ML_KMeansClustering.ipynb

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   "source": [
    "import os\n",
    "#The OS module in Python provides a way of using operating system dependent functionality. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
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   },
   "outputs": [],
   "source": [
    "import graphlab as gl"
   ]
  },
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      "[INFO] graphlab.cython.cy_server: GraphLab Create v2.1 started. Logging: C:\\Users\\User\\AppData\\Local\\Temp\\graphlab_server_1516282865.log.0\n"
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     "text": [
      "This non-commercial license of GraphLab Create for academic use is assigned to padhigayatri.official@gmail.com and will expire on January 02, 2019.\n"
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       "<pre>Downloading https://static.turi.com/datasets/mlsp_2014/train_FNC.csv to C:/Users/User/AppData/Local/Temp/graphlab-User/3848/2bb2cc9f-70d0-4045-b0e4-36d55a1e9a6e.csv</pre>"
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      "text/plain": [
       "Downloading https://static.turi.com/datasets/mlsp_2014/train_FNC.csv to C:/Users/User/AppData/Local/Temp/graphlab-User/3848/2bb2cc9f-70d0-4045-b0e4-36d55a1e9a6e.csv"
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      "text/html": [
       "<pre>Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_FNC.csv</pre>"
      ],
      "text/plain": [
       "Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_FNC.csv"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
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      "text/html": [
       "<pre>Parsing completed. Parsed 86 lines in 0.034002 secs.</pre>"
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      "text/plain": [
       "Parsing completed. Parsed 86 lines in 0.034002 secs."
      ]
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     "text": [
      "------------------------------------------------------\n",
      "Inferred types from first 100 line(s) of file as \n",
      "column_type_hints=[long,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float]\n",
      "If parsing fails due to incorrect types, you can correct\n",
      "the inferred type list above and pass it to read_csv in\n",
      "the column_type_hints argument\n",
      "------------------------------------------------------\n"
     ]
    },
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      "text/html": [
       "<pre>Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_FNC.csv</pre>"
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       "Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_FNC.csv"
      ]
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       "<pre>Parsing completed. Parsed 86 lines in 0.018001 secs.</pre>"
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       "Parsing completed. Parsed 86 lines in 0.018001 secs."
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     "data": {
      "text/html": [
       "<pre>Downloading https://static.turi.com/datasets/mlsp_2014/train_SBM.csv to C:/Users/User/AppData/Local/Temp/graphlab-User/3848/8753ac13-39fd-4e69-9e06-433170685c2e.csv</pre>"
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      "text/plain": [
       "Downloading https://static.turi.com/datasets/mlsp_2014/train_SBM.csv to C:/Users/User/AppData/Local/Temp/graphlab-User/3848/8753ac13-39fd-4e69-9e06-433170685c2e.csv"
      ]
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     "data": {
      "text/html": [
       "<pre>Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_SBM.csv</pre>"
      ],
      "text/plain": [
       "Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_SBM.csv"
      ]
     },
     "metadata": {},
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    {
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      "text/html": [
       "<pre>Parsing completed. Parsed 86 lines in 0.021001 secs.</pre>"
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       "Parsing completed. Parsed 86 lines in 0.021001 secs."
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     "text": [
      "------------------------------------------------------\n",
      "Inferred types from first 100 line(s) of file as \n",
      "column_type_hints=[long,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float,float]\n",
      "If parsing fails due to incorrect types, you can correct\n",
      "the inferred type list above and pass it to read_csv in\n",
      "the column_type_hints argument\n",
      "------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre>Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_SBM.csv</pre>"
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      "text/plain": [
       "Finished parsing file https://static.turi.com/datasets/mlsp_2014/train_SBM.csv"
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       "Parsing completed. Parsed 86 lines in 0.012001 secs."
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   "source": [
    "if os.path.exists('schizophrenia_clean'):\n",
    "    sf = gl.SFrame('schizophrenia_clean')\n",
    "else:\n",
    "    sf_functional = gl.SFrame.read_csv(\n",
    "        'https://static.turi.com/datasets/mlsp_2014/train_FNC.csv')\n",
    "    sf_morphometry = gl.SFrame.read_csv(\n",
    "        'https://static.turi.com/datasets/mlsp_2014/train_SBM.csv')"
   ]
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.1553</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.6134</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.25806</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.58335</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC10</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC11</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC12</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC13</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC14</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC15</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC16</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC17</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC18</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC19</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.47762</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.16525</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.15274</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.27049</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.023773</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.057374</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.13873</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.24606</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.036653</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.055729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.10169</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.37634</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.14264</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.088119</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.056629</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.47997</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.25017</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.20565</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.10091</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.09071</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.045302</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.027871</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.42424</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.36102</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.25664</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.013372</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.24679</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.06869</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.12281</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.49107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.28634</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.04855</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.080789</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.060777</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.26004</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.15473</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.1613</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.21598</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.15308</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.50373</td>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.024801</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.031034</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.55915</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.048705</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.15608</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0086781</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.62856</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.55702</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.19112</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.040825</td>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.055681</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.071205</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.1231</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0055682</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.24409</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.040485</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.21587</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.43641</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.31318</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.014873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.24793</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.58607</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.58471</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.053612</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.10562</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.36746</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.19058</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.23131</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.29687</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.22969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.39118</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.4287</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.09704</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.067326</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.38474</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.40861</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.43432</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.098095</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.5221</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.48136</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.30596</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.35226</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.25156</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.39381</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.19479</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.27142</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.019947</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.18292</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.36438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.49175</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.6489</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.85355</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.37161</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.22384</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.15925</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.46401</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.4726</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.73041</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.58598</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC20</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC21</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC22</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC23</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC24</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC25</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC26</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC27</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC28</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC29</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.19554</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.11568</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.35301</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.33846</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.22753</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.065594</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.086119</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.11646</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.41478</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.35864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.041637</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.33688</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.22335</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.19753</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.40784</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.22111</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.017778</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.019428</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.627</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.48108</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.2943</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.18952</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.021985</td>\n",
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       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">FNC30</th>\n",
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       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">...</th>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "    </tr>\n",
       "</table>\n",
       "[86 rows x 379 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tId\tint\n",
       "\tFNC1\tfloat\n",
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       "\tFNC318\tfloat\n",
       "\tFNC319\tfloat\n",
       "\tFNC320\tfloat\n",
       "\tFNC321\tfloat\n",
       "\tFNC322\tfloat\n",
       "\tFNC323\tfloat\n",
       "\tFNC324\tfloat\n",
       "\tFNC325\tfloat\n",
       "\tFNC326\tfloat\n",
       "\tFNC327\tfloat\n",
       "\tFNC328\tfloat\n",
       "\tFNC329\tfloat\n",
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       "\tFNC331\tfloat\n",
       "\tFNC332\tfloat\n",
       "\tFNC333\tfloat\n",
       "\tFNC334\tfloat\n",
       "\tFNC335\tfloat\n",
       "\tFNC336\tfloat\n",
       "\tFNC337\tfloat\n",
       "\tFNC338\tfloat\n",
       "\tFNC339\tfloat\n",
       "\tFNC340\tfloat\n",
       "\tFNC341\tfloat\n",
       "\tFNC342\tfloat\n",
       "\tFNC343\tfloat\n",
       "\tFNC344\tfloat\n",
       "\tFNC345\tfloat\n",
       "\tFNC346\tfloat\n",
       "\tFNC347\tfloat\n",
       "\tFNC348\tfloat\n",
       "\tFNC349\tfloat\n",
       "\tFNC350\tfloat\n",
       "\tFNC351\tfloat\n",
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       "\tFNC355\tfloat\n",
       "\tFNC356\tfloat\n",
       "\tFNC357\tfloat\n",
       "\tFNC358\tfloat\n",
       "\tFNC359\tfloat\n",
       "\tFNC360\tfloat\n",
       "\tFNC361\tfloat\n",
       "\tFNC362\tfloat\n",
       "\tFNC363\tfloat\n",
       "\tFNC364\tfloat\n",
       "\tFNC365\tfloat\n",
       "\tFNC366\tfloat\n",
       "\tFNC367\tfloat\n",
       "\tFNC368\tfloat\n",
       "\tFNC369\tfloat\n",
       "\tFNC370\tfloat\n",
       "\tFNC371\tfloat\n",
       "\tFNC372\tfloat\n",
       "\tFNC373\tfloat\n",
       "\tFNC374\tfloat\n",
       "\tFNC375\tfloat\n",
       "\tFNC376\tfloat\n",
       "\tFNC377\tfloat\n",
       "\tFNC378\tfloat\n",
       "\n",
       "Rows: 86\n",
       "\n",
       "Data:\n",
       "+--------+----------+----------+----------+----------+----------+------------+\n",
       "|   Id   |   FNC1   |   FNC2   |   FNC3   |   FNC4   |   FNC5   |    FNC6    |\n",
       "+--------+----------+----------+----------+----------+----------+------------+\n",
       "| 120873 | 0.34312  | 0.045761 | -0.13112 | 0.15034  | 0.18082  |  0.28916   |\n",
       "| 135376 |  0.2879  | 0.10257  | -0.32343 | -0.22776 | 0.12328  |  0.36702   |\n",
       "| 139149 | 0.24585  | 0.21662  | -0.12468 | -0.3538  |  0.1615  | -0.0020318 |\n",
       "| 146791 |  0.4209  | 0.33138  | 0.24453  | 0.17167  | 0.59223  |  0.43105   |\n",
       "| 153870 | -0.14621 | -0.46863 | -0.5288  | -0.50381 | -0.51052 | -0.029113  |\n",
       "| 167403 | 0.55836  | 0.35646  | 0.35729  | 0.28911  |  0.2762  |  0.44263   |\n",
       "| 179564 |  0.113   | -0.43457 | -0.71167 | -0.70187 | 0.12693  |  -0.39747  |\n",
       "| 179614 | 0.40232  | 0.06261  | 0.36089  | 0.18163  | 0.41605  |  -0.26195  |\n",
       "| 180172 | 0.06308  | -0.18202 | -0.11202 | -0.29856 | 0.15545  |  0.16452   |\n",
       "| 191161 | -0.18005 | -0.43638 | -0.73401 | -0.77518 | -0.50201 |   0.1553   |\n",
       "+--------+----------+----------+----------+----------+----------+------------+\n",
       "+-----------+-----------+------------+-----------+-----------+-----------+\n",
       "|    FNC7   |    FNC8   |    FNC9    |   FNC10   |   FNC11   |   FNC12   |\n",
       "+-----------+-----------+------------+-----------+-----------+-----------+\n",
       "|  0.069545 | -0.052489 |   0.124    |  0.47762  |  0.16525  |  0.15274  |\n",
       "|  -0.08404 |  0.038793 | -0.0062872 |  0.10169  |  -0.37634 |  0.14264  |\n",
       "|  -0.13302 | -0.035222 |  0.25904   | -0.045302 | -0.027871 |  0.42424  |\n",
       "|  0.28029  |  0.28962  |   0.3568   |  0.28634  |  0.04855  | -0.080789 |\n",
       "| -0.015192 |  0.36017  | 0.0059443  |  0.024801 | -0.031034 |  0.55915  |\n",
       "|  0.31844  |  -0.11029 |  0.30212   |  0.055681 |  0.071205 |   0.1231  |\n",
       "|  -0.47699 |   0.3121  |  0.28761   |  0.24793  |  -0.58607 |  0.58471  |\n",
       "|  0.033917 |  0.36813  |  0.30383   |  0.39118  |   0.4287  |  -0.09704 |\n",
       "|  0.29735  |  -0.1079  |  0.29723   |  0.48136  |  -0.30596 |  0.35226  |\n",
       "|  -0.6134  |  0.25806  |  0.58335   |  0.49175  |  -0.6489  |  0.85355  |\n",
       "+-----------+-----------+------------+-----------+-----------+-----------+\n",
       "+-----------+-----------+-----------+----------+-----------+-----------+\n",
       "|   FNC13   |   FNC14   |   FNC15   |  FNC16   |   FNC17   |   FNC18   |\n",
       "+-----------+-----------+-----------+----------+-----------+-----------+\n",
       "|  0.27049  | -0.023773 |  0.057374 | -0.13873 |  0.24606  | -0.036653 |\n",
       "| -0.088119 | -0.056629 |  -0.47997 | 0.25017  |  0.20565  |  0.10091  |\n",
       "|  -0.36102 |  -0.25664 |  0.013372 | 0.24679  |  0.06869  |  0.12281  |\n",
       "| -0.060777 |  0.26004  |  0.15473  |  0.1613  |  0.21598  |  0.15308  |\n",
       "|  0.048705 |  0.15608  | 0.0086781 | 0.62856  |  0.55702  |  0.19112  |\n",
       "| 0.0055682 |  -0.24409 |  0.040485 | 0.21587  |  0.43641  |  0.31318  |\n",
       "|  0.053612 |  0.10562  |  -0.36746 | 0.19058  |  -0.23131 |  0.29687  |\n",
       "| -0.067326 |  0.38474  |  0.40861  | 0.43432  | -0.098095 |   0.5221  |\n",
       "|  0.25156  |  0.39381  |  -0.19479 | 0.27142  | -0.019947 |  0.18292  |\n",
       "|  0.37161  |  0.22384  |  -0.15925 | 0.46401  |   0.4726  |  0.73041  |\n",
       "+-----------+-----------+-----------+----------+-----------+-----------+\n",
       "+----------+-----+\n",
       "|  FNC19   | ... |\n",
       "+----------+-----+\n",
       "| 0.055729 | ... |\n",
       "| 0.09071  | ... |\n",
       "| -0.49107 | ... |\n",
       "| 0.50373  | ... |\n",
       "| 0.040825 | ... |\n",
       "| 0.014873 | ... |\n",
       "| -0.22969 | ... |\n",
       "|  0.0269  | ... |\n",
       "| -0.36438 | ... |\n",
       "| -0.58598 | ... |\n",
       "+----------+-----+\n",
       "[86 rows x 379 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sf_functional"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0603982042736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.243907429099</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.28739725567</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.03712548599</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.703298741649</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.626870740295</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.32809370655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.742530906303</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.70673589597</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.863788587196</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0845571833759</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.15795537597</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.755774545746</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">SBM_map74</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">SBM_map75</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.564201062416</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.00200647046146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.403781810461</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.295124619656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.508497017936</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.350433550277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0613436976939</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.448965916412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.51603833496</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.551439974317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.681868107209</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.51106140971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.0494736111574</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.934987673526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.42481085387</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.0459532959851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.499500746178</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.516312006663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.48462422225</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.14487069944</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[86 rows x 33 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tId\tint\n",
       "\tSBM_map1\tfloat\n",
       "\tSBM_map2\tfloat\n",
       "\tSBM_map3\tfloat\n",
       "\tSBM_map4\tfloat\n",
       "\tSBM_map5\tfloat\n",
       "\tSBM_map6\tfloat\n",
       "\tSBM_map7\tfloat\n",
       "\tSBM_map8\tfloat\n",
       "\tSBM_map10\tfloat\n",
       "\tSBM_map13\tfloat\n",
       "\tSBM_map17\tfloat\n",
       "\tSBM_map22\tfloat\n",
       "\tSBM_map26\tfloat\n",
       "\tSBM_map28\tfloat\n",
       "\tSBM_map32\tfloat\n",
       "\tSBM_map36\tfloat\n",
       "\tSBM_map40\tfloat\n",
       "\tSBM_map43\tfloat\n",
       "\tSBM_map45\tfloat\n",
       "\tSBM_map48\tfloat\n",
       "\tSBM_map51\tfloat\n",
       "\tSBM_map52\tfloat\n",
       "\tSBM_map55\tfloat\n",
       "\tSBM_map61\tfloat\n",
       "\tSBM_map64\tfloat\n",
       "\tSBM_map67\tfloat\n",
       "\tSBM_map69\tfloat\n",
       "\tSBM_map71\tfloat\n",
       "\tSBM_map72\tfloat\n",
       "\tSBM_map73\tfloat\n",
       "\tSBM_map74\tfloat\n",
       "\tSBM_map75\tfloat\n",
       "\n",
       "Rows: 86\n",
       "\n",
       "Data:\n",
       "+--------+-------------------+-----------------+-----------------+\n",
       "|   Id   |      SBM_map1     |     SBM_map2    |     SBM_map3    |\n",
       "+--------+-------------------+-----------------+-----------------+\n",
       "| 120873 |   0.725065020476  |  -0.63925420335 |  0.353069252451 |\n",
       "| 135376 |   -1.32885517999  |  0.502969753806 | 0.0132317013444 |\n",
       "| 139149 |   0.732267758452  |  -1.24155378389 |  0.654941571847 |\n",
       "| 146791 |  -0.343917069919  |  -1.05251937684 |  -1.15052141643 |\n",
       "| 153870 |  -0.208685370038  | -0.562697170733 | -0.362163572576 |\n",
       "| 167403 | -0.00953417899228 | -0.371165244353 | -0.348090054558 |\n",
       "| 179564 |   1.17919784609   | -0.349650185911 |  0.659046026151 |\n",
       "| 179614 |   1.39051401018   |  1.35689593349  |  0.444021883057 |\n",
       "| 180172 |   0.458458520081  |   1.4990386248  |  -1.77746930363 |\n",
       "| 191161 |   0.562707848632  |  1.63697519467  |  1.47554924815  |\n",
       "+--------+-------------------+-----------------+-----------------+\n",
       "+-----------------+------------------+-----------------+-----------------+\n",
       "|     SBM_map4    |     SBM_map5     |     SBM_map6    |     SBM_map7    |\n",
       "+-----------------+------------------+-----------------+-----------------+\n",
       "| -0.981707117794 |  -1.41997050528  | -0.441321366306 | -0.264191886713 |\n",
       "|  1.12849552784  | -0.0707375646601 |  0.398475558287 | -0.466050924256 |\n",
       "| -0.289215886207 |  0.158316102931  |  0.029165396874 |  1.43924227407  |\n",
       "|  0.76598934392  |  0.923129039823  |  0.674051564005 | -0.492672701601 |\n",
       "|   1.0255706645  |  0.151689595173  | -0.130409633242 |  -1.1059217898  |\n",
       "|  0.994007408226 |  1.11395749016   |  -1.84721832509 |  0.244621410637 |\n",
       "|  1.67388616202  |  1.12508140454   | -0.427052106473 |  0.111783598908 |\n",
       "|  0.134587030097 |  0.51929004594   | -0.859089714679 | -0.464168889292 |\n",
       "|  0.161159484202 | -0.139316168097  |  -3.09961037095 |  0.136310907007 |\n",
       "|  0.296063594313 |  0.275471445383  |  -1.23052193542 |  0.622632724789 |\n",
       "+-----------------+------------------+-----------------+-----------------+\n",
       "+-----------------+------------------+-----------------+-----------------+\n",
       "|     SBM_map8    |    SBM_map10     |    SBM_map13    |    SBM_map17    |\n",
       "+-----------------+------------------+-----------------+-----------------+\n",
       "|  0.711579355163 |  0.641798425283  |  0.339657562213 |  0.137623848034 |\n",
       "| -0.435455048103 |  0.342846874647  | -0.672254090413 |  0.972934189748 |\n",
       "| -0.832815924883 |  1.28546804201   |  -2.13290087908 |  -1.48815313697 |\n",
       "|  1.28238757515  |  -1.9145829051   |  -1.26985098097 |  0.187572799081 |\n",
       "|  0.502029290307 | -0.0977350134638 |  1.56183250622  |  1.96195459334  |\n",
       "|   -1.575155792  |  1.42568634798   |  -1.36923152333 |  0.240539534045 |\n",
       "| -0.690495375288 |  1.51320494455   | 0.0971400890002 |  1.85007879585  |\n",
       "|  0.554182521536 | 0.0647264713694  |  1.00132989092  |  0.51918598925  |\n",
       "|  -0.36930440122 |  1.11271408907   |  0.897520041453 | -0.155556955905 |\n",
       "|  1.16124715979  |  1.07245610984   |  -1.19905852671 | -0.403885015716 |\n",
       "+-----------------+------------------+-----------------+-----------------+\n",
       "+------------------+-----------------+-----------------+-----------------+\n",
       "|    SBM_map22     |    SBM_map26    |    SBM_map28    |    SBM_map32    |\n",
       "+------------------+-----------------+-----------------+-----------------+\n",
       "| 0.0989261736857  |  -0.17955489182 |  -1.25741687948 | -0.426854549975 |\n",
       "|  -0.17794962154  |  0.742952144857 |  1.17550831192  | 0.0838946750835 |\n",
       "|  -0.20282624524  |  2.03408282013  |  0.323567941649 |  -1.67673756748 |\n",
       "| -0.355915059016  | 0.0648527907797 |  0.159363016663 |  -2.01882209986 |\n",
       "| -0.420547833553  |  0.956431276067 | -0.873050145798 |  0.673888482897 |\n",
       "|  -1.61892121983  | -0.591006611526 |  -2.83085200776 |  -1.17336491335 |\n",
       "| -0.565340977717  |  2.69759323487  |  1.58980691949  |   2.1388430244  |\n",
       "| -0.0556990622972 |  0.630009212267 |  0.295620983682 |  0.102675132715 |\n",
       "|  0.700634339272  |  1.37513247152  | -0.304642923169 |  -1.85346056892 |\n",
       "|  0.350680810889  |  1.00396735788  | -0.560231975017 |  1.31328416769  |\n",
       "+------------------+-----------------+-----------------+-----------------+\n",
       "+------------------+-----------------+-----------------+-----------------+-----+\n",
       "|    SBM_map36     |    SBM_map40    |    SBM_map43    |    SBM_map45    | ... |\n",
       "+------------------+-----------------+-----------------+-----------------+-----+\n",
       "|  -1.06210903404  |  0.86606477008  | -0.409747019438 | -0.388249414506 | ... |\n",
       "| 0.0443167847385  |  1.15492412216  |  1.03457411348  | -0.612464440042 | ... |\n",
       "|  0.41474701326   |  0.498361517731 |  -1.21271427243 |  1.24996082095  | ... |\n",
       "| -0.0265551586391 | -0.732960259272 | -0.981925322586 |  0.440148944401 | ... |\n",
       "|  -1.02749562437  | -0.012388509753 |  0.082437209286 |  1.29331194787  | ... |\n",
       "|  1.27721503888   |  -1.62904552566 | -0.355655303911 | -0.679073001263 | ... |\n",
       "|  0.178605909443  | -0.355365452675 | -0.480372408733 |  1.39628953946  | ... |\n",
       "|  1.40872390397   |  0.223731000011 |  0.461464660083 |  0.322156578814 | ... |\n",
       "| 0.0257809372316  |  0.908197906714 |  0.232210060383 | 0.0937878924368 | ... |\n",
       "|  0.494580182268  |  1.52262222212  |  0.726925472298 |  0.60151643495  | ... |\n",
       "+------------------+-----------------+-----------------+-----------------+-----+\n",
       "[86 rows x 33 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sf_morphometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sf = sf_functional.join(sf_morphometry, on=\"Id\")\n",
    "sf = sf.remove_column('Id')   \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sf.save('schizophrenia_clean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from math import sqrt\n",
    "K = int(sqrt(sf.num_rows() / 2.0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Batch size is larger than the input dataset. Switching to an exact Kmeans method.</pre>"
      ],
      "text/plain": [
       "Batch size is larger than the input dataset. Switching to an exact Kmeans method."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Choosing initial cluster centers with Kmeans++.</pre>"
      ],
      "text/plain": [
       "Choosing initial cluster centers with Kmeans++."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Center number | Row index |</pre>"
      ],
      "text/plain": [
       "| Center number | Row index |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 0             | 71        |</pre>"
      ],
      "text/plain": [
       "| 0             | 71        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1             | 10        |</pre>"
      ],
      "text/plain": [
       "| 1             | 10        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 2             | 51        |</pre>"
      ],
      "text/plain": [
       "| 2             | 51        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 3             | 39        |</pre>"
      ],
      "text/plain": [
       "| 3             | 39        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 4             | 74        |</pre>"
      ],
      "text/plain": [
       "| 4             | 74        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 5             | 16        |</pre>"
      ],
      "text/plain": [
       "| 5             | 16        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Starting kmeans model training.</pre>"
      ],
      "text/plain": [
       "Starting kmeans model training."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Assigning points to initial cluster centers.</pre>"
      ],
      "text/plain": [
       "Assigning points to initial cluster centers."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+-------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Iteration | Number of changed assignments |</pre>"
      ],
      "text/plain": [
       "| Iteration | Number of changed assignments |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+-------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1         | 2                             |</pre>"
      ],
      "text/plain": [
       "| 1         | 2                             |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 2         | 2                             |</pre>"
      ],
      "text/plain": [
       "| 2         | 2                             |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 3         | 2                             |</pre>"
      ],
      "text/plain": [
       "| 3         | 2                             |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 4         | 3                             |</pre>"
      ],
      "text/plain": [
       "| 4         | 3                             |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 5         | 2                             |</pre>"
      ],
      "text/plain": [
       "| 5         | 2                             |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 6         | 0                             |</pre>"
      ],
      "text/plain": [
       "| 6         | 0                             |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+-------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans_model = gl.kmeans.create(sf, num_clusters=K)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Class                            : KmeansModel\n",
      "\n",
      "Schema\n",
      "------\n",
      "Number of clusters               : 6\n",
      "Number of examples               : 86\n",
      "Number of feature columns        : 410\n",
      "Number of unpacked features      : 410\n",
      "Row label name                   : row_id\n",
      "\n",
      "Training Summary\n",
      "----------------\n",
      "Training method                  : elkan\n",
      "Number of training iterations    : 6\n",
      "Batch size                       : 86\n",
      "Total training time (seconds)    : 0.169\n",
      "\n",
      "Accessible fields\n",
      "-----------------\n",
      "cluster_id                      : An SFrame containing the cluster assignments.\n",
      "cluster_info                    : An SFrame containing the cluster centers.\n"
     ]
    }
   ],
   "source": [
    "kmeans_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------+-----------+-----------+-----------+-----------+-----+\n",
      "|   FNC37    |   FNC36   |   FNC35   |   FNC34   |   FNC33   | ... |\n",
      "+------------+-----------+-----------+-----------+-----------+-----+\n",
      "|  0.06411   |  0.343235 |  0.10598  |  0.16934  |  0.358625 | ... |\n",
      "|  0.58556   |   0.651   |  0.014214 |  0.28712  |  0.72798  | ... |\n",
      "| 0.2310...  | 0.2986... | 0.4792... | 0.1938... | 0.4520... | ... |\n",
      "| -0.0488356 | 0.1050... | 0.2567... |  0.057615 | 0.3519... | ... |\n",
      "| 0.2201412  | 0.2249... | 0.4239... | 0.1893... | 0.3894... | ... |\n",
      "| 0.1757...  | 0.3565... | 0.4221... | 0.2755... | 0.3773... | ... |\n",
      "+------------+-----------+-----------+-----------+-----------+-----+\n",
      "[6 rows x 413 columns]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "kmeans_model['cluster_info'].print_rows(num_columns=5, max_row_width=80,\n",
    "                                        max_column_width=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
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       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">size</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sum_squared_distance</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">12</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">687.334400177</td>\n",
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       "    <tr>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">16</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">896.83290863</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[6 rows x 3 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tcluster_id\tint\n",
       "\tsize\tint\n",
       "\tsum_squared_distance\tfloat\n",
       "\n",
       "Rows: 6\n",
       "\n",
       "Data:\n",
       "+------------+------+----------------------+\n",
       "| cluster_id | size | sum_squared_distance |\n",
       "+------------+------+----------------------+\n",
       "|     0      |  2   |    56.8594474792     |\n",
       "|     1      |  1   |         0.0          |\n",
       "|     2      |  37  |    1964.76421738     |\n",
       "|     3      |  18  |    927.241329193     |\n",
       "|     4      |  12  |    687.334400177     |\n",
       "|     5      |  16  |     896.83290863     |\n",
       "+------------+------+----------------------+\n",
       "[6 rows x 3 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans_model['cluster_info'][['cluster_id', 'size', 'sum_squared_distance']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">cluster_id</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">distance</th>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.6112985611</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.08062791824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8.74850940704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8.41502189636</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 3 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\trow_id\tint\n",
       "\tcluster_id\tint\n",
       "\tdistance\tfloat\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+--------+------------+---------------+\n",
       "| row_id | cluster_id |    distance   |\n",
       "+--------+------------+---------------+\n",
       "|   0    |     3      | 6.68706798553 |\n",
       "|   1    |     5      |  6.1660027504 |\n",
       "|   2    |     3      | 7.51068305969 |\n",
       "|   3    |     2      | 7.40634584427 |\n",
       "|   4    |     5      |  7.8782286644 |\n",
       "|   5    |     2      | 7.99140024185 |\n",
       "|   6    |     4      |  6.6112985611 |\n",
       "|   7    |     2      | 7.08062791824 |\n",
       "|   8    |     2      | 8.74850940704 |\n",
       "|   9    |     3      | 8.41502189636 |\n",
       "+--------+------------+---------------+\n",
       "[10 rows x 3 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans_model['cluster_id'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype: int\n",
       "Rows: 5\n",
       "[3L, 5L, 3L, 2L, 5L]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_clusters = kmeans_model.predict(sf[:5])\n",
    "new_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Batch size is larger than the input dataset. Switching to an exact Kmeans method.</pre>"
      ],
      "text/plain": [
       "Batch size is larger than the input dataset. Switching to an exact Kmeans method."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Choosing initial cluster centers with Kmeans++.</pre>"
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      "text/plain": [
       "Choosing initial cluster centers with Kmeans++."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Center number | Row index |</pre>"
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      "text/plain": [
       "| Center number | Row index |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 0             | 47        |</pre>"
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      "text/plain": [
       "| 0             | 47        |"
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    },
    {
     "data": {
      "text/html": [
       "<pre>| 1             | 48        |</pre>"
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      "text/plain": [
       "| 1             | 48        |"
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    {
     "data": {
      "text/html": [
       "<pre>| 2             | 34        |</pre>"
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      "text/plain": [
       "| 2             | 34        |"
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    {
     "data": {
      "text/html": [
       "<pre>| 3             | 23        |</pre>"
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      "text/plain": [
       "| 3             | 23        |"
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    {
     "data": {
      "text/html": [
       "<pre>| 4             | 84        |</pre>"
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      "text/plain": [
       "| 4             | 84        |"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 5             | 12        |</pre>"
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      "text/plain": [
       "| 5             | 12        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Starting kmeans model training.</pre>"
      ],
      "text/plain": [
       "Starting kmeans model training."
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "<pre>Assigning points to initial cluster centers.</pre>"
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      "text/plain": [
       "Assigning points to initial cluster centers."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+-------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Iteration | Number of changed assignments |</pre>"
      ],
      "text/plain": [
       "| Iteration | Number of changed assignments |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+-------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1         | 3                             |</pre>"
      ],
      "text/plain": [
       "| 1         | 3                             |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+-------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>WARNING: Clustering did not converge within max_iterations.</pre>"
      ],
      "text/plain": [
       "WARNING: Clustering did not converge within max_iterations."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans_model = gl.kmeans.create(sf, num_clusters=K, max_iterations=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Batch size is larger than the input dataset. Switching to an exact Kmeans method.</pre>"
      ],
      "text/plain": [
       "Batch size is larger than the input dataset. Switching to an exact Kmeans method."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Choosing initial cluster centers with Kmeans++.</pre>"
      ],
      "text/plain": [
       "Choosing initial cluster centers with Kmeans++."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Center number | Row index |</pre>"
      ],
      "text/plain": [
       "| Center number | Row index |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 0             | 4         |</pre>"
      ],
      "text/plain": [
       "| 0             | 4         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1             | 6         |</pre>"
      ],
      "text/plain": [
       "| 1             | 6         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 2             | 10        |</pre>"
      ],
      "text/plain": [
       "| 2             | 10        |"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre>| 3             | 2         |</pre>"
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      "text/plain": [
       "| 3             | 2         |"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 4             | 0         |</pre>"
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      "text/plain": [
       "| 4             | 0         |"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 5             | 11        |</pre>"
      ],
      "text/plain": [
       "| 5             | 11        |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
      ],
      "text/plain": [
       "+---------------+-----------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Assigning points to initial cluster centers.</pre>"
      ],
      "text/plain": [
       "Assigning points to initial cluster centers."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>WARNING: Clustering did not converge within max_iterations.</pre>"
      ],
      "text/plain": [
       "WARNING: Clustering did not converge within max_iterations."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans_sample = gl.kmeans.create(sf.sample(0.2), num_clusters=K,\n",
    "                                 max_iterations=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
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    "my_centers = kmeans_sample['cluster_info']\n"
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   "execution_count": 23,
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   "source": [
    "my_centers = my_centers.remove_columns(['cluster_id', 'size',\n",
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  {
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   "execution_count": 24,
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       "<pre>Batch size is larger than the input dataset. Switching to an exact Kmeans method.</pre>"
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       "Batch size is larger than the input dataset. Switching to an exact Kmeans method."
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       "<pre>Initializing user-provided cluster centers.</pre>"
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       "<pre>Starting kmeans model training.</pre>"
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      "text/html": [
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       "| Iteration | Number of changed assignments |"
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     "data": {
      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
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      "text/html": [
       "<pre>+-----------+-------------------------------+</pre>"
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   "execution_count": 25,
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      "text/html": [
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       "Choosing initial cluster centers with Kmeans++."
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    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
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      "text/plain": [
       "+---------------+-----------+"
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       "<pre>| Center number | Row index |</pre>"
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       "| Center number | Row index |"
      ]
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    },
    {
     "data": {
      "text/html": [
       "<pre>+---------------+-----------+</pre>"
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      "text/plain": [
       "+---------------+-----------+"
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     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "<pre>| 0             | 78        |</pre>"
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       "<pre>+---------------+-----------+</pre>"
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     "data": {
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       "<pre>| Iteration |</pre>"
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   ],
   "source": [
    "kmeans_model = gl.kmeans.create(sf, num_clusters=K, batch_size=30,\n",
    "                                max_iterations=10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
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     "name": "stdout",
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     "text": [
      "Class                            : KmeansModel\n",
      "\n",
      "Schema\n",
      "------\n",
      "Number of clusters               : 6\n",
      "Number of examples               : 86\n",
      "Number of feature columns        : 410\n",
      "Number of unpacked features      : 410\n",
      "Row label name                   : row_id\n",
      "\n",
      "Training Summary\n",
      "----------------\n",
      "Training method                  : minibatch\n",
      "Number of training iterations    : 10\n",
      "Batch size                       : 30\n",
      "Total training time (seconds)    : 0.152\n",
      "\n",
      "Accessible fields\n",
      "-----------------\n",
      "cluster_id                      : An SFrame containing the cluster assignments.\n",
      "cluster_info                    : An SFrame containing the cluster centers.\n"
     ]
    }
   ],
   "source": [
    "kmeans_model.summary()"
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   "cell_type": "code",
   "execution_count": 30,
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