Produce101_face_clustering.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#!/usr/bin/env/ python3\n",
    "# -*- coding: utf-8 -*-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## 1. 얼굴 Feature Vector 값 로드 \n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.cluster import KMeans\n",
    "import pandas as pd \n",
    "import statsmodels.api as sm\n",
    "import gensim, logging\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "plt.style.use(u'grayscale')\n",
    "plt.style.available\n",
    "%matplotlib inline \n",
    "\n",
    "plt.rc('font',family='AppleGothic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Show all dataframe\n",
    "def print_full(x):\n",
    "    pd.set_option('display.max_rows', len(x))\n",
    "    print(x)\n",
    "    pd.reset_option('display.max_rows')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Draw 2D Plot\n",
    "def drawPlot(v, x, y, colors):\n",
    "    v.plot(kind='scatter', x=x,y=y, figsize=(15,15), c=colors , s=200)\n",
    "    \n",
    "    for idx, pos in v.iterrows():\n",
    "        plt.text(pos[x], pos[y], idx )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Draw 3D Plot\n",
    "def draw3DPlot(v, x, y, z, colors):\n",
    "    fig = plt.figure(figsize=(15,15))\n",
    "    threedee = fig.gca(projection='3d')\n",
    "    threedee.scatter(v[x], v[y], v[z], c=colors , s=200, cmap=plt.cm.spring)\n",
    "   \n",
    "    for idx, pos in v.iterrows():\n",
    "        threedee.text(pos[x], pos[y], pos[z], idx )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 유사한 얼굴끼리 군집화 하기 \n",
    "1. 얼굴 Feature Vector 값 로드 \n",
    "2. 군집화 수 K결정(Rule of thumb) → \n",
    "$$ K \\approx  \\sqrt{\\frac{N}{2}} $$\n",
    "3. K-Means로 군집화\n",
    "4. 군집화 결과 보기 \n",
    "5. Centroid와 가장 유사한 얼굴 찾아 보기  : 중심 얼굴\n",
    "6. K의 값을 변경해 가면 적절한 값을 찾기(Elbow Method) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>eye_to_eye</th>\n",
       "      <th>eye_width</th>\n",
       "      <th>lip_to_chin</th>\n",
       "      <th>face_width</th>\n",
       "      <th>eyebrow_width</th>\n",
       "      <th>face_height</th>\n",
       "      <th>nose_width</th>\n",
       "      <th>mouth_width</th>\n",
       "      <th>lip_to_nose</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>박해영</th>\n",
       "      <td>0.51539</td>\n",
       "      <td>0.72163</td>\n",
       "      <td>0.19354</td>\n",
       "      <td>0.24544</td>\n",
       "      <td>0.05226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.23529</td>\n",
       "      <td>0.29567</td>\n",
       "      <td>0.17263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황인선</th>\n",
       "      <td>0.36007</td>\n",
       "      <td>0.52048</td>\n",
       "      <td>0.25343</td>\n",
       "      <td>0.21154</td>\n",
       "      <td>0.03537</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.20701</td>\n",
       "      <td>0.27812</td>\n",
       "      <td>0.21604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김주나</th>\n",
       "      <td>0.46907</td>\n",
       "      <td>0.66437</td>\n",
       "      <td>0.26284</td>\n",
       "      <td>0.24110</td>\n",
       "      <td>0.04070</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25062</td>\n",
       "      <td>0.28708</td>\n",
       "      <td>0.22619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>응 씨 카이</th>\n",
       "      <td>0.51969</td>\n",
       "      <td>0.72081</td>\n",
       "      <td>0.25313</td>\n",
       "      <td>0.25206</td>\n",
       "      <td>0.04311</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26526</td>\n",
       "      <td>0.33218</td>\n",
       "      <td>0.20838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강시라</th>\n",
       "      <td>0.47672</td>\n",
       "      <td>0.68154</td>\n",
       "      <td>0.20629</td>\n",
       "      <td>0.23118</td>\n",
       "      <td>0.04755</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.24233</td>\n",
       "      <td>0.28880</td>\n",
       "      <td>0.21622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김소희</th>\n",
       "      <td>0.49552</td>\n",
       "      <td>0.68948</td>\n",
       "      <td>0.22201</td>\n",
       "      <td>0.24525</td>\n",
       "      <td>0.03575</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25532</td>\n",
       "      <td>0.34506</td>\n",
       "      <td>0.18946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>허찬미</th>\n",
       "      <td>0.46825</td>\n",
       "      <td>0.66770</td>\n",
       "      <td>0.22319</td>\n",
       "      <td>0.22684</td>\n",
       "      <td>0.05503</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.24924</td>\n",
       "      <td>0.36111</td>\n",
       "      <td>0.20752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기희현</th>\n",
       "      <td>0.46498</td>\n",
       "      <td>0.66238</td>\n",
       "      <td>0.21613</td>\n",
       "      <td>0.24820</td>\n",
       "      <td>0.04798</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27607</td>\n",
       "      <td>0.41631</td>\n",
       "      <td>0.16894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김다니</th>\n",
       "      <td>0.47099</td>\n",
       "      <td>0.66404</td>\n",
       "      <td>0.21390</td>\n",
       "      <td>0.22816</td>\n",
       "      <td>0.04735</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26603</td>\n",
       "      <td>0.31039</td>\n",
       "      <td>0.17508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>정채연</th>\n",
       "      <td>0.47949</td>\n",
       "      <td>0.67300</td>\n",
       "      <td>0.21776</td>\n",
       "      <td>0.22560</td>\n",
       "      <td>0.03703</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26400</td>\n",
       "      <td>0.31527</td>\n",
       "      <td>0.18507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박가을</th>\n",
       "      <td>0.47483</td>\n",
       "      <td>0.68292</td>\n",
       "      <td>0.22314</td>\n",
       "      <td>0.22193</td>\n",
       "      <td>0.05965</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26164</td>\n",
       "      <td>0.29255</td>\n",
       "      <td>0.18151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강시원</th>\n",
       "      <td>0.46059</td>\n",
       "      <td>0.67247</td>\n",
       "      <td>0.21519</td>\n",
       "      <td>0.23558</td>\n",
       "      <td>0.04980</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.22907</td>\n",
       "      <td>0.29501</td>\n",
       "      <td>0.19332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김민정</th>\n",
       "      <td>0.46650</td>\n",
       "      <td>0.68081</td>\n",
       "      <td>0.27913</td>\n",
       "      <td>0.24377</td>\n",
       "      <td>0.04789</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27502</td>\n",
       "      <td>0.33269</td>\n",
       "      <td>0.19414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김서경</th>\n",
       "      <td>0.45980</td>\n",
       "      <td>0.65049</td>\n",
       "      <td>0.22609</td>\n",
       "      <td>0.25300</td>\n",
       "      <td>0.04022</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26835</td>\n",
       "      <td>0.40959</td>\n",
       "      <td>0.18509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김시현</th>\n",
       "      <td>0.48902</td>\n",
       "      <td>0.69419</td>\n",
       "      <td>0.19489</td>\n",
       "      <td>0.22497</td>\n",
       "      <td>0.05110</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27513</td>\n",
       "      <td>0.35731</td>\n",
       "      <td>0.17779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>성혜민</th>\n",
       "      <td>0.49059</td>\n",
       "      <td>0.69563</td>\n",
       "      <td>0.22228</td>\n",
       "      <td>0.24067</td>\n",
       "      <td>0.04795</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.23913</td>\n",
       "      <td>0.27616</td>\n",
       "      <td>0.22392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박소연</th>\n",
       "      <td>0.46045</td>\n",
       "      <td>0.65014</td>\n",
       "      <td>0.19161</td>\n",
       "      <td>0.22386</td>\n",
       "      <td>0.04505</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26152</td>\n",
       "      <td>0.35444</td>\n",
       "      <td>0.17119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>권은빈</th>\n",
       "      <td>0.49806</td>\n",
       "      <td>0.70627</td>\n",
       "      <td>0.22677</td>\n",
       "      <td>0.25083</td>\n",
       "      <td>0.05077</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25625</td>\n",
       "      <td>0.34749</td>\n",
       "      <td>0.19915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이윤서</th>\n",
       "      <td>0.44867</td>\n",
       "      <td>0.65298</td>\n",
       "      <td>0.20930</td>\n",
       "      <td>0.23846</td>\n",
       "      <td>0.03963</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27166</td>\n",
       "      <td>0.26761</td>\n",
       "      <td>0.23386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전소연</th>\n",
       "      <td>0.50139</td>\n",
       "      <td>0.69279</td>\n",
       "      <td>0.25158</td>\n",
       "      <td>0.26352</td>\n",
       "      <td>0.04875</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.28788</td>\n",
       "      <td>0.46718</td>\n",
       "      <td>0.13697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황수연</th>\n",
       "      <td>0.47166</td>\n",
       "      <td>0.68095</td>\n",
       "      <td>0.26958</td>\n",
       "      <td>0.25792</td>\n",
       "      <td>0.05149</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.29410</td>\n",
       "      <td>0.40206</td>\n",
       "      <td>0.15215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황아영</th>\n",
       "      <td>0.47391</td>\n",
       "      <td>0.68254</td>\n",
       "      <td>0.21634</td>\n",
       "      <td>0.24096</td>\n",
       "      <td>0.05092</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.24207</td>\n",
       "      <td>0.25768</td>\n",
       "      <td>0.21157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강경원</th>\n",
       "      <td>0.42601</td>\n",
       "      <td>0.61775</td>\n",
       "      <td>0.23894</td>\n",
       "      <td>0.25546</td>\n",
       "      <td>0.05434</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26270</td>\n",
       "      <td>0.39854</td>\n",
       "      <td>0.17092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>강예빈</th>\n",
       "      <td>0.46761</td>\n",
       "      <td>0.67992</td>\n",
       "      <td>0.23698</td>\n",
       "      <td>0.25691</td>\n",
       "      <td>0.02910</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.30271</td>\n",
       "      <td>0.47092</td>\n",
       "      <td>0.13923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김민경</th>\n",
       "      <td>0.47515</td>\n",
       "      <td>0.67370</td>\n",
       "      <td>0.23174</td>\n",
       "      <td>0.25672</td>\n",
       "      <td>0.05407</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26087</td>\n",
       "      <td>0.38985</td>\n",
       "      <td>0.16851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박시연</th>\n",
       "      <td>0.45209</td>\n",
       "      <td>0.62993</td>\n",
       "      <td>0.22729</td>\n",
       "      <td>0.25190</td>\n",
       "      <td>0.04657</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27244</td>\n",
       "      <td>0.44841</td>\n",
       "      <td>0.16285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>임나영</th>\n",
       "      <td>0.51682</td>\n",
       "      <td>0.73210</td>\n",
       "      <td>0.21557</td>\n",
       "      <td>0.24521</td>\n",
       "      <td>0.05037</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25296</td>\n",
       "      <td>0.42302</td>\n",
       "      <td>0.15065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>정은우</th>\n",
       "      <td>0.48277</td>\n",
       "      <td>0.68405</td>\n",
       "      <td>0.22726</td>\n",
       "      <td>0.24146</td>\n",
       "      <td>0.04283</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25315</td>\n",
       "      <td>0.35301</td>\n",
       "      <td>0.19546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>주결경</th>\n",
       "      <td>0.49771</td>\n",
       "      <td>0.70791</td>\n",
       "      <td>0.25026</td>\n",
       "      <td>0.27201</td>\n",
       "      <td>0.05331</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27680</td>\n",
       "      <td>0.39691</td>\n",
       "      <td>0.19177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김청하</th>\n",
       "      <td>0.49580</td>\n",
       "      <td>0.71796</td>\n",
       "      <td>0.19096</td>\n",
       "      <td>0.24149</td>\n",
       "      <td>0.05083</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.28716</td>\n",
       "      <td>0.41414</td>\n",
       "      <td>0.14935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이서정</th>\n",
       "      <td>0.47433</td>\n",
       "      <td>0.66834</td>\n",
       "      <td>0.21525</td>\n",
       "      <td>0.22725</td>\n",
       "      <td>0.04364</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26074</td>\n",
       "      <td>0.33321</td>\n",
       "      <td>0.17017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황세영</th>\n",
       "      <td>0.44210</td>\n",
       "      <td>0.64118</td>\n",
       "      <td>0.23966</td>\n",
       "      <td>0.24508</td>\n",
       "      <td>0.05537</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26653</td>\n",
       "      <td>0.39731</td>\n",
       "      <td>0.17158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김도희</th>\n",
       "      <td>0.47470</td>\n",
       "      <td>0.66849</td>\n",
       "      <td>0.23276</td>\n",
       "      <td>0.22975</td>\n",
       "      <td>0.05338</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27731</td>\n",
       "      <td>0.40398</td>\n",
       "      <td>0.15720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김솔이</th>\n",
       "      <td>0.50414</td>\n",
       "      <td>0.71935</td>\n",
       "      <td>0.22070</td>\n",
       "      <td>0.24396</td>\n",
       "      <td>0.04327</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26822</td>\n",
       "      <td>0.34823</td>\n",
       "      <td>0.20939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>방준희</th>\n",
       "      <td>0.46174</td>\n",
       "      <td>0.65547</td>\n",
       "      <td>0.23008</td>\n",
       "      <td>0.23571</td>\n",
       "      <td>0.03884</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26322</td>\n",
       "      <td>0.38762</td>\n",
       "      <td>0.17040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>안유미</th>\n",
       "      <td>0.47093</td>\n",
       "      <td>0.66683</td>\n",
       "      <td>0.20737</td>\n",
       "      <td>0.23657</td>\n",
       "      <td>0.04938</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26118</td>\n",
       "      <td>0.38213</td>\n",
       "      <td>0.20161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오한아름</th>\n",
       "      <td>0.45497</td>\n",
       "      <td>0.64892</td>\n",
       "      <td>0.25076</td>\n",
       "      <td>0.24940</td>\n",
       "      <td>0.05601</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25617</td>\n",
       "      <td>0.35865</td>\n",
       "      <td>0.15855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김설아</th>\n",
       "      <td>0.51033</td>\n",
       "      <td>0.70823</td>\n",
       "      <td>0.22967</td>\n",
       "      <td>0.23932</td>\n",
       "      <td>0.05751</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27006</td>\n",
       "      <td>0.38797</td>\n",
       "      <td>0.17363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남수진</th>\n",
       "      <td>0.46881</td>\n",
       "      <td>0.67195</td>\n",
       "      <td>0.21462</td>\n",
       "      <td>0.23427</td>\n",
       "      <td>0.05534</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27166</td>\n",
       "      <td>0.27781</td>\n",
       "      <td>0.19422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>박민지</th>\n",
       "      <td>0.49760</td>\n",
       "      <td>0.69833</td>\n",
       "      <td>0.20849</td>\n",
       "      <td>0.24400</td>\n",
       "      <td>0.04710</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.29559</td>\n",
       "      <td>0.41683</td>\n",
       "      <td>0.15103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>임경하</th>\n",
       "      <td>0.48680</td>\n",
       "      <td>0.68120</td>\n",
       "      <td>0.22882</td>\n",
       "      <td>0.26037</td>\n",
       "      <td>0.04552</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27313</td>\n",
       "      <td>0.38901</td>\n",
       "      <td>0.19956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김수현</th>\n",
       "      <td>0.47988</td>\n",
       "      <td>0.67547</td>\n",
       "      <td>0.21294</td>\n",
       "      <td>0.23503</td>\n",
       "      <td>0.04710</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25590</td>\n",
       "      <td>0.39356</td>\n",
       "      <td>0.18717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김시현150</th>\n",
       "      <td>0.46266</td>\n",
       "      <td>0.64839</td>\n",
       "      <td>0.22718</td>\n",
       "      <td>0.24156</td>\n",
       "      <td>0.05543</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27758</td>\n",
       "      <td>0.39000</td>\n",
       "      <td>0.13213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김우정</th>\n",
       "      <td>0.47867</td>\n",
       "      <td>0.67931</td>\n",
       "      <td>0.22786</td>\n",
       "      <td>0.23378</td>\n",
       "      <td>0.05652</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26620</td>\n",
       "      <td>0.35751</td>\n",
       "      <td>0.15504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김자연</th>\n",
       "      <td>0.44912</td>\n",
       "      <td>0.65185</td>\n",
       "      <td>0.23784</td>\n",
       "      <td>0.23613</td>\n",
       "      <td>0.05401</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.23206</td>\n",
       "      <td>0.29875</td>\n",
       "      <td>0.19677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김지성</th>\n",
       "      <td>0.46328</td>\n",
       "      <td>0.66628</td>\n",
       "      <td>0.20832</td>\n",
       "      <td>0.23825</td>\n",
       "      <td>0.05486</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.23153</td>\n",
       "      <td>0.26466</td>\n",
       "      <td>0.19377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김홍은</th>\n",
       "      <td>0.46800</td>\n",
       "      <td>0.68281</td>\n",
       "      <td>0.24168</td>\n",
       "      <td>0.23653</td>\n",
       "      <td>0.06156</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25348</td>\n",
       "      <td>0.29863</td>\n",
       "      <td>0.18754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이수현88</th>\n",
       "      <td>0.44550</td>\n",
       "      <td>0.64137</td>\n",
       "      <td>0.21072</td>\n",
       "      <td>0.22687</td>\n",
       "      <td>0.05422</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.23890</td>\n",
       "      <td>0.29819</td>\n",
       "      <td>0.21752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>니와 시오리</th>\n",
       "      <td>0.46755</td>\n",
       "      <td>0.66578</td>\n",
       "      <td>0.20683</td>\n",
       "      <td>0.24195</td>\n",
       "      <td>0.04821</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.24155</td>\n",
       "      <td>0.29040</td>\n",
       "      <td>0.19870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>신혜현</th>\n",
       "      <td>0.44830</td>\n",
       "      <td>0.65001</td>\n",
       "      <td>0.23094</td>\n",
       "      <td>0.23888</td>\n",
       "      <td>0.05544</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27079</td>\n",
       "      <td>0.40714</td>\n",
       "      <td>0.14671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이채린</th>\n",
       "      <td>0.51455</td>\n",
       "      <td>0.72810</td>\n",
       "      <td>0.25005</td>\n",
       "      <td>0.24446</td>\n",
       "      <td>0.05503</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.29211</td>\n",
       "      <td>0.39476</td>\n",
       "      <td>0.15244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>최유빈</th>\n",
       "      <td>0.52226</td>\n",
       "      <td>0.73639</td>\n",
       "      <td>0.22773</td>\n",
       "      <td>0.25735</td>\n",
       "      <td>0.05265</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.29330</td>\n",
       "      <td>0.34409</td>\n",
       "      <td>0.17646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>캐서린 리</th>\n",
       "      <td>0.51858</td>\n",
       "      <td>0.71847</td>\n",
       "      <td>0.25309</td>\n",
       "      <td>0.25054</td>\n",
       "      <td>0.05273</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.28089</td>\n",
       "      <td>0.35047</td>\n",
       "      <td>0.18676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>한지연</th>\n",
       "      <td>0.49442</td>\n",
       "      <td>0.70807</td>\n",
       "      <td>0.19505</td>\n",
       "      <td>0.23694</td>\n",
       "      <td>0.05568</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25511</td>\n",
       "      <td>0.35227</td>\n",
       "      <td>0.20279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김윤지</th>\n",
       "      <td>0.48620</td>\n",
       "      <td>0.68542</td>\n",
       "      <td>0.23349</td>\n",
       "      <td>0.24476</td>\n",
       "      <td>0.05153</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.24525</td>\n",
       "      <td>0.28922</td>\n",
       "      <td>0.21018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이세흔</th>\n",
       "      <td>0.47592</td>\n",
       "      <td>0.67459</td>\n",
       "      <td>0.21867</td>\n",
       "      <td>0.23760</td>\n",
       "      <td>0.05473</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27418</td>\n",
       "      <td>0.32751</td>\n",
       "      <td>0.17078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김미소</th>\n",
       "      <td>0.53434</td>\n",
       "      <td>0.74635</td>\n",
       "      <td>0.21494</td>\n",
       "      <td>0.25741</td>\n",
       "      <td>0.05004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.28008</td>\n",
       "      <td>0.34227</td>\n",
       "      <td>0.19499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>허샘</th>\n",
       "      <td>0.50879</td>\n",
       "      <td>0.72350</td>\n",
       "      <td>0.24706</td>\n",
       "      <td>0.26184</td>\n",
       "      <td>0.04790</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.28135</td>\n",
       "      <td>0.36735</td>\n",
       "      <td>0.16988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>임효선</th>\n",
       "      <td>0.48139</td>\n",
       "      <td>0.67854</td>\n",
       "      <td>0.20930</td>\n",
       "      <td>0.25119</td>\n",
       "      <td>0.04990</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27125</td>\n",
       "      <td>0.29397</td>\n",
       "      <td>0.19658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>서혜린</th>\n",
       "      <td>0.48846</td>\n",
       "      <td>0.69666</td>\n",
       "      <td>0.23409</td>\n",
       "      <td>0.23475</td>\n",
       "      <td>0.05291</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25961</td>\n",
       "      <td>0.32317</td>\n",
       "      <td>0.18450</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>101 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        eye_to_eye  eye_width  lip_to_chin  face_width  eyebrow_width  \\\n",
       "박해영        0.51539    0.72163      0.19354     0.24544        0.05226   \n",
       "황인선        0.36007    0.52048      0.25343     0.21154        0.03537   \n",
       "김주나        0.46907    0.66437      0.26284     0.24110        0.04070   \n",
       "응 씨 카이     0.51969    0.72081      0.25313     0.25206        0.04311   \n",
       "강시라        0.47672    0.68154      0.20629     0.23118        0.04755   \n",
       "김소희        0.49552    0.68948      0.22201     0.24525        0.03575   \n",
       "허찬미        0.46825    0.66770      0.22319     0.22684        0.05503   \n",
       "기희현        0.46498    0.66238      0.21613     0.24820        0.04798   \n",
       "김다니        0.47099    0.66404      0.21390     0.22816        0.04735   \n",
       "정채연        0.47949    0.67300      0.21776     0.22560        0.03703   \n",
       "박가을        0.47483    0.68292      0.22314     0.22193        0.05965   \n",
       "강시원        0.46059    0.67247      0.21519     0.23558        0.04980   \n",
       "김민정        0.46650    0.68081      0.27913     0.24377        0.04789   \n",
       "김서경        0.45980    0.65049      0.22609     0.25300        0.04022   \n",
       "김시현        0.48902    0.69419      0.19489     0.22497        0.05110   \n",
       "성혜민        0.49059    0.69563      0.22228     0.24067        0.04795   \n",
       "박소연        0.46045    0.65014      0.19161     0.22386        0.04505   \n",
       "권은빈        0.49806    0.70627      0.22677     0.25083        0.05077   \n",
       "이윤서        0.44867    0.65298      0.20930     0.23846        0.03963   \n",
       "전소연        0.50139    0.69279      0.25158     0.26352        0.04875   \n",
       "황수연        0.47166    0.68095      0.26958     0.25792        0.05149   \n",
       "황아영        0.47391    0.68254      0.21634     0.24096        0.05092   \n",
       "강경원        0.42601    0.61775      0.23894     0.25546        0.05434   \n",
       "강예빈        0.46761    0.67992      0.23698     0.25691        0.02910   \n",
       "김민경        0.47515    0.67370      0.23174     0.25672        0.05407   \n",
       "박시연        0.45209    0.62993      0.22729     0.25190        0.04657   \n",
       "임나영        0.51682    0.73210      0.21557     0.24521        0.05037   \n",
       "정은우        0.48277    0.68405      0.22726     0.24146        0.04283   \n",
       "주결경        0.49771    0.70791      0.25026     0.27201        0.05331   \n",
       "김청하        0.49580    0.71796      0.19096     0.24149        0.05083   \n",
       "...            ...        ...          ...         ...            ...   \n",
       "이서정        0.47433    0.66834      0.21525     0.22725        0.04364   \n",
       "황세영        0.44210    0.64118      0.23966     0.24508        0.05537   \n",
       "김도희        0.47470    0.66849      0.23276     0.22975        0.05338   \n",
       "김솔이        0.50414    0.71935      0.22070     0.24396        0.04327   \n",
       "방준희        0.46174    0.65547      0.23008     0.23571        0.03884   \n",
       "안유미        0.47093    0.66683      0.20737     0.23657        0.04938   \n",
       "오한아름       0.45497    0.64892      0.25076     0.24940        0.05601   \n",
       "김설아        0.51033    0.70823      0.22967     0.23932        0.05751   \n",
       "남수진        0.46881    0.67195      0.21462     0.23427        0.05534   \n",
       "박민지        0.49760    0.69833      0.20849     0.24400        0.04710   \n",
       "임경하        0.48680    0.68120      0.22882     0.26037        0.04552   \n",
       "김수현        0.47988    0.67547      0.21294     0.23503        0.04710   \n",
       "김시현150     0.46266    0.64839      0.22718     0.24156        0.05543   \n",
       "김우정        0.47867    0.67931      0.22786     0.23378        0.05652   \n",
       "김자연        0.44912    0.65185      0.23784     0.23613        0.05401   \n",
       "김지성        0.46328    0.66628      0.20832     0.23825        0.05486   \n",
       "김홍은        0.46800    0.68281      0.24168     0.23653        0.06156   \n",
       "이수현88      0.44550    0.64137      0.21072     0.22687        0.05422   \n",
       "니와 시오리     0.46755    0.66578      0.20683     0.24195        0.04821   \n",
       "신혜현        0.44830    0.65001      0.23094     0.23888        0.05544   \n",
       "이채린        0.51455    0.72810      0.25005     0.24446        0.05503   \n",
       "최유빈        0.52226    0.73639      0.22773     0.25735        0.05265   \n",
       "캐서린 리      0.51858    0.71847      0.25309     0.25054        0.05273   \n",
       "한지연        0.49442    0.70807      0.19505     0.23694        0.05568   \n",
       "김윤지        0.48620    0.68542      0.23349     0.24476        0.05153   \n",
       "이세흔        0.47592    0.67459      0.21867     0.23760        0.05473   \n",
       "김미소        0.53434    0.74635      0.21494     0.25741        0.05004   \n",
       "허샘         0.50879    0.72350      0.24706     0.26184        0.04790   \n",
       "임효선        0.48139    0.67854      0.20930     0.25119        0.04990   \n",
       "서혜린        0.48846    0.69666      0.23409     0.23475        0.05291   \n",
       "\n",
       "        face_height  nose_width  mouth_width  lip_to_nose  \n",
       "박해영             1.0     0.23529      0.29567      0.17263  \n",
       "황인선             1.0     0.20701      0.27812      0.21604  \n",
       "김주나             1.0     0.25062      0.28708      0.22619  \n",
       "응 씨 카이          1.0     0.26526      0.33218      0.20838  \n",
       "강시라             1.0     0.24233      0.28880      0.21622  \n",
       "김소희             1.0     0.25532      0.34506      0.18946  \n",
       "허찬미             1.0     0.24924      0.36111      0.20752  \n",
       "기희현             1.0     0.27607      0.41631      0.16894  \n",
       "김다니             1.0     0.26603      0.31039      0.17508  \n",
       "정채연             1.0     0.26400      0.31527      0.18507  \n",
       "박가을             1.0     0.26164      0.29255      0.18151  \n",
       "강시원             1.0     0.22907      0.29501      0.19332  \n",
       "김민정             1.0     0.27502      0.33269      0.19414  \n",
       "김서경             1.0     0.26835      0.40959      0.18509  \n",
       "김시현             1.0     0.27513      0.35731      0.17779  \n",
       "성혜민             1.0     0.23913      0.27616      0.22392  \n",
       "박소연             1.0     0.26152      0.35444      0.17119  \n",
       "권은빈             1.0     0.25625      0.34749      0.19915  \n",
       "이윤서             1.0     0.27166      0.26761      0.23386  \n",
       "전소연             1.0     0.28788      0.46718      0.13697  \n",
       "황수연             1.0     0.29410      0.40206      0.15215  \n",
       "황아영             1.0     0.24207      0.25768      0.21157  \n",
       "강경원             1.0     0.26270      0.39854      0.17092  \n",
       "강예빈             1.0     0.30271      0.47092      0.13923  \n",
       "김민경             1.0     0.26087      0.38985      0.16851  \n",
       "박시연             1.0     0.27244      0.44841      0.16285  \n",
       "임나영             1.0     0.25296      0.42302      0.15065  \n",
       "정은우             1.0     0.25315      0.35301      0.19546  \n",
       "주결경             1.0     0.27680      0.39691      0.19177  \n",
       "김청하             1.0     0.28716      0.41414      0.14935  \n",
       "...             ...         ...          ...          ...  \n",
       "이서정             1.0     0.26074      0.33321      0.17017  \n",
       "황세영             1.0     0.26653      0.39731      0.17158  \n",
       "김도희             1.0     0.27731      0.40398      0.15720  \n",
       "김솔이             1.0     0.26822      0.34823      0.20939  \n",
       "방준희             1.0     0.26322      0.38762      0.17040  \n",
       "안유미             1.0     0.26118      0.38213      0.20161  \n",
       "오한아름            1.0     0.25617      0.35865      0.15855  \n",
       "김설아             1.0     0.27006      0.38797      0.17363  \n",
       "남수진             1.0     0.27166      0.27781      0.19422  \n",
       "박민지             1.0     0.29559      0.41683      0.15103  \n",
       "임경하             1.0     0.27313      0.38901      0.19956  \n",
       "김수현             1.0     0.25590      0.39356      0.18717  \n",
       "김시현150          1.0     0.27758      0.39000      0.13213  \n",
       "김우정             1.0     0.26620      0.35751      0.15504  \n",
       "김자연             1.0     0.23206      0.29875      0.19677  \n",
       "김지성             1.0     0.23153      0.26466      0.19377  \n",
       "김홍은             1.0     0.25348      0.29863      0.18754  \n",
       "이수현88           1.0     0.23890      0.29819      0.21752  \n",
       "니와 시오리          1.0     0.24155      0.29040      0.19870  \n",
       "신혜현             1.0     0.27079      0.40714      0.14671  \n",
       "이채린             1.0     0.29211      0.39476      0.15244  \n",
       "최유빈             1.0     0.29330      0.34409      0.17646  \n",
       "캐서린 리           1.0     0.28089      0.35047      0.18676  \n",
       "한지연             1.0     0.25511      0.35227      0.20279  \n",
       "김윤지             1.0     0.24525      0.28922      0.21018  \n",
       "이세흔             1.0     0.27418      0.32751      0.17078  \n",
       "김미소             1.0     0.28008      0.34227      0.19499  \n",
       "허샘              1.0     0.28135      0.36735      0.16988  \n",
       "임효선             1.0     0.27125      0.29397      0.19658  \n",
       "서혜린             1.0     0.25961      0.32317      0.18450  \n",
       "\n",
       "[101 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "landmark_ds = pd.DataFrame.from_csv('produce101_only_face2vec.csv', encoding='utf-8')\n",
    "landmark_ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Outliar removal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 값이 없는 이해인 샘플 제거\n",
    "# 알 수 없는 원인으로 독특한 값을 가지는 황인선 샘플 제거\n",
    "landmark_ds = landmark_ds.drop([u'이해인'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 1. K-Means로 클러스터링하기"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 군집화 수 결정\n",
    "$$ K \\approx  \\sqrt{\\frac{N}{2}} $$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K= 8\n"
     ]
    }
   ],
   "source": [
    "## 2. 군집화 수 K결정 sqrt(N/2)\n",
    "K = math.ceil(np.sqrt(landmark_ds.count()[0]/2))\n",
    "print (\"K=\", K)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,\n",
       "    n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,\n",
       "    verbose=0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = landmark_ds.values\n",
    "cluster = KMeans(n_clusters = K)\n",
    "cluster.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([7, 3, 1, 7, 1, 7, 6, 4, 6, 6, 1, 1, 7, 4, 6, 1, 6, 7, 1, 5, 0, 1, 4,\n",
       "       5, 4, 4, 2, 6, 0, 2, 6, 7, 6, 1, 7, 5, 7, 5, 0, 0, 2, 1, 7, 1, 2, 2,\n",
       "       4, 0, 4, 4, 2, 6, 7, 2, 6, 0, 4, 2, 4, 6, 7, 7, 1, 4, 1, 1, 4, 6, 1,\n",
       "       7, 6, 4, 4, 7, 4, 4, 4, 0, 1, 2, 0, 4, 4, 6, 1, 1, 1, 1, 1, 4, 0, 7,\n",
       "       7, 7, 1, 6, 7, 0, 1, 7], dtype=int32)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster.labels_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Review\n",
    "### 그룹 1(김세정, 강예빈, 전소연, 박시연, 추예진)은 웃는 얼굴사진으로 눈이 반달이 되는 특징을 보임\n",
    "- 그룹 4는 상위권 등수로 웃는 사진이 투표자에게 호감을 사고 있을 가능성 존재\n",
    "\n",
    "### 그룹 4(황인선)은 얼굴측면이 많이 찍혀 매우 독특한 사진으로 보임"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: ['황수연', '주결경', '윤서형', '김소혜', '심채은', '이수민', '김설아', '임경하', '이채린', '허샘'],\n",
       " 1: ['김주나',\n",
       "  '강시라',\n",
       "  '박가을',\n",
       "  '강시원',\n",
       "  '성혜민',\n",
       "  '이윤서',\n",
       "  '황아영',\n",
       "  '강시현',\n",
       "  '김형은',\n",
       "  '이진희',\n",
       "  '김다정',\n",
       "  '함예지',\n",
       "  '황리유',\n",
       "  '최은빈',\n",
       "  '남수진',\n",
       "  '김자연',\n",
       "  '김지성',\n",
       "  '김홍은',\n",
       "  '이수현88',\n",
       "  '니와 시오리',\n",
       "  '김윤지',\n",
       "  '임효선'],\n",
       " 2: ['임나영', '김청하', '김민지', '박하이', '임정민', '조시윤', '이수현', '최유정', '박민지'],\n",
       " 3: ['황인선'],\n",
       " 4: ['기희현',\n",
       "  '김서경',\n",
       "  '강경원',\n",
       "  '김민경',\n",
       "  '박시연',\n",
       "  '김태하',\n",
       "  '유연정',\n",
       "  '윤채경',\n",
       "  '정해림',\n",
       "  '추예진',\n",
       "  '편강윤',\n",
       "  '마은진',\n",
       "  '황세영',\n",
       "  '김도희',\n",
       "  '방준희',\n",
       "  '안유미',\n",
       "  '오한아름',\n",
       "  '김수현',\n",
       "  '김시현150',\n",
       "  '신혜현'],\n",
       " 5: ['전소연', '강예빈', '강미나', '김세정'],\n",
       " 6: ['허찬미',\n",
       "  '김다니',\n",
       "  '정채연',\n",
       "  '김시현',\n",
       "  '박소연',\n",
       "  '정은우',\n",
       "  '오서정',\n",
       "  '김연경',\n",
       "  '유수아',\n",
       "  '김도연',\n",
       "  '전소미 ',\n",
       "  '문현주',\n",
       "  '이서정',\n",
       "  '김우정',\n",
       "  '이세흔'],\n",
       " 7: ['박해영',\n",
       "  '응 씨 카이',\n",
       "  '김소희',\n",
       "  '김민정',\n",
       "  '권은빈',\n",
       "  '안예슬',\n",
       "  '한혜리',\n",
       "  '김나영',\n",
       "  '박세희',\n",
       "  '아리요시 리사',\n",
       "  '윤유담',\n",
       "  '김하윤',\n",
       "  '김보선',\n",
       "  '김솔이',\n",
       "  '최유빈',\n",
       "  '캐서린 리',\n",
       "  '한지연',\n",
       "  '김미소',\n",
       "  '서혜린']}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## cluster 결과 \n",
    "clustered = pd.DataFrame( [[a,b] for a,b in zip(landmark_ds.index, cluster.labels_)], \\\n",
    "                         columns=['name','group-id'], \\\n",
    "                         index=landmark_ds.index )\n",
    "clustered.groupby(['group-id']).groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.495548    0.704355    0.246234    0.258056    0.051053    1.          0.283329\n",
      "   0.389052    0.173125  ]\n",
      " [ 0.46783136  0.66951955  0.220915    0.236245    0.05083455  1.\n",
      "   0.24649091  0.27920864  0.20494364]\n",
      " [ 0.50585667  0.71143333  0.20302556  0.24125556  0.05009667  1.\n",
      "   0.28278667  0.41412     0.14237778]\n",
      " [ 0.36007     0.52048     0.25343     0.21154     0.03537     1.          0.20701\n",
      "   0.27812     0.21604   ]\n",
      " [ 0.457981    0.6522685   0.2228455   0.24316     0.049838    1.\n",
      "   0.2689955   0.395166    0.166899  ]\n",
      " [ 0.483475    0.6863075   0.2332875   0.2556875   0.0454975   1.\n",
      "   0.2956875   0.465235    0.14293   ]\n",
      " [ 0.47386667  0.672604    0.213       0.23201067  0.05004867  1.          0.258152\n",
      "   0.334766    0.177818  ]\n",
      " [ 0.50282579  0.71170895  0.22881526  0.24433474  0.04710053  1.\n",
      "   0.26482421  0.33576579  0.19288789]]\n"
     ]
    }
   ],
   "source": [
    "centers = cluster.cluster_centers_\n",
    "print(centers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['박해영', '황인선', '김주나', '응 씨 카이', '강시라', '김소희', '허찬미', '기희현', '김다니', '정채연',\n",
       "       '박가을', '강시원', '김민정', '김서경', '김시현', '성혜민', '박소연', '권은빈', '이윤서', '전소연',\n",
       "       '황수연', '황아영', '강경원', '강예빈', '김민경', '박시연', '임나영', '정은우', '주결경', '김청하',\n",
       "       '오서정', '안예슬', '김연경', '강시현', '한혜리', '강미나', '김나영', '김세정', '윤서형', '김소혜',\n",
       "       '김민지', '김형은', '박세희', '이진희', '박하이', '임정민', '김태하', '심채은', '유연정', '윤채경',\n",
       "       '조시윤', '유수아', '아리요시 리사', '이수현', '김도연', '이수민', '정해림', '최유정', '추예진',\n",
       "       '전소미 ', '윤유담', '김하윤', '김다정', '편강윤', '함예지', '황리유', '마은진', '문현주', '최은빈',\n",
       "       '김보선', '이서정', '황세영', '김도희', '김솔이', '방준희', '안유미', '오한아름', '김설아', '남수진',\n",
       "       '박민지', '임경하', '김수현', '김시현150', '김우정', '김자연', '김지성', '김홍은', '이수현88',\n",
       "       '니와 시오리', '신혜현', '이채린', '최유빈', '캐서린 리', '한지연', '김윤지', '이세흔', '김미소',\n",
       "       '허샘', '임효선', '서혜린'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "landmark_ds.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 센터의 row index로 뽑아보려 했으나 센터가 샘플중에 없다\n",
    "# 그리고 row index 뽑는 법좀 개선해보자\n",
    "# pandas for data analysis 143p\n",
    "\n",
    "# dd= [] \n",
    "# for center in centers :\n",
    "\n",
    "# #     print(center)\n",
    "#     for row_value in landmark_ds.values:\n",
    "#         dd.append(all(center==row_value))\n",
    "\n",
    "# print(landmark_ds.index[dd])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 군집화의 적정성 평가  ( 주관적 평가)\n",
    "* 동일한 사람이 동일한 클러스터 많이 묶일수록 군집화가 적정하다. \n",
    "* 클러스터의 평균 수가 작을 수록 군집화가 적절하다고 판단"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10eb13d30>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fab12b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clustered['name_only'] = clustered['name'].apply(lambda x: x.split(':')[0])\n",
    "clustered.groupby('group-id').name_only.nunique().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12.5\n"
     ]
    }
   ],
   "source": [
    "print(clustered.groupby('group-id').name_only.nunique().mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 얼굴 특징별로(눈,코&입) Scatter Plot 에 그려보자"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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v4Atf+AI2btyI0dFRXH/99Zg5c+aEz7EsC1/+8pfx2GOPQVEUfP/738chhxwC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U4VW2pqXgdjqe/GwTjRt7cOjQMB56aBfHj15l25IeCMDXP5Tx+1Z3gjz9aRMSjY+bF5/s/YEF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BxvY5k17NU2uWOd5SEejwfBYDBifZRWIxVKEolM0ZGMTNeEZVKEQm3qG6DtF3C0sdHpmU6n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\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5JMLDwyEIAr7//nuMHDkSK1asQEZGRod7DuQ1VH1Jq9WirKwMSqUSly5dwgMPPIA5c+Zg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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eb334e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 눈 주변 특징만으로 클러스터링\n",
    "draw3DPlot(landmark_ds, 'eye_to_eye', 'eye_width', 'eyebrow_width', clustered['group-id'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Review\n",
    "- 황인선양의 사진의 눈 비율이 독특하다\n",
    "- 강예빈, 한혜리양 사진은 얼굴대비 눈의 비율이 크다(혹은 그렇게 보이게 사진에 찍혔다)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xf//+XD+8Dh8+jHq9js3Nzbnfk3ZZ3+HDh2GaJvbt27fy70hiZ2cHrutOnVsx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7UqqZqf7JnyPbIxFQD4Mmcqbx6KwWBAq71RCNOX+FIeviwW7O6wNHf9o9KEpfnaiPQ1eYU6POel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\nYGAabdvaX7VTpvyIzXYAi6UZhw/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qEcJDppoYGjrMr74sZ10d1dRqtdPRqSHQUET2Utq9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\n+D+P3ru8pkNa+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fd6d198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 코, 입 특징만으로 클러스터링\n",
    "draw3DPlot(landmark_ds, 'nose_width', 'lip_to_nose', 'mouth_width', clustered['group-id'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Review\n",
    "- 코와 입으로는 클러스터링이 의미가 없다"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 2. Hierarchical Clustering으로 군집화 하기 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AgglomerativeClustering(affinity='euclidean', compute_full_tree='auto',\n",
       "            connectivity=None, linkage='ward',\n",
       "            memory=Memory(cachedir=None), n_clusters=8, n_components=None,\n",
       "            pooling_func=<function mean at 0x10a3b8d90>)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = landmark_ds.values\n",
    "hi_cluster = AgglomerativeClustering(n_clusters=K, affinity='euclidean', linkage='ward')\n",
    "hi_cluster.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            name  group-id\n",
      "김세정          김세정         0\n",
      "임정민          임정민         0\n",
      "강예빈          강예빈         0\n",
      "박하이          박하이         0\n",
      "임나영          임나영         0\n",
      "전소연          전소연         0\n",
      "조시윤          조시윤         0\n",
      "이수현          이수현         0\n",
      "강미나          강미나         0\n",
      "최유정          최유정         0\n",
      "김청하          김청하         0\n",
      "박민지          박민지         0\n",
      "이수민          이수민         1\n",
      "마은진          마은진         1\n",
      "한혜리          한혜리         1\n",
      "김민경          김민경         1\n",
      "안유미          안유미         1\n",
      "오한아름        오한아름         1\n",
      "임경하          임경하         1\n",
      "김수현          김수현         1\n",
      "김민정          김민정         1\n",
      "허찬미          허찬미         1\n",
      "유수아          유수아         1\n",
      "김나영          김나영         2\n",
      "허샘            허샘         2\n",
      "윤서형          윤서형         2\n",
      "김소혜          김소혜         2\n",
      "김민지          김민지         2\n",
      "캐서린 리      캐서린 리         2\n",
      "주결경          주결경         2\n",
      "이채린          이채린         2\n",
      "심채은          심채은         2\n",
      "황수연          황수연         2\n",
      "김설아          김설아         2\n",
      "유연정          유연정         3\n",
      "김태하          김태하         3\n",
      "추예진          추예진         3\n",
      "편강윤          편강윤         3\n",
      "윤채경          윤채경         3\n",
      "황세영          황세영         3\n",
      "기희현          기희현         3\n",
      "신혜현          신혜현         3\n",
      "김서경          김서경         3\n",
      "강경원          강경원         3\n",
      "김시현150    김시현150         3\n",
      "방준희          방준희         3\n",
      "김도희          김도희         3\n",
      "박시연          박시연         3\n",
      "정해림          정해림         3\n",
      "황인선          황인선         4\n",
      "김하윤          김하윤         5\n",
      "김보선          김보선         5\n",
      "김솔이          김솔이         5\n",
      "윤유담          윤유담         5\n",
      "최유빈          최유빈         5\n",
      "한지연          한지연         5\n",
      "김미소          김미소         5\n",
      "박해영          박해영         5\n",
      "아리요시 리사  아리요시 리사         5\n",
      "응 씨 카이    응 씨 카이         5\n",
      "김소희          김소희         5\n",
      "권은빈          권은빈         5\n",
      "정은우          정은우         5\n",
      "안예슬          안예슬         5\n",
      "서혜린          서혜린         5\n",
      "박세희          박세희         5\n",
      "황리유          황리유         6\n",
      "김주나          김주나         6\n",
      "김윤지          김윤지         6\n",
      "강시라          강시라         6\n",
      "임효선          임효선         6\n",
      "박가을          박가을         6\n",
      "니와 시오리    니와 시오리         6\n",
      "이수현88      이수현88         6\n",
      "김홍은          김홍은         6\n",
      "김지성          김지성         6\n",
      "김자연          김자연         6\n",
      "함예지          함예지         6\n",
      "성혜민          성혜민         6\n",
      "강시원          강시원         6\n",
      "남수진          남수진         6\n",
      "김형은          김형은         6\n",
      "이진희          이진희         6\n",
      "이윤서          이윤서         6\n",
      "황아영          황아영         6\n",
      "김다정          김다정         6\n",
      "문현주          문현주         6\n",
      "최은빈          최은빈         6\n",
      "강시현          강시현         6\n",
      "전소미         전소미          7\n",
      "이세흔          이세흔         7\n",
      "김도연          김도연         7\n",
      "정채연          정채연         7\n",
      "박소연          박소연         7\n",
      "김연경          김연경         7\n",
      "오서정          오서정         7\n",
      "김우정          김우정         7\n",
      "김시현          김시현         7\n",
      "김다니          김다니         7\n",
      "이서정          이서정         7\n"
     ]
    }
   ],
   "source": [
    "## cluster 결과 \n",
    "hi_cluster_df = pd.DataFrame( [[a,b] for a,b in zip(landmark_ds.index, hi_cluster.labels_)], \\\n",
    "                         columns=['name','group-id'], \\\n",
    "                         index=landmark_ds.index )\n",
    "hi_cluster_df.groupby(['group-id']).groups\n",
    "\n",
    "print_full(hi_cluster_df.sort_values(['group-id']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Review\n",
    "## K-means VS Hierarchical Clustering 은 비슷한 결과를 보여주었다"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clustered.to_csv(\"produce101_face_clustered.csv\", encoding='utf-8')"
   ]
  }
 ],
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