names.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>length</th>\n",
       "      <th>word_count</th>\n",
       "      <th>first_word</th>\n",
       "      <th>last_word</th>\n",
       "      <th>first_char</th>\n",
       "      <th>last_char_first_word</th>\n",
       "      <th>first_char_last_word</th>\n",
       "      <th>last_char_last_word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>edho prima arief</td>\n",
       "      <td>male</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>edho</td>\n",
       "      <td>arief</td>\n",
       "      <td>e</td>\n",
       "      <td>o</td>\n",
       "      <td>a</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>qonita hidayatullah</td>\n",
       "      <td>female</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>qonita</td>\n",
       "      <td>hidayatullah</td>\n",
       "      <td>q</td>\n",
       "      <td>a</td>\n",
       "      <td>h</td>\n",
       "      <td>h</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>raphon prima</td>\n",
       "      <td>male</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>raphon</td>\n",
       "      <td>prima</td>\n",
       "      <td>r</td>\n",
       "      <td>n</td>\n",
       "      <td>p</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lina anugerah e w</td>\n",
       "      <td>female</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>lina</td>\n",
       "      <td>w</td>\n",
       "      <td>l</td>\n",
       "      <td>a</td>\n",
       "      <td>w</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nurhabibah</td>\n",
       "      <td>female</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>nurhabibah</td>\n",
       "      <td>nurhabibah</td>\n",
       "      <td>n</td>\n",
       "      <td>h</td>\n",
       "      <td>n</td>\n",
       "      <td>h</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name  gender  length  word_count  first_word     last_word  \\\n",
       "0     edho prima arief    male      16           3        edho         arief   \n",
       "1  qonita hidayatullah  female      19           2      qonita  hidayatullah   \n",
       "2         raphon prima    male      12           2      raphon         prima   \n",
       "3    lina anugerah e w  female      17           4        lina             w   \n",
       "4           nurhabibah  female      10           1  nurhabibah    nurhabibah   \n",
       "\n",
       "  first_char last_char_first_word first_char_last_word last_char_last_word  \n",
       "0          e                    o                    a                   f  \n",
       "1          q                    a                    h                   h  \n",
       "2          r                    n                    p                   a  \n",
       "3          l                    a                    w                      \n",
       "4          n                    h                    n                   h  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('alumni', nrows=7000, names=['name', 'gender'])\n",
    "df['name'] = df['name'].apply(lambda x: x.lower())\n",
    "df['gender'] = df['gender'].apply(lambda x: 'male' if x else 'female')\n",
    "df['length'] = df['name'].apply(len)\n",
    "df['word_count'] = df['name'].apply(lambda x: len(x.split(' ')))\n",
    "df['first_word'] = df['name'].apply(lambda x: x.split(' ')[0])\n",
    "df['last_word'] = df['name'].apply(lambda x: x.split(' ')[-1])\n",
    "df['first_char'] = df['name'].apply(lambda x: x[0])\n",
    "df['last_char_first_word'] = df['first_word'].apply(lambda x: x[-1])\n",
    "df['first_char_last_word'] = df['last_word'].apply(lambda x: x[0] if x else '')\n",
    "df['last_char_last_word'] = df['last_word'].apply(lambda x: x[-1] if len(x) > 1 else '')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Table of Contents\n",
    "\n",
    "- [Experiments](#Experiments)\n",
    "- [LSTM](#LSTM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "male      4699\n",
       "female    2301\n",
       "Name: gender, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.gender.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/engineering/miniconda2/envs/airy/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(15, 5))\n",
    "sns.distplot(df.length, ax=ax[0])\n",
    "sns.distplot(df.first_word.apply(len), kde=False, ax=ax[1])\n",
    "ax[0].set_ylabel('density')\n",
    "ax[0].set_xlabel('length of full name')\n",
    "ax[1].set_xlabel('length of first name')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "sns.countplot(x='word_count', hue='gender', data=df, ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/SzK7+zksycd6rBMAAAAmRC8hvKpmJnlOktOTpLW2rLV2Z5KXJpnXbTYvycu66ZcmOaONuDzJVlW1fR+1AgAAwETZuKfH2SnJr5J8qqqeluSqJEck2ba1dlu3ze1Jtu2md0hyy6j9F3XLbstDWLhw4XoVt777AwAAQJLMnj37Edf3FcI3TrJ7kre21r5bVSfnP7ueJ0laa62q2lgOPnv27OTrV4y5uDU9SQAAADAe+romfFGSRa2173bzn89IKL9jVTfz7vcvu/W3Jtlx1P6P75YBAADApNVLCG+t3Z7klqrapVs0N8mPknwpycHdsoOTfLGb/lKSg7pR0vdMsnhUt3UAAACYlPrqjp4kb01yZlVtkuSGJIdm5EuAz1XVXyW5Kcmrum0vSPKiJNcnWdptCwAAAJNabyG8tXZ1kmc9xKq5D7FtS/LmCS8KAAAAetTnfcIBAABggyaEAwAAQE+EcAAAAOiJEA4AAAA9EcIBAACgJ0I4AAAA9EQIBwAAgJ4I4QAAANCTtQ7hVXX0wyz/m/ErBwAAAKaudWkJf9fDLH/neBQCAAAAU93Ga9qgqvbuJjeqqucnqVGrd05y90QUBgAAAFPNGkN4ktO735sm+adRy1uS25O8dbyLAgAAgKlojSG8tbZTklTVGa21gya+JAAAAJia1qYlPEkyOoBX1bQHrLtvPIsCAACAqWhdRkffvaq+U1X3JFne/azofgMAAABrsNYt4UnmJflykv+eZOnElAMAAABT17qE8FlJ3tFaaxNVDAAAAExl63Kf8HOTvHCiCgEAAICpbl1awjdNcm5VXZaRW5OtZtR0AAAAWLN1CeE/6n4AAACAMViXW5S9ZyILAQAAgKlurUN4Ve39cOtaaxePTzkAAAAwda1Ld/TTHzD/B0k2SbIoyc7jVhEAAABMUevSHX2n0fNVtVGSdya5e7yLAgAAgKloXVrC76e1trKqTshIS/iHxq8kAAAmu91OvWJM+y04fI9xrgRguIw5hHdekOS+8SgEADZkAgsAbBjWZWC2W5K0UYs2z8i9ww8f76IAAABgKlqXlvDXPWD+niQ/ba3dNY71AAAAwJS1LgOzfStJqmpakm2T3NFa0xUdAAAA1tK0td2wqmZU1RlJfpfk1iS/q6p5VTVzwqoDAACAKWStQ3iSU5I8OslTk2zW/d48yUcmoC4AAACYctblmvD9kuzcWlvazf+0qg5N8rPxLwsAAACmnnVpCf99kj94wLLHJrl3/MoBAACAqWtdWsI/meTrVfWhJDclmZXkyCT/ZyIKAwAAgKlmXUL4CRkZkO21SR6X5BdJTmytnT4RhQEAAMBUsy7d0U9O8pPW2j6ttV1ba/skua6qPjxBtQEAAMCUsi4h/IAk33vAsquSHDh+5QAAAMDUtS4hvCXZ6AHLNlrHYwAAAMAGa10C9KVJ3ltV05Kk+/3ubjkAAACwBusyMNsRSb6S5LaquinJHya5LcmLJ6IwAAAAmGrWOoS31hZV1e5J9kiyY5JbklzRWrtvoooDAACAqWRdWsLTBe7Lux8AAABgHRhUDQAAAHoihAMAAEBPhHAAAADoiRAOAAAAPek1hFfVRlX1g6r6Sje/U1V9t6qur6rPVtUm3fLp3fz13fon9FknAAAATIS+W8KPSHLdqPkPJDmptfZHSX6b5K+65X+V5Lfd8pO67QAAAGBS6y2EV9Xjk/x5kk9285Vk7ySf7zaZl+Rl3fRLu/l06+d22wMAAMCktU73CV9PH07yt0lmdPPbJLmztbaim1+UZIdueocktyRJa21FVS3utv/1Qx144cKF61XY+u4PAIPiHMZU4zUNTHazZ89+xPW9hPCq2j/JL1trV1XV88b7+LNnz06+fsX67Q8AgzTG85hzGEPLaxrgIfXVEr5XkpdU1YuSbJpkyyQnJ9mqqjbuWsMfn+TWbvtbk+yYZFFVbZxkZpLf9FQrAAAATIherglvrb2ttfb41toTkrwmycWttdcmuSTJK7rNDk7yxW76S918uvUXt9ZaH7UCAADARBn0fcL/V5K/qarrM3LN9+nd8tOTbNMt/5skxw6oPgAAABg3fQ7MliRprX0zyTe76RuS7PEQ2/w+ySt7LQwAAAAm2KBbwgEAAGCDIYQDAABAT4RwAAAA6IkQDgAAAD0RwgEAAKAnQjgAAAD0RAgHAACAngjhAAAA0BMhHAAAAHoihAMAAEBPhHAAAADoiRAOAAAAPRHCAQAAoCdCOAAAAPRECAcAAICeCOEAAADQEyEcAAAAeiKEAwAAQE+EcAAAAOiJEA4AAAA92XjQBQyDu488YEz7zTjp7HGuBAAAgKlMSzgAAAD0RAgHAACAngjhAAAA0BMhHAAAAHoihAMAAEBPjI7OwOx26hVj2m/B4XuMcyUAAAD90BIOAAAAPRHCAQAAoCe6o8OQ0l0fAACmHi3hAAAA0BMhHAAAAHoihAMAAEBPhHAAAADoiYHZAMbBWAfSSwymBwCwIdESDgAAAD0RwgEAAKAnQjgAAAD0RAgHAACAnhiYDZiUDIQGAMBkJIQDADA07j7ygDHtN+Oks8e5EoCJoTs6AAAA9EQIBwAAgJ7ojg4AwJQ31rFEjCMCjDct4QAAANCTXkJ4Ve1YVZdU1Y+qakFVHdEtf0xVfb2qFna/t+6WV1V9pKqur6p/r6rd+6gTAAAAJlJfLeErkhzVWts1yZ5J3lxVuyY5NslFrbXZSS7q5pPkz5LM7n4OS/KxnuoEAACACdNLCG+t3dZa+343fXeS65LskOSlSeZ1m81L8rJu+qVJzmgjLk+yVVVt30etAAAAMFF6vya8qp6Q5BlJvptk29babd2q25Ns203vkOSWUbst6pYBAADApNXr6OhVtUWSLyT5n621u6pq9brWWquqNpbjLly4cJwqnByPu6HzvD8yz8+aDdtzNGz1MLl4/cCIiXoveI8B62r27NmPuL63EF5Vj8pIAD+ztfbP3eI7qmr71tptXXfzX3bLb02y46jdH98te0izZ89Ovj62206sjzU9uazBGP/Ntjv1XWN+yBknnT3mfXs3xudng3ldrsd7fkKeo2Grh8nHe56ppufPZmt8L3iPAUOir9HRK8npSa5rrX1o1KovJTm4mz44yRdHLT+oGyV9zySLR3VbBwAAgEmpr5bwvZL8tyTXVtXV3bK3J/mHJJ+rqr9KclOSV3XrLkjyoiTXJ1ma5NCe6gQAAIAJ00sIb61dlqQeZvXch9i+JXnzhBYFAAAAPet1YDYAYGq7+8gDxrzvpBq3gw2G1zQw3nq/RRkAAABsqIRwAAAA6IkQDgAAAD0RwgEAAKAnBmabILudesWY911w+B7jWAkAAADDQggHgEnMyM0AMLkI4QAA0LOx9prUYxImP9eEAwAAQE+EcAAAAOiJEA4AAAA9EcIBAACgJwZmAwAAYL0YbHDtCeHQ8R/HI/P8AADA+tMdHQAAAHoihAMAAEBPdEeHKebuIw8Y874zTjp7HCsBAAAeSAgHmILGeg1/4jp+WBveYwCMlRAOMGBj7b2g5wIAwOQjhAMAADwCvV8YTwZmAwAAgJ4I4QAAANATIRwAAAB64ppwAOBBxnr94+XjXAcATDVCOKwn9+UGAADWlhAOAOvAF28AwPoQwgHoxVi7N7u1C1PNWL/I8SUOwNRgYDYAAADoiRAOAAAAPdEdHQAAgIHYEC/REcI3EGO9FjNxPSYAAMB4EcIBAAAmyIbY0ssjc004AAAA9ERLOGvk2ztgKhrrZTqXj3MdAMCGRQgHJtRYv8RJfJEDAMDUI4QDMNT0xgH4T77chrUz1h5vfQxKLYQDGxyhDgCAQRHCAQCAKcOX7Qw7o6MDAABAT4RwAAAA6Inu6AAAwFAZ66BaiVtJMvyEcABg6K3PB/I+RroFgLUlhA8hg0kAAABMTUI4APfji0AAgIljYDYAAADoiRAOAAAAPRna7uhVtV+Sk5NslOSTrbV/GHBJAMAk5BILWLOxDn54+cKTxvyY3mMMo7GeM5K1f00PZUt4VW2U5KNJ/izJrkkOqKpdB1sVAAAArJ9qrQ26hgepqj9J8u7W2r7d/NuSpLX2/lXbLF68ePgKBwAAgM7MmTPrgcuGsiU8yQ5Jbhk1v6hbBgAAAJPWsIZwAAAAmHKGdWC2W5PsOGr+8d2y1R6qWR8AAACG2bC2hF+ZZHZV7VRVmyR5TZIvDbgmAAAAWC9DGcJbayuSvCXJ15Jcl+RzrbUFg61q4lXVE6rqh4OuYzKoqndX1dGDrmMYVdVfV9V1VXXmoGsZJsP6/qqqfxt0DQ80LDUN8b/ZkkHXAGyYqmqrqjp80HUA62dYu6OntXZBkgsGXQdMQocn2ae1tmjQhbBmrbX/d9A1PNAw1gRseKqqMnInn/sGXcsQ2Soj5/lTB10IMHZD2RLel6o6r6quqqoFVXXYoOvpbFxVZ3YtmZ+vqs0HWUxVHVRV/15V11TV/AHX8o6q+mlVXZZkl0HWskpVva6qrqiqq6vqE9097gdZz8eT7Jzkwqo6cpC1dPX8XVX9pKouq6qzh6D3wkZV9X+69/y/VNVmA65nKFtVh7SmnavqB1X17EHXMmhdD4EfV9Wnu/8Tz6yqfarq21W1sKr2GGBd1w3Te6yq/qaqftj9/M8B17Lq322YzvGrz6tD8n/0qufpJ1V1RpIf5v5jBPVdy6Or6vzuM9APq+rVg6pllH9I8sTuc8c/DrKQB/ZWqqqjq+rdA6znH6rqzaPmB9ZrsqqOqaq/7qZPqqqLu+m9B9VTsaqe3X2m37R7bS+oqqcMopaunuNG/79cVSdU1RGDqqer4Y3de+vqqrqxqi6ZqMfaoEN4kv/eWntmkmcl+euq2mbQBWUkXJ7aWntykrsy8m3nQFTVbknemWTv1trTkgzsjVFVz8zI2ABPT/KiJAP/IF5VT07y6iR7tdaenmRlktcOsqbW2huT/CLJ81trJw2yli4s/WWSpyX5s4y8zwZtdpKPttZ2S3JnRupjyFXVLkm+kOSQ1tqVg65nSPxRkg8meVL3c2CSP01ydJK3D7CuoXmPdeeNQ5P8P0n2TPL6qnrGoOrpDNM5fujOq6PMzsjztFtr7aYB1rFfkl+01p7WWntKkq8OsJZVjk3ys9ba01trxwy6mCHz2SSvGjX/qm7ZIFyaZE43/awkW1TVo7pl/zqIgrrz55eSHJ/kxCSfaa0N8pKvf0pyUJJU1bSM/H/0mQHWk9bax7vP9M/OyC2yPzRRj7Whh/C/rqprklyekW9aZw+4niS5pbX27W76Mxn5UDUoeyc5p7X26yRprf3HAGuZk+Tc1trS1tpdGY6B+uYmeWaSK6vq6m5+58GWNFT2SvLF1trvW2t3J/nyoAtKcmNr7epu+qokTxhgLaydP0jyxSSvba1dM+hihsiNrbVru266C5Jc1FprSa7NYF/Xw/Qe+9OMnDfuaa0tSfLP+c8PxYMyTOf4YTyvrnJTa+3yQReRkffTC6rqA1U1p7W2eNAF8fBaaz9I8l+q6nFV9bQkv22t3TKgcq5K8syq2jLJvUm+k5EwPicjAX1Qjkvygq6WEwdYR1prP0/ym+7L0Rcm+UFr7TeDrGmUk5Nc3FqbsM+uQ3tN+ESrqucl2SfJn7TWllbVN5NsOtCiRrQ1zDM8Ksm81trbBl0Ia+3eUdMrkwy8OzprtDjJzRkJKz8acC3DZPRr+b5R8/dlsOd277FH5hy/du4ZdAFJ0lr7aVXtnpGeAsdX1UWtteMGXdcQWZH7N+gNw+foc5K8Isl2GVwreFpry6vqxiSHJPm3JP+e5PkZ6cV03aDqSrJNki2SPCoj/16Dfq99MiPP0XYZaRkfuKo6JMmsjAwSPmE25JbwmRn5hmxpVT0pI13VhsEfVtWfdNMHJrlsgLVcnOSVq7rpV9VjBljLvyZ5WVVtVlUzkrx4gLWsclGSV1TVf0lGnp+qmjXgmobJt5O8uLv2aIsk+w+6ICalZUlenuSgqjpw0MUwqVyakfPG5lX16Iy8jgbZApUM1zl+GM+rQ6WqHpdkaWvtM0n+McnuAy4pSe5OMmPQRXTuyEjL8zZVNT3DcZ7/bEa6Nb8iI4F8kC7NyCVC/9pNvzEjrb2D/PLtE0n+LsmZST4wwDpd1BpcAAAEvElEQVRWOTcjl308OyN3xRqo7jKdo5O8bqIHhNxgW8Izcl3PG6vquiQ/yUiX9GHwkyRvrqp/ykirz8cGVUhrbUFVnZDkW1W1MskPMvJt1SBq+X5VfTbJNUl+mZF7yQ9Ua+1HVfXOJP/SXcuyPMmbkwzy+rWh0Vq7sqq+lJFvf+/ISLc+Xfkmh6FqnWut3VNV+yf5elUtaa0NU7dZhlR33vh0kiu6RZ/suqsO0jCd44fuvDqEnprkH6vqvoyc49804HrSWvtNNwjjD5NcOMjrwrvW3uMy8h67NcmPB1XLKt1n1xlJbm2t3Tbgci5N8o4k3+nOY7/PAL8IrKqDkixvrZ1VIwMJ/1tV7d1au3hQNbXWlnWDn93ZWls5qDpGeUuSxyS5pKqS5Huttf8xEQ9Ug/0yBpjKqmqL1tqSbgTgf01yWGvt+4Oui4fX9Xz5fmtNrw4YR1X1hCRf6Qb4GjrdqNZLWmv/e9C1ABuGrhHr+0le2VpbOOh6+rQhd0cHJt5p3aB130/yBQF8uHVdL7+TxIdwAGDCVNWuSa7PyMCiG1QAT7SEAwAAQG+0hAMAAEBPhHAAAADoiRAOAAAAPRHCAQAAoCdCOAAMqarapaqurqq7q+q+qvq7Adby6ao6flCPDwBThRAOAMPrb5Nc0lqb0Vqb1lp771gOUlU/r6p9xrk2AGAMhHAAGF6zkixY00ZVtXEPtYybyVYvAIwnIRwAhlBVXZzk+Un+v6paUlVnreoOXlXPq6pFVfW/qur2JJ+qqsdW1Veq6s6q+o+qurSqplXV/CR/mOTL3XH+dg2P+6dV9W/dcW6pqkNGrd66qs7vusd/t6qeOGq/k7vt76qqq6pqzqh1766qz1fVZ6rqriSjjwkAGxQhHACGUGtt7ySXJnlLa22LJMsesMl2SR6Tkdbyw5IclWRRkj9Ism2St48cpv23JDcneXFrbYvW2okP95hVNSvJhUlO6Y7z9CRXj9rkNUnek2TrJNcnOWHUuiu77R+T5Kwk51TVpqPWvzTJ55NsleTMtXsWAGDqEcIBYHK6L8nft9buba39LsnyJNsnmdVaW95au7S11tbxmAcm+UZr7ezuGL9prY0O4ee21q5ora3ISJB++qoVrbXPdNuvaK19MMn0JLuM2vc7rbXzWmv3dfUCwAZJCAeAyelXrbXfj5r/x4y0Tv9LVd1QVceO4Zg7JvnZI6y/fdT00iRbrJqpqqOr6rqqWlxVdyaZmeSxo7a/ZQz1AMCUI4QDwOR0v1bu1trdrbWjWms7J3lJkr+pqrkPte0juCXJE9e41QN013//bZJXJdm6tbZVksVJ6uHqBYANlRAOAFNAVe1fVX9UVZWRALwyI13Wk+SOJDuvxWHOTLJPVb2qqjauqm2q6ulr3CuZkWRFkl8l2biq3pVky3X/KwBg6hPCAWBqmJ3kG0mWJPlOklNba5d0696f5J3diOdHP9wBWms3J3lRRgZ5+4+MDMr2tLV47K8l+WqSnya5Kcnvo/s5ADykWvcxWwAAAICx0BIOAAAAPRHCAWADUlWvraolD/GzYNC1AcCGQHd0AAAA6ImWcAAAAOiJEA4AAAA9EcIBAACgJ0I4AAAA9EQIBwAAgJ78//CVaqkaKrYGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import string\n",
    "fig, ax = plt.subplots(figsize=(15,5))\n",
    "sns.countplot(x='first_char', hue='gender', data=df, order=string.ascii_lowercase, ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,5))\n",
    "sns.countplot(x='last_char_first_word', hue='gender', data=df, order=string.ascii_lowercase, ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,5))\n",
    "sns.countplot(x='first_char_last_word', hue='gender', data=df, order=string.ascii_lowercase, ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,5))\n",
    "sns.countplot(x='last_char_last_word', hue='gender', data=df, order=string.ascii_lowercase, ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "RAND_SEED_SPLIT = 1337"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.dummy import DummyClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import accuracy_score, balanced_accuracy_score, precision_recall_fscore_support, confusion_matrix, roc_curve, roc_auc_score\n",
    "from sklearn.model_selection import GridSearchCV, RandomizedSearchCV, train_test_split\n",
    "from sklearn.naive_bayes import BernoulliNB\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from xgboost import XGBClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.decomposition import TruncatedSVD\n",
    "from umap import UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df[['name']]\n",
    "y = df['gender'].map({'male': 1, 'female': 0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=RAND_SEED_SPLIT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "param_grid = {\n",
    "    DummyClassifier: {},\n",
    "    BernoulliNB: {},\n",
    "    KNeighborsClassifier: {\n",
    "        'n_neighbors': range(3,11)\n",
    "    },\n",
    "    LogisticRegression: {\n",
    "        'penalty': ['l1','l2'],\n",
    "        'C': [0.01, 0.1, 1, 10, 100],\n",
    "        'solver': ['liblinear']\n",
    "    },\n",
    "    XGBClassifier: {\n",
    "        'max_depth': range(3,11),\n",
    "        'min_child_weight': [0, 0.1, 1, 100, 1000],\n",
    "        'gamma': [0, 0.1, 1, 100, 1000]\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clfs = [\n",
    "    DummyClassifier,\n",
    "    BernoulliNB,\n",
    "    KNeighborsClassifier,\n",
    "    LogisticRegression,\n",
    "    XGBClassifier\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = make_pipeline(\n",
    "    CountVectorizer(decode_error='ignore', token_pattern='\\\\w', ngram_range=(1, 3)),\n",
    "    TruncatedSVD(100, random_state=42),\n",
    "    UMAP(random_state=42)\n",
    ")\n",
    "X_map = pipe.fit_transform(X_train['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
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       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
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   "source": [
    "import altair as alt\n",
    "\n",
    "alt.Chart(pd.DataFrame({\n",
    "    'x1': X_map[:,0],\n",
    "    'x2': X_map[:,1],\n",
    "    'label': y_train,\n",
    "    'name': X_train['name']\n",
    "}), width=1000, height=600).mark_point().encode(\n",
    "    x='x1',\n",
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  {
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   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/engineering/miniconda2/envs/airy/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
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       "        <th class=\"col_heading level0 col0\" >accuracy</th> \n",
       "        <th class=\"col_heading level0 col1\" >f1</th> \n",
       "        <th class=\"col_heading level0 col2\" >precision</th> \n",
       "        <th class=\"col_heading level0 col3\" >recall</th> \n",
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       "        <th id=\"T_d04c4842_de71_11e8_917a_d481d7a24813level0_row0\" class=\"row_heading level0 row0\" >DummyClassifier</th> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row0_col0\" class=\"data row0 col0\" >49.12%</td> \n",
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       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row0_col2\" class=\"data row0 col2\" >67.91%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row0_col3\" class=\"data row0 col3\" >66.06%</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d04c4842_de71_11e8_917a_d481d7a24813level0_row1\" class=\"row_heading level0 row1\" >BernoulliNB</th> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row1_col0\" class=\"data row1 col0\" >73.22%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row1_col1\" class=\"data row1 col1\" >86.47%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row1_col2\" class=\"data row1 col2\" >81.40%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row1_col3\" class=\"data row1 col3\" >92.21%</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d04c4842_de71_11e8_917a_d481d7a24813level0_row2\" class=\"row_heading level0 row2\" >KNeighborsClassifier</th> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row2_col0\" class=\"data row2 col0\" >81.41%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row2_col1\" class=\"data row2 col1\" >89.05%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row2_col2\" class=\"data row2 col2\" >87.67%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row2_col3\" class=\"data row2 col3\" >90.47%</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d04c4842_de71_11e8_917a_d481d7a24813level0_row3\" class=\"row_heading level0 row3\" >LogisticRegression</th> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row3_col0\" class=\"data row3 col0\" >83.11%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row3_col1\" class=\"data row3 col1\" >90.07%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row3_col2\" class=\"data row3 col2\" >88.73%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row3_col3\" class=\"data row3 col3\" >91.45%</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_d04c4842_de71_11e8_917a_d481d7a24813level0_row4\" class=\"row_heading level0 row4\" >XGBClassifier</th> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row4_col0\" class=\"data row4 col0\" >78.26%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row4_col1\" class=\"data row4 col1\" >88.23%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row4_col2\" class=\"data row4 col2\" >84.99%</td> \n",
       "        <td id=\"T_d04c4842_de71_11e8_917a_d481d7a24813row4_col3\" class=\"data row4 col3\" >91.72%</td> \n",
       "    </tr></tbody> \n",
       "</table> "
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7ff325ac5278>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics = []\n",
    "\n",
    "for C in clfs:\n",
    "    clf = make_pipeline(\n",
    "        CountVectorizer(decode_error='ignore', token_pattern='\\\\w', ngram_range=(1, 3)),\n",
    "        TruncatedSVD(100, random_state=42),\n",
    "        C()\n",
    "    )\n",
    "\n",
    "    clf.fit(X_train['name'], y_train)\n",
    "    y_pred = clf.predict(X_test['name'])\n",
    "    precision, recall, f1, _ = precision_recall_fscore_support(y_test, y_pred)\n",
    "    accuracy = balanced_accuracy_score(y_test, y_pred)\n",
    "    metrics.append({'name': C.__name__, 'precision': precision[1], 'recall': recall[1], 'f1': f1[1], 'accuracy': accuracy})\n",
    "\n",
    "pd.DataFrame(metrics)[['name','accuracy','f1','precision','recall']].set_index('name').style.format('{:.2%}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import string\n",
    "import re\n",
    "\n",
    "letters = string.ascii_lowercase + \" \"\n",
    "n_letters = len(letters)\n",
    "\n",
    "def clean_name(name):\n",
    "    alphanum_pattern = re.compile('([^\\s\\w])+')\n",
    "    return alphanum_pattern.sub('', name)\n",
    "\n",
    "def nameToTensor(line):\n",
    "    return [letters.find(letter) for letter in clean_name(line)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], Name: name, dtype: object)"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.name.apply(lambda x: nameToTensor(x).count(-1) > 0)].name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classifying by Name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pad sequences (samples x time)\n",
      "56\n",
      "x_train shape: (4900, 56)\n",
      "x_test shape: (2100, 56)\n"
     ]
    }
   ],
   "source": [
    "from keras.preprocessing import sequence\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Embedding\n",
    "from keras.layers import LSTM, Bidirectional\n",
    "from sklearn.metrics import classification_report, f1_score\n",
    "import keras\n",
    "\n",
    "RAND_SEED_SPLIT = 1337\n",
    "np.random.seed(RAND_SEED_SPLIT)\n",
    "\n",
    "maxlen = df.name.str.len().max()\n",
    "max_features = n_letters\n",
    "\n",
    "x_train = X_train.name.apply(nameToTensor).values\n",
    "x_test = X_test.name.apply(nameToTensor).values\n",
    "\n",
    "print('Pad sequences (samples x time)')\n",
    "print(maxlen)\n",
    "x_train = sequence.pad_sequences(x_train, maxlen=maxlen)\n",
    "x_test = sequence.pad_sequences(x_test, maxlen=maxlen)\n",
    "print('x_train shape:', x_train.shape)\n",
    "print('x_test shape:', x_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list([5, 0, 17, 8, 3, 0, 13, 18, 24, 0, 7]),\n",
       "       list([6, 8, 11, 0, 13, 6]), list([4, 17, 22, 8, 13]), ...,\n",
       "       list([3, 0, 21, 8, 3]), list([12, 0, 20, 11, 0, 13, 0]),\n",
       "       list([9, 7, 14, 13])], dtype=object)"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.name.apply(lambda x: x.split(' ')[0]).apply(nameToTensor).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "def net():\n",
    "    model = Sequential()\n",
    "    model.add(Embedding(max_features, 128))\n",
    "    model.add(LSTM(128, dropout=0.2, recurrent_dropout=0.2))\n",
    "    model.add(Dense(1, activation='sigmoid'))\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Build model...\n",
      "Train...\n",
      "2100/2100 [==============================] - 1s 380us/step\n",
      "\n",
      "Accuracy: 90.92%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "\n",
    "batch_size = 64\n",
    "\n",
    "print('Build model...')\n",
    "model = net()\n",
    "\n",
    "# try using different optimizers and different optimizer configs\n",
    "model.compile(loss='binary_crossentropy',\n",
    "              optimizer='adam',\n",
    "              metrics=['accuracy'])\n",
    "\n",
    "print('Train...')\n",
    "history = model.fit(x_train, y_train,\n",
    "          batch_size=batch_size,\n",
    "          epochs=30,\n",
    "          verbose=0,\n",
    "          validation_data=(x_test, y_test))\n",
    "score, acc = model.evaluate(x_test, y_test,\n",
    "                            batch_size=batch_size)\n",
    "print()\n",
    "# print('Test score:', score)\n",
    "# print('Test accuracy:', acc)\n",
    "y_pred = model.predict(x_test).reshape(-1)\n",
    "print('Accuracy: {:.2%}'.format(balanced_accuracy_score(y_test, y_pred > .5)))\n",
    "\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(model, names):\n",
    "    assert type(names) == list\n",
    "    name_test = pd.Series(names)\n",
    "    name_test = name_test.apply(nameToTensor).values\n",
    "    name_test = sequence.pad_sequences(name_test, maxlen=maxlen)\n",
    "    return model.predict(name_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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X7R+0/R71L1q4MtDmiqRPFNs/JekfovhUbQNYc3xs/4ikP1Q/jDbSZwCrjk1E9CJie0RMRcSU+p+vPRoRN5opd+TK/G79tfqzI9nerv4pvK+NssgGlRmfr0v6sCTZfkj9QPq3kVaZ1xVJHy+utvuQpF5E/GsVB27slF1ELNr+eUlfUP+ql/MR8RXbvy7pRkRckfQn6k+VX1X/Q7aPNVXvqJUcn9+W9F2Sniuu9fh6RDzaWNEjUnJsNqyS4/MFST9h+6uS7kr6pYjYEGcfSo7PL0r6Y9un1b/A4YmN8sew7b9Q/4+V7cVnaL8q6d2SFBHn1P9M7RFJr0r6lqSfrazvDTLGAIDkWKkBAJACgQQASIFAAgCkQCABAFIgkAAAKRBIAIAUCCQAQAoEEgAghf8Hn5AQBDoWqWEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = predict(model, ['p', 'pu', 'put', 'putr', 'putra', 'putri'])\n",
    "fig, ax = plt.subplots()\n",
    "pd.DataFrame(np.concatenate([1 - out, out], axis=1), columns=['female', 'male']).plot.barh(legend=False, color=['pink', 'darkblue'], stacked=True, ax=ax)\n",
    "ax.set_yticklabels(['p', 'pu', 'put', 'putr', 'putra', 'putri'])\n",
    "plt.savefig('putr.png', bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}