reading files in tensorflow.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading a csv file using TextLineReader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "heart.csv:1\n",
      "160,12,5.73,23.11,Present,49,25.3,97.2,52,1\n"
     ]
    }
   ],
   "source": [
    "filename_queue = tf.train.string_input_producer([\"heart.csv\"])\n",
    "reader = tf.TextLineReader()\n",
    "key,value = reader.read(filename_queue)\n",
    "#record_defaults = [[1000] for i in range(10)]\n",
    "#values = tf.decode_csv(value,record_defaults)\n",
    "with tf.Session() as sess:\n",
    "    coord = tf.train.Coordinator()\n",
    "    threads = tf.train.start_queue_runners(coord=coord)\n",
    "    print sess.run(key)\n",
    "    print sess.run(value)\n",
    "    coord.request_stop()\n",
    "    coord.join(threads)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading a csv file using WholeFileReader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "heart.txt\n",
      "\"sbp\"\t\"tobacco\"\t\"ldl\"\t\"adiposity\"\t\"famhist\"\t\"typea\"\t\"obesity\"\t\"alcohol\"\t\"age\"\t\"chd\"\n",
      "160\t12\t5.73\t23.11\t\"Present\"\t49\t25.3\t97.2\t52\t1\n",
      "144\t0.01\t4.41\t28.61\t\"Absent\"\t55\t28.87\t2.06\t63\t1\n",
      "118\t0.08\t3.48\t32.28\t\"Present\"\t52\t29.14\t3.81\t46\t0\n",
      "170\t7.5\t6.41\t38.03\t\"Present\"\t51\t31.99\t24.26\t58\t1\n",
      "134\t13.6\t3.5\t27.78\t\"Present\"\t60\t25.99\t57.34\t49\t1\n",
      "132\t6.2\t6.47\t36.21\t\"Present\"\t62\t30.77\t14.14\t45\t0\n",
      "142\t4.05\t3.38\t16.2\t\"Absent\"\t59\t20.81\t2.62\t38\t0\n",
      "114\t4.08\t4.59\t14.6\t\"Present\"\t62\t23.11\t6.72\t58\t1\n",
      "114\t0\t3.83\t19.4\t\"Present\"\t49\t24.86\t2.49\t29\t0\n",
      "132\t0\t5.8\t30.96\t\"Present\"\t69\t30.11\t0\t53\t1\n",
      "206\t6\t2.95\t32.27\t\"Absent\"\t72\t26.81\t56.06\t60\t1\n",
      "134\t14.1\t4.44\t22.39\t\"Present\"\t65\t23.09\t0\t40\t1\n",
      "118\t0\t1.88\t10.05\t\"Absent\"\t59\t21.57\t0\t17\t0\n",
      "132\t0\t1.87\t17.21\t\"Absent\"\t49\t23.63\t0.97\t15\t0\n",
      "112\t9.65\t2.29\t17.2\t\"Present\"\t54\t23.53\t0.68\t53\t0\n",
      "117\t1.53\t2.44\t28.95\t\"Present\"\t35\t25.89\t30.03\t46\t0\n",
      "120\t7.5\t15.33\t22\t\"Absent\"\t60\t25.31\t34.49\t49\t0\n",
      "146\t10.5\t8.29\t35.36\t\"Present\"\t78\t32.73\t13.89\t53\t1\n",
      "158\t2.6\t7.46\t34.07\t\"Present\"\t61\t29.3\t53.28\t62\t1\n",
      "124\t14\t6.23\t35.96\t\"Present\"\t45\t30.09\t0\t59\t1\n",
      "106\t1.61\t1.74\t12.32\t\"Absent\"\t74\t20.92\t13.37\t20\t1\n",
      "132\t7.9\t2.85\t26.5\t\"Present\"\t51\t26.16\t25.71\t44\t0\n",
      "150\t0.3\t6.38\t33.99\t\"Present\"\t62\t24.64\t0\t50\t0\n",
      "138\t0.6\t3.81\t28.66\t\"Absent\"\t54\t28.7\t1.46\t58\t0\n",
      "142\t18.2\t4.34\t24.38\t\"Absent\"\t61\t26.19\t0\t50\t0\n",
      "124\t4\t12.42\t31.29\t\"Present\"\t54\t23.23\t2.06\t42\t1\n",
      "118\t6\t9.65\t33.91\t\"Absent\"\t60\t38.8\t0\t48\t0\n",
      "145\t9.1\t5.24\t27.55\t\"Absent\"\t59\t20.96\t21.6\t61\t1\n",
      "144\t4.09\t5.55\t31.4\t\"Present\"\t60\t29.43\t5.55\t56\t0\n",
      "146\t0\t6.62\t25.69\t\"Absent\"\t60\t28.07\t8.23\t63\t1\n",
      "136\t2.52\t3.95\t25.63\t\"Absent\"\t51\t21.86\t0\t45\t1\n",
      "158\t1.02\t6.33\t23.88\t\"Absent\"\t66\t22.13\t24.99\t46\t1\n",
      "122\t6.6\t5.58\t35.95\t\"Present\"\t53\t28.07\t12.55\t59\t1\n",
      "126\t8.75\t6.53\t34.02\t\"Absent\"\t49\t30.25\t0\t41\t1\n",
      "148\t5.5\t7.1\t25.31\t\"Absent\"\t56\t29.84\t3.6\t48\t0\n",
      "122\t4.26\t4.44\t13.04\t\"Absent\"\t57\t19.49\t48.99\t28\t1\n",
      "140\t3.9\t7.32\t25.05\t\"Absent\"\t47\t27.36\t36.77\t32\t0\n",
      "110\t4.64\t4.55\t30.46\t\"Absent\"\t48\t30.9\t15.22\t46\t0\n",
      "130\t0\t2.82\t19.63\t\"Present\"\t70\t24.86\t0\t29\t0\n",
      "136\t11.2\t5.81\t31.85\t\"Present\"\t75\t27.68\t22.94\t58\t1\n",
      "118\t0.28\t5.8\t33.7\t\"Present\"\t60\t30.98\t0\t41\t1\n",
      "144\t0.04\t3.38\t23.61\t\"Absent\"\t30\t23.75\t4.66\t30\t0\n",
      "120\t0\t1.07\t16.02\t\"Absent\"\t47\t22.15\t0\t15\t0\n",
      "130\t2.61\t2.72\t22.99\t\"Present\"\t51\t26.29\t13.37\t51\t1\n",
      "114\t0\t2.99\t9.74\t\"Absent\"\t54\t46.58\t0\t17\t0\n",
      "128\t4.65\t3.31\t22.74\t\"Absent\"\t62\t22.95\t0.51\t48\t0\n",
      "162\t7.4\t8.55\t24.65\t\"Present\"\t64\t25.71\t5.86\t58\t1\n",
      "116\t1.91\t7.56\t26.45\t\"Present\"\t52\t30.01\t3.6\t33\t1\n",
      "114\t0\t1.94\t11.02\t\"Absent\"\t54\t20.17\t38.98\t16\t0\n",
      "126\t3.8\t3.88\t31.79\t\"Absent\"\t57\t30.53\t0\t30\t0\n",
      "122\t0\t5.75\t30.9\t\"Present\"\t46\t29.01\t4.11\t42\t0\n",
      "134\t2.5\t3.66\t30.9\t\"Absent\"\t52\t27.19\t23.66\t49\t0\n",
      "152\t0.9\t9.12\t30.23\t\"Absent\"\t56\t28.64\t0.37\t42\t1\n",
      "134\t8.08\t1.55\t17.5\t\"Present\"\t56\t22.65\t66.65\t31\t1\n",
      "156\t3\t1.82\t27.55\t\"Absent\"\t60\t23.91\t54\t53\t0\n",
      "152\t5.99\t7.99\t32.48\t\"Absent\"\t45\t26.57\t100.32\t48\t0\n",
      "118\t0\t2.99\t16.17\t\"Absent\"\t49\t23.83\t3.22\t28\t0\n",
      "126\t5.1\t2.96\t26.5\t\"Absent\"\t55\t25.52\t12.34\t38\t1\n",
      "103\t0.03\t4.21\t18.96\t\"Absent\"\t48\t22.94\t2.62\t18\t0\n",
      "121\t0.8\t5.29\t18.95\t\"Present\"\t47\t22.51\t0\t61\t0\n",
      "142\t0.28\t1.8\t21.03\t\"Absent\"\t57\t23.65\t2.93\t33\t0\n",
      "138\t1.15\t5.09\t27.87\t\"Present\"\t61\t25.65\t2.34\t44\t0\n",
      "152\t10.1\t4.71\t24.65\t\"Present\"\t65\t26.21\t24.53\t57\t0\n",
      "140\t0.45\t4.3\t24.33\t\"Absent\"\t41\t27.23\t10.08\t38\t0\n",
      "130\t0\t1.82\t10.45\t\"Absent\"\t57\t22.07\t2.06\t17\t0\n",
      "136\t7.36\t2.19\t28.11\t\"Present\"\t61\t25\t61.71\t54\t0\n",
      "124\t4.82\t3.24\t21.1\t\"Present\"\t48\t28.49\t8.42\t30\t0\n",
      "112\t0.41\t1.88\t10.29\t\"Absent\"\t39\t22.08\t20.98\t27\t0\n",
      "118\t4.46\t7.27\t29.13\t\"Present\"\t48\t29.01\t11.11\t33\t0\n",
      "122\t0\t3.37\t16.1\t\"Absent\"\t67\t21.06\t0\t32\t1\n",
      "118\t0\t3.67\t12.13\t\"Absent\"\t51\t19.15\t0.6\t15\t0\n",
      "130\t1.72\t2.66\t10.38\t\"Absent\"\t68\t17.81\t11.1\t26\t0\n",
      "130\t5.6\t3.37\t24.8\t\"Absent\"\t58\t25.76\t43.2\t36\t0\n",
      "126\t0.09\t5.03\t13.27\t\"Present\"\t50\t17.75\t4.63\t20\t0\n",
      "128\t0.4\t6.17\t26.35\t\"Absent\"\t64\t27.86\t11.11\t34\t0\n",
      "136\t0\t4.12\t17.42\t\"Absent\"\t52\t21.66\t12.86\t40\t0\n",
      "134\t0\t5.9\t30.84\t\"Absent\"\t49\t29.16\t0\t55\t0\n",
      "140\t0.6\t5.56\t33.39\t\"Present\"\t58\t27.19\t0\t55\t1\n",
      "168\t4.5\t6.68\t28.47\t\"Absent\"\t43\t24.25\t24.38\t56\t1\n",
      "108\t0.4\t5.91\t22.92\t\"Present\"\t57\t25.72\t72\t39\t0\n",
      "114\t3\t7.04\t22.64\t\"Present\"\t55\t22.59\t0\t45\t1\n",
      "140\t8.14\t4.93\t42.49\t\"Absent\"\t53\t45.72\t6.43\t53\t1\n",
      "148\t4.8\t6.09\t36.55\t\"Present\"\t63\t25.44\t0.88\t55\t1\n",
      "148\t12.2\t3.79\t34.15\t\"Absent\"\t57\t26.38\t14.4\t57\t1\n",
      "128\t0\t2.43\t13.15\t\"Present\"\t63\t20.75\t0\t17\t0\n",
      "130\t0.56\t3.3\t30.86\t\"Absent\"\t49\t27.52\t33.33\t45\t0\n",
      "126\t10.5\t4.49\t17.33\t\"Absent\"\t67\t19.37\t0\t49\t1\n",
      "140\t0\t5.08\t27.33\t\"Present\"\t41\t27.83\t1.25\t38\t0\n",
      "126\t0.9\t5.64\t17.78\t\"Present\"\t55\t21.94\t0\t41\t0\n",
      "122\t0.72\t4.04\t32.38\t\"Absent\"\t34\t28.34\t0\t55\t0\n",
      "116\t1.03\t2.83\t10.85\t\"Absent\"\t45\t21.59\t1.75\t21\t0\n",
      "120\t3.7\t4.02\t39.66\t\"Absent\"\t61\t30.57\t0\t64\t1\n",
      "143\t0.46\t2.4\t22.87\t\"Absent\"\t62\t29.17\t15.43\t29\t0\n",
      "118\t4\t3.95\t18.96\t\"Absent\"\t54\t25.15\t8.33\t49\t1\n",
      "194\t1.7\t6.32\t33.67\t\"Absent\"\t47\t30.16\t0.19\t56\t0\n",
      "134\t3\t4.37\t23.07\t\"Absent\"\t56\t20.54\t9.65\t62\t0\n",
      "138\t2.16\t4.9\t24.83\t\"Present\"\t39\t26.06\t28.29\t29\t0\n",
      "136\t0\t5\t27.58\t\"Present\"\t49\t27.59\t1.47\t39\t0\n",
      "122\t3.2\t11.32\t35.36\t\"Present\"\t55\t27.07\t0\t51\t1\n",
      "164\t12\t3.91\t19.59\t\"Absent\"\t51\t23.44\t19.75\t39\t0\n",
      "136\t8\t7.85\t23.81\t\"Present\"\t51\t22.69\t2.78\t50\t0\n",
      "166\t0.07\t4.03\t29.29\t\"Absent\"\t53\t28.37\t0\t27\t0\n",
      "118\t0\t4.34\t30.12\t\"Present\"\t52\t32.18\t3.91\t46\t0\n",
      "128\t0.42\t4.6\t26.68\t\"Absent\"\t41\t30.97\t10.33\t31\t0\n",
      "118\t1.5\t5.38\t25.84\t\"Absent\"\t64\t28.63\t3.89\t29\t0\n",
      "158\t3.6\t2.97\t30.11\t\"Absent\"\t63\t26.64\t108\t64\t0\n",
      "108\t1.5\t4.33\t24.99\t\"Absent\"\t66\t22.29\t21.6\t61\t1\n",
      "170\t7.6\t5.5\t37.83\t\"Present\"\t42\t37.41\t6.17\t54\t1\n",
      "118\t1\t5.76\t22.1\t\"Absent\"\t62\t23.48\t7.71\t42\t0\n",
      "124\t0\t3.04\t17.33\t\"Absent\"\t49\t22.04\t0\t18\t0\n",
      "114\t0\t8.01\t21.64\t\"Absent\"\t66\t25.51\t2.49\t16\t0\n",
      "168\t9\t8.53\t24.48\t\"Present\"\t69\t26.18\t4.63\t54\t1\n",
      "134\t2\t3.66\t14.69\t\"Absent\"\t52\t21.03\t2.06\t37\t0\n",
      "174\t0\t8.46\t35.1\t\"Present\"\t35\t25.27\t0\t61\t1\n",
      "116\t31.2\t3.17\t14.99\t\"Absent\"\t47\t19.4\t49.06\t59\t1\n",
      "128\t0\t10.58\t31.81\t\"Present\"\t46\t28.41\t14.66\t48\t0\n",
      "140\t4.5\t4.59\t18.01\t\"Absent\"\t63\t21.91\t22.09\t32\t1\n",
      "154\t0.7\t5.91\t25\t\"Absent\"\t13\t20.6\t0\t42\t0\n",
      "150\t3.5\t6.99\t25.39\t\"Present\"\t50\t23.35\t23.48\t61\t1\n",
      "130\t0\t3.92\t25.55\t\"Absent\"\t68\t28.02\t0.68\t27\t0\n",
      "128\t2\t6.13\t21.31\t\"Absent\"\t66\t22.86\t11.83\t60\t0\n",
      "120\t1.4\t6.25\t20.47\t\"Absent\"\t60\t25.85\t8.51\t28\t0\n",
      "120\t0\t5.01\t26.13\t\"Absent\"\t64\t26.21\t12.24\t33\t0\n",
      "138\t4.5\t2.85\t30.11\t\"Absent\"\t55\t24.78\t24.89\t56\t1\n",
      "153\t7.8\t3.96\t25.73\t\"Absent\"\t54\t25.91\t27.03\t45\t0\n",
      "123\t8.6\t11.17\t35.28\t\"Present\"\t70\t33.14\t0\t59\t1\n",
      "148\t4.04\t3.99\t20.69\t\"Absent\"\t60\t27.78\t1.75\t28\t0\n",
      "136\t3.96\t2.76\t30.28\t\"Present\"\t50\t34.42\t18.51\t38\t0\n",
      "134\t8.8\t7.41\t26.84\t\"Absent\"\t35\t29.44\t29.52\t60\t1\n",
      "152\t12.18\t4.04\t37.83\t\"Present\"\t63\t34.57\t4.17\t64\t0\n",
      "158\t13.5\t5.04\t30.79\t\"Absent\"\t54\t24.79\t21.5\t62\t0\n",
      "132\t2\t3.08\t35.39\t\"Absent\"\t45\t31.44\t79.82\t58\t1\n",
      "134\t1.5\t3.73\t21.53\t\"Absent\"\t41\t24.7\t11.11\t30\t1\n",
      "142\t7.44\t5.52\t33.97\t\"Absent\"\t47\t29.29\t24.27\t54\t0\n",
      "134\t6\t3.3\t28.45\t\"Absent\"\t65\t26.09\t58.11\t40\t0\n",
      "122\t4.18\t9.05\t29.27\t\"Present\"\t44\t24.05\t19.34\t52\t1\n",
      "116\t2.7\t3.69\t13.52\t\"Absent\"\t55\t21.13\t18.51\t32\t0\n",
      "128\t0.5\t3.7\t12.81\t\"Present\"\t66\t21.25\t22.73\t28\t0\n",
      "120\t0\t3.68\t12.24\t\"Absent\"\t51\t20.52\t0.51\t20\t0\n",
      "124\t0\t3.95\t36.35\t\"Present\"\t59\t32.83\t9.59\t54\t0\n",
      "160\t14\t5.9\t37.12\t\"Absent\"\t58\t33.87\t3.52\t54\t1\n",
      "130\t2.78\t4.89\t9.39\t\"Present\"\t63\t19.3\t17.47\t25\t1\n",
      "128\t2.8\t5.53\t14.29\t\"Absent\"\t64\t24.97\t0.51\t38\t0\n",
      "130\t4.5\t5.86\t37.43\t\"Absent\"\t61\t31.21\t32.3\t58\t0\n",
      "109\t1.2\t6.14\t29.26\t\"Absent\"\t47\t24.72\t10.46\t40\t0\n",
      "144\t0\t3.84\t18.72\t\"Absent\"\t56\t22.1\t4.8\t40\t0\n",
      "118\t1.05\t3.16\t12.98\t\"Present\"\t46\t22.09\t16.35\t31\t0\n",
      "136\t3.46\t6.38\t32.25\t\"Present\"\t43\t28.73\t3.13\t43\t1\n",
      "136\t1.5\t6.06\t26.54\t\"Absent\"\t54\t29.38\t14.5\t33\t1\n",
      "124\t15.5\t5.05\t24.06\t\"Absent\"\t46\t23.22\t0\t61\t1\n",
      "148\t6\t6.49\t26.47\t\"Absent\"\t48\t24.7\t0\t55\t0\n",
      "128\t6.6\t3.58\t20.71\t\"Absent\"\t55\t24.15\t0\t52\t0\n",
      "122\t0.28\t4.19\t19.97\t\"Absent\"\t61\t25.63\t0\t24\t0\n",
      "108\t0\t2.74\t11.17\t\"Absent\"\t53\t22.61\t0.95\t20\t0\n",
      "124\t3.04\t4.8\t19.52\t\"Present\"\t60\t21.78\t147.19\t41\t1\n",
      "138\t8.8\t3.12\t22.41\t\"Present\"\t63\t23.33\t120.03\t55\t1\n",
      "127\t0\t2.81\t15.7\t\"Absent\"\t42\t22.03\t1.03\t17\t0\n",
      "174\t9.45\t5.13\t35.54\t\"Absent\"\t55\t30.71\t59.79\t53\t0\n",
      "122\t0\t3.05\t23.51\t\"Absent\"\t46\t25.81\t0\t38\t0\n",
      "144\t6.75\t5.45\t29.81\t\"Absent\"\t53\t25.62\t26.23\t43\t1\n",
      "126\t1.8\t6.22\t19.71\t\"Absent\"\t65\t24.81\t0.69\t31\t0\n",
      "208\t27.4\t3.12\t26.63\t\"Absent\"\t66\t27.45\t33.07\t62\t1\n",
      "138\t0\t2.68\t17.04\t\"Absent\"\t42\t22.16\t0\t16\t0\n",
      "148\t0\t3.84\t17.26\t\"Absent\"\t70\t20\t0\t21\t0\n",
      "122\t0\t3.08\t16.3\t\"Absent\"\t43\t22.13\t0\t16\t0\n",
      "132\t7\t3.2\t23.26\t\"Absent\"\t77\t23.64\t23.14\t49\t0\n",
      "110\t12.16\t4.99\t28.56\t\"Absent\"\t44\t27.14\t21.6\t55\t1\n",
      "160\t1.52\t8.12\t29.3\t\"Present\"\t54\t25.87\t12.86\t43\t1\n",
      "126\t0.54\t4.39\t21.13\t\"Present\"\t45\t25.99\t0\t25\t0\n",
      "162\t5.3\t7.95\t33.58\t\"Present\"\t58\t36.06\t8.23\t48\t0\n",
      "194\t2.55\t6.89\t33.88\t\"Present\"\t69\t29.33\t0\t41\t0\n",
      "118\t0.75\t2.58\t20.25\t\"Absent\"\t59\t24.46\t0\t32\t0\n",
      "124\t0\t4.79\t34.71\t\"Absent\"\t49\t26.09\t9.26\t47\t0\n",
      "160\t0\t2.42\t34.46\t\"Absent\"\t48\t29.83\t1.03\t61\t0\n",
      "128\t0\t2.51\t29.35\t\"Present\"\t53\t22.05\t1.37\t62\t0\n",
      "122\t4\t5.24\t27.89\t\"Present\"\t45\t26.52\t0\t61\t1\n",
      "132\t2\t2.7\t21.57\t\"Present\"\t50\t27.95\t9.26\t37\t0\n",
      "120\t0\t2.42\t16.66\t\"Absent\"\t46\t20.16\t0\t17\t0\n",
      "128\t0.04\t8.22\t28.17\t\"Absent\"\t65\t26.24\t11.73\t24\t0\n",
      "108\t15\t4.91\t34.65\t\"Absent\"\t41\t27.96\t14.4\t56\t0\n",
      "166\t0\t4.31\t34.27\t\"Absent\"\t45\t30.14\t13.27\t56\t0\n",
      "152\t0\t6.06\t41.05\t\"Present\"\t51\t40.34\t0\t51\t0\n",
      "170\t4.2\t4.67\t35.45\t\"Present\"\t50\t27.14\t7.92\t60\t1\n",
      "156\t4\t2.05\t19.48\t\"Present\"\t50\t21.48\t27.77\t39\t1\n",
      "116\t8\t6.73\t28.81\t\"Present\"\t41\t26.74\t40.94\t48\t1\n",
      "122\t4.4\t3.18\t11.59\t\"Present\"\t59\t21.94\t0\t33\t1\n",
      "150\t20\t6.4\t35.04\t\"Absent\"\t53\t28.88\t8.33\t63\t0\n",
      "129\t2.15\t5.17\t27.57\t\"Absent\"\t52\t25.42\t2.06\t39\t0\n",
      "134\t4.8\t6.58\t29.89\t\"Present\"\t55\t24.73\t23.66\t63\t0\n",
      "126\t0\t5.98\t29.06\t\"Present\"\t56\t25.39\t11.52\t64\t1\n",
      "142\t0\t3.72\t25.68\t\"Absent\"\t48\t24.37\t5.25\t40\t1\n",
      "128\t0.7\t4.9\t37.42\t\"Present\"\t72\t35.94\t3.09\t49\t1\n",
      "102\t0.4\t3.41\t17.22\t\"Present\"\t56\t23.59\t2.06\t39\t1\n",
      "130\t0\t4.89\t25.98\t\"Absent\"\t72\t30.42\t14.71\t23\t0\n",
      "138\t0.05\t2.79\t10.35\t\"Absent\"\t46\t21.62\t0\t18\t0\n",
      "138\t0\t1.96\t11.82\t\"Present\"\t54\t22.01\t8.13\t21\t0\n",
      "128\t0\t3.09\t20.57\t\"Absent\"\t54\t25.63\t0.51\t17\t0\n",
      "162\t2.92\t3.63\t31.33\t\"Absent\"\t62\t31.59\t18.51\t42\t0\n",
      "160\t3\t9.19\t26.47\t\"Present\"\t39\t28.25\t14.4\t54\t1\n",
      "148\t0\t4.66\t24.39\t\"Absent\"\t50\t25.26\t4.03\t27\t0\n",
      "124\t0.16\t2.44\t16.67\t\"Absent\"\t65\t24.58\t74.91\t23\t0\n",
      "136\t3.15\t4.37\t20.22\t\"Present\"\t59\t25.12\t47.16\t31\t1\n",
      "134\t2.75\t5.51\t26.17\t\"Absent\"\t57\t29.87\t8.33\t33\t0\n",
      "128\t0.73\t3.97\t23.52\t\"Absent\"\t54\t23.81\t19.2\t64\t0\n",
      "122\t3.2\t3.59\t22.49\t\"Present\"\t45\t24.96\t36.17\t58\t0\n",
      "152\t3\t4.64\t31.29\t\"Absent\"\t41\t29.34\t4.53\t40\t0\n",
      "162\t0\t5.09\t24.6\t\"Present\"\t64\t26.71\t3.81\t18\t0\n",
      "124\t4\t6.65\t30.84\t\"Present\"\t54\t28.4\t33.51\t60\t0\n",
      "136\t5.8\t5.9\t27.55\t\"Absent\"\t65\t25.71\t14.4\t59\t0\n",
      "136\t8.8\t4.26\t32.03\t\"Present\"\t52\t31.44\t34.35\t60\t0\n",
      "134\t0.05\t8.03\t27.95\t\"Absent\"\t48\t26.88\t0\t60\t0\n",
      "122\t1\t5.88\t34.81\t\"Present\"\t69\t31.27\t15.94\t40\t1\n",
      "116\t3\t3.05\t30.31\t\"Absent\"\t41\t23.63\t0.86\t44\t0\n",
      "132\t0\t0.98\t21.39\t\"Absent\"\t62\t26.75\t0\t53\t0\n",
      "134\t0\t2.4\t21.11\t\"Absent\"\t57\t22.45\t1.37\t18\t0\n",
      "160\t7.77\t8.07\t34.8\t\"Absent\"\t64\t31.15\t0\t62\t1\n",
      "180\t0.52\t4.23\t16.38\t\"Absent\"\t55\t22.56\t14.77\t45\t1\n",
      "124\t0.81\t6.16\t11.61\t\"Absent\"\t35\t21.47\t10.49\t26\t0\n",
      "114\t0\t4.97\t9.69\t\"Absent\"\t26\t22.6\t0\t25\t0\n",
      "208\t7.4\t7.41\t32.03\t\"Absent\"\t50\t27.62\t7.85\t57\t0\n",
      "138\t0\t3.14\t12\t\"Absent\"\t54\t20.28\t0\t16\t0\n",
      "164\t0.5\t6.95\t39.64\t\"Present\"\t47\t41.76\t3.81\t46\t1\n",
      "144\t2.4\t8.13\t35.61\t\"Absent\"\t46\t27.38\t13.37\t60\t0\n",
      "136\t7.5\t7.39\t28.04\t\"Present\"\t50\t25.01\t0\t45\t1\n",
      "132\t7.28\t3.52\t12.33\t\"Absent\"\t60\t19.48\t2.06\t56\t0\n",
      "143\t5.04\t4.86\t23.59\t\"Absent\"\t58\t24.69\t18.72\t42\t0\n",
      "112\t4.46\t7.18\t26.25\t\"Present\"\t69\t27.29\t0\t32\t1\n",
      "134\t10\t3.79\t34.72\t\"Absent\"\t42\t28.33\t28.8\t52\t1\n",
      "138\t2\t5.11\t31.4\t\"Present\"\t49\t27.25\t2.06\t64\t1\n",
      "188\t0\t5.47\t32.44\t\"Present\"\t71\t28.99\t7.41\t50\t1\n",
      "110\t2.35\t3.36\t26.72\t\"Present\"\t54\t26.08\t109.8\t58\t1\n",
      "136\t13.2\t7.18\t35.95\t\"Absent\"\t48\t29.19\t0\t62\t0\n",
      "130\t1.75\t5.46\t34.34\t\"Absent\"\t53\t29.42\t0\t58\t1\n",
      "122\t0\t3.76\t24.59\t\"Absent\"\t56\t24.36\t0\t30\t0\n",
      "138\t0\t3.24\t27.68\t\"Absent\"\t60\t25.7\t88.66\t29\t0\n",
      "130\t18\t4.13\t27.43\t\"Absent\"\t54\t27.44\t0\t51\t1\n",
      "126\t5.5\t3.78\t34.15\t\"Absent\"\t55\t28.85\t3.18\t61\t0\n",
      "176\t5.76\t4.89\t26.1\t\"Present\"\t46\t27.3\t19.44\t57\t0\n",
      "122\t0\t5.49\t19.56\t\"Absent\"\t57\t23.12\t14.02\t27\t0\n",
      "124\t0\t3.23\t9.64\t\"Absent\"\t59\t22.7\t0\t16\t0\n",
      "140\t5.2\t3.58\t29.26\t\"Absent\"\t70\t27.29\t20.17\t45\t1\n",
      "128\t6\t4.37\t22.98\t\"Present\"\t50\t26.01\t0\t47\t0\n",
      "190\t4.18\t5.05\t24.83\t\"Absent\"\t45\t26.09\t82.85\t41\t0\n",
      "144\t0.76\t10.53\t35.66\t\"Absent\"\t63\t34.35\t0\t55\t1\n",
      "126\t4.6\t7.4\t31.99\t\"Present\"\t57\t28.67\t0.37\t60\t1\n",
      "128\t0\t2.63\t23.88\t\"Absent\"\t45\t21.59\t6.54\t57\t0\n",
      "136\t0.4\t3.91\t21.1\t\"Present\"\t63\t22.3\t0\t56\t1\n",
      "158\t4\t4.18\t28.61\t\"Present\"\t42\t25.11\t0\t60\t0\n",
      "160\t0.6\t6.94\t30.53\t\"Absent\"\t36\t25.68\t1.42\t64\t0\n",
      "124\t6\t5.21\t33.02\t\"Present\"\t64\t29.37\t7.61\t58\t1\n",
      "158\t6.17\t8.12\t30.75\t\"Absent\"\t46\t27.84\t92.62\t48\t0\n",
      "128\t0\t6.34\t11.87\t\"Absent\"\t57\t23.14\t0\t17\t0\n",
      "166\t3\t3.82\t26.75\t\"Absent\"\t45\t20.86\t0\t63\t1\n",
      "146\t7.5\t7.21\t25.93\t\"Present\"\t55\t22.51\t0.51\t42\t0\n",
      "161\t9\t4.65\t15.16\t\"Present\"\t58\t23.76\t43.2\t46\t0\n",
      "164\t13.02\t6.26\t29.38\t\"Present\"\t47\t22.75\t37.03\t54\t1\n",
      "146\t5.08\t7.03\t27.41\t\"Present\"\t63\t36.46\t24.48\t37\t1\n",
      "142\t4.48\t3.57\t19.75\t\"Present\"\t51\t23.54\t3.29\t49\t0\n",
      "138\t12\t5.13\t28.34\t\"Absent\"\t59\t24.49\t32.81\t58\t1\n",
      "154\t1.8\t7.13\t34.04\t\"Present\"\t52\t35.51\t39.36\t44\t0\n",
      "118\t0\t2.39\t12.13\t\"Absent\"\t49\t18.46\t0.26\t17\t1\n",
      "124\t0.61\t2.69\t17.15\t\"Present\"\t61\t22.76\t11.55\t20\t0\n",
      "124\t1.04\t2.84\t16.42\t\"Present\"\t46\t20.17\t0\t61\t0\n",
      "136\t5\t4.19\t23.99\t\"Present\"\t68\t27.8\t25.86\t35\t0\n",
      "132\t9.9\t4.63\t27.86\t\"Present\"\t46\t23.39\t0.51\t52\t1\n",
      "118\t0.12\t1.96\t20.31\t\"Absent\"\t37\t20.01\t2.42\t18\t0\n",
      "118\t0.12\t4.16\t9.37\t\"Absent\"\t57\t19.61\t0\t17\t0\n",
      "134\t12\t4.96\t29.79\t\"Absent\"\t53\t24.86\t8.23\t57\t0\n",
      "114\t0.1\t3.95\t15.89\t\"Present\"\t57\t20.31\t17.14\t16\t0\n",
      "136\t6.8\t7.84\t30.74\t\"Present\"\t58\t26.2\t23.66\t45\t1\n",
      "130\t0\t4.16\t39.43\t\"Present\"\t46\t30.01\t0\t55\t1\n",
      "136\t2.2\t4.16\t38.02\t\"Absent\"\t65\t37.24\t4.11\t41\t1\n",
      "136\t1.36\t3.16\t14.97\t\"Present\"\t56\t24.98\t7.3\t24\t0\n",
      "154\t4.2\t5.59\t25.02\t\"Absent\"\t58\t25.02\t1.54\t43\t0\n",
      "108\t0.8\t2.47\t17.53\t\"Absent\"\t47\t22.18\t0\t55\t1\n",
      "136\t8.8\t4.69\t36.07\t\"Present\"\t38\t26.56\t2.78\t63\t1\n",
      "174\t2.02\t6.57\t31.9\t\"Present\"\t50\t28.75\t11.83\t64\t1\n",
      "124\t4.25\t8.22\t30.77\t\"Absent\"\t56\t25.8\t0\t43\t0\n",
      "114\t0\t2.63\t9.69\t\"Absent\"\t45\t17.89\t0\t16\t0\n",
      "118\t0.12\t3.26\t12.26\t\"Absent\"\t55\t22.65\t0\t16\t0\n",
      "106\t1.08\t4.37\t26.08\t\"Absent\"\t67\t24.07\t17.74\t28\t1\n",
      "146\t3.6\t3.51\t22.67\t\"Absent\"\t51\t22.29\t43.71\t42\t0\n",
      "206\t0\t4.17\t33.23\t\"Absent\"\t69\t27.36\t6.17\t50\t1\n",
      "134\t3\t3.17\t17.91\t\"Absent\"\t35\t26.37\t15.12\t27\t0\n",
      "148\t15\t4.98\t36.94\t\"Present\"\t72\t31.83\t66.27\t41\t1\n",
      "126\t0.21\t3.95\t15.11\t\"Absent\"\t61\t22.17\t2.42\t17\t0\n",
      "134\t0\t3.69\t13.92\t\"Absent\"\t43\t27.66\t0\t19\t0\n",
      "134\t0.02\t2.8\t18.84\t\"Absent\"\t45\t24.82\t0\t17\t0\n",
      "123\t0.05\t4.61\t13.69\t\"Absent\"\t51\t23.23\t2.78\t16\t0\n",
      "112\t0.6\t5.28\t25.71\t\"Absent\"\t55\t27.02\t27.77\t38\t1\n",
      "112\t0\t1.71\t15.96\t\"Absent\"\t42\t22.03\t3.5\t16\t0\n",
      "101\t0.48\t7.26\t13\t\"Absent\"\t50\t19.82\t5.19\t16\t0\n",
      "150\t0.18\t4.14\t14.4\t\"Absent\"\t53\t23.43\t7.71\t44\t0\n",
      "170\t2.6\t7.22\t28.69\t\"Present\"\t71\t27.87\t37.65\t56\t1\n",
      "134\t0\t5.63\t29.12\t\"Absent\"\t68\t32.33\t2.02\t34\t0\n",
      "142\t0\t4.19\t18.04\t\"Absent\"\t56\t23.65\t20.78\t42\t1\n",
      "132\t0.1\t3.28\t10.73\t\"Absent\"\t73\t20.42\t0\t17\t0\n",
      "136\t0\t2.28\t18.14\t\"Absent\"\t55\t22.59\t0\t17\t0\n",
      "132\t12\t4.51\t21.93\t\"Absent\"\t61\t26.07\t64.8\t46\t1\n",
      "166\t4.1\t4\t34.3\t\"Present\"\t32\t29.51\t8.23\t53\t0\n",
      "138\t0\t3.96\t24.7\t\"Present\"\t53\t23.8\t0\t45\t0\n",
      "138\t2.27\t6.41\t29.07\t\"Absent\"\t58\t30.22\t2.93\t32\t1\n",
      "170\t0\t3.12\t37.15\t\"Absent\"\t47\t35.42\t0\t53\t0\n",
      "128\t0\t8.41\t28.82\t\"Present\"\t60\t26.86\t0\t59\t1\n",
      "136\t1.2\t2.78\t7.12\t\"Absent\"\t52\t22.51\t3.41\t27\t0\n",
      "128\t0\t3.22\t26.55\t\"Present\"\t39\t26.59\t16.71\t49\t0\n",
      "150\t14.4\t5.04\t26.52\t\"Present\"\t60\t28.84\t0\t45\t0\n",
      "132\t8.4\t3.57\t13.68\t\"Absent\"\t42\t18.75\t15.43\t59\t1\n",
      "142\t2.4\t2.55\t23.89\t\"Absent\"\t54\t26.09\t59.14\t37\t0\n",
      "130\t0.05\t2.44\t28.25\t\"Present\"\t67\t30.86\t40.32\t34\t0\n",
      "174\t3.5\t5.26\t21.97\t\"Present\"\t36\t22.04\t8.33\t59\t1\n",
      "114\t9.6\t2.51\t29.18\t\"Absent\"\t49\t25.67\t40.63\t46\t0\n",
      "162\t1.5\t2.46\t19.39\t\"Present\"\t49\t24.32\t0\t59\t1\n",
      "174\t0\t3.27\t35.4\t\"Absent\"\t58\t37.71\t24.95\t44\t0\n",
      "190\t5.15\t6.03\t36.59\t\"Absent\"\t42\t30.31\t72\t50\t0\n",
      "154\t1.4\t1.72\t18.86\t\"Absent\"\t58\t22.67\t43.2\t59\t0\n",
      "124\t0\t2.28\t24.86\t\"Present\"\t50\t22.24\t8.26\t38\t0\n",
      "114\t1.2\t3.98\t14.9\t\"Absent\"\t49\t23.79\t25.82\t26\t0\n",
      "168\t11.4\t5.08\t26.66\t\"Present\"\t56\t27.04\t2.61\t59\t1\n",
      "142\t3.72\t4.24\t32.57\t\"Absent\"\t52\t24.98\t7.61\t51\t0\n",
      "154\t0\t4.81\t28.11\t\"Present\"\t56\t25.67\t75.77\t59\t0\n",
      "146\t4.36\t4.31\t18.44\t\"Present\"\t47\t24.72\t10.8\t38\t0\n",
      "166\t6\t3.02\t29.3\t\"Absent\"\t35\t24.38\t38.06\t61\t0\n",
      "140\t8.6\t3.9\t32.16\t\"Present\"\t52\t28.51\t11.11\t64\t1\n",
      "136\t1.7\t3.53\t20.13\t\"Absent\"\t56\t19.44\t14.4\t55\t0\n",
      "156\t0\t3.47\t21.1\t\"Absent\"\t73\t28.4\t0\t36\t1\n",
      "132\t0\t6.63\t29.58\t\"Present\"\t37\t29.41\t2.57\t62\t0\n",
      "128\t0\t2.98\t12.59\t\"Absent\"\t65\t20.74\t2.06\t19\t0\n",
      "106\t5.6\t3.2\t12.3\t\"Absent\"\t49\t20.29\t0\t39\t0\n",
      "144\t0.4\t4.64\t30.09\t\"Absent\"\t30\t27.39\t0.74\t55\t0\n",
      "154\t0.31\t2.33\t16.48\t\"Absent\"\t33\t24\t11.83\t17\t0\n",
      "126\t3.1\t2.01\t32.97\t\"Present\"\t56\t28.63\t26.74\t45\t0\n",
      "134\t6.4\t8.49\t37.25\t\"Present\"\t56\t28.94\t10.49\t51\t1\n",
      "152\t19.45\t4.22\t29.81\t\"Absent\"\t28\t23.95\t0\t59\t1\n",
      "146\t1.35\t6.39\t34.21\t\"Absent\"\t51\t26.43\t0\t59\t1\n",
      "162\t6.94\t4.55\t33.36\t\"Present\"\t52\t27.09\t32.06\t43\t0\n",
      "130\t7.28\t3.56\t23.29\t\"Present\"\t20\t26.8\t51.87\t58\t1\n",
      "138\t6\t7.24\t37.05\t\"Absent\"\t38\t28.69\t0\t59\t0\n",
      "148\t0\t5.32\t26.71\t\"Present\"\t52\t32.21\t32.78\t27\t0\n",
      "124\t4.2\t2.94\t27.59\t\"Absent\"\t50\t30.31\t85.06\t30\t0\n",
      "118\t1.62\t9.01\t21.7\t\"Absent\"\t59\t25.89\t21.19\t40\t0\n",
      "116\t4.28\t7.02\t19.99\t\"Present\"\t68\t23.31\t0\t52\t1\n",
      "162\t6.3\t5.73\t22.61\t\"Present\"\t46\t20.43\t62.54\t53\t1\n",
      "138\t0.87\t1.87\t15.89\t\"Absent\"\t44\t26.76\t42.99\t31\t0\n",
      "137\t1.2\t3.14\t23.87\t\"Absent\"\t66\t24.13\t45\t37\t0\n",
      "198\t0.52\t11.89\t27.68\t\"Present\"\t48\t28.4\t78.99\t26\t1\n",
      "154\t4.5\t4.75\t23.52\t\"Present\"\t43\t25.76\t0\t53\t1\n",
      "128\t5.4\t2.36\t12.98\t\"Absent\"\t51\t18.36\t6.69\t61\t0\n",
      "130\t0.08\t5.59\t25.42\t\"Present\"\t50\t24.98\t6.27\t43\t1\n",
      "162\t5.6\t4.24\t22.53\t\"Absent\"\t29\t22.91\t5.66\t60\t0\n",
      "120\t10.5\t2.7\t29.87\t\"Present\"\t54\t24.5\t16.46\t49\t0\n",
      "136\t3.99\t2.58\t16.38\t\"Present\"\t53\t22.41\t27.67\t36\t0\n",
      "176\t1.2\t8.28\t36.16\t\"Present\"\t42\t27.81\t11.6\t58\t1\n",
      "134\t11.79\t4.01\t26.57\t\"Present\"\t38\t21.79\t38.88\t61\t1\n",
      "122\t1.7\t5.28\t32.23\t\"Present\"\t51\t24.08\t0\t54\t0\n",
      "134\t0.9\t3.18\t23.66\t\"Present\"\t52\t23.26\t27.36\t58\t1\n",
      "134\t0\t2.43\t22.24\t\"Absent\"\t52\t26.49\t41.66\t24\t0\n",
      "136\t6.6\t6.08\t32.74\t\"Absent\"\t64\t33.28\t2.72\t49\t0\n",
      "132\t4.05\t5.15\t26.51\t\"Present\"\t31\t26.67\t16.3\t50\t0\n",
      "152\t1.68\t3.58\t25.43\t\"Absent\"\t50\t27.03\t0\t32\t0\n",
      "132\t12.3\t5.96\t32.79\t\"Present\"\t57\t30.12\t21.5\t62\t1\n",
      "124\t0.4\t3.67\t25.76\t\"Absent\"\t43\t28.08\t20.57\t34\t0\n",
      "140\t4.2\t2.91\t28.83\t\"Present\"\t43\t24.7\t47.52\t48\t0\n",
      "166\t0.6\t2.42\t34.03\t\"Present\"\t53\t26.96\t54\t60\t0\n",
      "156\t3.02\t5.35\t25.72\t\"Present\"\t53\t25.22\t28.11\t52\t1\n",
      "132\t0.72\t4.37\t19.54\t\"Absent\"\t48\t26.11\t49.37\t28\t0\n",
      "150\t0\t4.99\t27.73\t\"Absent\"\t57\t30.92\t8.33\t24\t0\n",
      "134\t0.12\t3.4\t21.18\t\"Present\"\t33\t26.27\t14.21\t30\t0\n",
      "126\t3.4\t4.87\t15.16\t\"Present\"\t65\t22.01\t11.11\t38\t0\n",
      "148\t0.5\t5.97\t32.88\t\"Absent\"\t54\t29.27\t6.43\t42\t0\n",
      "148\t8.2\t7.75\t34.46\t\"Present\"\t46\t26.53\t6.04\t64\t1\n",
      "132\t6\t5.97\t25.73\t\"Present\"\t66\t24.18\t145.29\t41\t0\n",
      "128\t1.6\t5.41\t29.3\t\"Absent\"\t68\t29.38\t23.97\t32\t0\n",
      "128\t5.16\t4.9\t31.35\t\"Present\"\t57\t26.42\t0\t64\t0\n",
      "140\t0\t2.4\t27.89\t\"Present\"\t70\t30.74\t144\t29\t0\n",
      "126\t0\t5.29\t27.64\t\"Absent\"\t25\t27.62\t2.06\t45\t0\n",
      "114\t3.6\t4.16\t22.58\t\"Absent\"\t60\t24.49\t65.31\t31\t0\n",
      "118\t1.25\t4.69\t31.58\t\"Present\"\t52\t27.16\t4.11\t53\t0\n",
      "126\t0.96\t4.99\t29.74\t\"Absent\"\t66\t33.35\t58.32\t38\t0\n",
      "154\t4.5\t4.68\t39.97\t\"Absent\"\t61\t33.17\t1.54\t64\t1\n",
      "112\t1.44\t2.71\t22.92\t\"Absent\"\t59\t24.81\t0\t52\t0\n",
      "140\t8\t4.42\t33.15\t\"Present\"\t47\t32.77\t66.86\t44\t0\n",
      "140\t1.68\t11.41\t29.54\t\"Present\"\t74\t30.75\t2.06\t38\t1\n",
      "128\t2.6\t4.94\t21.36\t\"Absent\"\t61\t21.3\t0\t31\t0\n",
      "126\t19.6\t6.03\t34.99\t\"Absent\"\t49\t26.99\t55.89\t44\t0\n",
      "160\t4.2\t6.76\t37.99\t\"Present\"\t61\t32.91\t3.09\t54\t1\n",
      "144\t0\t4.17\t29.63\t\"Present\"\t52\t21.83\t0\t59\t0\n",
      "148\t4.5\t10.49\t33.27\t\"Absent\"\t50\t25.92\t2.06\t53\t1\n",
      "146\t0\t4.92\t18.53\t\"Absent\"\t57\t24.2\t34.97\t26\t0\n",
      "164\t5.6\t3.17\t30.98\t\"Present\"\t44\t25.99\t43.2\t53\t1\n",
      "130\t0.54\t3.63\t22.03\t\"Present\"\t69\t24.34\t12.86\t39\t1\n",
      "154\t2.4\t5.63\t42.17\t\"Present\"\t59\t35.07\t12.86\t50\t1\n",
      "178\t0.95\t4.75\t21.06\t\"Absent\"\t49\t23.74\t24.69\t61\t0\n",
      "180\t3.57\t3.57\t36.1\t\"Absent\"\t36\t26.7\t19.95\t64\t0\n",
      "134\t12.5\t2.73\t39.35\t\"Absent\"\t48\t35.58\t0\t48\t0\n",
      "142\t0\t3.54\t16.64\t\"Absent\"\t58\t25.97\t8.36\t27\t0\n",
      "162\t7\t7.67\t34.34\t\"Present\"\t33\t30.77\t0\t62\t0\n",
      "218\t11.2\t2.77\t30.79\t\"Absent\"\t38\t24.86\t90.93\t48\t1\n",
      "126\t8.75\t6.06\t32.72\t\"Present\"\t33\t27\t62.43\t55\t1\n",
      "126\t0\t3.57\t26.01\t\"Absent\"\t61\t26.3\t7.97\t47\t0\n",
      "134\t6.1\t4.77\t26.08\t\"Absent\"\t47\t23.82\t1.03\t49\t0\n",
      "132\t0\t4.17\t36.57\t\"Absent\"\t57\t30.61\t18\t49\t0\n",
      "178\t5.5\t3.79\t23.92\t\"Present\"\t45\t21.26\t6.17\t62\t1\n",
      "208\t5.04\t5.19\t20.71\t\"Present\"\t52\t25.12\t24.27\t58\t1\n",
      "160\t1.15\t10.19\t39.71\t\"Absent\"\t31\t31.65\t20.52\t57\t0\n",
      "116\t2.38\t5.67\t29.01\t\"Present\"\t54\t27.26\t15.77\t51\t0\n",
      "180\t25.01\t3.7\t38.11\t\"Present\"\t57\t30.54\t0\t61\t1\n",
      "200\t19.2\t4.43\t40.6\t\"Present\"\t55\t32.04\t36\t60\t1\n",
      "112\t4.2\t3.58\t27.14\t\"Absent\"\t52\t26.83\t2.06\t40\t0\n",
      "120\t0\t3.1\t26.97\t\"Absent\"\t41\t24.8\t0\t16\t0\n",
      "178\t20\t9.78\t33.55\t\"Absent\"\t37\t27.29\t2.88\t62\t1\n",
      "166\t0.8\t5.63\t36.21\t\"Absent\"\t50\t34.72\t28.8\t60\t0\n",
      "164\t8.2\t14.16\t36.85\t\"Absent\"\t52\t28.5\t17.02\t55\t1\n",
      "216\t0.92\t2.66\t19.85\t\"Present\"\t49\t20.58\t0.51\t63\t1\n",
      "146\t6.4\t5.62\t33.05\t\"Present\"\t57\t31.03\t0.74\t46\t0\n",
      "134\t1.1\t3.54\t20.41\t\"Present\"\t58\t24.54\t39.91\t39\t1\n",
      "158\t16\t5.56\t29.35\t\"Absent\"\t36\t25.92\t58.32\t60\t0\n",
      "176\t0\t3.14\t31.04\t\"Present\"\t45\t30.18\t4.63\t45\t0\n",
      "132\t2.8\t4.79\t20.47\t\"Present\"\t50\t22.15\t11.73\t48\t0\n",
      "126\t0\t4.55\t29.18\t\"Absent\"\t48\t24.94\t36\t41\t0\n",
      "120\t5.5\t3.51\t23.23\t\"Absent\"\t46\t22.4\t90.31\t43\t0\n",
      "174\t0\t3.86\t21.73\t\"Absent\"\t42\t23.37\t0\t63\t0\n",
      "150\t13.8\t5.1\t29.45\t\"Present\"\t52\t27.92\t77.76\t55\t1\n",
      "176\t6\t3.98\t17.2\t\"Present\"\t52\t21.07\t4.11\t61\t1\n",
      "142\t2.2\t3.29\t22.7\t\"Absent\"\t44\t23.66\t5.66\t42\t1\n",
      "132\t0\t3.3\t21.61\t\"Absent\"\t42\t24.92\t32.61\t33\t0\n",
      "142\t1.32\t7.63\t29.98\t\"Present\"\t57\t31.16\t72.93\t33\t0\n",
      "146\t1.16\t2.28\t34.53\t\"Absent\"\t50\t28.71\t45\t49\t0\n",
      "132\t7.2\t3.65\t17.16\t\"Present\"\t56\t23.25\t0\t34\t0\n",
      "120\t0\t3.57\t23.22\t\"Absent\"\t58\t27.2\t0\t32\t0\n",
      "118\t0\t3.89\t15.96\t\"Absent\"\t65\t20.18\t0\t16\t0\n",
      "108\t0\t1.43\t26.26\t\"Absent\"\t42\t19.38\t0\t16\t0\n",
      "136\t0\t4\t19.06\t\"Absent\"\t40\t21.94\t2.06\t16\t0\n",
      "120\t0\t2.46\t13.39\t\"Absent\"\t47\t22.01\t0.51\t18\t0\n",
      "132\t0\t3.55\t8.66\t\"Present\"\t61\t18.5\t3.87\t16\t0\n",
      "136\t0\t1.77\t20.37\t\"Absent\"\t45\t21.51\t2.06\t16\t0\n",
      "138\t0\t1.86\t18.35\t\"Present\"\t59\t25.38\t6.51\t17\t0\n",
      "138\t0.06\t4.15\t20.66\t\"Absent\"\t49\t22.59\t2.49\t16\t0\n",
      "130\t1.22\t3.3\t13.65\t\"Absent\"\t50\t21.4\t3.81\t31\t0\n",
      "130\t4\t2.4\t17.42\t\"Absent\"\t60\t22.05\t0\t40\t0\n",
      "110\t0\t7.14\t28.28\t\"Absent\"\t57\t29\t0\t32\t0\n",
      "120\t0\t3.98\t13.19\t\"Present\"\t47\t21.89\t0\t16\t0\n",
      "166\t6\t8.8\t37.89\t\"Absent\"\t39\t28.7\t43.2\t52\t0\n",
      "134\t0.57\t4.75\t23.07\t\"Absent\"\t67\t26.33\t0\t37\t0\n",
      "142\t3\t3.69\t25.1\t\"Absent\"\t60\t30.08\t38.88\t27\t0\n",
      "136\t2.8\t2.53\t9.28\t\"Present\"\t61\t20.7\t4.55\t25\t0\n",
      "142\t0\t4.32\t25.22\t\"Absent\"\t47\t28.92\t6.53\t34\t1\n",
      "130\t0\t1.88\t12.51\t\"Present\"\t52\t20.28\t0\t17\t0\n",
      "124\t1.8\t3.74\t16.64\t\"Present\"\t42\t22.26\t10.49\t20\t0\n",
      "144\t4\t5.03\t25.78\t\"Present\"\t57\t27.55\t90\t48\t1\n",
      "136\t1.81\t3.31\t6.74\t\"Absent\"\t63\t19.57\t24.94\t24\t0\n",
      "120\t0\t2.77\t13.35\t\"Absent\"\t67\t23.37\t1.03\t18\t0\n",
      "154\t5.53\t3.2\t28.81\t\"Present\"\t61\t26.15\t42.79\t42\t0\n",
      "124\t1.6\t7.22\t39.68\t\"Present\"\t36\t31.5\t0\t51\t1\n",
      "146\t0.64\t4.82\t28.02\t\"Absent\"\t60\t28.11\t8.23\t39\t1\n",
      "128\t2.24\t2.83\t26.48\t\"Absent\"\t48\t23.96\t47.42\t27\t1\n",
      "170\t0.4\t4.11\t42.06\t\"Present\"\t56\t33.1\t2.06\t57\t0\n",
      "214\t0.4\t5.98\t31.72\t\"Absent\"\t64\t28.45\t0\t58\t0\n",
      "182\t4.2\t4.41\t32.1\t\"Absent\"\t52\t28.61\t18.72\t52\t1\n",
      "108\t3\t1.59\t15.23\t\"Absent\"\t40\t20.09\t26.64\t55\t0\n",
      "118\t5.4\t11.61\t30.79\t\"Absent\"\t64\t27.35\t23.97\t40\t0\n",
      "132\t0\t4.82\t33.41\t\"Present\"\t62\t14.7\t0\t46\t1\n"
     ]
    }
   ],
   "source": [
    "filename_queue = tf.train.string_input_producer([\"heart.csv\"])\n",
    "reader = tf.WholeFileReader()\n",
    "key,value = reader.read(filename_queue)\n",
    "#record_defaults = [[1000] for i in range(10)]\n",
    "#values = tf.decode_csv(value,record_defaults)\n",
    "with tf.Session() as sess:\n",
    "    coord = tf.train.Coordinator()\n",
    "    threads = tf.train.start_queue_runners(coord=coord)\n",
    "    print sess.run(key)\n",
    "    print sess.run(value)\n",
    "    coord.request_stop()\n",
    "    coord.join(threads)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading a csv file using FixedLengthRecordReader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "heart.csv:0\n",
      "o,ldl,adip\n"
     ]
    }
   ],
   "source": [
    "#FixedLengthRecorder may not work here\n",
    "filename_queue = tf.train.string_input_producer([\"heart.csv\"])\n",
    "reader = tf.FixedLengthRecordReader(10)\n",
    "key,value = reader.read(filename_queue)\n",
    "#record_defaults = [[1000] for i in range(10)]\n",
    "#values = tf.decode_csv(value,record_defaults)\n",
    "with tf.Session() as sess:\n",
    "    coord = tf.train.Coordinator()\n",
    "    threads = tf.train.start_queue_runners(coord=coord)\n",
    "    print sess.run(key)\n",
    "    print sess.run(value)\n",
    "    coord.request_stop()\n",
    "    coord.join(threads)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading a txt file using WholeFileReader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "heart.txt\n",
      "\"sbp\"\t\"tobacco\"\t\"ldl\"\t\"adiposity\"\t\"famhist\"\t\"typea\"\t\"obesity\"\t\"alcohol\"\t\"age\"\t\"chd\"\n",
      "160\t12\t5.73\t23.11\t\"Present\"\t49\t25.3\t97.2\t52\t1\n",
      "144\t0.01\t4.41\t28.61\t\"Absent\"\t55\t28.87\t2.06\t63\t1\n",
      "118\t0.08\t3.48\t32.28\t\"Present\"\t52\t29.14\t3.81\t46\t0\n",
      "170\t7.5\t6.41\t38.03\t\"Present\"\t51\t31.99\t24.26\t58\t1\n",
      "134\t13.6\t3.5\t27.78\t\"Present\"\t60\t25.99\t57.34\t49\t1\n",
      "132\t6.2\t6.47\t36.21\t\"Present\"\t62\t30.77\t14.14\t45\t0\n",
      "142\t4.05\t3.38\t16.2\t\"Absent\"\t59\t20.81\t2.62\t38\t0\n",
      "114\t4.08\t4.59\t14.6\t\"Present\"\t62\t23.11\t6.72\t58\t1\n",
      "114\t0\t3.83\t19.4\t\"Present\"\t49\t24.86\t2.49\t29\t0\n",
      "132\t0\t5.8\t30.96\t\"Present\"\t69\t30.11\t0\t53\t1\n",
      "206\t6\t2.95\t32.27\t\"Absent\"\t72\t26.81\t56.06\t60\t1\n",
      "134\t14.1\t4.44\t22.39\t\"Present\"\t65\t23.09\t0\t40\t1\n",
      "118\t0\t1.88\t10.05\t\"Absent\"\t59\t21.57\t0\t17\t0\n",
      "132\t0\t1.87\t17.21\t\"Absent\"\t49\t23.63\t0.97\t15\t0\n",
      "112\t9.65\t2.29\t17.2\t\"Present\"\t54\t23.53\t0.68\t53\t0\n",
      "117\t1.53\t2.44\t28.95\t\"Present\"\t35\t25.89\t30.03\t46\t0\n",
      "120\t7.5\t15.33\t22\t\"Absent\"\t60\t25.31\t34.49\t49\t0\n",
      "146\t10.5\t8.29\t35.36\t\"Present\"\t78\t32.73\t13.89\t53\t1\n",
      "158\t2.6\t7.46\t34.07\t\"Present\"\t61\t29.3\t53.28\t62\t1\n",
      "124\t14\t6.23\t35.96\t\"Present\"\t45\t30.09\t0\t59\t1\n",
      "106\t1.61\t1.74\t12.32\t\"Absent\"\t74\t20.92\t13.37\t20\t1\n",
      "132\t7.9\t2.85\t26.5\t\"Present\"\t51\t26.16\t25.71\t44\t0\n",
      "150\t0.3\t6.38\t33.99\t\"Present\"\t62\t24.64\t0\t50\t0\n",
      "138\t0.6\t3.81\t28.66\t\"Absent\"\t54\t28.7\t1.46\t58\t0\n",
      "142\t18.2\t4.34\t24.38\t\"Absent\"\t61\t26.19\t0\t50\t0\n",
      "124\t4\t12.42\t31.29\t\"Present\"\t54\t23.23\t2.06\t42\t1\n",
      "118\t6\t9.65\t33.91\t\"Absent\"\t60\t38.8\t0\t48\t0\n",
      "145\t9.1\t5.24\t27.55\t\"Absent\"\t59\t20.96\t21.6\t61\t1\n",
      "144\t4.09\t5.55\t31.4\t\"Present\"\t60\t29.43\t5.55\t56\t0\n",
      "146\t0\t6.62\t25.69\t\"Absent\"\t60\t28.07\t8.23\t63\t1\n",
      "136\t2.52\t3.95\t25.63\t\"Absent\"\t51\t21.86\t0\t45\t1\n",
      "158\t1.02\t6.33\t23.88\t\"Absent\"\t66\t22.13\t24.99\t46\t1\n",
      "122\t6.6\t5.58\t35.95\t\"Present\"\t53\t28.07\t12.55\t59\t1\n",
      "126\t8.75\t6.53\t34.02\t\"Absent\"\t49\t30.25\t0\t41\t1\n",
      "148\t5.5\t7.1\t25.31\t\"Absent\"\t56\t29.84\t3.6\t48\t0\n",
      "122\t4.26\t4.44\t13.04\t\"Absent\"\t57\t19.49\t48.99\t28\t1\n",
      "140\t3.9\t7.32\t25.05\t\"Absent\"\t47\t27.36\t36.77\t32\t0\n",
      "110\t4.64\t4.55\t30.46\t\"Absent\"\t48\t30.9\t15.22\t46\t0\n",
      "130\t0\t2.82\t19.63\t\"Present\"\t70\t24.86\t0\t29\t0\n",
      "136\t11.2\t5.81\t31.85\t\"Present\"\t75\t27.68\t22.94\t58\t1\n",
      "118\t0.28\t5.8\t33.7\t\"Present\"\t60\t30.98\t0\t41\t1\n",
      "144\t0.04\t3.38\t23.61\t\"Absent\"\t30\t23.75\t4.66\t30\t0\n",
      "120\t0\t1.07\t16.02\t\"Absent\"\t47\t22.15\t0\t15\t0\n",
      "130\t2.61\t2.72\t22.99\t\"Present\"\t51\t26.29\t13.37\t51\t1\n",
      "114\t0\t2.99\t9.74\t\"Absent\"\t54\t46.58\t0\t17\t0\n",
      "128\t4.65\t3.31\t22.74\t\"Absent\"\t62\t22.95\t0.51\t48\t0\n",
      "162\t7.4\t8.55\t24.65\t\"Present\"\t64\t25.71\t5.86\t58\t1\n",
      "116\t1.91\t7.56\t26.45\t\"Present\"\t52\t30.01\t3.6\t33\t1\n",
      "114\t0\t1.94\t11.02\t\"Absent\"\t54\t20.17\t38.98\t16\t0\n",
      "126\t3.8\t3.88\t31.79\t\"Absent\"\t57\t30.53\t0\t30\t0\n",
      "122\t0\t5.75\t30.9\t\"Present\"\t46\t29.01\t4.11\t42\t0\n",
      "134\t2.5\t3.66\t30.9\t\"Absent\"\t52\t27.19\t23.66\t49\t0\n",
      "152\t0.9\t9.12\t30.23\t\"Absent\"\t56\t28.64\t0.37\t42\t1\n",
      "134\t8.08\t1.55\t17.5\t\"Present\"\t56\t22.65\t66.65\t31\t1\n",
      "156\t3\t1.82\t27.55\t\"Absent\"\t60\t23.91\t54\t53\t0\n",
      "152\t5.99\t7.99\t32.48\t\"Absent\"\t45\t26.57\t100.32\t48\t0\n",
      "118\t0\t2.99\t16.17\t\"Absent\"\t49\t23.83\t3.22\t28\t0\n",
      "126\t5.1\t2.96\t26.5\t\"Absent\"\t55\t25.52\t12.34\t38\t1\n",
      "103\t0.03\t4.21\t18.96\t\"Absent\"\t48\t22.94\t2.62\t18\t0\n",
      "121\t0.8\t5.29\t18.95\t\"Present\"\t47\t22.51\t0\t61\t0\n",
      "142\t0.28\t1.8\t21.03\t\"Absent\"\t57\t23.65\t2.93\t33\t0\n",
      "138\t1.15\t5.09\t27.87\t\"Present\"\t61\t25.65\t2.34\t44\t0\n",
      "152\t10.1\t4.71\t24.65\t\"Present\"\t65\t26.21\t24.53\t57\t0\n",
      "140\t0.45\t4.3\t24.33\t\"Absent\"\t41\t27.23\t10.08\t38\t0\n",
      "130\t0\t1.82\t10.45\t\"Absent\"\t57\t22.07\t2.06\t17\t0\n",
      "136\t7.36\t2.19\t28.11\t\"Present\"\t61\t25\t61.71\t54\t0\n",
      "124\t4.82\t3.24\t21.1\t\"Present\"\t48\t28.49\t8.42\t30\t0\n",
      "112\t0.41\t1.88\t10.29\t\"Absent\"\t39\t22.08\t20.98\t27\t0\n",
      "118\t4.46\t7.27\t29.13\t\"Present\"\t48\t29.01\t11.11\t33\t0\n",
      "122\t0\t3.37\t16.1\t\"Absent\"\t67\t21.06\t0\t32\t1\n",
      "118\t0\t3.67\t12.13\t\"Absent\"\t51\t19.15\t0.6\t15\t0\n",
      "130\t1.72\t2.66\t10.38\t\"Absent\"\t68\t17.81\t11.1\t26\t0\n",
      "130\t5.6\t3.37\t24.8\t\"Absent\"\t58\t25.76\t43.2\t36\t0\n",
      "126\t0.09\t5.03\t13.27\t\"Present\"\t50\t17.75\t4.63\t20\t0\n",
      "128\t0.4\t6.17\t26.35\t\"Absent\"\t64\t27.86\t11.11\t34\t0\n",
      "136\t0\t4.12\t17.42\t\"Absent\"\t52\t21.66\t12.86\t40\t0\n",
      "134\t0\t5.9\t30.84\t\"Absent\"\t49\t29.16\t0\t55\t0\n",
      "140\t0.6\t5.56\t33.39\t\"Present\"\t58\t27.19\t0\t55\t1\n",
      "168\t4.5\t6.68\t28.47\t\"Absent\"\t43\t24.25\t24.38\t56\t1\n",
      "108\t0.4\t5.91\t22.92\t\"Present\"\t57\t25.72\t72\t39\t0\n",
      "114\t3\t7.04\t22.64\t\"Present\"\t55\t22.59\t0\t45\t1\n",
      "140\t8.14\t4.93\t42.49\t\"Absent\"\t53\t45.72\t6.43\t53\t1\n",
      "148\t4.8\t6.09\t36.55\t\"Present\"\t63\t25.44\t0.88\t55\t1\n",
      "148\t12.2\t3.79\t34.15\t\"Absent\"\t57\t26.38\t14.4\t57\t1\n",
      "128\t0\t2.43\t13.15\t\"Present\"\t63\t20.75\t0\t17\t0\n",
      "130\t0.56\t3.3\t30.86\t\"Absent\"\t49\t27.52\t33.33\t45\t0\n",
      "126\t10.5\t4.49\t17.33\t\"Absent\"\t67\t19.37\t0\t49\t1\n",
      "140\t0\t5.08\t27.33\t\"Present\"\t41\t27.83\t1.25\t38\t0\n",
      "126\t0.9\t5.64\t17.78\t\"Present\"\t55\t21.94\t0\t41\t0\n",
      "122\t0.72\t4.04\t32.38\t\"Absent\"\t34\t28.34\t0\t55\t0\n",
      "116\t1.03\t2.83\t10.85\t\"Absent\"\t45\t21.59\t1.75\t21\t0\n",
      "120\t3.7\t4.02\t39.66\t\"Absent\"\t61\t30.57\t0\t64\t1\n",
      "143\t0.46\t2.4\t22.87\t\"Absent\"\t62\t29.17\t15.43\t29\t0\n",
      "118\t4\t3.95\t18.96\t\"Absent\"\t54\t25.15\t8.33\t49\t1\n",
      "194\t1.7\t6.32\t33.67\t\"Absent\"\t47\t30.16\t0.19\t56\t0\n",
      "134\t3\t4.37\t23.07\t\"Absent\"\t56\t20.54\t9.65\t62\t0\n",
      "138\t2.16\t4.9\t24.83\t\"Present\"\t39\t26.06\t28.29\t29\t0\n",
      "136\t0\t5\t27.58\t\"Present\"\t49\t27.59\t1.47\t39\t0\n",
      "122\t3.2\t11.32\t35.36\t\"Present\"\t55\t27.07\t0\t51\t1\n",
      "164\t12\t3.91\t19.59\t\"Absent\"\t51\t23.44\t19.75\t39\t0\n",
      "136\t8\t7.85\t23.81\t\"Present\"\t51\t22.69\t2.78\t50\t0\n",
      "166\t0.07\t4.03\t29.29\t\"Absent\"\t53\t28.37\t0\t27\t0\n",
      "118\t0\t4.34\t30.12\t\"Present\"\t52\t32.18\t3.91\t46\t0\n",
      "128\t0.42\t4.6\t26.68\t\"Absent\"\t41\t30.97\t10.33\t31\t0\n",
      "118\t1.5\t5.38\t25.84\t\"Absent\"\t64\t28.63\t3.89\t29\t0\n",
      "158\t3.6\t2.97\t30.11\t\"Absent\"\t63\t26.64\t108\t64\t0\n",
      "108\t1.5\t4.33\t24.99\t\"Absent\"\t66\t22.29\t21.6\t61\t1\n",
      "170\t7.6\t5.5\t37.83\t\"Present\"\t42\t37.41\t6.17\t54\t1\n",
      "118\t1\t5.76\t22.1\t\"Absent\"\t62\t23.48\t7.71\t42\t0\n",
      "124\t0\t3.04\t17.33\t\"Absent\"\t49\t22.04\t0\t18\t0\n",
      "114\t0\t8.01\t21.64\t\"Absent\"\t66\t25.51\t2.49\t16\t0\n",
      "168\t9\t8.53\t24.48\t\"Present\"\t69\t26.18\t4.63\t54\t1\n",
      "134\t2\t3.66\t14.69\t\"Absent\"\t52\t21.03\t2.06\t37\t0\n",
      "174\t0\t8.46\t35.1\t\"Present\"\t35\t25.27\t0\t61\t1\n",
      "116\t31.2\t3.17\t14.99\t\"Absent\"\t47\t19.4\t49.06\t59\t1\n",
      "128\t0\t10.58\t31.81\t\"Present\"\t46\t28.41\t14.66\t48\t0\n",
      "140\t4.5\t4.59\t18.01\t\"Absent\"\t63\t21.91\t22.09\t32\t1\n",
      "154\t0.7\t5.91\t25\t\"Absent\"\t13\t20.6\t0\t42\t0\n",
      "150\t3.5\t6.99\t25.39\t\"Present\"\t50\t23.35\t23.48\t61\t1\n",
      "130\t0\t3.92\t25.55\t\"Absent\"\t68\t28.02\t0.68\t27\t0\n",
      "128\t2\t6.13\t21.31\t\"Absent\"\t66\t22.86\t11.83\t60\t0\n",
      "120\t1.4\t6.25\t20.47\t\"Absent\"\t60\t25.85\t8.51\t28\t0\n",
      "120\t0\t5.01\t26.13\t\"Absent\"\t64\t26.21\t12.24\t33\t0\n",
      "138\t4.5\t2.85\t30.11\t\"Absent\"\t55\t24.78\t24.89\t56\t1\n",
      "153\t7.8\t3.96\t25.73\t\"Absent\"\t54\t25.91\t27.03\t45\t0\n",
      "123\t8.6\t11.17\t35.28\t\"Present\"\t70\t33.14\t0\t59\t1\n",
      "148\t4.04\t3.99\t20.69\t\"Absent\"\t60\t27.78\t1.75\t28\t0\n",
      "136\t3.96\t2.76\t30.28\t\"Present\"\t50\t34.42\t18.51\t38\t0\n",
      "134\t8.8\t7.41\t26.84\t\"Absent\"\t35\t29.44\t29.52\t60\t1\n",
      "152\t12.18\t4.04\t37.83\t\"Present\"\t63\t34.57\t4.17\t64\t0\n",
      "158\t13.5\t5.04\t30.79\t\"Absent\"\t54\t24.79\t21.5\t62\t0\n",
      "132\t2\t3.08\t35.39\t\"Absent\"\t45\t31.44\t79.82\t58\t1\n",
      "134\t1.5\t3.73\t21.53\t\"Absent\"\t41\t24.7\t11.11\t30\t1\n",
      "142\t7.44\t5.52\t33.97\t\"Absent\"\t47\t29.29\t24.27\t54\t0\n",
      "134\t6\t3.3\t28.45\t\"Absent\"\t65\t26.09\t58.11\t40\t0\n",
      "122\t4.18\t9.05\t29.27\t\"Present\"\t44\t24.05\t19.34\t52\t1\n",
      "116\t2.7\t3.69\t13.52\t\"Absent\"\t55\t21.13\t18.51\t32\t0\n",
      "128\t0.5\t3.7\t12.81\t\"Present\"\t66\t21.25\t22.73\t28\t0\n",
      "120\t0\t3.68\t12.24\t\"Absent\"\t51\t20.52\t0.51\t20\t0\n",
      "124\t0\t3.95\t36.35\t\"Present\"\t59\t32.83\t9.59\t54\t0\n",
      "160\t14\t5.9\t37.12\t\"Absent\"\t58\t33.87\t3.52\t54\t1\n",
      "130\t2.78\t4.89\t9.39\t\"Present\"\t63\t19.3\t17.47\t25\t1\n",
      "128\t2.8\t5.53\t14.29\t\"Absent\"\t64\t24.97\t0.51\t38\t0\n",
      "130\t4.5\t5.86\t37.43\t\"Absent\"\t61\t31.21\t32.3\t58\t0\n",
      "109\t1.2\t6.14\t29.26\t\"Absent\"\t47\t24.72\t10.46\t40\t0\n",
      "144\t0\t3.84\t18.72\t\"Absent\"\t56\t22.1\t4.8\t40\t0\n",
      "118\t1.05\t3.16\t12.98\t\"Present\"\t46\t22.09\t16.35\t31\t0\n",
      "136\t3.46\t6.38\t32.25\t\"Present\"\t43\t28.73\t3.13\t43\t1\n",
      "136\t1.5\t6.06\t26.54\t\"Absent\"\t54\t29.38\t14.5\t33\t1\n",
      "124\t15.5\t5.05\t24.06\t\"Absent\"\t46\t23.22\t0\t61\t1\n",
      "148\t6\t6.49\t26.47\t\"Absent\"\t48\t24.7\t0\t55\t0\n",
      "128\t6.6\t3.58\t20.71\t\"Absent\"\t55\t24.15\t0\t52\t0\n",
      "122\t0.28\t4.19\t19.97\t\"Absent\"\t61\t25.63\t0\t24\t0\n",
      "108\t0\t2.74\t11.17\t\"Absent\"\t53\t22.61\t0.95\t20\t0\n",
      "124\t3.04\t4.8\t19.52\t\"Present\"\t60\t21.78\t147.19\t41\t1\n",
      "138\t8.8\t3.12\t22.41\t\"Present\"\t63\t23.33\t120.03\t55\t1\n",
      "127\t0\t2.81\t15.7\t\"Absent\"\t42\t22.03\t1.03\t17\t0\n",
      "174\t9.45\t5.13\t35.54\t\"Absent\"\t55\t30.71\t59.79\t53\t0\n",
      "122\t0\t3.05\t23.51\t\"Absent\"\t46\t25.81\t0\t38\t0\n",
      "144\t6.75\t5.45\t29.81\t\"Absent\"\t53\t25.62\t26.23\t43\t1\n",
      "126\t1.8\t6.22\t19.71\t\"Absent\"\t65\t24.81\t0.69\t31\t0\n",
      "208\t27.4\t3.12\t26.63\t\"Absent\"\t66\t27.45\t33.07\t62\t1\n",
      "138\t0\t2.68\t17.04\t\"Absent\"\t42\t22.16\t0\t16\t0\n",
      "148\t0\t3.84\t17.26\t\"Absent\"\t70\t20\t0\t21\t0\n",
      "122\t0\t3.08\t16.3\t\"Absent\"\t43\t22.13\t0\t16\t0\n",
      "132\t7\t3.2\t23.26\t\"Absent\"\t77\t23.64\t23.14\t49\t0\n",
      "110\t12.16\t4.99\t28.56\t\"Absent\"\t44\t27.14\t21.6\t55\t1\n",
      "160\t1.52\t8.12\t29.3\t\"Present\"\t54\t25.87\t12.86\t43\t1\n",
      "126\t0.54\t4.39\t21.13\t\"Present\"\t45\t25.99\t0\t25\t0\n",
      "162\t5.3\t7.95\t33.58\t\"Present\"\t58\t36.06\t8.23\t48\t0\n",
      "194\t2.55\t6.89\t33.88\t\"Present\"\t69\t29.33\t0\t41\t0\n",
      "118\t0.75\t2.58\t20.25\t\"Absent\"\t59\t24.46\t0\t32\t0\n",
      "124\t0\t4.79\t34.71\t\"Absent\"\t49\t26.09\t9.26\t47\t0\n",
      "160\t0\t2.42\t34.46\t\"Absent\"\t48\t29.83\t1.03\t61\t0\n",
      "128\t0\t2.51\t29.35\t\"Present\"\t53\t22.05\t1.37\t62\t0\n",
      "122\t4\t5.24\t27.89\t\"Present\"\t45\t26.52\t0\t61\t1\n",
      "132\t2\t2.7\t21.57\t\"Present\"\t50\t27.95\t9.26\t37\t0\n",
      "120\t0\t2.42\t16.66\t\"Absent\"\t46\t20.16\t0\t17\t0\n",
      "128\t0.04\t8.22\t28.17\t\"Absent\"\t65\t26.24\t11.73\t24\t0\n",
      "108\t15\t4.91\t34.65\t\"Absent\"\t41\t27.96\t14.4\t56\t0\n",
      "166\t0\t4.31\t34.27\t\"Absent\"\t45\t30.14\t13.27\t56\t0\n",
      "152\t0\t6.06\t41.05\t\"Present\"\t51\t40.34\t0\t51\t0\n",
      "170\t4.2\t4.67\t35.45\t\"Present\"\t50\t27.14\t7.92\t60\t1\n",
      "156\t4\t2.05\t19.48\t\"Present\"\t50\t21.48\t27.77\t39\t1\n",
      "116\t8\t6.73\t28.81\t\"Present\"\t41\t26.74\t40.94\t48\t1\n",
      "122\t4.4\t3.18\t11.59\t\"Present\"\t59\t21.94\t0\t33\t1\n",
      "150\t20\t6.4\t35.04\t\"Absent\"\t53\t28.88\t8.33\t63\t0\n",
      "129\t2.15\t5.17\t27.57\t\"Absent\"\t52\t25.42\t2.06\t39\t0\n",
      "134\t4.8\t6.58\t29.89\t\"Present\"\t55\t24.73\t23.66\t63\t0\n",
      "126\t0\t5.98\t29.06\t\"Present\"\t56\t25.39\t11.52\t64\t1\n",
      "142\t0\t3.72\t25.68\t\"Absent\"\t48\t24.37\t5.25\t40\t1\n",
      "128\t0.7\t4.9\t37.42\t\"Present\"\t72\t35.94\t3.09\t49\t1\n",
      "102\t0.4\t3.41\t17.22\t\"Present\"\t56\t23.59\t2.06\t39\t1\n",
      "130\t0\t4.89\t25.98\t\"Absent\"\t72\t30.42\t14.71\t23\t0\n",
      "138\t0.05\t2.79\t10.35\t\"Absent\"\t46\t21.62\t0\t18\t0\n",
      "138\t0\t1.96\t11.82\t\"Present\"\t54\t22.01\t8.13\t21\t0\n",
      "128\t0\t3.09\t20.57\t\"Absent\"\t54\t25.63\t0.51\t17\t0\n",
      "162\t2.92\t3.63\t31.33\t\"Absent\"\t62\t31.59\t18.51\t42\t0\n",
      "160\t3\t9.19\t26.47\t\"Present\"\t39\t28.25\t14.4\t54\t1\n",
      "148\t0\t4.66\t24.39\t\"Absent\"\t50\t25.26\t4.03\t27\t0\n",
      "124\t0.16\t2.44\t16.67\t\"Absent\"\t65\t24.58\t74.91\t23\t0\n",
      "136\t3.15\t4.37\t20.22\t\"Present\"\t59\t25.12\t47.16\t31\t1\n",
      "134\t2.75\t5.51\t26.17\t\"Absent\"\t57\t29.87\t8.33\t33\t0\n",
      "128\t0.73\t3.97\t23.52\t\"Absent\"\t54\t23.81\t19.2\t64\t0\n",
      "122\t3.2\t3.59\t22.49\t\"Present\"\t45\t24.96\t36.17\t58\t0\n",
      "152\t3\t4.64\t31.29\t\"Absent\"\t41\t29.34\t4.53\t40\t0\n",
      "162\t0\t5.09\t24.6\t\"Present\"\t64\t26.71\t3.81\t18\t0\n",
      "124\t4\t6.65\t30.84\t\"Present\"\t54\t28.4\t33.51\t60\t0\n",
      "136\t5.8\t5.9\t27.55\t\"Absent\"\t65\t25.71\t14.4\t59\t0\n",
      "136\t8.8\t4.26\t32.03\t\"Present\"\t52\t31.44\t34.35\t60\t0\n",
      "134\t0.05\t8.03\t27.95\t\"Absent\"\t48\t26.88\t0\t60\t0\n",
      "122\t1\t5.88\t34.81\t\"Present\"\t69\t31.27\t15.94\t40\t1\n",
      "116\t3\t3.05\t30.31\t\"Absent\"\t41\t23.63\t0.86\t44\t0\n",
      "132\t0\t0.98\t21.39\t\"Absent\"\t62\t26.75\t0\t53\t0\n",
      "134\t0\t2.4\t21.11\t\"Absent\"\t57\t22.45\t1.37\t18\t0\n",
      "160\t7.77\t8.07\t34.8\t\"Absent\"\t64\t31.15\t0\t62\t1\n",
      "180\t0.52\t4.23\t16.38\t\"Absent\"\t55\t22.56\t14.77\t45\t1\n",
      "124\t0.81\t6.16\t11.61\t\"Absent\"\t35\t21.47\t10.49\t26\t0\n",
      "114\t0\t4.97\t9.69\t\"Absent\"\t26\t22.6\t0\t25\t0\n",
      "208\t7.4\t7.41\t32.03\t\"Absent\"\t50\t27.62\t7.85\t57\t0\n",
      "138\t0\t3.14\t12\t\"Absent\"\t54\t20.28\t0\t16\t0\n",
      "164\t0.5\t6.95\t39.64\t\"Present\"\t47\t41.76\t3.81\t46\t1\n",
      "144\t2.4\t8.13\t35.61\t\"Absent\"\t46\t27.38\t13.37\t60\t0\n",
      "136\t7.5\t7.39\t28.04\t\"Present\"\t50\t25.01\t0\t45\t1\n",
      "132\t7.28\t3.52\t12.33\t\"Absent\"\t60\t19.48\t2.06\t56\t0\n",
      "143\t5.04\t4.86\t23.59\t\"Absent\"\t58\t24.69\t18.72\t42\t0\n",
      "112\t4.46\t7.18\t26.25\t\"Present\"\t69\t27.29\t0\t32\t1\n",
      "134\t10\t3.79\t34.72\t\"Absent\"\t42\t28.33\t28.8\t52\t1\n",
      "138\t2\t5.11\t31.4\t\"Present\"\t49\t27.25\t2.06\t64\t1\n",
      "188\t0\t5.47\t32.44\t\"Present\"\t71\t28.99\t7.41\t50\t1\n",
      "110\t2.35\t3.36\t26.72\t\"Present\"\t54\t26.08\t109.8\t58\t1\n",
      "136\t13.2\t7.18\t35.95\t\"Absent\"\t48\t29.19\t0\t62\t0\n",
      "130\t1.75\t5.46\t34.34\t\"Absent\"\t53\t29.42\t0\t58\t1\n",
      "122\t0\t3.76\t24.59\t\"Absent\"\t56\t24.36\t0\t30\t0\n",
      "138\t0\t3.24\t27.68\t\"Absent\"\t60\t25.7\t88.66\t29\t0\n",
      "130\t18\t4.13\t27.43\t\"Absent\"\t54\t27.44\t0\t51\t1\n",
      "126\t5.5\t3.78\t34.15\t\"Absent\"\t55\t28.85\t3.18\t61\t0\n",
      "176\t5.76\t4.89\t26.1\t\"Present\"\t46\t27.3\t19.44\t57\t0\n",
      "122\t0\t5.49\t19.56\t\"Absent\"\t57\t23.12\t14.02\t27\t0\n",
      "124\t0\t3.23\t9.64\t\"Absent\"\t59\t22.7\t0\t16\t0\n",
      "140\t5.2\t3.58\t29.26\t\"Absent\"\t70\t27.29\t20.17\t45\t1\n",
      "128\t6\t4.37\t22.98\t\"Present\"\t50\t26.01\t0\t47\t0\n",
      "190\t4.18\t5.05\t24.83\t\"Absent\"\t45\t26.09\t82.85\t41\t0\n",
      "144\t0.76\t10.53\t35.66\t\"Absent\"\t63\t34.35\t0\t55\t1\n",
      "126\t4.6\t7.4\t31.99\t\"Present\"\t57\t28.67\t0.37\t60\t1\n",
      "128\t0\t2.63\t23.88\t\"Absent\"\t45\t21.59\t6.54\t57\t0\n",
      "136\t0.4\t3.91\t21.1\t\"Present\"\t63\t22.3\t0\t56\t1\n",
      "158\t4\t4.18\t28.61\t\"Present\"\t42\t25.11\t0\t60\t0\n",
      "160\t0.6\t6.94\t30.53\t\"Absent\"\t36\t25.68\t1.42\t64\t0\n",
      "124\t6\t5.21\t33.02\t\"Present\"\t64\t29.37\t7.61\t58\t1\n",
      "158\t6.17\t8.12\t30.75\t\"Absent\"\t46\t27.84\t92.62\t48\t0\n",
      "128\t0\t6.34\t11.87\t\"Absent\"\t57\t23.14\t0\t17\t0\n",
      "166\t3\t3.82\t26.75\t\"Absent\"\t45\t20.86\t0\t63\t1\n",
      "146\t7.5\t7.21\t25.93\t\"Present\"\t55\t22.51\t0.51\t42\t0\n",
      "161\t9\t4.65\t15.16\t\"Present\"\t58\t23.76\t43.2\t46\t0\n",
      "164\t13.02\t6.26\t29.38\t\"Present\"\t47\t22.75\t37.03\t54\t1\n",
      "146\t5.08\t7.03\t27.41\t\"Present\"\t63\t36.46\t24.48\t37\t1\n",
      "142\t4.48\t3.57\t19.75\t\"Present\"\t51\t23.54\t3.29\t49\t0\n",
      "138\t12\t5.13\t28.34\t\"Absent\"\t59\t24.49\t32.81\t58\t1\n",
      "154\t1.8\t7.13\t34.04\t\"Present\"\t52\t35.51\t39.36\t44\t0\n",
      "118\t0\t2.39\t12.13\t\"Absent\"\t49\t18.46\t0.26\t17\t1\n",
      "124\t0.61\t2.69\t17.15\t\"Present\"\t61\t22.76\t11.55\t20\t0\n",
      "124\t1.04\t2.84\t16.42\t\"Present\"\t46\t20.17\t0\t61\t0\n",
      "136\t5\t4.19\t23.99\t\"Present\"\t68\t27.8\t25.86\t35\t0\n",
      "132\t9.9\t4.63\t27.86\t\"Present\"\t46\t23.39\t0.51\t52\t1\n",
      "118\t0.12\t1.96\t20.31\t\"Absent\"\t37\t20.01\t2.42\t18\t0\n",
      "118\t0.12\t4.16\t9.37\t\"Absent\"\t57\t19.61\t0\t17\t0\n",
      "134\t12\t4.96\t29.79\t\"Absent\"\t53\t24.86\t8.23\t57\t0\n",
      "114\t0.1\t3.95\t15.89\t\"Present\"\t57\t20.31\t17.14\t16\t0\n",
      "136\t6.8\t7.84\t30.74\t\"Present\"\t58\t26.2\t23.66\t45\t1\n",
      "130\t0\t4.16\t39.43\t\"Present\"\t46\t30.01\t0\t55\t1\n",
      "136\t2.2\t4.16\t38.02\t\"Absent\"\t65\t37.24\t4.11\t41\t1\n",
      "136\t1.36\t3.16\t14.97\t\"Present\"\t56\t24.98\t7.3\t24\t0\n",
      "154\t4.2\t5.59\t25.02\t\"Absent\"\t58\t25.02\t1.54\t43\t0\n",
      "108\t0.8\t2.47\t17.53\t\"Absent\"\t47\t22.18\t0\t55\t1\n",
      "136\t8.8\t4.69\t36.07\t\"Present\"\t38\t26.56\t2.78\t63\t1\n",
      "174\t2.02\t6.57\t31.9\t\"Present\"\t50\t28.75\t11.83\t64\t1\n",
      "124\t4.25\t8.22\t30.77\t\"Absent\"\t56\t25.8\t0\t43\t0\n",
      "114\t0\t2.63\t9.69\t\"Absent\"\t45\t17.89\t0\t16\t0\n",
      "118\t0.12\t3.26\t12.26\t\"Absent\"\t55\t22.65\t0\t16\t0\n",
      "106\t1.08\t4.37\t26.08\t\"Absent\"\t67\t24.07\t17.74\t28\t1\n",
      "146\t3.6\t3.51\t22.67\t\"Absent\"\t51\t22.29\t43.71\t42\t0\n",
      "206\t0\t4.17\t33.23\t\"Absent\"\t69\t27.36\t6.17\t50\t1\n",
      "134\t3\t3.17\t17.91\t\"Absent\"\t35\t26.37\t15.12\t27\t0\n",
      "148\t15\t4.98\t36.94\t\"Present\"\t72\t31.83\t66.27\t41\t1\n",
      "126\t0.21\t3.95\t15.11\t\"Absent\"\t61\t22.17\t2.42\t17\t0\n",
      "134\t0\t3.69\t13.92\t\"Absent\"\t43\t27.66\t0\t19\t0\n",
      "134\t0.02\t2.8\t18.84\t\"Absent\"\t45\t24.82\t0\t17\t0\n",
      "123\t0.05\t4.61\t13.69\t\"Absent\"\t51\t23.23\t2.78\t16\t0\n",
      "112\t0.6\t5.28\t25.71\t\"Absent\"\t55\t27.02\t27.77\t38\t1\n",
      "112\t0\t1.71\t15.96\t\"Absent\"\t42\t22.03\t3.5\t16\t0\n",
      "101\t0.48\t7.26\t13\t\"Absent\"\t50\t19.82\t5.19\t16\t0\n",
      "150\t0.18\t4.14\t14.4\t\"Absent\"\t53\t23.43\t7.71\t44\t0\n",
      "170\t2.6\t7.22\t28.69\t\"Present\"\t71\t27.87\t37.65\t56\t1\n",
      "134\t0\t5.63\t29.12\t\"Absent\"\t68\t32.33\t2.02\t34\t0\n",
      "142\t0\t4.19\t18.04\t\"Absent\"\t56\t23.65\t20.78\t42\t1\n",
      "132\t0.1\t3.28\t10.73\t\"Absent\"\t73\t20.42\t0\t17\t0\n",
      "136\t0\t2.28\t18.14\t\"Absent\"\t55\t22.59\t0\t17\t0\n",
      "132\t12\t4.51\t21.93\t\"Absent\"\t61\t26.07\t64.8\t46\t1\n",
      "166\t4.1\t4\t34.3\t\"Present\"\t32\t29.51\t8.23\t53\t0\n",
      "138\t0\t3.96\t24.7\t\"Present\"\t53\t23.8\t0\t45\t0\n",
      "138\t2.27\t6.41\t29.07\t\"Absent\"\t58\t30.22\t2.93\t32\t1\n",
      "170\t0\t3.12\t37.15\t\"Absent\"\t47\t35.42\t0\t53\t0\n",
      "128\t0\t8.41\t28.82\t\"Present\"\t60\t26.86\t0\t59\t1\n",
      "136\t1.2\t2.78\t7.12\t\"Absent\"\t52\t22.51\t3.41\t27\t0\n",
      "128\t0\t3.22\t26.55\t\"Present\"\t39\t26.59\t16.71\t49\t0\n",
      "150\t14.4\t5.04\t26.52\t\"Present\"\t60\t28.84\t0\t45\t0\n",
      "132\t8.4\t3.57\t13.68\t\"Absent\"\t42\t18.75\t15.43\t59\t1\n",
      "142\t2.4\t2.55\t23.89\t\"Absent\"\t54\t26.09\t59.14\t37\t0\n",
      "130\t0.05\t2.44\t28.25\t\"Present\"\t67\t30.86\t40.32\t34\t0\n",
      "174\t3.5\t5.26\t21.97\t\"Present\"\t36\t22.04\t8.33\t59\t1\n",
      "114\t9.6\t2.51\t29.18\t\"Absent\"\t49\t25.67\t40.63\t46\t0\n",
      "162\t1.5\t2.46\t19.39\t\"Present\"\t49\t24.32\t0\t59\t1\n",
      "174\t0\t3.27\t35.4\t\"Absent\"\t58\t37.71\t24.95\t44\t0\n",
      "190\t5.15\t6.03\t36.59\t\"Absent\"\t42\t30.31\t72\t50\t0\n",
      "154\t1.4\t1.72\t18.86\t\"Absent\"\t58\t22.67\t43.2\t59\t0\n",
      "124\t0\t2.28\t24.86\t\"Present\"\t50\t22.24\t8.26\t38\t0\n",
      "114\t1.2\t3.98\t14.9\t\"Absent\"\t49\t23.79\t25.82\t26\t0\n",
      "168\t11.4\t5.08\t26.66\t\"Present\"\t56\t27.04\t2.61\t59\t1\n",
      "142\t3.72\t4.24\t32.57\t\"Absent\"\t52\t24.98\t7.61\t51\t0\n",
      "154\t0\t4.81\t28.11\t\"Present\"\t56\t25.67\t75.77\t59\t0\n",
      "146\t4.36\t4.31\t18.44\t\"Present\"\t47\t24.72\t10.8\t38\t0\n",
      "166\t6\t3.02\t29.3\t\"Absent\"\t35\t24.38\t38.06\t61\t0\n",
      "140\t8.6\t3.9\t32.16\t\"Present\"\t52\t28.51\t11.11\t64\t1\n",
      "136\t1.7\t3.53\t20.13\t\"Absent\"\t56\t19.44\t14.4\t55\t0\n",
      "156\t0\t3.47\t21.1\t\"Absent\"\t73\t28.4\t0\t36\t1\n",
      "132\t0\t6.63\t29.58\t\"Present\"\t37\t29.41\t2.57\t62\t0\n",
      "128\t0\t2.98\t12.59\t\"Absent\"\t65\t20.74\t2.06\t19\t0\n",
      "106\t5.6\t3.2\t12.3\t\"Absent\"\t49\t20.29\t0\t39\t0\n",
      "144\t0.4\t4.64\t30.09\t\"Absent\"\t30\t27.39\t0.74\t55\t0\n",
      "154\t0.31\t2.33\t16.48\t\"Absent\"\t33\t24\t11.83\t17\t0\n",
      "126\t3.1\t2.01\t32.97\t\"Present\"\t56\t28.63\t26.74\t45\t0\n",
      "134\t6.4\t8.49\t37.25\t\"Present\"\t56\t28.94\t10.49\t51\t1\n",
      "152\t19.45\t4.22\t29.81\t\"Absent\"\t28\t23.95\t0\t59\t1\n",
      "146\t1.35\t6.39\t34.21\t\"Absent\"\t51\t26.43\t0\t59\t1\n",
      "162\t6.94\t4.55\t33.36\t\"Present\"\t52\t27.09\t32.06\t43\t0\n",
      "130\t7.28\t3.56\t23.29\t\"Present\"\t20\t26.8\t51.87\t58\t1\n",
      "138\t6\t7.24\t37.05\t\"Absent\"\t38\t28.69\t0\t59\t0\n",
      "148\t0\t5.32\t26.71\t\"Present\"\t52\t32.21\t32.78\t27\t0\n",
      "124\t4.2\t2.94\t27.59\t\"Absent\"\t50\t30.31\t85.06\t30\t0\n",
      "118\t1.62\t9.01\t21.7\t\"Absent\"\t59\t25.89\t21.19\t40\t0\n",
      "116\t4.28\t7.02\t19.99\t\"Present\"\t68\t23.31\t0\t52\t1\n",
      "162\t6.3\t5.73\t22.61\t\"Present\"\t46\t20.43\t62.54\t53\t1\n",
      "138\t0.87\t1.87\t15.89\t\"Absent\"\t44\t26.76\t42.99\t31\t0\n",
      "137\t1.2\t3.14\t23.87\t\"Absent\"\t66\t24.13\t45\t37\t0\n",
      "198\t0.52\t11.89\t27.68\t\"Present\"\t48\t28.4\t78.99\t26\t1\n",
      "154\t4.5\t4.75\t23.52\t\"Present\"\t43\t25.76\t0\t53\t1\n",
      "128\t5.4\t2.36\t12.98\t\"Absent\"\t51\t18.36\t6.69\t61\t0\n",
      "130\t0.08\t5.59\t25.42\t\"Present\"\t50\t24.98\t6.27\t43\t1\n",
      "162\t5.6\t4.24\t22.53\t\"Absent\"\t29\t22.91\t5.66\t60\t0\n",
      "120\t10.5\t2.7\t29.87\t\"Present\"\t54\t24.5\t16.46\t49\t0\n",
      "136\t3.99\t2.58\t16.38\t\"Present\"\t53\t22.41\t27.67\t36\t0\n",
      "176\t1.2\t8.28\t36.16\t\"Present\"\t42\t27.81\t11.6\t58\t1\n",
      "134\t11.79\t4.01\t26.57\t\"Present\"\t38\t21.79\t38.88\t61\t1\n",
      "122\t1.7\t5.28\t32.23\t\"Present\"\t51\t24.08\t0\t54\t0\n",
      "134\t0.9\t3.18\t23.66\t\"Present\"\t52\t23.26\t27.36\t58\t1\n",
      "134\t0\t2.43\t22.24\t\"Absent\"\t52\t26.49\t41.66\t24\t0\n",
      "136\t6.6\t6.08\t32.74\t\"Absent\"\t64\t33.28\t2.72\t49\t0\n",
      "132\t4.05\t5.15\t26.51\t\"Present\"\t31\t26.67\t16.3\t50\t0\n",
      "152\t1.68\t3.58\t25.43\t\"Absent\"\t50\t27.03\t0\t32\t0\n",
      "132\t12.3\t5.96\t32.79\t\"Present\"\t57\t30.12\t21.5\t62\t1\n",
      "124\t0.4\t3.67\t25.76\t\"Absent\"\t43\t28.08\t20.57\t34\t0\n",
      "140\t4.2\t2.91\t28.83\t\"Present\"\t43\t24.7\t47.52\t48\t0\n",
      "166\t0.6\t2.42\t34.03\t\"Present\"\t53\t26.96\t54\t60\t0\n",
      "156\t3.02\t5.35\t25.72\t\"Present\"\t53\t25.22\t28.11\t52\t1\n",
      "132\t0.72\t4.37\t19.54\t\"Absent\"\t48\t26.11\t49.37\t28\t0\n",
      "150\t0\t4.99\t27.73\t\"Absent\"\t57\t30.92\t8.33\t24\t0\n",
      "134\t0.12\t3.4\t21.18\t\"Present\"\t33\t26.27\t14.21\t30\t0\n",
      "126\t3.4\t4.87\t15.16\t\"Present\"\t65\t22.01\t11.11\t38\t0\n",
      "148\t0.5\t5.97\t32.88\t\"Absent\"\t54\t29.27\t6.43\t42\t0\n",
      "148\t8.2\t7.75\t34.46\t\"Present\"\t46\t26.53\t6.04\t64\t1\n",
      "132\t6\t5.97\t25.73\t\"Present\"\t66\t24.18\t145.29\t41\t0\n",
      "128\t1.6\t5.41\t29.3\t\"Absent\"\t68\t29.38\t23.97\t32\t0\n",
      "128\t5.16\t4.9\t31.35\t\"Present\"\t57\t26.42\t0\t64\t0\n",
      "140\t0\t2.4\t27.89\t\"Present\"\t70\t30.74\t144\t29\t0\n",
      "126\t0\t5.29\t27.64\t\"Absent\"\t25\t27.62\t2.06\t45\t0\n",
      "114\t3.6\t4.16\t22.58\t\"Absent\"\t60\t24.49\t65.31\t31\t0\n",
      "118\t1.25\t4.69\t31.58\t\"Present\"\t52\t27.16\t4.11\t53\t0\n",
      "126\t0.96\t4.99\t29.74\t\"Absent\"\t66\t33.35\t58.32\t38\t0\n",
      "154\t4.5\t4.68\t39.97\t\"Absent\"\t61\t33.17\t1.54\t64\t1\n",
      "112\t1.44\t2.71\t22.92\t\"Absent\"\t59\t24.81\t0\t52\t0\n",
      "140\t8\t4.42\t33.15\t\"Present\"\t47\t32.77\t66.86\t44\t0\n",
      "140\t1.68\t11.41\t29.54\t\"Present\"\t74\t30.75\t2.06\t38\t1\n",
      "128\t2.6\t4.94\t21.36\t\"Absent\"\t61\t21.3\t0\t31\t0\n",
      "126\t19.6\t6.03\t34.99\t\"Absent\"\t49\t26.99\t55.89\t44\t0\n",
      "160\t4.2\t6.76\t37.99\t\"Present\"\t61\t32.91\t3.09\t54\t1\n",
      "144\t0\t4.17\t29.63\t\"Present\"\t52\t21.83\t0\t59\t0\n",
      "148\t4.5\t10.49\t33.27\t\"Absent\"\t50\t25.92\t2.06\t53\t1\n",
      "146\t0\t4.92\t18.53\t\"Absent\"\t57\t24.2\t34.97\t26\t0\n",
      "164\t5.6\t3.17\t30.98\t\"Present\"\t44\t25.99\t43.2\t53\t1\n",
      "130\t0.54\t3.63\t22.03\t\"Present\"\t69\t24.34\t12.86\t39\t1\n",
      "154\t2.4\t5.63\t42.17\t\"Present\"\t59\t35.07\t12.86\t50\t1\n",
      "178\t0.95\t4.75\t21.06\t\"Absent\"\t49\t23.74\t24.69\t61\t0\n",
      "180\t3.57\t3.57\t36.1\t\"Absent\"\t36\t26.7\t19.95\t64\t0\n",
      "134\t12.5\t2.73\t39.35\t\"Absent\"\t48\t35.58\t0\t48\t0\n",
      "142\t0\t3.54\t16.64\t\"Absent\"\t58\t25.97\t8.36\t27\t0\n",
      "162\t7\t7.67\t34.34\t\"Present\"\t33\t30.77\t0\t62\t0\n",
      "218\t11.2\t2.77\t30.79\t\"Absent\"\t38\t24.86\t90.93\t48\t1\n",
      "126\t8.75\t6.06\t32.72\t\"Present\"\t33\t27\t62.43\t55\t1\n",
      "126\t0\t3.57\t26.01\t\"Absent\"\t61\t26.3\t7.97\t47\t0\n",
      "134\t6.1\t4.77\t26.08\t\"Absent\"\t47\t23.82\t1.03\t49\t0\n",
      "132\t0\t4.17\t36.57\t\"Absent\"\t57\t30.61\t18\t49\t0\n",
      "178\t5.5\t3.79\t23.92\t\"Present\"\t45\t21.26\t6.17\t62\t1\n",
      "208\t5.04\t5.19\t20.71\t\"Present\"\t52\t25.12\t24.27\t58\t1\n",
      "160\t1.15\t10.19\t39.71\t\"Absent\"\t31\t31.65\t20.52\t57\t0\n",
      "116\t2.38\t5.67\t29.01\t\"Present\"\t54\t27.26\t15.77\t51\t0\n",
      "180\t25.01\t3.7\t38.11\t\"Present\"\t57\t30.54\t0\t61\t1\n",
      "200\t19.2\t4.43\t40.6\t\"Present\"\t55\t32.04\t36\t60\t1\n",
      "112\t4.2\t3.58\t27.14\t\"Absent\"\t52\t26.83\t2.06\t40\t0\n",
      "120\t0\t3.1\t26.97\t\"Absent\"\t41\t24.8\t0\t16\t0\n",
      "178\t20\t9.78\t33.55\t\"Absent\"\t37\t27.29\t2.88\t62\t1\n",
      "166\t0.8\t5.63\t36.21\t\"Absent\"\t50\t34.72\t28.8\t60\t0\n",
      "164\t8.2\t14.16\t36.85\t\"Absent\"\t52\t28.5\t17.02\t55\t1\n",
      "216\t0.92\t2.66\t19.85\t\"Present\"\t49\t20.58\t0.51\t63\t1\n",
      "146\t6.4\t5.62\t33.05\t\"Present\"\t57\t31.03\t0.74\t46\t0\n",
      "134\t1.1\t3.54\t20.41\t\"Present\"\t58\t24.54\t39.91\t39\t1\n",
      "158\t16\t5.56\t29.35\t\"Absent\"\t36\t25.92\t58.32\t60\t0\n",
      "176\t0\t3.14\t31.04\t\"Present\"\t45\t30.18\t4.63\t45\t0\n",
      "132\t2.8\t4.79\t20.47\t\"Present\"\t50\t22.15\t11.73\t48\t0\n",
      "126\t0\t4.55\t29.18\t\"Absent\"\t48\t24.94\t36\t41\t0\n",
      "120\t5.5\t3.51\t23.23\t\"Absent\"\t46\t22.4\t90.31\t43\t0\n",
      "174\t0\t3.86\t21.73\t\"Absent\"\t42\t23.37\t0\t63\t0\n",
      "150\t13.8\t5.1\t29.45\t\"Present\"\t52\t27.92\t77.76\t55\t1\n",
      "176\t6\t3.98\t17.2\t\"Present\"\t52\t21.07\t4.11\t61\t1\n",
      "142\t2.2\t3.29\t22.7\t\"Absent\"\t44\t23.66\t5.66\t42\t1\n",
      "132\t0\t3.3\t21.61\t\"Absent\"\t42\t24.92\t32.61\t33\t0\n",
      "142\t1.32\t7.63\t29.98\t\"Present\"\t57\t31.16\t72.93\t33\t0\n",
      "146\t1.16\t2.28\t34.53\t\"Absent\"\t50\t28.71\t45\t49\t0\n",
      "132\t7.2\t3.65\t17.16\t\"Present\"\t56\t23.25\t0\t34\t0\n",
      "120\t0\t3.57\t23.22\t\"Absent\"\t58\t27.2\t0\t32\t0\n",
      "118\t0\t3.89\t15.96\t\"Absent\"\t65\t20.18\t0\t16\t0\n",
      "108\t0\t1.43\t26.26\t\"Absent\"\t42\t19.38\t0\t16\t0\n",
      "136\t0\t4\t19.06\t\"Absent\"\t40\t21.94\t2.06\t16\t0\n",
      "120\t0\t2.46\t13.39\t\"Absent\"\t47\t22.01\t0.51\t18\t0\n",
      "132\t0\t3.55\t8.66\t\"Present\"\t61\t18.5\t3.87\t16\t0\n",
      "136\t0\t1.77\t20.37\t\"Absent\"\t45\t21.51\t2.06\t16\t0\n",
      "138\t0\t1.86\t18.35\t\"Present\"\t59\t25.38\t6.51\t17\t0\n",
      "138\t0.06\t4.15\t20.66\t\"Absent\"\t49\t22.59\t2.49\t16\t0\n",
      "130\t1.22\t3.3\t13.65\t\"Absent\"\t50\t21.4\t3.81\t31\t0\n",
      "130\t4\t2.4\t17.42\t\"Absent\"\t60\t22.05\t0\t40\t0\n",
      "110\t0\t7.14\t28.28\t\"Absent\"\t57\t29\t0\t32\t0\n",
      "120\t0\t3.98\t13.19\t\"Present\"\t47\t21.89\t0\t16\t0\n",
      "166\t6\t8.8\t37.89\t\"Absent\"\t39\t28.7\t43.2\t52\t0\n",
      "134\t0.57\t4.75\t23.07\t\"Absent\"\t67\t26.33\t0\t37\t0\n",
      "142\t3\t3.69\t25.1\t\"Absent\"\t60\t30.08\t38.88\t27\t0\n",
      "136\t2.8\t2.53\t9.28\t\"Present\"\t61\t20.7\t4.55\t25\t0\n",
      "142\t0\t4.32\t25.22\t\"Absent\"\t47\t28.92\t6.53\t34\t1\n",
      "130\t0\t1.88\t12.51\t\"Present\"\t52\t20.28\t0\t17\t0\n",
      "124\t1.8\t3.74\t16.64\t\"Present\"\t42\t22.26\t10.49\t20\t0\n",
      "144\t4\t5.03\t25.78\t\"Present\"\t57\t27.55\t90\t48\t1\n",
      "136\t1.81\t3.31\t6.74\t\"Absent\"\t63\t19.57\t24.94\t24\t0\n",
      "120\t0\t2.77\t13.35\t\"Absent\"\t67\t23.37\t1.03\t18\t0\n",
      "154\t5.53\t3.2\t28.81\t\"Present\"\t61\t26.15\t42.79\t42\t0\n",
      "124\t1.6\t7.22\t39.68\t\"Present\"\t36\t31.5\t0\t51\t1\n",
      "146\t0.64\t4.82\t28.02\t\"Absent\"\t60\t28.11\t8.23\t39\t1\n",
      "128\t2.24\t2.83\t26.48\t\"Absent\"\t48\t23.96\t47.42\t27\t1\n",
      "170\t0.4\t4.11\t42.06\t\"Present\"\t56\t33.1\t2.06\t57\t0\n",
      "214\t0.4\t5.98\t31.72\t\"Absent\"\t64\t28.45\t0\t58\t0\n",
      "182\t4.2\t4.41\t32.1\t\"Absent\"\t52\t28.61\t18.72\t52\t1\n",
      "108\t3\t1.59\t15.23\t\"Absent\"\t40\t20.09\t26.64\t55\t0\n",
      "118\t5.4\t11.61\t30.79\t\"Absent\"\t64\t27.35\t23.97\t40\t0\n",
      "132\t0\t4.82\t33.41\t\"Present\"\t62\t14.7\t0\t46\t1\n"
     ]
    }
   ],
   "source": [
    "filename_queue = tf.train.string_input_producer([\"heart.txt\"])\n",
    "reader = tf.WholeFileReader()\n",
    "key,value = reader.read(filename_queue)\n",
    "#record_defaults = [[1000] for i in range(10)]\n",
    "#values = tf.decode_csv(value,record_defaults)\n",
    "with tf.Session() as sess:\n",
    "    coord = tf.train.Coordinator()\n",
    "    threads = tf.train.start_queue_runners(coord=coord)\n",
    "    print sess.run(key)\n",
    "    print sess.run(value)\n",
    "    coord.request_stop()\n",
    "    coord.join(threads)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading a text file using TextLineReader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "heart.txt:1\n",
      "160\t12\t5.73\t23.11\t\"Present\"\t49\t25.3\t97.2\t52\t1\n"
     ]
    }
   ],
   "source": [
    "filename_queue = tf.train.string_input_producer([\"heart.txt\"])\n",
    "reader = tf.TextLineReader()\n",
    "key,value = reader.read(filename_queue)\n",
    "#record_defaults = [[1000] for i in range(10)]\n",
    "#values = tf.decode_csv(value,record_defaults)\n",
    "with tf.Session() as sess:\n",
    "    coord = tf.train.Coordinator()\n",
    "    threads = tf.train.start_queue_runners(coord=coord)\n",
    "    print sess.run(key)\n",
    "    print sess.run(value)\n",
    "    coord.request_stop()\n",
    "    coord.join(threads)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "stanford-tf",
   "language": "python",
   "name": "stanfor-tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}