knn-classification.ipynb

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   "source": [
    "# *k*-NN classification\n",
    "\n",
    "Sharon Kim<br>\n",
    "9 April 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   "source": [
    "### A summary of the algorithm\n",
    "\n",
    "A feature function evaluates a name based on a certain feature of the name. For example, the `length` function counts the number of letters in a name, and the `hardCons` function counts the number of hard consonants in a name. Each feature can be thought of as a separate axis on an `n`-dimensional plane, where `n` = the number of features. Thus, each name can be plotted on this `n`-dimensional plane.\n",
    "\n",
    "In many cases, it is possible to distinguish male names from female ones based on the criteria that a feature function provides; this is what the computer learns to do given one or more feature functions and a set of training names. On a new set of test names, the k-NN classification algorithm works by taking the average gender of the closest `k` names for each test name. This is the predicted gender of the test name."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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   "outputs": [],
   "source": [
    "from math import sqrt\n",
    "import string\n",
    "import sys\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Here are the provided feature functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
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   "outputs": [],
   "source": [
    "def length(name):\n",
    "    \"\"\"feature function with length of name\"\"\"\n",
    "    return [('length', len(name))]\n",
    "\n",
    "def vowels(name):\n",
    "    \"\"\"feature function with number of vowels in name\"\"\"\n",
    "    def isVowel(c):\n",
    "        return c in 'aeiouy'\n",
    "    return [('vowels', len(filter(isVowel, name)))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Test on some values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('length', 6)]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "length('andrea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('vowels', 3)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vowels('andrea')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Step 1: Featurize\n",
    "\n",
    "Some more functions that create tuples of feature names and their values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "deletable": true,
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   "outputs": [],
   "source": [
    "def hardCons(name):\n",
    "    \"\"\"feature function with number of hard consonants in name\"\"\"\n",
    "    def isHard(c):\n",
    "        return c in 'bdgptk'\n",
    "    return [('hard', len(filter(isHard, name)))]\n",
    "\n",
    "def countLetters(name):\n",
    "    \"\"\"feature function with count of each letter in name\"\"\"\n",
    "    def countLettersHelper(c):\n",
    "        return ('count-'+c, name.count(c))\n",
    "    return map(countLettersHelper, string.lowercase)\n",
    "\n",
    "def lastLetter(name):\n",
    "    \"\"\"feature function indicating 1 for last letter of name, and 0 for other letters\"\"\"\n",
    "    def lastLetterHelper(c):\n",
    "        return ('last-'+c, int(name[-1]==c))\n",
    "    return map(lastLetterHelper, string.lowercase)\n",
    "\n",
    "def firstLetter(name):\n",
    "    \"\"\"feature function indicating 1 for first letter of name, and 0 for other letters\"\"\"\n",
    "    def firstLetterHelper(c):\n",
    "        return ('first-'+c, int(name[0]==c))\n",
    "    return map(firstLetterHelper, string.lowercase)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Test the functions on different names:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('hard', 0)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hardCons('emily')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('hard', 2)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hardCons('dante')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('hard', 1)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hardCons('karina')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('count-a', 2),\n",
       " ('count-b', 0),\n",
       " ('count-c', 0),\n",
       " ('count-d', 1),\n",
       " ('count-e', 1),\n",
       " ('count-f', 0),\n",
       " ('count-g', 0),\n",
       " ('count-h', 0),\n",
       " ('count-i', 0),\n",
       " ('count-j', 0),\n",
       " ('count-k', 0),\n",
       " ('count-l', 0),\n",
       " ('count-m', 0),\n",
       " ('count-n', 1),\n",
       " ('count-o', 0),\n",
       " ('count-p', 0),\n",
       " ('count-q', 0),\n",
       " ('count-r', 1),\n",
       " ('count-s', 0),\n",
       " ('count-t', 0),\n",
       " ('count-u', 0),\n",
       " ('count-v', 0),\n",
       " ('count-w', 0),\n",
       " ('count-x', 0),\n",
       " ('count-y', 0),\n",
       " ('count-z', 0)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countLetters('andrea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('last-a', 0),\n",
       " ('last-b', 0),\n",
       " ('last-c', 0),\n",
       " ('last-d', 0),\n",
       " ('last-e', 0),\n",
       " ('last-f', 0),\n",
       " ('last-g', 0),\n",
       " ('last-h', 0),\n",
       " ('last-i', 0),\n",
       " ('last-j', 0),\n",
       " ('last-k', 1),\n",
       " ('last-l', 0),\n",
       " ('last-m', 0),\n",
       " ('last-n', 0),\n",
       " ('last-o', 0),\n",
       " ('last-p', 0),\n",
       " ('last-q', 0),\n",
       " ('last-r', 0),\n",
       " ('last-s', 0),\n",
       " ('last-t', 0),\n",
       " ('last-u', 0),\n",
       " ('last-v', 0),\n",
       " ('last-w', 0),\n",
       " ('last-x', 0),\n",
       " ('last-y', 0),\n",
       " ('last-z', 0)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lastLetter('jack')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('first-a', 0),\n",
       " ('first-b', 0),\n",
       " ('first-c', 0),\n",
       " ('first-d', 0),\n",
       " ('first-e', 0),\n",
       " ('first-f', 0),\n",
       " ('first-g', 0),\n",
       " ('first-h', 0),\n",
       " ('first-i', 0),\n",
       " ('first-j', 1),\n",
       " ('first-k', 0),\n",
       " ('first-l', 0),\n",
       " ('first-m', 0),\n",
       " ('first-n', 0),\n",
       " ('first-o', 0),\n",
       " ('first-p', 0),\n",
       " ('first-q', 0),\n",
       " ('first-r', 0),\n",
       " ('first-s', 0),\n",
       " ('first-t', 0),\n",
       " ('first-u', 0),\n",
       " ('first-v', 0),\n",
       " ('first-w', 0),\n",
       " ('first-x', 0),\n",
       " ('first-y', 0),\n",
       " ('first-z', 0)]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "firstLetter('jack')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Step 2: Combine Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "deletable": true,
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   "outputs": [],
   "source": [
    "def combine(featureFunc1, featureFunc2):\n",
    "    \"\"\"returns a function that, when applied to a name, returns a feature vector\n",
    "    combining the feature vectors from featureFunc1 and featureFunc2.\n",
    "    \"\"\"\n",
    "    def combineHelper(name):\n",
    "        return featureFunc1(name) + featureFunc2(name)\n",
    "    return combineHelper\n",
    "\n",
    "def combineMany(listOfFeatureFuncs):\n",
    "    \"\"\"returns a function that, when applied to a name, returns a feature vector\n",
    "    combining the feature vectors from featureFunc1 and featureFunc2\n",
    "    \"\"\"\n",
    "    return reduce(combine, listOfFeatureFuncs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "lengthVowels = combine(length, vowels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "function"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(lengthVowels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('length', 6), ('vowels', 3)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lengthVowels('andrea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "lengthFirst = combine(length, firstLetter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('length', 5),\n",
       " ('first-a', 0),\n",
       " ('first-b', 0),\n",
       " ('first-c', 0),\n",
       " ('first-d', 0),\n",
       " ('first-e', 1),\n",
       " ('first-f', 0),\n",
       " ('first-g', 0),\n",
       " ('first-h', 0),\n",
       " ('first-i', 0),\n",
       " ('first-j', 0),\n",
       " ('first-k', 0),\n",
       " ('first-l', 0),\n",
       " ('first-m', 0),\n",
       " ('first-n', 0),\n",
       " ('first-o', 0),\n",
       " ('first-p', 0),\n",
       " ('first-q', 0),\n",
       " ('first-r', 0),\n",
       " ('first-s', 0),\n",
       " ('first-t', 0),\n",
       " ('first-u', 0),\n",
       " ('first-v', 0),\n",
       " ('first-w', 0),\n",
       " ('first-x', 0),\n",
       " ('first-y', 0),\n",
       " ('first-z', 0)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lengthFirst('emily')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Step 3: Classify\n",
    "\n",
    "\n",
    "<img src=\"http://cs111.wellesley.edu/archive/cs111_fall15/public_html/assignments/ps11/lengthVowelsNew.png\" width=560>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "**Helper Function**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def euclideanDistanceFrom(v):\n",
    "    \"\"\"returns a function that takes a vector and computes the distance between that vector and v\"\"\"\n",
    "    def euclideanDistanceHelper(w):\n",
    "        \"\"\"distance between vectors v and w\"\"\"\n",
    "        def squareDiff(i):\n",
    "            \"\"\"square of difference between elements in ith position of vectors v and w\"\"\"\n",
    "            return (v[i][1] - w[i][1])**2\n",
    "        return sqrt(sum(map(squareDiff, range(len(v)))))\n",
    "    return euclideanDistanceHelper"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Step 3a: Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def buildTrainingVectors(featurefunc, trainfile):\n",
    "    \"\"\"read data files in directory, return a list of tuples,\n",
    "    where each tuple in the list corresponds to a name in the data.\n",
    "    Each tuple is of the form (genderlabel, featurevector),\n",
    "    where genderlabel is the gender of the name,\n",
    "    and featurevector is the feature vector of the name under featurefunc.\n",
    "    \"\"\"\n",
    "\n",
    "    def lineToFeatures(line):\n",
    "        \"\"\"convert a line in trainfile to a tuple of genderlabel and feature vector\"\"\"\n",
    "        name, gender = line.split()\n",
    "        return gender, featurefunc(name)\n",
    "\n",
    "    with open(trainfile) as f:\n",
    "        genderFeatureList = map(lineToFeatures, f.readlines())\n",
    "    return genderFeatureList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2806\n"
     ]
    }
   ],
   "source": [
    "lengthVowels = combine(length, vowels)\n",
    "lvTrain = buildTrainingVectors(lengthVowels, 'train.txt')\n",
    "print len(lvTrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('male', [('length', 4), ('vowels', 2)]),\n",
       " ('male', [('length', 4), ('vowels', 2)]),\n",
       " ('male', [('length', 5), ('vowels', 2)]),\n",
       " ('male', [('length', 5), ('vowels', 2)]),\n",
       " ('male', [('length', 7), ('vowels', 3)]),\n",
       " ('male', [('length', 5), ('vowels', 2)]),\n",
       " ('male', [('length', 7), ('vowels', 3)]),\n",
       " ('male', [('length', 9), ('vowels', 4)]),\n",
       " ('male', [('length', 6), ('vowels', 3)]),\n",
       " ('male', [('length', 6), ('vowels', 3)])]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lvTrain[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('female', [('length', 7), ('vowels', 3)]),\n",
       " ('female', [('length', 4), ('vowels', 2)]),\n",
       " ('female', [('length', 7), ('vowels', 3)]),\n",
       " ('female', [('length', 7), ('vowels', 3)]),\n",
       " ('female', [('length', 5), ('vowels', 2)]),\n",
       " ('female', [('length', 5), ('vowels', 2)]),\n",
       " ('female', [('length', 7), ('vowels', 3)]),\n",
       " ('female', [('length', 6), ('vowels', 2)]),\n",
       " ('female', [('length', 5), ('vowels', 3)]),\n",
       " ('female', [('length', 6), ('vowels', 3)])]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lvTrain[-10:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Step 3b: Sort Distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def labelsSortedByDistance(testvector, trainingVectors):\n",
    "    \"\"\"create a list of (genderlabel, distance) tuples from trainingVectors\n",
    "    (trainingVectors is a list of (gender, featvec) tuples, of the type \n",
    "    returned by buildTrainingVectors).\n",
    "    The distance is the euclideanDistance between featvec and testvector.\n",
    "    Sort this list of tuples by distance\n",
    "    \"\"\"\n",
    "    distFunc = euclideanDistanceFrom(testvector)\n",
    "    def labelFeat2labelDistance(labelFeatTuple):\n",
    "        \"\"\"return a tuple consisting of the label and the distance of the \n",
    "        feature vector to testvector\n",
    "        \"\"\"\n",
    "        return labelFeatTuple[0], distFunc(labelFeatTuple[1])\n",
    "    distances = map(labelFeat2labelDistance, trainingVectors)\n",
    "    distances.sort(key=lambda x:x[1])\n",
    "    return distances\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "lvcl = combineMany([length, vowels, countLetters, lastLetter])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "lvclTrain = buildTrainingVectors(lvcl, 'train.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "beyonceLvcl = lvcl('beyonce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "lvclDistances = labelsSortedByDistance(beyonceLvcl, lvclTrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "lvclDistances = labelsSortedByDistance(beyonceLvcl, lvclTrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('male', 2.23606797749979),\n",
       " ('female', 2.23606797749979),\n",
       " ('male', 2.449489742783178),\n",
       " ('male', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('female', 2.449489742783178),\n",
       " ('male', 2.6457513110645907),\n",
       " ('male', 2.6457513110645907),\n",
       " ('male', 2.6457513110645907),\n",
       " ('male', 2.6457513110645907),\n",
       " ('male', 2.6457513110645907)]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lvclDistances[:21]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "emmavec = lengthVowels('emma')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "williamvec = lengthVowels('william')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "distanceFromEmma = euclideanDistanceFrom(emmavec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.1622776601683795"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distanceFromEmma(williamvec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avavec = lengthVowels('ava')\n",
    "distanceFromEmma(avavec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('length', 3), ('vowels', 2)]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avavec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('length', 4), ('vowels', 2)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emmavec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "This is why the distance is 1, that is the distance between the two vectors [3, 2] and [4, 2]."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Step 3c: Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def predictGender(featurefunc, testname, trainingVectors, k):\n",
    "    \"\"\"find the k nearest training data points to name in terms of feature \n",
    "    vectors, return the most common label among those points\n",
    "    \"\"\"\n",
    "    testvector = featurefunc(testname)\n",
    "    distances = labelsSortedByDistance(testvector, trainingVectors)\n",
    "    nearest_labels = map(lambda x:x[0], distances[:k])\n",
    "    label_counts = map(lambda label: (nearest_labels.count(label), label), set(nearest_labels))\n",
    "    return max(label_counts)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'female'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictGender(lvcl, 'beyonce', lvclTrain, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'male'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictGender(lvcl, 'kumar', lvclTrain, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'female'"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictGender(lvcl, 'theodore', lvclTrain, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'male'"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictGender(lvcl, 'eni', lvclTrain, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'female'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictGender(lvcl, 'eniana', lvclTrain, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Step 3d: Evaluation (computing accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def computeAccuracy(featurefunc, testfile, trainingVectors, k):\n",
    "    \"\"\"Go through each name in testfile, predict its gender label,\n",
    "    and print the predictions for each example as instructed..\n",
    "    Return the accuracy (the proportion of examples for which the labels are correctly predicted).\"\"\"\n",
    "    # fill in\n",
    "    numCorrect = 0.0\n",
    "    numData = 0.0\n",
    "    with open(testfile) as f:\n",
    "        for line in f.readlines():\n",
    "            numData += 1\n",
    "            name, actual = line.split()\n",
    "            print name, actual,\n",
    "            predicted = predictGender(featurefunc, name, trainingVectors, k)\n",
    "            print predicted,\n",
    "            if predicted == actual:\n",
    "                numCorrect += 1\n",
    "                print 'CORRECT'\n",
    "            else:\n",
    "                print 'WRONG'\n",
    "    return numCorrect/numData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male female WRONG\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male female WRONG\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male female WRONG\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male female WRONG\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male female WRONG\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female male WRONG\n",
      "alexa female female CORRECT\n",
      "stella female female CORRECT\n",
      "paisley female female CORRECT\n",
      "madeline female female CORRECT\n",
      "kimberly female female CORRECT\n",
      "andrea female female CORRECT\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female female CORRECT\n",
      "josephine female female CORRECT\n",
      "kylee female male WRONG\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female female CORRECT\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female female CORRECT\n",
      "cassidy female female CORRECT\n",
      "danielle female female CORRECT\n",
      "diana female female CORRECT\n",
      "vivienne female male WRONG\n",
      "olive female female CORRECT\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female female CORRECT\n",
      "briana female female CORRECT\n",
      "macy female female CORRECT\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female female CORRECT\n",
      "alejandra female female CORRECT\n",
      "kassidy female female CORRECT\n",
      "julissa female female CORRECT\n",
      "kaylie female female CORRECT\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female female CORRECT\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female female CORRECT\n",
      "bailee female female CORRECT\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female female CORRECT\n",
      "hattie female female CORRECT\n",
      "jaelyn female male WRONG\n",
      "aileen female female CORRECT\n",
      "marina female female CORRECT\n",
      "erika female female CORRECT\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female male WRONG\n",
      "ciara female female CORRECT\n",
      "madyson female female CORRECT\n",
      "sherlyn female male WRONG\n",
      "patricia female female CORRECT\n",
      "raquel female male WRONG\n",
      "ellen female female CORRECT\n",
      "mollie female male WRONG\n",
      "joslyn female female CORRECT\n",
      "averi female male WRONG\n",
      "rayna female female CORRECT\n",
      "lillianna female female CORRECT\n",
      "denise female female CORRECT\n",
      "kristina female male WRONG\n",
      "celine female female CORRECT\n",
      "janiya female female CORRECT\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female female CORRECT\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female male WRONG\n",
      "katalina female female CORRECT\n",
      "samiyah female female CORRECT\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female female CORRECT\n",
      "esme female male WRONG\n",
      "emerie female female CORRECT\n",
      "alisson female female CORRECT\n",
      "ayana female female CORRECT\n",
      "marleigh female female CORRECT\n",
      "kaylyn female female CORRECT\n",
      "karly female female CORRECT\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female female CORRECT\n",
      "antonia female male WRONG\n",
      "analia female female CORRECT\n",
      "kendyl female female CORRECT\n",
      "amaris female female CORRECT\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female male WRONG\n",
      "clementine female female CORRECT\n",
      "ashtyn female female CORRECT\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female female CORRECT\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female male WRONG\n",
      "addie female female CORRECT\n",
      "yuliana female female CORRECT\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female female CORRECT\n",
      "janice female male WRONG\n",
      "nalani female female CORRECT\n",
      "zelda female female CORRECT\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female female CORRECT\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female female CORRECT\n",
      "geneva female male WRONG\n",
      "batsheva female female CORRECT\n",
      "judy female male WRONG\n",
      "pepper female female CORRECT\n",
      "brookelynn female female CORRECT\n",
      "shaniya female female CORRECT\n",
      "carmella female female CORRECT\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female male WRONG\n",
      "raylynn female female CORRECT\n",
      "krista female female CORRECT\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8483870967741935"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "computeAccuracy(lvcl, 'test.txt', lvclTrain, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "vhlf = combineMany([vowels, hardCons, lastLetter, firstLetter])\n",
    "trainVhlf = buildTrainingVectors(vhlf, 'train.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male female WRONG\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male female WRONG\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male female WRONG\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male female WRONG\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male female WRONG\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male female WRONG\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female male WRONG\n",
      "alexa female female CORRECT\n",
      "stella female female CORRECT\n",
      "paisley female male WRONG\n",
      "madeline female female CORRECT\n",
      "kimberly female male WRONG\n",
      "andrea female female CORRECT\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female female CORRECT\n",
      "josephine female female CORRECT\n",
      "kylee female female CORRECT\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female female CORRECT\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female female CORRECT\n",
      "cassidy female male WRONG\n",
      "danielle female female CORRECT\n",
      "diana female female CORRECT\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female female CORRECT\n",
      "briana female female CORRECT\n",
      "macy female female CORRECT\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female female CORRECT\n",
      "alejandra female female CORRECT\n",
      "kassidy female male WRONG\n",
      "julissa female female CORRECT\n",
      "kaylie female female CORRECT\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female male WRONG\n",
      "eve female female CORRECT\n",
      "emersyn female female CORRECT\n",
      "fernanda female male WRONG\n",
      "bailee female female CORRECT\n",
      "kiley female female CORRECT\n",
      "harlow female male WRONG\n",
      "virginia female female CORRECT\n",
      "anika female female CORRECT\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female female CORRECT\n",
      "erika female female CORRECT\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female male WRONG\n",
      "ciara female female CORRECT\n",
      "madyson female female CORRECT\n",
      "sherlyn female male WRONG\n",
      "patricia female female CORRECT\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female female CORRECT\n",
      "joslyn female male WRONG\n",
      "averi female female CORRECT\n",
      "rayna female female CORRECT\n",
      "lillianna female female CORRECT\n",
      "denise female male WRONG\n",
      "kristina female female CORRECT\n",
      "celine female female CORRECT\n",
      "janiya female female CORRECT\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female male WRONG\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female male WRONG\n",
      "katalina female female CORRECT\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female female CORRECT\n",
      "avianna female female CORRECT\n",
      "esme female female CORRECT\n",
      "emerie female female CORRECT\n",
      "alisson female female CORRECT\n",
      "ayana female female CORRECT\n",
      "marleigh female female CORRECT\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female female CORRECT\n",
      "antonia female female CORRECT\n",
      "analia female female CORRECT\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female male WRONG\n",
      "clementine female female CORRECT\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female female CORRECT\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female female CORRECT\n",
      "rosalyn female male WRONG\n",
      "emme female female CORRECT\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female female CORRECT\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female female CORRECT\n",
      "roslyn female male WRONG\n",
      "nya female female CORRECT\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female male WRONG\n",
      "geneva female female CORRECT\n",
      "batsheva female female CORRECT\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female female CORRECT\n",
      "carmella female female CORRECT\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female female CORRECT\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8032258064516129"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "computeAccuracy(vhlf, 'test.txt', trainVhlf, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Part 2\n",
    "\n",
    "- Create some features (at least three new ones)\n",
    "- Create at least 2 classifiers\n",
    "- Measure the accuracy\n",
    "- Discuss which combinations of features seems to do better. Does this fit with your previous intuition about the features?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<b>Step 1:</b> create some features (at least three new ones)\n",
    "\n",
    "One idea I had for a feature function is one that could count the number of syllables in a name. However, I'm not sure this is within the scope of my abilities. I'm thinking that the extra -a at the end of many female names adds an extra syllable. By contrast, most male names end with a hard consonant that doesn't provide an extra syllable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def softCons(name):\n",
    "    \"\"\"feature function with number of soft consonants in name\"\"\"\n",
    "    def isSoft(c):\n",
    "        return c in 'cfhjlmnrsvwxyz'\n",
    "    return [('soft', len(filter(isSoft, name)))]\n",
    "\n",
    "def consonants(name):\n",
    "    \"\"\"feature function with number of consonants in name\"\"\"\n",
    "    def isConsonant(c):\n",
    "        return c in 'bcdfghjklmnpqrstvwxz'\n",
    "    return [('consonants', len(filter(isConsonant, name)))]\n",
    "\n",
    "def softened_consonant(name):\n",
    "    '''feature function that checks for the presence of an h after a consonant'''\n",
    "    def isSoftened(c):\n",
    "        if 'h' in name:\n",
    "            h = name.index('h')\n",
    "            c = name[h-1]\n",
    "            return c in 'cpst'\n",
    "    return [('softened', len(filter(isSoftened, name)))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<b>Step 2:</b> create at least 2 classifiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "c1 = combine(softCons, consonants)\n",
    "c2 = combine(softCons, softened_consonant)\n",
    "c3 = combineMany([softCons, consonants, softened_consonant])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<b>Step 3:</b> measure the accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male female WRONG\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female female CORRECT\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5032258064516129"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1 = buildTrainingVectors(c1, 'train.txt')\n",
    "computeAccuracy(c1, 'test.txt', t1, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female female CORRECT\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5096774193548387"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t2 = buildTrainingVectors(c2, 'train.txt')\n",
    "computeAccuracy(c2, 'test.txt', t2, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male female WRONG\n",
      "johnathan male female WRONG\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male female WRONG\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male female WRONG\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female female CORRECT\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female female CORRECT\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female female CORRECT\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.4967741935483871"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t3 = buildTrainingVectors(c3, 'train.txt')\n",
    "computeAccuracy(c3, 'test.txt', t3, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Additionally, I try isolating each feature function to see which is most effective."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s_t = buildTrainingVectors(softCons, 'train.txt')\n",
    "computeAccuracy(softCons, 'test.txt', s_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_t = buildTrainingVectors(consonants, 'train.txt')\n",
    "computeAccuracy(consonants, 'test.txt', c_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male female WRONG\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female female CORRECT\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.4967741935483871"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "so_t = buildTrainingVectors(softened_consonant, 'train.txt')\n",
    "computeAccuracy(softened_consonant, 'test.txt', so_t, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Discussion\n",
    "\n",
    "Here was my intuition for all of these functions:\n",
    "- `softCons`: the opposite of `hardCons`. If male names tend to have more hard consonants, would it be possible to say that female names have more soft consonants?\n",
    "- `consonants`: my intuition was that male names have more consonants in general than female names. This was a tricky one, though, since female names are longer. It might be the case that it is more useful to break this function down to either soft consonants or hard consonants, as we have done, but I thought I would give this one a shot anyway.\n",
    "- `softened_consonants`: male names have more hard consonants, but what if these hard consonants are softened with the letter \"h\" following it? Would it then make the name more feminine, since a hard consonant + h makes a softer sound than the hard consonant alone? All of these consonants make a softer sound when an \"h\" is added: \"c\" to \"ch\", \"p\" to \"ph\", \"s\" to \"sh\", and \"t\" to \"th\".\n",
    "\n",
    "`softCons` + `consonants` = 0.503<br>\n",
    "`softCons` + `softened_consonant` = 0.509<br>\n",
    "`softCons` + `softened_consonant` + `consonants` = 0.497\n",
    "\n",
    "`softCons` = 0.50<br>\n",
    "`consonants` = 0.50<br>\n",
    "`softened_consonant` = 0.497<br>\n",
    "\n",
    "My results are not very promising; all accuracies hover at around 0.50, which is equivalent to randomly guessing for each name. A lot of the intuition I gathered from the first pass through this assignment is encapsulated with the given functions; therefore, I am going to try experimenting with those (maybe also a combination of the given functions and my own functions) instead.\n",
    "\n",
    "Available functions:\n",
    "- `length`\n",
    "- `vowels`\n",
    "- `hardCons`\n",
    "- `countLetters`\n",
    "- `lastLetter`\n",
    "- `firstLetter`\n",
    "\n",
    "Which of these given functions are the most influential? I train and test each of these feature functions one by one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l_t = buildTrainingVectors(length, 'train.txt')\n",
    "computeAccuracy(length, 'test.txt', l_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_t = buildTrainingVectors(vowels, 'train.txt')\n",
    "computeAccuracy(vowels, 'test.txt', v_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h_t = buildTrainingVectors(hardCons, 'train.txt')\n",
    "computeAccuracy(hardCons, 'test.txt', h_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male female WRONG\n",
      "joseph male male CORRECT\n",
      "isaac male female WRONG\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male female WRONG\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male female WRONG\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male female WRONG\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male female WRONG\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male female WRONG\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male female WRONG\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male female WRONG\n",
      "dilan male female WRONG\n",
      "zaid male female WRONG\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male female WRONG\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male female WRONG\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male female WRONG\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male female WRONG\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male female WRONG\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male female WRONG\n",
      "javian male female WRONG\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male female WRONG\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female male WRONG\n",
      "alexa female female CORRECT\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female female CORRECT\n",
      "kimberly female female CORRECT\n",
      "andrea female male WRONG\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female male WRONG\n",
      "josephine female female CORRECT\n",
      "kylee female female CORRECT\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female male WRONG\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female male WRONG\n",
      "cassidy female female CORRECT\n",
      "danielle female female CORRECT\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female female CORRECT\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female female CORRECT\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female female CORRECT\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female female CORRECT\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female female CORRECT\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female female CORRECT\n",
      "raquel female female CORRECT\n",
      "ellen female female CORRECT\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female female CORRECT\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female female CORRECT\n",
      "janiya female male WRONG\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female male WRONG\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female male WRONG\n",
      "katalina female female CORRECT\n",
      "samiyah female female CORRECT\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female female CORRECT\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female female CORRECT\n",
      "marleigh female male WRONG\n",
      "kaylyn female female CORRECT\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female female CORRECT\n",
      "kendyl female male WRONG\n",
      "amaris female female CORRECT\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female female CORRECT\n",
      "clementine female female CORRECT\n",
      "ashtyn female female CORRECT\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female female CORRECT\n",
      "caydence female male WRONG\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female female CORRECT\n",
      "rosalyn female female CORRECT\n",
      "emme female female CORRECT\n",
      "belle female female CORRECT\n",
      "janice female male WRONG\n",
      "nalani female female CORRECT\n",
      "zelda female female CORRECT\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female female CORRECT\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female female CORRECT\n",
      "carmella female male WRONG\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female male WRONG\n",
      "raylynn female female CORRECT\n",
      "krista female male WRONG\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.6935483870967742"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_t = buildTrainingVectors(countLetters, 'train.txt')\n",
    "computeAccuracy(countLetters, 'test.txt', c_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_t = buildTrainingVectors(lastLetter, 'train.txt')\n",
    "computeAccuracy(lastLetter, 'test.txt', la_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male male CORRECT\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male male CORRECT\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male male CORRECT\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male male CORRECT\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male male CORRECT\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male male CORRECT\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male male CORRECT\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male male CORRECT\n",
      "meir male male CORRECT\n",
      "elizabeth female male WRONG\n",
      "evelyn female male WRONG\n",
      "layla female male WRONG\n",
      "aria female male WRONG\n",
      "sadie female male WRONG\n",
      "alexa female male WRONG\n",
      "stella female male WRONG\n",
      "paisley female male WRONG\n",
      "madeline female male WRONG\n",
      "kimberly female male WRONG\n",
      "andrea female male WRONG\n",
      "natalia female male WRONG\n",
      "valentina female male WRONG\n",
      "mckenzie female male WRONG\n",
      "vanessa female male WRONG\n",
      "josephine female male WRONG\n",
      "kylee female male WRONG\n",
      "alaina female male WRONG\n",
      "julianna female male WRONG\n",
      "eliza female male WRONG\n",
      "arabella female male WRONG\n",
      "allie female male WRONG\n",
      "leilani female male WRONG\n",
      "lucia female male WRONG\n",
      "cassidy female male WRONG\n",
      "danielle female male WRONG\n",
      "diana female male WRONG\n",
      "vivienne female male WRONG\n",
      "olive female male WRONG\n",
      "evangeline female male WRONG\n",
      "elaina female male WRONG\n",
      "alicia female male WRONG\n",
      "ruth female male WRONG\n",
      "mariana female male WRONG\n",
      "briana female male WRONG\n",
      "macy female male WRONG\n",
      "scarlet female male WRONG\n",
      "jayda female male WRONG\n",
      "mckinley female male WRONG\n",
      "madelynn female male WRONG\n",
      "michaela female male WRONG\n",
      "alejandra female male WRONG\n",
      "kassidy female male WRONG\n",
      "julissa female male WRONG\n",
      "kaylie female male WRONG\n",
      "madisyn female male WRONG\n",
      "danna female male WRONG\n",
      "annabel female male WRONG\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female male WRONG\n",
      "bailee female male WRONG\n",
      "kiley female male WRONG\n",
      "harlow female male WRONG\n",
      "virginia female male WRONG\n",
      "anika female male WRONG\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female male WRONG\n",
      "marina female male WRONG\n",
      "erika female male WRONG\n",
      "amina female male WRONG\n",
      "malaya female male WRONG\n",
      "irene female male WRONG\n",
      "ciara female male WRONG\n",
      "madyson female male WRONG\n",
      "sherlyn female male WRONG\n",
      "patricia female male WRONG\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female male WRONG\n",
      "joslyn female male WRONG\n",
      "averi female male WRONG\n",
      "rayna female male WRONG\n",
      "lillianna female male WRONG\n",
      "denise female male WRONG\n",
      "kristina female male WRONG\n",
      "celine female male WRONG\n",
      "janiya female male WRONG\n",
      "lorelai female male WRONG\n",
      "amirah female male WRONG\n",
      "roselyn female male WRONG\n",
      "ayanna female male WRONG\n",
      "emmalynn female male WRONG\n",
      "kaleigh female male WRONG\n",
      "mercedes female male WRONG\n",
      "katalina female male WRONG\n",
      "samiyah female male WRONG\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female male WRONG\n",
      "esme female male WRONG\n",
      "emerie female male WRONG\n",
      "alisson female male WRONG\n",
      "ayana female male WRONG\n",
      "marleigh female male WRONG\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female male WRONG\n",
      "antonia female male WRONG\n",
      "analia female male WRONG\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female male WRONG\n",
      "mylee female male WRONG\n",
      "milani female male WRONG\n",
      "clementine female male WRONG\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female male WRONG\n",
      "violeta female male WRONG\n",
      "sunny female male WRONG\n",
      "aliah female male WRONG\n",
      "keila female male WRONG\n",
      "anjali female male WRONG\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female male WRONG\n",
      "rosalyn female male WRONG\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female male WRONG\n",
      "nalani female male WRONG\n",
      "zelda female male WRONG\n",
      "kayley female male WRONG\n",
      "nailah female male WRONG\n",
      "grecia female male WRONG\n",
      "dayanna female male WRONG\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female male WRONG\n",
      "evalynn female male WRONG\n",
      "scout female male WRONG\n",
      "abigale female male WRONG\n",
      "cayla female male WRONG\n",
      "amyah female male WRONG\n",
      "hailie female male WRONG\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female male WRONG\n",
      "shaniya female male WRONG\n",
      "carmella female male WRONG\n",
      "malina female male WRONG\n",
      "aliyana female male WRONG\n",
      "unique female male WRONG\n",
      "raylynn female male WRONG\n",
      "krista female male WRONG\n",
      "maliya female male WRONG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f_t = buildTrainingVectors(firstLetter, 'train.txt')\n",
    "computeAccuracy(firstLetter, 'test.txt', f_t, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "`length` = 0.50<br>\n",
    "`vowels` = 0.50<br>\n",
    "`hardCons` = 0.50<br>\n",
    "`countLetters` = 0.69<br>\n",
    "`lastLetter` = 0.50<br>\n",
    "`firstLetter` = 0.50\n",
    "\n",
    "`countLetters` seems to be the most influential, with an accuracy of 0.69. This makes sense because this particular function does not distill the characteristics of each name into a single digit; instead, it gives detailed information (letter by letter) about which letters are most frequently used. For example, there are many ways for both male and female names to have 3 vowels, but fewer ways for both male and female names to have a certain set of letters in common.\n",
    "\n",
    "Out of curiosity, what would happen if I used all of these functions at once?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male female WRONG\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male female WRONG\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male female WRONG\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male female WRONG\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male female WRONG\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male female WRONG\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male female WRONG\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male female WRONG\n",
      "chayce male female WRONG\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female male WRONG\n",
      "alexa female female CORRECT\n",
      "stella female female CORRECT\n",
      "paisley female female CORRECT\n",
      "madeline female female CORRECT\n",
      "kimberly female female CORRECT\n",
      "andrea female female CORRECT\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female female CORRECT\n",
      "josephine female female CORRECT\n",
      "kylee female female CORRECT\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female female CORRECT\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female female CORRECT\n",
      "cassidy female female CORRECT\n",
      "danielle female female CORRECT\n",
      "diana female female CORRECT\n",
      "vivienne female female CORRECT\n",
      "olive female female CORRECT\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female female CORRECT\n",
      "briana female female CORRECT\n",
      "macy female female CORRECT\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female female CORRECT\n",
      "alejandra female female CORRECT\n",
      "kassidy female female CORRECT\n",
      "julissa female female CORRECT\n",
      "kaylie female female CORRECT\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female female CORRECT\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female female CORRECT\n",
      "bailee female female CORRECT\n",
      "kiley female female CORRECT\n",
      "harlow female male WRONG\n",
      "virginia female female CORRECT\n",
      "anika female female CORRECT\n",
      "hattie female female CORRECT\n",
      "jaelyn female male WRONG\n",
      "aileen female female CORRECT\n",
      "marina female female CORRECT\n",
      "erika female female CORRECT\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female male WRONG\n",
      "ciara female female CORRECT\n",
      "madyson female female CORRECT\n",
      "sherlyn female female CORRECT\n",
      "patricia female female CORRECT\n",
      "raquel female male WRONG\n",
      "ellen female female CORRECT\n",
      "mollie female female CORRECT\n",
      "joslyn female male WRONG\n",
      "averi female female CORRECT\n",
      "rayna female female CORRECT\n",
      "lillianna female female CORRECT\n",
      "denise female male WRONG\n",
      "kristina female female CORRECT\n",
      "celine female female CORRECT\n",
      "janiya female female CORRECT\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female female CORRECT\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female female CORRECT\n",
      "katalina female female CORRECT\n",
      "samiyah female female CORRECT\n",
      "luz female female CORRECT\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female female CORRECT\n",
      "esme female male WRONG\n",
      "emerie female female CORRECT\n",
      "alisson female female CORRECT\n",
      "ayana female female CORRECT\n",
      "marleigh female female CORRECT\n",
      "kaylyn female female CORRECT\n",
      "karly female female CORRECT\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female female CORRECT\n",
      "antonia female female CORRECT\n",
      "analia female female CORRECT\n",
      "kendyl female male WRONG\n",
      "amaris female female CORRECT\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female female CORRECT\n",
      "clementine female female CORRECT\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female female CORRECT\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female female CORRECT\n",
      "rosalyn female female CORRECT\n",
      "emme female male WRONG\n",
      "belle female female CORRECT\n",
      "janice female female CORRECT\n",
      "nalani female female CORRECT\n",
      "zelda female male WRONG\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female male WRONG\n",
      "roslyn female female CORRECT\n",
      "nya female female CORRECT\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female female CORRECT\n",
      "geneva female female CORRECT\n",
      "batsheva female female CORRECT\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female female CORRECT\n",
      "shaniya female female CORRECT\n",
      "carmella female female CORRECT\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female male WRONG\n",
      "raylynn female female CORRECT\n",
      "krista female female CORRECT\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8612903225806452"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_f = combineMany([length, vowels, hardCons, countLetters, lastLetter, firstLetter])\n",
    "all_f_t = buildTrainingVectors(all_f, 'train.txt')\n",
    "computeAccuracy(all_f, 'test.txt', all_f_t, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "If all of the given functions are used at once, I get an accuracy of 0.86, which is the highest accuracy I've seen yet. It's interesting to note that although individually, the functions were unimpressive, together, they have a very high accuracy &mdash; one that is significantly higher than just using `countLetters` alone.\n",
    "\n",
    "What happens if I combine this last classifier with one of my functions, `softCons`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male female WRONG\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male female WRONG\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male female WRONG\n",
      "aarav male female WRONG\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male female WRONG\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male female WRONG\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male female WRONG\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male female WRONG\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male female WRONG\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male female WRONG\n",
      "reilly male female WRONG\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male female WRONG\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male female WRONG\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female female CORRECT\n",
      "alexa female female CORRECT\n",
      "stella female female CORRECT\n",
      "paisley female female CORRECT\n",
      "madeline female female CORRECT\n",
      "kimberly female female CORRECT\n",
      "andrea female male WRONG\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female female CORRECT\n",
      "josephine female female CORRECT\n",
      "kylee female female CORRECT\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female female CORRECT\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female female CORRECT\n",
      "cassidy female female CORRECT\n",
      "danielle female female CORRECT\n",
      "diana female female CORRECT\n",
      "vivienne female male WRONG\n",
      "olive female female CORRECT\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female female CORRECT\n",
      "briana female female CORRECT\n",
      "macy female female CORRECT\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female female CORRECT\n",
      "alejandra female female CORRECT\n",
      "kassidy female female CORRECT\n",
      "julissa female female CORRECT\n",
      "kaylie female female CORRECT\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female female CORRECT\n",
      "eve female male WRONG\n",
      "emersyn female female CORRECT\n",
      "fernanda female female CORRECT\n",
      "bailee female female CORRECT\n",
      "kiley female female CORRECT\n",
      "harlow female male WRONG\n",
      "virginia female female CORRECT\n",
      "anika female female CORRECT\n",
      "hattie female female CORRECT\n",
      "jaelyn female male WRONG\n",
      "aileen female female CORRECT\n",
      "marina female female CORRECT\n",
      "erika female female CORRECT\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female female CORRECT\n",
      "ciara female female CORRECT\n",
      "madyson female female CORRECT\n",
      "sherlyn female female CORRECT\n",
      "patricia female female CORRECT\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female female CORRECT\n",
      "joslyn female female CORRECT\n",
      "averi female female CORRECT\n",
      "rayna female female CORRECT\n",
      "lillianna female female CORRECT\n",
      "denise female male WRONG\n",
      "kristina female female CORRECT\n",
      "celine female female CORRECT\n",
      "janiya female female CORRECT\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female female CORRECT\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female male WRONG\n",
      "katalina female female CORRECT\n",
      "samiyah female female CORRECT\n",
      "luz female male WRONG\n",
      "anabel female female CORRECT\n",
      "marjorie female male WRONG\n",
      "avianna female female CORRECT\n",
      "esme female male WRONG\n",
      "emerie female female CORRECT\n",
      "alisson female female CORRECT\n",
      "ayana female female CORRECT\n",
      "marleigh female female CORRECT\n",
      "kaylyn female female CORRECT\n",
      "karly female female CORRECT\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female female CORRECT\n",
      "antonia female female CORRECT\n",
      "analia female female CORRECT\n",
      "kendyl female male WRONG\n",
      "amaris female female CORRECT\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female female CORRECT\n",
      "clementine female female CORRECT\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female female CORRECT\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female female CORRECT\n",
      "addie female male WRONG\n",
      "yuliana female female CORRECT\n",
      "rosalyn female female CORRECT\n",
      "emme female male WRONG\n",
      "belle female female CORRECT\n",
      "janice female female CORRECT\n",
      "nalani female female CORRECT\n",
      "zelda female male WRONG\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female male WRONG\n",
      "roslyn female female CORRECT\n",
      "nya female female CORRECT\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female female CORRECT\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female female CORRECT\n",
      "shaniya female female CORRECT\n",
      "carmella female female CORRECT\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female male WRONG\n",
      "raylynn female female CORRECT\n",
      "krista female female CORRECT\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8451612903225807"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "everything_f = combineMany([length, vowels, hardCons, countLetters, lastLetter, firstLetter, softCons])\n",
    "everything_f_t = buildTrainingVectors(everything_f, 'train.txt')\n",
    "computeAccuracy(everything_f, 'test.txt', everything_f_t, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Unfortunately, I get a reduced accuracy (0.845), but not by too much. What about my two other functions?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male male CORRECT\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male female WRONG\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male female WRONG\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male female WRONG\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male female WRONG\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male male CORRECT\n",
      "matthias male female WRONG\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male female WRONG\n",
      "billy male female WRONG\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male female WRONG\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male female WRONG\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male female WRONG\n",
      "syed male male CORRECT\n",
      "sebastien male female WRONG\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male female WRONG\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male female WRONG\n",
      "reilly male male CORRECT\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male female WRONG\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male female WRONG\n",
      "chayce male female WRONG\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female male WRONG\n",
      "alexa female female CORRECT\n",
      "stella female female CORRECT\n",
      "paisley female female CORRECT\n",
      "madeline female female CORRECT\n",
      "kimberly female female CORRECT\n",
      "andrea female female CORRECT\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female female CORRECT\n",
      "josephine female female CORRECT\n",
      "kylee female female CORRECT\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female female CORRECT\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female female CORRECT\n",
      "cassidy female female CORRECT\n",
      "danielle female female CORRECT\n",
      "diana female female CORRECT\n",
      "vivienne female female CORRECT\n",
      "olive female female CORRECT\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female female CORRECT\n",
      "briana female female CORRECT\n",
      "macy female female CORRECT\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female male WRONG\n",
      "alejandra female female CORRECT\n",
      "kassidy female female CORRECT\n",
      "julissa female female CORRECT\n",
      "kaylie female female CORRECT\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female female CORRECT\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female female CORRECT\n",
      "bailee female female CORRECT\n",
      "kiley female female CORRECT\n",
      "harlow female male WRONG\n",
      "virginia female female CORRECT\n",
      "anika female female CORRECT\n",
      "hattie female female CORRECT\n",
      "jaelyn female male WRONG\n",
      "aileen female female CORRECT\n",
      "marina female female CORRECT\n",
      "erika female female CORRECT\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female male WRONG\n",
      "ciara female female CORRECT\n",
      "madyson female female CORRECT\n",
      "sherlyn female female CORRECT\n",
      "patricia female female CORRECT\n",
      "raquel female male WRONG\n",
      "ellen female female CORRECT\n",
      "mollie female female CORRECT\n",
      "joslyn female male WRONG\n",
      "averi female female CORRECT\n",
      "rayna female female CORRECT\n",
      "lillianna female female CORRECT\n",
      "denise female male WRONG\n",
      "kristina female female CORRECT\n",
      "celine female female CORRECT\n",
      "janiya female female CORRECT\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female female CORRECT\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female male WRONG\n",
      "katalina female female CORRECT\n",
      "samiyah female female CORRECT\n",
      "luz female female CORRECT\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female female CORRECT\n",
      "esme female male WRONG\n",
      "emerie female female CORRECT\n",
      "alisson female female CORRECT\n",
      "ayana female female CORRECT\n",
      "marleigh female female CORRECT\n",
      "kaylyn female female CORRECT\n",
      "karly female female CORRECT\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female female CORRECT\n",
      "antonia female female CORRECT\n",
      "analia female female CORRECT\n",
      "kendyl female male WRONG\n",
      "amaris female female CORRECT\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female female CORRECT\n",
      "clementine female female CORRECT\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female female CORRECT\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female male WRONG\n",
      "addie female male WRONG\n",
      "yuliana female female CORRECT\n",
      "rosalyn female female CORRECT\n",
      "emme female male WRONG\n",
      "belle female female CORRECT\n",
      "janice female female CORRECT\n",
      "nalani female female CORRECT\n",
      "zelda female male WRONG\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female male WRONG\n",
      "roslyn female female CORRECT\n",
      "nya female female CORRECT\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female female CORRECT\n",
      "geneva female female CORRECT\n",
      "batsheva female female CORRECT\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female female CORRECT\n",
      "shaniya female female CORRECT\n",
      "carmella female female CORRECT\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female male WRONG\n",
      "raylynn female female CORRECT\n",
      "krista female female CORRECT\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.832258064516129"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e1_f = combineMany([length, vowels, hardCons, countLetters, lastLetter, firstLetter, softened_consonant])\n",
    "e1_f_t = buildTrainingVectors(e1_f, 'train.txt')\n",
    "computeAccuracy(e1_f, 'test.txt', e1_f_t, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male female WRONG\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male male CORRECT\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male male CORRECT\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male female WRONG\n",
      "aarav male male CORRECT\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male female WRONG\n",
      "brendan male male CORRECT\n",
      "amare male female WRONG\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male female WRONG\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male female WRONG\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male male CORRECT\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male female WRONG\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male female WRONG\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male male CORRECT\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male female WRONG\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male female WRONG\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male female WRONG\n",
      "chayce male female WRONG\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female female CORRECT\n",
      "alexa female female CORRECT\n",
      "stella female female CORRECT\n",
      "paisley female female CORRECT\n",
      "madeline female female CORRECT\n",
      "kimberly female female CORRECT\n",
      "andrea female female CORRECT\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female female CORRECT\n",
      "josephine female female CORRECT\n",
      "kylee female female CORRECT\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female female CORRECT\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female female CORRECT\n",
      "cassidy female female CORRECT\n",
      "danielle female female CORRECT\n",
      "diana female female CORRECT\n",
      "vivienne female female CORRECT\n",
      "olive female female CORRECT\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female female CORRECT\n",
      "briana female female CORRECT\n",
      "macy female female CORRECT\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female female CORRECT\n",
      "alejandra female female CORRECT\n",
      "kassidy female female CORRECT\n",
      "julissa female female CORRECT\n",
      "kaylie female female CORRECT\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female female CORRECT\n",
      "eve female male WRONG\n",
      "emersyn female male WRONG\n",
      "fernanda female female CORRECT\n",
      "bailee female female CORRECT\n",
      "kiley female female CORRECT\n",
      "harlow female male WRONG\n",
      "virginia female female CORRECT\n",
      "anika female female CORRECT\n",
      "hattie female male WRONG\n",
      "jaelyn female male WRONG\n",
      "aileen female female CORRECT\n",
      "marina female female CORRECT\n",
      "erika female female CORRECT\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female female CORRECT\n",
      "ciara female female CORRECT\n",
      "madyson female female CORRECT\n",
      "sherlyn female male WRONG\n",
      "patricia female female CORRECT\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female female CORRECT\n",
      "joslyn female male WRONG\n",
      "averi female female CORRECT\n",
      "rayna female female CORRECT\n",
      "lillianna female female CORRECT\n",
      "denise female male WRONG\n",
      "kristina female female CORRECT\n",
      "celine female female CORRECT\n",
      "janiya female female CORRECT\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female female CORRECT\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female male WRONG\n",
      "katalina female female CORRECT\n",
      "samiyah female female CORRECT\n",
      "luz female male WRONG\n",
      "anabel female male WRONG\n",
      "marjorie female male WRONG\n",
      "avianna female female CORRECT\n",
      "esme female male WRONG\n",
      "emerie female female CORRECT\n",
      "alisson female female CORRECT\n",
      "ayana female female CORRECT\n",
      "marleigh female female CORRECT\n",
      "kaylyn female male WRONG\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female female CORRECT\n",
      "antonia female female CORRECT\n",
      "analia female female CORRECT\n",
      "kendyl female male WRONG\n",
      "amaris female female CORRECT\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female female CORRECT\n",
      "clementine female female CORRECT\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female female CORRECT\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female female CORRECT\n",
      "addie female male WRONG\n",
      "yuliana female female CORRECT\n",
      "rosalyn female female CORRECT\n",
      "emme female male WRONG\n",
      "belle female male WRONG\n",
      "janice female female CORRECT\n",
      "nalani female female CORRECT\n",
      "zelda female female CORRECT\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female male WRONG\n",
      "roslyn female male WRONG\n",
      "nya female female CORRECT\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female female CORRECT\n",
      "geneva female female CORRECT\n",
      "batsheva female female CORRECT\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female female CORRECT\n",
      "shaniya female female CORRECT\n",
      "carmella female female CORRECT\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female male WRONG\n",
      "raylynn female female CORRECT\n",
      "krista female female CORRECT\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8354838709677419"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e2_f = combineMany([length, vowels, hardCons, countLetters, lastLetter, firstLetter, consonants])\n",
    "e2_f_t = buildTrainingVectors(e2_f, 'train.txt')\n",
    "computeAccuracy(e2_f, 'test.txt', e2_f_t, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "All given functions + `softened_consonant` = 0.832<br>\n",
    "All given functions + `consonants` = 0.835\n",
    "\n",
    "`consonants` gives slightly better results. So how about all given functions + `softCons` + `consonants`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false,
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daniel male male CORRECT\n",
      "joseph male male CORRECT\n",
      "isaac male female WRONG\n",
      "jack male male CORRECT\n",
      "levi male male CORRECT\n",
      "adrian male male CORRECT\n",
      "brandon male male CORRECT\n",
      "ian male male CORRECT\n",
      "nathaniel male female WRONG\n",
      "juan male male CORRECT\n",
      "max male male CORRECT\n",
      "declan male male CORRECT\n",
      "diego male male CORRECT\n",
      "richard male male CORRECT\n",
      "brian male male CORRECT\n",
      "marcus male male CORRECT\n",
      "theodore male female WRONG\n",
      "tucker male male CORRECT\n",
      "kingston male male CORRECT\n",
      "maximus male male CORRECT\n",
      "devin male male CORRECT\n",
      "eduardo male male CORRECT\n",
      "zander male male CORRECT\n",
      "chance male female WRONG\n",
      "finn male male CORRECT\n",
      "erick male male CORRECT\n",
      "beau male male CORRECT\n",
      "johnathan male male CORRECT\n",
      "dante male male CORRECT\n",
      "gregory male male CORRECT\n",
      "erik male male CORRECT\n",
      "dawson male male CORRECT\n",
      "desmond male male CORRECT\n",
      "joaquin male male CORRECT\n",
      "allen male male CORRECT\n",
      "adan male male CORRECT\n",
      "gideon male male CORRECT\n",
      "dexter male male CORRECT\n",
      "esteban male male CORRECT\n",
      "ismael male male CORRECT\n",
      "enzo male male CORRECT\n",
      "keaton male male CORRECT\n",
      "mathew male male CORRECT\n",
      "trent male male CORRECT\n",
      "jerry male male CORRECT\n",
      "jamison male male CORRECT\n",
      "adriel male male CORRECT\n",
      "yahir male male CORRECT\n",
      "tobias male male CORRECT\n",
      "alonzo male male CORRECT\n",
      "arturo male male CORRECT\n",
      "sylas male female WRONG\n",
      "aarav male female WRONG\n",
      "douglas male male CORRECT\n",
      "toby male male CORRECT\n",
      "daxton male male CORRECT\n",
      "lance male male CORRECT\n",
      "carl male male CORRECT\n",
      "brendan male male CORRECT\n",
      "amare male female WRONG\n",
      "matthias male male CORRECT\n",
      "melvin male male CORRECT\n",
      "alessandro male male CORRECT\n",
      "lewis male male CORRECT\n",
      "cory male male CORRECT\n",
      "tommy male male CORRECT\n",
      "rayan male male CORRECT\n",
      "zechariah male male CORRECT\n",
      "billy male female WRONG\n",
      "dayton male male CORRECT\n",
      "braeden male male CORRECT\n",
      "terrell male male CORRECT\n",
      "omari male male CORRECT\n",
      "will male male CORRECT\n",
      "camron male male CORRECT\n",
      "cassius male male CORRECT\n",
      "samir male male CORRECT\n",
      "mayson male male CORRECT\n",
      "fletcher male male CORRECT\n",
      "marquis male male CORRECT\n",
      "bodhi male male CORRECT\n",
      "jair male male CORRECT\n",
      "kase male male CORRECT\n",
      "van male male CORRECT\n",
      "aydan male male CORRECT\n",
      "damion male male CORRECT\n",
      "rashad male male CORRECT\n",
      "dilan male male CORRECT\n",
      "zaid male male CORRECT\n",
      "zayn male male CORRECT\n",
      "briggs male male CORRECT\n",
      "jovani male male CORRECT\n",
      "jericho male male CORRECT\n",
      "gino male male CORRECT\n",
      "stetson male male CORRECT\n",
      "osvaldo male male CORRECT\n",
      "rowen male male CORRECT\n",
      "yadiel male female WRONG\n",
      "jakobe male male CORRECT\n",
      "darien male male CORRECT\n",
      "dariel male male CORRECT\n",
      "judson male male CORRECT\n",
      "jionni male male CORRECT\n",
      "kooper male male CORRECT\n",
      "ford male male CORRECT\n",
      "zack male male CORRECT\n",
      "marcello male male CORRECT\n",
      "khalid male male CORRECT\n",
      "jacen male male CORRECT\n",
      "ewan male male CORRECT\n",
      "ledger male male CORRECT\n",
      "kaidyn male male CORRECT\n",
      "vince male male CORRECT\n",
      "yitzchok male male CORRECT\n",
      "syed male male CORRECT\n",
      "sebastien male female WRONG\n",
      "keyon male male CORRECT\n",
      "domenic male male CORRECT\n",
      "canaan male male CORRECT\n",
      "devan male male CORRECT\n",
      "nikko male male CORRECT\n",
      "ahmir male male CORRECT\n",
      "dale male male CORRECT\n",
      "rishi male male CORRECT\n",
      "kalvin male male CORRECT\n",
      "bilal male female WRONG\n",
      "lamont male male CORRECT\n",
      "perry male male CORRECT\n",
      "yeshua male male CORRECT\n",
      "greysen male male CORRECT\n",
      "carmine male female WRONG\n",
      "kurt male male CORRECT\n",
      "creed male male CORRECT\n",
      "torin male male CORRECT\n",
      "zephaniah male female WRONG\n",
      "ely male male CORRECT\n",
      "kashton male male CORRECT\n",
      "smith male male CORRECT\n",
      "pierson male male CORRECT\n",
      "wilder male male CORRECT\n",
      "dashiell male male CORRECT\n",
      "maddix male male CORRECT\n",
      "beck male male CORRECT\n",
      "korey male male CORRECT\n",
      "reilly male female WRONG\n",
      "kallen male male CORRECT\n",
      "jan male male CORRECT\n",
      "nikola male female WRONG\n",
      "lian male male CORRECT\n",
      "javian male male CORRECT\n",
      "josef male male CORRECT\n",
      "tyshawn male male CORRECT\n",
      "masyn male male CORRECT\n",
      "chayce male female WRONG\n",
      "meir male male CORRECT\n",
      "elizabeth female female CORRECT\n",
      "evelyn female female CORRECT\n",
      "layla female female CORRECT\n",
      "aria female female CORRECT\n",
      "sadie female female CORRECT\n",
      "alexa female female CORRECT\n",
      "stella female male WRONG\n",
      "paisley female female CORRECT\n",
      "madeline female female CORRECT\n",
      "kimberly female female CORRECT\n",
      "andrea female female CORRECT\n",
      "natalia female female CORRECT\n",
      "valentina female female CORRECT\n",
      "mckenzie female female CORRECT\n",
      "vanessa female female CORRECT\n",
      "josephine female female CORRECT\n",
      "kylee female female CORRECT\n",
      "alaina female female CORRECT\n",
      "julianna female female CORRECT\n",
      "eliza female female CORRECT\n",
      "arabella female female CORRECT\n",
      "allie female female CORRECT\n",
      "leilani female female CORRECT\n",
      "lucia female female CORRECT\n",
      "cassidy female female CORRECT\n",
      "danielle female female CORRECT\n",
      "diana female female CORRECT\n",
      "vivienne female male WRONG\n",
      "olive female female CORRECT\n",
      "evangeline female female CORRECT\n",
      "elaina female female CORRECT\n",
      "alicia female female CORRECT\n",
      "ruth female male WRONG\n",
      "mariana female female CORRECT\n",
      "briana female female CORRECT\n",
      "macy female female CORRECT\n",
      "scarlet female male WRONG\n",
      "jayda female female CORRECT\n",
      "mckinley female female CORRECT\n",
      "madelynn female female CORRECT\n",
      "michaela female female CORRECT\n",
      "alejandra female female CORRECT\n",
      "kassidy female female CORRECT\n",
      "julissa female female CORRECT\n",
      "kaylie female female CORRECT\n",
      "madisyn female female CORRECT\n",
      "danna female female CORRECT\n",
      "annabel female female CORRECT\n",
      "eve female male WRONG\n",
      "emersyn female female CORRECT\n",
      "fernanda female female CORRECT\n",
      "bailee female female CORRECT\n",
      "kiley female female CORRECT\n",
      "harlow female male WRONG\n",
      "virginia female female CORRECT\n",
      "anika female female CORRECT\n",
      "hattie female female CORRECT\n",
      "jaelyn female male WRONG\n",
      "aileen female female CORRECT\n",
      "marina female female CORRECT\n",
      "erika female female CORRECT\n",
      "amina female female CORRECT\n",
      "malaya female female CORRECT\n",
      "irene female female CORRECT\n",
      "ciara female female CORRECT\n",
      "madyson female female CORRECT\n",
      "sherlyn female female CORRECT\n",
      "patricia female female CORRECT\n",
      "raquel female male WRONG\n",
      "ellen female male WRONG\n",
      "mollie female female CORRECT\n",
      "joslyn female female CORRECT\n",
      "averi female female CORRECT\n",
      "rayna female female CORRECT\n",
      "lillianna female female CORRECT\n",
      "denise female female CORRECT\n",
      "kristina female female CORRECT\n",
      "celine female female CORRECT\n",
      "janiya female female CORRECT\n",
      "lorelai female female CORRECT\n",
      "amirah female female CORRECT\n",
      "roselyn female female CORRECT\n",
      "ayanna female female CORRECT\n",
      "emmalynn female female CORRECT\n",
      "kaleigh female female CORRECT\n",
      "mercedes female male WRONG\n",
      "katalina female female CORRECT\n",
      "samiyah female female CORRECT\n",
      "luz female male WRONG\n",
      "anabel female female CORRECT\n",
      "marjorie female male WRONG\n",
      "avianna female female CORRECT\n",
      "esme female male WRONG\n",
      "emerie female female CORRECT\n",
      "alisson female female CORRECT\n",
      "ayana female female CORRECT\n",
      "marleigh female female CORRECT\n",
      "kaylyn female female CORRECT\n",
      "karly female male WRONG\n",
      "collins female male WRONG\n",
      "faye female male WRONG\n",
      "kaley female female CORRECT\n",
      "antonia female female CORRECT\n",
      "analia female female CORRECT\n",
      "kendyl female male WRONG\n",
      "amaris female male WRONG\n",
      "aanya female female CORRECT\n",
      "mylee female female CORRECT\n",
      "milani female female CORRECT\n",
      "clementine female female CORRECT\n",
      "ashtyn female male WRONG\n",
      "londynn female male WRONG\n",
      "kirsten female male WRONG\n",
      "damaris female male WRONG\n",
      "caydence female female CORRECT\n",
      "violeta female female CORRECT\n",
      "sunny female male WRONG\n",
      "aliah female female CORRECT\n",
      "keila female female CORRECT\n",
      "anjali female female CORRECT\n",
      "adyson female female CORRECT\n",
      "addie female male WRONG\n",
      "yuliana female female CORRECT\n",
      "rosalyn female female CORRECT\n",
      "emme female male WRONG\n",
      "belle female female CORRECT\n",
      "janice female male WRONG\n",
      "nalani female female CORRECT\n",
      "zelda female male WRONG\n",
      "kayley female female CORRECT\n",
      "nailah female female CORRECT\n",
      "grecia female female CORRECT\n",
      "dayanna female female CORRECT\n",
      "donna female male WRONG\n",
      "roslyn female female CORRECT\n",
      "nya female female CORRECT\n",
      "evalynn female female CORRECT\n",
      "scout female male WRONG\n",
      "abigale female female CORRECT\n",
      "cayla female female CORRECT\n",
      "amyah female female CORRECT\n",
      "hailie female female CORRECT\n",
      "geneva female male WRONG\n",
      "batsheva female male WRONG\n",
      "judy female male WRONG\n",
      "pepper female male WRONG\n",
      "brookelynn female female CORRECT\n",
      "shaniya female female CORRECT\n",
      "carmella female female CORRECT\n",
      "malina female female CORRECT\n",
      "aliyana female female CORRECT\n",
      "unique female female CORRECT\n",
      "raylynn female female CORRECT\n",
      "krista female female CORRECT\n",
      "maliya female female CORRECT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8419354838709677"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e3_f = combineMany([length, vowels, hardCons, countLetters, lastLetter, firstLetter, softCons, consonants])\n",
    "e3_f_t = buildTrainingVectors(e3_f, 'train.txt')\n",
    "computeAccuracy(e3_f, 'test.txt', e3_f_t, 11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "I get 0.842, which is worse than all given functions + `softCons`. I guess name classification is a tricky thing past accuracies of 0.85."
   ]
  }
 ],
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