\n",
" 'HG02008': 'PEL',\n",
" 'HG01988': 'ACB',\n",
" 'NA11832': 'CEU',\n",
" 'NA20126': 'ASW',\n",
" 'NA19138': 'YRI',\n",
" 'NA18565': 'CHB',\n",
" 'NA18606': 'CHB',\n",
" 'NA20902': 'GIH',\n",
" 'HG03021': 'PJL',\n",
" 'HG01967': 'PEL',\n",
" 'HG03130': 'ESN',\n",
" 'NA20828': 'TSI',\n",
" 'HG01502': 'IBS',\n",
" 'HG00111': 'GBR',\n",
" 'HG02698': 'PJL',\n",
" 'NA19714': 'ASW',\n",
" 'NA19659': 'MXL',\n",
" 'HG00638': 'PUR',\n",
" 'HG01284': 'CLM',\n",
" 'HG02731': 'PJL',\n",
" 'HG02757': 'GWD',\n",
" 'HG01969': 'PEL',\n",
" 'HG01508': 'IBS',\n",
" 'HG02971': 'ESN',\n",
" 'NA19746': 'MXL',\n",
" 'NA19914': 'ASW',\n",
" 'NA19338': 'LWK',\n",
" 'HG03237': 'PJL',\n",
" 'HG00409': 'CHS',\n",
" 'HG01985': 'ACB',\n",
" 'HG01477': 'CLM',\n",
" 'HG03625': 'PJL',\n",
" 'HG03870': 'ITU',\n",
" 'NA19438': 'LWK',\n",
" 'HG01302': 'PUR',\n",
" 'HG02285': 'PEL',\n",
" 'HG01108': 'PUR',\n",
" 'HG00978': 'CDX',\n",
" 'HG01274': 'CLM',\n",
" 'HG02613': 'GWD',\n",
" 'HG03225': 'MSL',\n",
" 'HG03135': 'ESN',\n",
" 'NA19319': 'LWK',\n",
" 'NA12753': 'CEU',\n",
" 'HG00589': 'CHS',\n",
" 'HG02964': 'ESN',\n",
" 'NA20829': 'TSI',\n",
" 'NA21111': 'GIH',\n",
" 'HG02250': 'CDX',\n",
" 'HG02337': 'ACB',\n",
" 'NA11917': 'CEU',\n",
" 'NA19390': 'LWK',\n",
" 'HG00357': 'FIN',\n",
" 'HG02237': 'IBS',\n",
" 'HG03194': 'ESN',\n",
" 'NA19648': 'MXL',\n",
" 'HG01761': 'IBS',\n",
" 'HG03831': 'BEB',\n",
" 'HG01757': 'IBS',\n",
" 'HG00628': 'CHS',\n",
" 'HG00634': 'CHS',\n",
" 'NA11840': 'CEU',\n",
" 'HG03247': 'GWD',\n",
" 'HG03539': 'GWD',\n",
" 'HG04181': 'BEB',\n",
" 'NA18911': 'YRI',\n",
" 'HG01936': 'PEL',\n",
" 'NA19328': 'LWK',\n",
" 'HG02652': 'PJL',\n",
" 'NA18591': 'CHB',\n",
" 'HG00463': 'CHS',\n",
" 'HG01669': 'IBS',\n",
" 'HG01943': 'PEL',\n",
" 'HG03578': 'MSL',\n",
" 'HG02724': 'PJL',\n",
" 'HG03455': 'MSL',\n",
" 'NA18860': 'YRI',\n",
" 'HG03391': 'MSL',\n",
" 'NA19173': 'YRI',\n",
" 'HG02146': 'PEL',\n",
" 'HG00356': 'FIN',\n",
" 'HG00142': 'GBR',\n",
" 'HG03767': 'PJL',\n",
" 'HG02267': 'PEL',\n",
" 'HG03063': 'MSL',\n",
" 'NA06991': 'CEU',\n",
" 'NA12865': 'CEU',\n",
" 'NA19247': 'YRI',\n",
" 'NA20802': 'TSI',\n",
" 'HG01620': 'IBS',\n",
" 'HG03293': 'ESN',\n",
" 'HG01183': 'PUR',\n",
" 'NA20299': 'ASW',\n",
" 'HG03446': 'MSL',\n",
" 'HG00277': 'FIN',\n",
" 'HG01175': 'PUR',\n",
" 'HG00320': 'FIN',\n",
" 'HG03717': 'ITU',\n",
" 'NA18564': 'CHB',\n",
" 'HG01627': 'IBS',\n",
" 'HG03488': 'PJL',\n",
" 'HG01951': 'PEL',\n",
" 'HG00154': 'GBR',\n",
" 'HG02330': 'ACB',\n",
" 'HG02965': 'ESN',\n",
" 'HG03486': 'MSL',\n",
" 'NA19090': 'JPT',\n",
" 'HG03963': 'ITU',\n",
" 'NA19238': 'YRI',\n",
" 'HG00983': 'CDX',\n",
" 'HG02980': 'ESN',\n",
" 'HG01136': 'CLM',\n",
" 'HG02982': 'GWD',\n",
" 'NA19093': 'YRI',\n",
" 'HG02476': 'ACB',\n",
" 'NA12249': 'CEU',\n",
" 'HG01706': 'IBS',\n",
" 'NA19778': 'MXL',\n",
" 'NA20910': 'GIH',\n",
" 'NA12043': 'CEU',\n",
" 'NA18542': 'CHB',\n",
" 'HG00328': 'FIN',\n",
" 'NA18934': 'YRI',\n",
" 'NA18923': 'YRI',\n",
" 'NA12750': 'CEU',\n",
" 'HG00116': 'GBR',\n",
" 'HG03879': 'ITU',\n",
" 'HG02148': 'PEL',\n",
" 'NA12044': 'CEU',\n",
" 'NA19764': 'MXL',\n",
" 'HG03354': 'ESN',\n",
" 'HG01126': 'CLM',\n",
" 'HG04114': 'STU',\n",
" 'HG01934': 'PEL',\n",
" 'HG00502': 'CHS',\n",
" 'HG01841': 'KHV',\n",
" 'HG00403': 'CHS',\n",
" 'HG00532': 'CHS',\n",
" 'NA18979': 'JPT',\n",
" 'HG01052': 'PUR',\n",
" 'NA19828': 'ASW',\n",
" 'HG02380': 'CDX',\n",
" 'HG03732': 'ITU',\n",
" 'HG02547': 'ACB',\n",
" 'NA20863': 'GIH',\n",
" 'HG03547': 'MSL',\n",
" 'NA19347': 'LWK',\n",
" 'HG03052': 'MSL',\n",
" 'HG03703': 'PJL',\n",
" 'NA20314': 'ASW',\n",
" 'NA21118': 'GIH',\n",
" 'HG04228': 'STU',\n",
" 'HG02108': 'ACB',\n",
" 'NA11891': 'CEU',\n",
" 'NA19749': 'MXL',\n",
" 'NA18521': 'YRI',\n",
" 'NA19685': 'MXL',\n",
" 'NA19171': 'YRI',\n",
" 'HG00126': 'GBR',\n",
" 'NA20277': 'ASW',\n",
" 'HG02233': 'IBS',\n",
" 'NA18865': 'YRI',\n",
" 'NA19664': 'MXL',\n",
" 'HG03017': 'PJL',\n",
" 'HG00353': 'FIN',\n",
" 'NA10854': 'CEU',\n",
" 'NA18504': 'YRI',\n",
" 'HG03816': 'BEB',\n",
" 'NA21087': 'GIH',\n",
" 'NA21099': 'GIH',\n",
" 'HG01984': 'PEL',\n",
" 'HG03121': 'ESN',\n",
" 'NA18632': 'CHB',\n",
" 'HG03240': 'GWD',\n",
" 'HG00476': 'CHS',\n",
" 'HG02360': 'CDX',\n",
" 'HG03491': 'PJL',\n",
" 'HG01946': 'PEL',\n",
" 'HG01987': 'ACB',\n",
" 'HG03639': 'PJL',\n",
" 'NA19360': 'LWK',\n",
" 'HG00381': 'FIN',\n",
" 'NA20798': 'TSI',\n",
" 'HG01556': 'CLM',\n",
" 'HG02377': 'CDX',\n",
" 'HG02131': 'KHV',\n",
" 'NA18852': 'YRI',\n",
" 'HG03513': 'ESN',\n",
" 'HG04217': 'ITU',\n",
" 'HG03054': 'MSL',\n",
" 'NA19235': 'YRI',\n",
" 'HG01684': 'IBS',\n",
" 'HG02262': 'PEL',\n",
" 'HG00612': 'CHS',\n",
" 'NA21137': 'GIH',\n",
" 'NA18978': 'JPT',\n",
" 'NA20362': 'ASW',\n",
" 'HG02224': 'IBS',\n",
" 'HG03161': 'ESN',\n",
" 'HG01978': 'PEL',\n",
" 'HG04024': 'ITU',\n",
" 'HG00627': 'CHS',\n",
" 'HG03079': 'MSL',\n",
" 'NA19730': 'MXL',\n",
" 'HG02883': 'GWD',\n",
" 'HG02541': 'ACB',\n",
" 'HG00543': 'CHS',\n",
" 'NA19248': 'YRI',\n",
" 'NA18795': 'CHB',\n",
" 'HG01679': 'IBS',\n",
" 'HG02259': 'PEL',\n",
" 'NA20297': 'ASW',\n",
" 'HG02479': 'ACB',\n",
" 'HG02692': 'PJL',\n",
" 'HG02491': 'PJL',\n",
" 'NA18748': 'CHB',\n",
" 'NA20806': 'TSI',\n",
" 'HG00475': 'CHS',\n",
" 'NA21100': 'GIH',\n",
" 'NA19436': 'LWK',\n",
" 'NA10845': 'CEU',\n",
" 'NA20772': 'TSI',\n",
" 'HG02079': 'KHV',\n",
" 'HG00330': 'FIN',\n",
" 'HG02398': 'CDX',\n",
" 'NA18983': 'JPT',\n",
" 'HG01631': 'IBS',\n",
" 'HG01510': 'IBS',\n",
" 'HG03199': 'ESN',\n",
" 'HG01681': 'IBS',\n",
" 'HG01550': 'CLM',\n",
" 'NA20895': 'GIH',\n",
" 'NA12827': 'CEU',\n",
" 'HG02605': 'PJL',\n",
" 'HG03196': 'ESN',\n",
" 'NA12751': 'CEU',\n",
" 'HG02252': 'PEL',\n",
" 'HG03842': 'STU',\n",
" 'HG04200': 'ITU',\n",
" 'HG03846': 'STU',\n",
" 'NA19774': 'MXL',\n",
" 'HG02715': 'GWD',\n",
" 'NA19705': 'ASW',\n",
" 'HG03797': 'BEB',\n",
" 'HG03618': 'PJL',\n",
" 'NA20849': 'GIH',\n",
" 'HG01878': 'KHV',\n",
" 'HG03433': 'MSL',\n",
" 'NA19797': 'MXL',\n",
" 'HG00480': 'CHS',\n",
" 'HG02276': 'PEL',\n",
" 'HG01971': 'PEL',\n",
" 'HG03635': 'PJL',\n",
" 'NA18954': 'JPT',\n",
" 'HG03651': 'PJL',\n",
" 'NA10851': 'CEU',\n",
" 'NA18519': 'YRI',\n",
" 'NA19759': 'MXL',\n",
" 'NA20515': 'TSI',\n",
" 'HG03746': 'STU',\n",
" 'NA10860': 'CEU',\n",
" 'HG01809': 'CDX',\n",
" 'HG00251': 'GBR',\n",
" 'HG02567': 'GWD',\n",
" 'HG01088': 'PUR',\n",
" 'HG01484': 'CLM',\n",
" 'NA19658': 'MXL',\n",
" 'NA19174': 'YRI',\n",
" 'HG04235': 'ITU',\n",
" 'HG01694': 'IBS',\n",
" 'HG03761': 'PJL',\n",
" 'HG04155': 'BEB',\n",
" 'HG01982': 'PEL',\n",
" 'HG00642': 'PUR',\n",
" 'HG03040': 'GWD',\n",
" 'NA12155': 'CEU',\n",
" 'HG01920': 'PEL',\n",
" 'HG02219': 'IBS',\n",
" 'NA11933': 'CEU',\n",
" 'HG03371': 'ESN',\n",
" 'HG03472': 'MSL',\n",
" 'NA20807': 'TSI',\n",
" 'NA21128': 'GIH',\n",
" 'HG01459': 'CLM',\n",
" 'NA20507': 'TSI',\n",
" 'HG03549': 'MSL',\n",
" 'HG02644': 'GWD',\n",
" 'NA18986': 'JPT',\n",
" 'NA18532': 'CHB',\n",
" 'NA18642': 'CHB',\n",
" 'NA19204': 'YRI',\n",
" 'HG00635': 'CHS',\n",
" 'HG02025': 'KHV',\n",
" 'NA18507': 'YRI',\n",
" 'HG00267': 'FIN',\n",
" 'HG01415': 'PUR',\n",
" 'NA21116': 'GIH',\n",
" 'HG02761': 'GWD',\n",
" 'HG01892': 'PEL',\n",
" 'NA18561': 'CHB',\n",
" 'HG01843': 'KHV',\n",
" 'HG01526': 'IBS',\n",
" 'HG02869': 'GWD',\n",
" 'HG00122': 'GBR',\n",
" 'HG02820': 'GWD',\n",
" 'HG03133': 'ESN',\n",
" 'HG02179': 'CDX',\n",
" 'HG02260': 'PEL',\n",
" 'HG01457': 'CLM',\n",
" 'HG00326': 'FIN',\n",
" 'NA12829': 'CEU',\n",
" 'HG01704': 'IBS',\n",
" 'NA19003': 'JPT',\n",
" 'NA18570': 'CHB',\n",
" 'HG03709': 'PJL',\n",
" 'HG01871': 'KHV',\n",
" 'HG03939': 'BEB',\n",
" 'HG03594': 'BEB',\n",
" 'HG02391': 'CDX',\n",
" 'HG02429': 'ACB',\n",
" 'HG00629': 'CHS',\n",
" 'NA18537': 'CHB',\n",
" 'HG00238': 'GBR',\n",
" 'HG01705': 'IBS',\n",
" 'NA18740': 'CHB',\n",
" 'HG01799': 'CDX',\n",
" 'HG01249': 'PUR',\n",
" 'HG01490': 'CLM',\n",
" 'NA19004': 'JPT',\n",
" 'HG02140': 'KHV',\n",
" 'HG03584': 'MSL',\n",
" 'HG03714': 'ITU',\n",
" 'NA07346': 'CEU',\n",
" 'NA19373': 'LWK',\n",
" 'HG00663': 'CHS',\n",
" 'NA20864': 'GIH',\n",
" 'NA20287': 'ASW',\n",
" 'HG04038': 'STU',\n",
" 'NA21102': 'GIH',\n",
" 'HG03200': 'ESN',\n",
" 'HG00130': 'GBR',\n",
" 'HG02603': 'PJL',\n",
" 'HG00281': 'FIN',\n",
" 'NA18624': 'CHB',\n",
" 'HG02525': 'KHV',\n",
" 'HG00694': 'CHS',\n",
" 'HG00636': 'CHS',\n",
" ...}"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample_dict = {}\n",
"for i, r in sample_df.iterrows():\n",
" sample_dict[r['Sample']] = r['Population']\n",
" \n",
"sample_dict\n"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"nan"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a = {'Korea': 90, 'English': 100}\n",
"sample_dict.get('HG02276--', np.nan)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 유전자형 정보 행렬 만들기"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
" <th>4991</th>\n",
" <th>4992</th>\n",
" <th>4993</th>\n",
" <th>4994</th>\n",
" <th>4995</th>\n",
" <th>4996</th>\n",
" <th>4997</th>\n",
" <th>4998</th>\n",
" <th>4999</th>\n",
" <th>Population</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>HG00098 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00100 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00106 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00112 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00114 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00116 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00117 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00118 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00119 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00120 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00122 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00123 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00124 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00126 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00131 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00141 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00142 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00143 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00144 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00145 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00146 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00147 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00148 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00149 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00150 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00151 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00152 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00153 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00156 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00158 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20786 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20787 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20790 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20792 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20795 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20796 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20797 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20798 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20799 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20800 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20801 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20802 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20803 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20804 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20805 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20806 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20807 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20808 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20809 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20810 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20811 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20812 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20813 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20814 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20815 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20816 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20818 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20819 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20826 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20828 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>629 rows × 5001 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 7 8 9 ... 4991 \\\n",
"HG00098 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00100 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00106 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00112 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00114 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00116 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00117 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00118 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00119 num NaN NaN 0.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00120 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00122 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00123 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00124 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00126 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00131 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00141 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00142 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00143 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00144 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00145 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00146 num NaN NaN 0.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00147 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00148 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00149 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00150 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00151 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00152 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... 0.0 \n",
"HG00153 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00156 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00158 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"... .. .. ... ... ... ... ... ... .. ... ... ... \n",
"NA20786 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20787 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"NA20790 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20792 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20795 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20796 num NaN NaN 0.0 2.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20797 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20798 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... 0.0 \n",
"NA20799 num NaN NaN 0.0 1.0 0.0 0.0 1.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20800 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20801 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20802 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20803 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20804 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20805 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20806 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... 0.0 \n",
"NA20807 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20808 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20809 num NaN NaN 1.0 2.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20810 num NaN NaN 2.0 2.0 2.0 0.0 0.0 0.0 NaN 2.0 ... 1.0 \n",
"NA20811 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20812 num NaN NaN 0.0 0.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20813 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"NA20814 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20815 num NaN NaN 0.0 0.0 0.0 0.0 1.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20816 num NaN NaN 1.0 1.0 0.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20818 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20819 num NaN NaN 1.0 2.0 1.0 0.0 0.0 1.0 NaN 2.0 ... 0.0 \n",
"NA20826 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20828 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"\n",
" 4992 4993 4994 4995 4996 4997 4998 4999 Population \n",
"HG00098 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00100 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00106 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00112 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00114 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00116 num 1.0 0.0 0.0 0.0 NaN 1.0 2.0 0.0 GBR \n",
"HG00117 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00118 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00119 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 GBR \n",
"HG00120 num 2.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00122 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00123 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00124 num 2.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00126 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00131 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 GBR \n",
"HG00141 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00142 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 GBR \n",
"HG00143 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00144 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00145 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00146 num 2.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00147 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00148 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00149 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 GBR \n",
"HG00150 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 GBR \n",
"HG00151 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00152 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00153 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00156 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 GBR \n",
"HG00158 num 1.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20787 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20790 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20792 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20795 num 2.0 1.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20796 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20797 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20798 num 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20799 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20800 num 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20801 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20802 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20803 num 0.0 0.0 0.0 0.0 NaN 1.0 1.0 0.0 TSI \n",
"NA20804 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20805 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20806 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 TSI \n",
"NA20807 num 1.0 1.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20808 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20809 num 1.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20810 num 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20811 num 2.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20812 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20813 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20814 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 TSI \n",
"NA20815 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20816 num 1.0 1.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20818 num 0.0 0.0 0.0 0.0 NaN 0.0 2.0 0.0 TSI \n",
"NA20819 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20826 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20828 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"\n",
"[629 rows x 5001 columns]"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix['Population'] = matrix.apply(\n",
" lambda r: sample_dict.get(r.name.split()[0], np.nan), axis=1)\n",
"matrix\n"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.decomposition import PCA\n",
"from cycler import cycler\n",
"\n",
"def get_pca_df(x):\n",
" x_std = StandardScaler().fit_transform(x)\n",
" pca = PCA(n_components=2)\n",
" y = pca.fit_transform(x_std)\n",
" pca_df = pd.DataFrame(y)\n",
" pca_df.index = x.index\n",
" pca_df.columns = ['C1', 'C2']\n",
" pca_df = pd.concat([x, pca_df], axis=1)\n",
" return pca_df\n",
" \n",
"def draw_groups(groups, loc=None):\n",
" fig, ax = plt.subplots(figsize=(12,10))\n",
" colors = pd.tools.plotting._get_standard_colors(len(groups), color_type='random')\n",
" ax.set_prop_cycle(cycler('color', colors))\n",
" ax.margins(0.15)\n",
"\n",
" for name, group in groups:\n",
" ax.plot(group['C1'], group['C2'], marker='o', linestyle='', ms=8, label=name)\n",
"\n",
" ax.legend(numpoints=1, loc=loc)\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>5</th>\n",
" <th>7</th>\n",
" <th>9</th>\n",
" <th>12</th>\n",
" <th>13</th>\n",
" <th>14</th>\n",
" <th>16</th>\n",
" <th>17</th>\n",
" <th>...</th>\n",
" <th>4988</th>\n",
" <th>4989</th>\n",
" <th>4990</th>\n",
" <th>4991</th>\n",
" <th>4992</th>\n",
" <th>4993</th>\n",
" <th>4995</th>\n",
" <th>4997</th>\n",
" <th>4998</th>\n",
" <th>4999</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>HG00098 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00100 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00106 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00112 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00114 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00116 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00117 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00118 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00119 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00120 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00122 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00123 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00124 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00126 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00131 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00141 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00142 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00143 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00144 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00145 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00146 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00147 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00148 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00149 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00150 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00151 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00152 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00153 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00156 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00158 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20786 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20787 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20790 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20792 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20795 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20796 num</th>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20797 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20798 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20799 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20800 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20801 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20802 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20803 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20804 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20805 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20806 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20807 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20808 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20809 num</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20810 num</th>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20811 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20812 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20813 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20814 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20815 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20816 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20818 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20819 num</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20826 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20828 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>629 rows × 2827 columns</p>\n",
"</div>"
],
"text/plain": [
" 2 3 5 7 9 12 13 14 16 17 ... \\\n",
"HG00098 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00100 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00106 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00112 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00114 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00116 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00117 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00118 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00119 num 0.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00120 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00122 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00123 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00124 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00126 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00131 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00141 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00142 num 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00143 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00144 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"HG00145 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00146 num 0.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00147 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00148 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00149 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00150 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00151 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00152 num 0.0 1.0 0.0 1.0 1.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00153 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00156 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00158 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20787 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20790 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20792 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20795 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20796 num 0.0 2.0 0.0 0.0 1.0 0.0 1.0 2.0 2.0 2.0 ... \n",
"NA20797 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20798 num 0.0 1.0 0.0 1.0 1.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20799 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20800 num 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20801 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20802 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20803 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20804 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20805 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20806 num 0.0 1.0 0.0 1.0 1.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20807 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 2.0 ... \n",
"NA20808 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20809 num 1.0 2.0 0.0 0.0 1.0 0.0 1.0 2.0 2.0 2.0 ... \n",
"NA20810 num 2.0 2.0 0.0 0.0 2.0 0.0 0.0 2.0 2.0 2.0 ... \n",
"NA20811 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 2.0 ... \n",
"NA20812 num 0.0 0.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"NA20813 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20814 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20815 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20816 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 2.0 ... \n",
"NA20818 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20819 num 1.0 2.0 0.0 1.0 2.0 0.0 1.0 2.0 2.0 2.0 ... \n",
"NA20826 num 0.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"NA20828 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"\n",
" 4988 4989 4990 4991 4992 4993 4995 4997 4998 4999 \n",
"HG00098 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00100 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00106 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n",
"HG00112 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00114 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n",
"HG00116 num 0.0 1.0 2.0 1.0 1.0 0.0 0.0 1.0 2.0 0.0 \n",
"HG00117 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00118 num 0.0 1.0 2.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00119 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 \n",
"HG00120 num 0.0 2.0 2.0 1.0 2.0 0.0 0.0 0.0 1.0 0.0 \n",
"HG00122 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00123 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00124 num 0.0 0.0 2.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00126 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00131 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 \n",
"HG00141 num 0.0 1.0 2.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00142 num 1.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 \n",
"HG00143 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00144 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00145 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00146 num 0.0 1.0 2.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 \n",
"HG00147 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00148 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n",
"HG00149 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 \n",
"HG00150 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 \n",
"HG00151 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"HG00152 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n",
"HG00153 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n",
"HG00156 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 \n",
"HG00158 num 0.0 1.0 2.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0 \n",
"... ... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n",
"NA20787 num 0.0 0.0 2.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20790 num 0.0 0.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20792 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20795 num 0.0 0.0 2.0 0.0 2.0 1.0 0.0 0.0 1.0 0.0 \n",
"NA20796 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20797 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20798 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
"NA20799 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20800 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
"NA20801 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20802 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20803 num 0.0 2.0 2.0 0.0 0.0 0.0 0.0 1.0 1.0 0.0 \n",
"NA20804 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20805 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20806 num 0.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 \n",
"NA20807 num 0.0 2.0 2.0 0.0 1.0 1.0 0.0 0.0 1.0 0.0 \n",
"NA20808 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20809 num 0.0 0.0 2.0 0.0 1.0 0.0 0.0 1.0 0.0 0.0 \n",
"NA20810 num 0.0 0.0 2.0 1.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
"NA20811 num 0.0 0.0 2.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20812 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20813 num 0.0 0.0 2.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20814 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 \n",
"NA20815 num 0.0 1.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20816 num 0.0 2.0 2.0 0.0 1.0 1.0 0.0 0.0 0.0 0.0 \n",
"NA20818 num 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 \n",
"NA20819 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"NA20826 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 \n",
"NA20828 num 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
"[629 rows x 2827 columns]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix.ix[:,:-1].dropna(1)\n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pca_df = get_pca_df(matrix.ix[:,:-1].dropna(1))\n",
"pca_df['Population'] = matrix['Population']\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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l4MGDAFy6dImBAwdSunRpihYtStWqVYmKiron8wR50E4IIcQVN3v4zmLRsNtND2BWQghX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c5zj50+ttiCcPq0d9i7O75EPcnudj3JEalIazxwz/Ikyz0D/agsKgQZkG0KHnYD9etV4bEdkVSv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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1063d1358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw_groups(pca_df.groupby('Population'), 'upper right')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
" <th>4991</th>\n",
" <th>4992</th>\n",
" <th>4993</th>\n",
" <th>4994</th>\n",
" <th>4995</th>\n",
" <th>4996</th>\n",
" <th>4997</th>\n",
" <th>4998</th>\n",
" <th>4999</th>\n",
" <th>Population</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>HG00098 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00100 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00106 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00112 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00114 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00116 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00117 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00118 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00119 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00120 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00122 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00123 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00124 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00126 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00131 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00141 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00142 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00143 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00144 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00145 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00146 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00147 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00148 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00149 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00150 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00151 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00152 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00153 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00156 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00158 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20786 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20787 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20790 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20792 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20795 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20796 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20797 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20798 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20799 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20800 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20801 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20802 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20803 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20804 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20805 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20806 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20807 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20808 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20809 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20810 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20811 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20812 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20813 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20814 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20815 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20816 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20818 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20819 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20826 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20828 num</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>629 rows × 5001 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 7 8 9 ... 4991 \\\n",
"HG00098 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00100 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00106 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00112 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00114 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00116 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00117 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00118 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00119 num NaN NaN 0.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00120 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00122 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00123 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00124 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00126 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00131 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00141 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"HG00142 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00143 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00144 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00145 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00146 num NaN NaN 0.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"HG00147 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00148 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00149 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00150 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00151 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00152 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... 0.0 \n",
"HG00153 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00156 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"HG00158 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"... .. .. ... ... ... ... ... ... .. ... ... ... \n",
"NA20786 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20787 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"NA20790 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20792 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20795 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20796 num NaN NaN 0.0 2.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20797 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20798 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... 0.0 \n",
"NA20799 num NaN NaN 0.0 1.0 0.0 0.0 1.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20800 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20801 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20802 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20803 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20804 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20805 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20806 num NaN NaN 0.0 1.0 0.0 0.0 0.0 1.0 NaN 1.0 ... 0.0 \n",
"NA20807 num NaN NaN 1.0 1.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20808 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20809 num NaN NaN 1.0 2.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20810 num NaN NaN 2.0 2.0 2.0 0.0 0.0 0.0 NaN 2.0 ... 1.0 \n",
"NA20811 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20812 num NaN NaN 0.0 0.0 1.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20813 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 1.0 \n",
"NA20814 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20815 num NaN NaN 0.0 0.0 0.0 0.0 1.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20816 num NaN NaN 1.0 1.0 0.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20818 num NaN NaN 0.0 0.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"NA20819 num NaN NaN 1.0 2.0 1.0 0.0 0.0 1.0 NaN 2.0 ... 0.0 \n",
"NA20826 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 1.0 ... 0.0 \n",
"NA20828 num NaN NaN 0.0 1.0 0.0 0.0 0.0 0.0 NaN 0.0 ... 0.0 \n",
"\n",
" 4992 4993 4994 4995 4996 4997 4998 4999 Population \n",
"HG00098 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00100 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00106 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00112 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00114 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00116 num 1.0 0.0 0.0 0.0 NaN 1.0 2.0 0.0 GBR \n",
"HG00117 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00118 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00119 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 GBR \n",
"HG00120 num 2.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00122 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00123 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00124 num 2.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00126 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00131 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 GBR \n",
"HG00141 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00142 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 GBR \n",
"HG00143 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00144 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00145 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00146 num 2.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00147 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00148 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00149 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 GBR \n",
"HG00150 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 1.0 GBR \n",
"HG00151 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 GBR \n",
"HG00152 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00153 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"HG00156 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 GBR \n",
"HG00158 num 1.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 GBR \n",
"... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20787 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20790 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20792 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20795 num 2.0 1.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20796 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20797 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20798 num 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20799 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20800 num 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20801 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20802 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20803 num 0.0 0.0 0.0 0.0 NaN 1.0 1.0 0.0 TSI \n",
"NA20804 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20805 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20806 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 TSI \n",
"NA20807 num 1.0 1.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20808 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20809 num 1.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20810 num 0.0 0.0 0.0 0.0 NaN 1.0 0.0 0.0 TSI \n",
"NA20811 num 2.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20812 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20813 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20814 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 1.0 TSI \n",
"NA20815 num 1.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20816 num 1.0 1.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20818 num 0.0 0.0 0.0 0.0 NaN 0.0 2.0 0.0 TSI \n",
"NA20819 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"NA20826 num 0.0 0.0 0.0 0.0 NaN 0.0 1.0 0.0 TSI \n",
"NA20828 num 0.0 0.0 0.0 0.0 NaN 0.0 0.0 0.0 TSI \n",
"\n",
"[629 rows x 5001 columns]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"matrix2 = matrix.dropna(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CEU와 CHB의 변이 차이"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ceu = matrix2[matrix2['Population'] == 'CEU']\n",
"chb = matrix2[matrix2['Population'] == 'CHB']\n"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>5</th>\n",
" <th>7</th>\n",
" <th>9</th>\n",
" <th>12</th>\n",
" <th>13</th>\n",
" <th>14</th>\n",
" <th>16</th>\n",
" <th>17</th>\n",
" <th>...</th>\n",
" <th>4989</th>\n",
" <th>4990</th>\n",
" <th>4991</th>\n",
" <th>4992</th>\n",
" <th>4993</th>\n",
" <th>4995</th>\n",
" <th>4997</th>\n",
" <th>4998</th>\n",
" <th>4999</th>\n",
" <th>Population</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>HG00098 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00100 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00106 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00112 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00114 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00116 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00117 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00118 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00119 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00120 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00122 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00123 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00124 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00126 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00131 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00141 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00142 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00143 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00144 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00145 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00146 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00147 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00148 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00149 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00150 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00151 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00152 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00153 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00156 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HG00158 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>GBR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20786 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20787 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20790 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20792 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20795 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20796 num</th>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20797 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20798 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20799 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20800 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20801 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20802 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20803 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20804 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20805 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20806 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20807 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20808 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20809 num</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20810 num</th>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20811 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20812 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20813 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20814 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20815 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20816 num</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20818 num</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20819 num</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20826 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NA20828 num</th>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>TSI</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>629 rows × 2828 columns</p>\n",
"</div>"
],
"text/plain": [
" 2 3 5 7 9 12 13 14 16 17 ... \\\n",
"HG00098 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00100 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00106 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00112 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00114 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00116 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00117 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00118 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00119 num 0.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00120 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00122 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00123 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00124 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00126 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00131 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00141 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00142 num 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00143 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00144 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"HG00145 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00146 num 0.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"HG00147 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00148 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00149 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00150 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00151 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00152 num 0.0 1.0 0.0 1.0 1.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"HG00153 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00156 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"HG00158 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20787 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20790 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20792 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20795 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20796 num 0.0 2.0 0.0 0.0 1.0 0.0 1.0 2.0 2.0 2.0 ... \n",
"NA20797 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20798 num 0.0 1.0 0.0 1.0 1.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20799 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20800 num 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20801 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20802 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20803 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20804 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20805 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20806 num 0.0 1.0 0.0 1.0 1.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20807 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 2.0 ... \n",
"NA20808 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"NA20809 num 1.0 2.0 0.0 0.0 1.0 0.0 1.0 2.0 2.0 2.0 ... \n",
"NA20810 num 2.0 2.0 0.0 0.0 2.0 0.0 0.0 2.0 2.0 2.0 ... \n",
"NA20811 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 2.0 ... \n",
"NA20812 num 0.0 0.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"NA20813 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20814 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20815 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... \n",
"NA20816 num 1.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 2.0 ... \n",
"NA20818 num 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 ... \n",
"NA20819 num 1.0 2.0 0.0 1.0 2.0 0.0 1.0 2.0 2.0 2.0 ... \n",
"NA20826 num 0.0 1.0 0.0 0.0 1.0 0.0 0.0 1.0 1.0 1.0 ... \n",
"NA20828 num 0.0 1.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 ... \n",
"\n",
" 4989 4990 4991 4992 4993 4995 4997 4998 4999 Population \n",
"HG00098 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00100 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00106 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"HG00112 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00114 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"HG00116 num 1.0 2.0 1.0 1.0 0.0 0.0 1.0 2.0 0.0 GBR \n",
"HG00117 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00118 num 1.0 2.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00119 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 GBR \n",
"HG00120 num 2.0 2.0 1.0 2.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"HG00122 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00123 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00124 num 0.0 2.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00126 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00131 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 GBR \n",
"HG00141 num 1.0 2.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00142 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 GBR \n",
"HG00143 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00144 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00145 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00146 num 1.0 2.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"HG00147 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00148 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"HG00149 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 GBR \n",
"HG00150 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 GBR \n",
"HG00151 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 GBR \n",
"HG00152 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"HG00153 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"HG00156 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 GBR \n",
"HG00158 num 1.0 2.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0 GBR \n",
"... ... ... ... ... ... ... ... ... ... ... \n",
"NA20786 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 TSI \n",
"NA20787 num 0.0 2.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20790 num 0.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20792 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20795 num 0.0 2.0 0.0 2.0 1.0 0.0 0.0 1.0 0.0 TSI \n",
"NA20796 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20797 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20798 num 0.0 2.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 TSI \n",
"NA20799 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20800 num 0.0 2.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 TSI \n",
"NA20801 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20802 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20803 num 2.0 2.0 0.0 0.0 0.0 0.0 1.0 1.0 0.0 TSI \n",
"NA20804 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20805 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20806 num 2.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 TSI \n",
"NA20807 num 2.0 2.0 0.0 1.0 1.0 0.0 0.0 1.0 0.0 TSI \n",
"NA20808 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20809 num 0.0 2.0 0.0 1.0 0.0 0.0 1.0 0.0 0.0 TSI \n",
"NA20810 num 0.0 2.0 1.0 0.0 0.0 0.0 1.0 0.0 0.0 TSI \n",
"NA20811 num 0.0 2.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20812 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20813 num 0.0 2.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20814 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 TSI \n",
"NA20815 num 1.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20816 num 2.0 2.0 0.0 1.0 1.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20818 num 1.0 2.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 TSI \n",
"NA20819 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"NA20826 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 TSI \n",
"NA20828 num 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 TSI \n",
"\n",
"[629 rows x 2828 columns]"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ceu_ids = list(ceu.index)\n",
"chb_ids = list(chb.index)\n",
"matrix2"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.5/site-packages/scipy/stats/stats.py:249: RuntimeWarning: The input array could not be properly checked for nan values. nan values will be ignored.\n",
" \"values. nan values will be ignored.\", RuntimeWarning)\n"
]
},
{
"data": {
"text/plain": [
"2 3.001240e-01\n",
"3 5.077094e-10\n",
"5 4.455631e-02\n",
"7 4.395198e-01\n",
"9 8.239539e-02\n",
"12 1.957032e-02\n",
"13 9.170527e-02\n",
"14 1.132260e-02\n",
"16 1.626908e-02\n",
"17 7.837922e-02\n",
"20 2.717679e-03\n",
"22 1.749647e-03\n",
"23 4.161932e-03\n",
"26 7.064017e-03\n",
"27 8.737629e-03\n",
"28 9.362104e-03\n",
"29 1.749647e-03\n",
"30 1.749647e-03\n",
"32 2.101233e-01\n",
"34 2.717679e-03\n",
"40 1.110325e-03\n",
"42 2.717679e-03\n",
"49 4.072045e-01\n",
"55 3.639410e-03\n",
"59 8.399446e-03\n",
"61 1.221159e-01\n",
"62 4.455631e-02\n",
"64 4.404638e-01\n",
"66 1.208496e-01\n",
"67 NaN\n",
" ... \n",
"4966 5.805121e-04\n",
"4967 4.568664e-03\n",
"4968 5.023331e-05\n",
"4969 7.493982e-01\n",
"4970 6.569898e-02\n",
"4971 1.413589e-02\n",
"4972 9.131017e-02\n",
"4973 3.059390e-01\n",
"4975 3.121692e-03\n",
"4977 1.028203e-01\n",
"4978 9.459553e-03\n",
"4979 NaN\n",
"4980 1.952565e-01\n",
"4981 3.024057e-01\n",
"4982 8.373549e-03\n",
"4983 3.364626e-01\n",
"4985 3.869401e-03\n",
"4986 2.512300e-01\n",
"4987 2.254631e-02\n",
"4988 1.957032e-02\n",
"4989 1.893101e-01\n",
"4990 2.185872e-01\n",
"4991 2.113554e-01\n",
"4992 4.729785e-02\n",
"4993 1.028203e-01\n",
"4995 NaN\n",
"4997 8.821178e-02\n",
"4998 4.157188e-01\n",
"4999 3.026712e-02\n",
"Population NaN\n",
"dtype: float64"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def get_ttest_pvalue(s):\n",
" try:\n",
" x1 = list(s[ceu_ids])\n",
" x2 = list(s[chb_ids])\n",
" if not x1 or not x2:\n",
" return np.nan\n",
" return stats.ttest_ind(x1, x2)[1]\n",
" except:\n",
" return np.nan\n",
"\n",
"matrix2.apply(get_ttest_pvalue)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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