WIDS_dataprep.ipynb

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   "execution_count": 2,
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    {
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     "text": [
      "/usr/lib/python3.6/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n",
      "/usr/lib/python3.6/site-packages/sklearn/grid_search.py:43: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. This module will be removed in 0.20.\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.ensemble import GradientBoostingClassifier  #GBM algorithm\n",
    "from sklearn import cross_validation, metrics   #Additional scklearn functions\n",
    "from sklearn.grid_search import GridSearchCV   #Perforing grid search\n",
    "\n",
    "import xgboost as xgb\n",
    "from xgboost.sklearn import XGBClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "import matplotlib.pylab as plt\n",
    "%matplotlib inline\n",
    "from matplotlib.pylab import rcParams\n",
    "rcParams['figure.figsize'] = 12, 4\n",
    "\n",
    "pd.options.display.max_rows = 999\n",
    "pd.options.display.max_columns = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(18255, 1235)\n"
     ]
    },
    {
     "name": "stderr",
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     "text": [
      "/usr/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (12,49,51,56,91,126,145,163,165,166,167,168,169,171,173,174,176,177,242,244,246,248,252,255,274,290,291,292,294,295,296,332,344,366,374,376,397,414,440,491,620,634,639,642,643,645,710,713,760,769,810,829,929,954,979,1001,1002,1003,1004,1005,1024,1037,1041,1043,1062,1086,1099,1100,1121,1129,1136,1152,1153,1166,1168,1182,1193,1204,1205,1207,1208,1216,1226,1228,1230,1232,1234) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1    9805\n",
       "0    8450\n",
       "Name: is_female, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading and exploring the training dataset\n",
    "train = pd.read_csv(\"/home/digant/workspace/pooja/wids2018/train.csv\")\n",
    "train_rows = train.shape[0]\n",
    "print(train.shape)\n",
    "train['is_female'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
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   "outputs": [
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       "MM2_6                 int64\n",
       "MM2_7                 int64\n",
       "MM2_8                 int64\n",
       "MM2_9                 int64\n",
       "MM2_10                int64\n",
       "MM2_11                int64\n",
       "MM2_12                int64\n",
       "MM2_13                int64\n",
       "MM2_14                int64\n",
       "MM2_15                int64\n",
       "MM2_16                int64\n",
       "MM2_OTHERS           object\n",
       "MM3_1               float64\n",
       "MM3_2               float64\n",
       "MM3_3               float64\n",
       "MM3_4               float64\n",
       "MM3_5               float64\n",
       "MM3_6               float64\n",
       "MM3_7               float64\n",
       "                     ...   \n",
       "MM32_8              float64\n",
       "MM32_9              float64\n",
       "MM32_10             float64\n",
       "MM32_11             float64\n",
       "MM32_12             float64\n",
       "MM32_13             float64\n",
       "MM33                float64\n",
       "MM34                float64\n",
       "MM35                float64\n",
       "MM36_1              float64\n",
       "MM36_2              float64\n",
       "MM36_3              float64\n",
       "MM36_4              float64\n",
       "MM36_5              float64\n",
       "MM36_6              float64\n",
       "MM36_7              float64\n",
       "MM36_8              float64\n",
       "MM36_9              float64\n",
       "MM36_10             float64\n",
       "MM36_11             float64\n",
       "MM36_12             float64\n",
       "MM36_13             float64\n",
       "MM36_14             float64\n",
       "MM36_96             float64\n",
       "MM36_OTHERS          object\n",
       "MM37_1              float64\n",
       "MM37_2              float64\n",
       "MM37_3              float64\n",
       "MM37_4              float64\n",
       "MM37_5              float64\n",
       "MM37_6              float64\n",
       "MM37_7              float64\n",
       "MM37_96             float64\n",
       "MM37_OTHERS          object\n",
       "MM38_1              float64\n",
       "MM38_2              float64\n",
       "MM38_3              float64\n",
       "MM38_4              float64\n",
       "MM38_5              float64\n",
       "MM38_6              float64\n",
       "MM38_7              float64\n",
       "MM38_8              float64\n",
       "MM38_9              float64\n",
       "MM38_10             float64\n",
       "MM38_11             float64\n",
       "MM38_12             float64\n",
       "MM38_13             float64\n",
       "MM38_14             float64\n",
       "MM38_15             float64\n",
       "MM38_16             float64\n",
       "MM38_17             float64\n",
       "MM38_18             float64\n",
       "MM38_96             float64\n",
       "MM38_OTHERS         float64\n",
       "MM40_1              float64\n",
       "MM40_2              float64\n",
       "MM40_3              float64\n",
       "MM40_4              float64\n",
       "MM40_5              float64\n",
       "MM40_6              float64\n",
       "MM40_7              float64\n",
       "MM40_8              float64\n",
       "MM40_9              float64\n",
       "MM40_10             float64\n",
       "MM40_11             float64\n",
       "MM40_12             float64\n",
       "MM40_13             float64\n",
       "MM40_14             float64\n",
       "MM40_15             float64\n",
       "MM40_16             float64\n",
       "MM40_17             float64\n",
       "MM40_18             float64\n",
       "MM40_96             float64\n",
       "MM41                float64\n",
       "MM41_OTHERS          object\n",
       "MM42_1              float64\n",
       "MM42_2              float64\n",
       "MM42_3              float64\n",
       "MM42_4              float64\n",
       "MM42_5              float64\n",
       "MM42_6              float64\n",
       "MMP1_1                int64\n",
       "MMP1_2                int64\n",
       "MMP1_3                int64\n",
       "MMP1_4                int64\n",
       "MMP1_5                int64\n",
       "MMP1_6                int64\n",
       "MMP1_7                int64\n",
       "MMP1_8                int64\n",
       "MMP1_9                int64\n",
       "MMP1_10               int64\n",
       "MMP1_11               int64\n",
       "MMP1_96               int64\n",
       "MMP1_OTHERS          object\n",
       "MMP2_1              float64\n",
       "MMP2_2              float64\n",
       "MMP2_3              float64\n",
       "MMP2_4              float64\n",
       "MMP2_5              float64\n",
       "MMP2_6              float64\n",
       "MMP2_7              float64\n",
       "MMP2_8              float64\n",
       "MMP2_9              float64\n",
       "MMP2_10             float64\n",
       "MMP2_11             float64\n",
       "MMP2_96             float64\n",
       "MMP3_1              float64\n",
       "MMP3_2              float64\n",
       "MMP3_3              float64\n",
       "MMP3_4              float64\n",
       "MMP3_5              float64\n",
       "MMP3_6              float64\n",
       "MMP3_7              float64\n",
       "MMP3_8              float64\n",
       "MMP3_9              float64\n",
       "MMP3_10             float64\n",
       "MMP3_11             float64\n",
       "MMP3_96             float64\n",
       "MMP4_1              float64\n",
       "MMP4_2              float64\n",
       "MMP4_3              float64\n",
       "MMP4_4              float64\n",
       "MMP4_5              float64\n",
       "MMP4_6              float64\n",
       "MMP4_7              float64\n",
       "MMP4_8              float64\n",
       "MMP4_9              float64\n",
       "MMP4_10             float64\n",
       "MMP4_11             float64\n",
       "MMP4_96             float64\n",
       "IFI1_1                int64\n",
       "IFI2_1              float64\n",
       "IFI3_1                int64\n",
       "IFI4_1              float64\n",
       "IFI1_2                int64\n",
       "IFI2_2              float64\n",
       "IFI3_2                int64\n",
       "IFI4_2              float64\n",
       "IFI1_3                int64\n",
       "IFI2_3              float64\n",
       "IFI3_3                int64\n",
       "IFI4_3              float64\n",
       "IFI1_4                int64\n",
       "IFI2_4              float64\n",
       "IFI1_5                int64\n",
       "IFI2_5              float64\n",
       "IFI1_6                int64\n",
       "IFI2_6              float64\n",
       "IFI1_7                int64\n",
       "IFI2_7              float64\n",
       "IFI1_8                int64\n",
       "IFI2_8              float64\n",
       "IFI1_9                int64\n",
       "IFI2_9              float64\n",
       "IFI5_1              float64\n",
       "IFI5_2              float64\n",
       "IFI5_3              float64\n",
       "IFI6_1              float64\n",
       "IFI6_2              float64\n",
       "IFI6_3              float64\n",
       "IFI6_4              float64\n",
       "IFI7_1              float64\n",
       "IFI7_2              float64\n",
       "IFI7_3              float64\n",
       "IFI7_4              float64\n",
       "IFI8_1              float64\n",
       "IFI8_2              float64\n",
       "IFI8_3              float64\n",
       "IFI8_4              float64\n",
       "IFI10_1             float64\n",
       "IFI10_2             float64\n",
       "IFI10_3             float64\n",
       "IFI10_4             float64\n",
       "IFI10_5             float64\n",
       "IFI10_6             float64\n",
       "IFI10_7             float64\n",
       "IFI10_8             float64\n",
       "IFI10_9             float64\n",
       "IFI10_10            float64\n",
       "IFI10_11            float64\n",
       "IFI10_12            float64\n",
       "IFI10_13            float64\n",
       "IFI10_14            float64\n",
       "IFI10_15            float64\n",
       "IFI10_16            float64\n",
       "IFI10_17            float64\n",
       "IFI10_18            float64\n",
       "IFI10_19            float64\n",
       "IFI10_20            float64\n",
       "IFI10_21            float64\n",
       "IFI10_22            float64\n",
       "IFI10_23            float64\n",
       "IFI10_96            float64\n",
       "IFI10_OTHERS         object\n",
       "IFI11_1             float64\n",
       "IFI11_2             float64\n",
       "IFI11_3             float64\n",
       "IFI11_4             float64\n",
       "IFI11_5             float64\n",
       "IFI11_6             float64\n",
       "IFI11_7             float64\n",
       "IFI11_8             float64\n",
       "IFI11_9             float64\n",
       "IFI11_10            float64\n",
       "IFI11_11            float64\n",
       "IFI11_12            float64\n",
       "IFI11_13            float64\n",
       "IFI11_14            float64\n",
       "IFI11_15            float64\n",
       "IFI11_16            float64\n",
       "IFI11_17            float64\n",
       "IFI11_18            float64\n",
       "IFI11_19            float64\n",
       "IFI11_20            float64\n",
       "IFI11_21            float64\n",
       "IFI11_22            float64\n",
       "IFI11_23            float64\n",
       "IFI11_96            float64\n",
       "IFI11_OTHERS         object\n",
       "IFI12_1             float64\n",
       "IFI12_2             float64\n",
       "IFI12_3             float64\n",
       "IFI12_4             float64\n",
       "IFI12_5             float64\n",
       "IFI12_6             float64\n",
       "IFI12_7             float64\n",
       "IFI12_8             float64\n",
       "IFI12_9             float64\n",
       "IFI12_10            float64\n",
       "IFI12_11            float64\n",
       "IFI12_12            float64\n",
       "IFI12_13            float64\n",
       "IFI12_14            float64\n",
       "IFI12_15            float64\n",
       "IFI12_16            float64\n",
       "IFI12_17            float64\n",
       "IFI12_18            float64\n",
       "IFI12_19            float64\n",
       "IFI12_20            float64\n",
       "IFI12_21            float64\n",
       "IFI12_22            float64\n",
       "IFI12_23            float64\n",
       "IFI12_96            float64\n",
       "IFI12_OTHERS         object\n",
       "IFI14_1               int64\n",
       "IFI14_2               int64\n",
       "IFI14_3               int64\n",
       "IFI14_4               int64\n",
       "IFI14_5               int64\n",
       "IFI14_6               int64\n",
       "IFI14_7               int64\n",
       "IFI15_1               int64\n",
       "IFI15_2               int64\n",
       "IFI15_3               int64\n",
       "IFI15_4               int64\n",
       "IFI15_5               int64\n",
       "IFI15_6               int64\n",
       "IFI15_7               int64\n",
       "IFI16_1             float64\n",
       "IFI16_2             float64\n",
       "IFI16_3             float64\n",
       "IFI16_4             float64\n",
       "IFI16_5             float64\n",
       "IFI16_6             float64\n",
       "IFI16_7             float64\n",
       "IFI16_1_OTHERS       object\n",
       "IFI16_2_OTHERS       object\n",
       "IFI16_3_OTHERS       object\n",
       "IFI16_6_OTHERS       object\n",
       "IFI16_7_OTHERS       object\n",
       "IFI17_1             float64\n",
       "IFI17_2             float64\n",
       "IFI17_3             float64\n",
       "IFI17_4             float64\n",
       "IFI17_5             float64\n",
       "IFI17_6             float64\n",
       "IFI17_7             float64\n",
       "IFI18                 int64\n",
       "IFI20_1             float64\n",
       "IFI20_2             float64\n",
       "IFI20_3             float64\n",
       "IFI20_4             float64\n",
       "IFI20_5             float64\n",
       "IFI20_6             float64\n",
       "IFI20_7             float64\n",
       "IFI20_8             float64\n",
       "IFI20_9             float64\n",
       "IFI21               float64\n",
       "IFI21_OTHERS         object\n",
       "IFI22_1             float64\n",
       "IFI22_2             float64\n",
       "IFI22_3             float64\n",
       "IFI22_4             float64\n",
       "IFI22_5             float64\n",
       "IFI22_6             float64\n",
       "IFI22_7             float64\n",
       "IFI22_8             float64\n",
       "IFI22_9             float64\n",
       "IFI23_1             float64\n",
       "IFI23_2             float64\n",
       "IFI24               float64\n",
       "IFI24_OTHERS         object\n",
       "FL1                   int64\n",
       "FL2                 float64\n",
       "FL3                 float64\n",
       "FL3_OTHERS           object\n",
       "FL4                   int64\n",
       "FL4_OTHERS           object\n",
       "FL6_1                 int64\n",
       "FL6_2                 int64\n",
       "FL6_3                 int64\n",
       "FL6_4                 int64\n",
       "FL7_1                 int64\n",
       "FL7_2                 int64\n",
       "FL7_3                 int64\n",
       "FL7_4                 int64\n",
       "FL7_5                 int64\n",
       "FL7_6                 int64\n",
       "FL8_1                 int64\n",
       "FL8_2                 int64\n",
       "FL8_3                 int64\n",
       "FL8_4                 int64\n",
       "FL8_5                 int64\n",
       "FL8_6                 int64\n",
       "FL8_7                 int64\n",
       "FL9A                  int64\n",
       "FL9A_OTHERS          object\n",
       "FL9B                float64\n",
       "FL9B_OTHERS          object\n",
       "FL9C                float64\n",
       "FL10                  int64\n",
       "FL10_OTHERS          object\n",
       "FL11                  int64\n",
       "FL12                  int64\n",
       "FL13                  int64\n",
       "FL14                  int64\n",
       "FL15                  int64\n",
       "FL16                  int64\n",
       "FL17                  int64\n",
       "FL18                  int64\n",
       "FB1_1                 int64\n",
       "FB1_2                 int64\n",
       "FB1_3                 int64\n",
       "FB2                   int64\n",
       "FB3                   int64\n",
       "FB4_1               float64\n",
       "FB4_2               float64\n",
       "FB4_3               float64\n",
       "FB4_4               float64\n",
       "FB4_96              float64\n",
       "FB4_OTHERS           object\n",
       "FB13                  int64\n",
       "FB14                float64\n",
       "FB15                float64\n",
       "FB16_1                int64\n",
       "FB16_2                int64\n",
       "FB16_3                int64\n",
       "FB16_4                int64\n",
       "FB16_5                int64\n",
       "FB16_6                int64\n",
       "FB16_7                int64\n",
       "FB16_8                int64\n",
       "FB16_96               int64\n",
       "FB16_5_OTHERS        object\n",
       "FB16_96_OTHERS       object\n",
       "FB16A_1             float64\n",
       "FB16A_2             float64\n",
       "FB16A_3             float64\n",
       "FB16A_4             float64\n",
       "FB16A_5             float64\n",
       "FB16A_6             float64\n",
       "FB16A_7             float64\n",
       "FB16A_8             float64\n",
       "FB16A_96            float64\n",
       "FB17_1              float64\n",
       "FB17_2              float64\n",
       "FB17_3              float64\n",
       "FB17_4              float64\n",
       "FB17_5              float64\n",
       "FB17_6              float64\n",
       "FB17_7              float64\n",
       "FB17_8              float64\n",
       "FB17_96             float64\n",
       "FB18                  int64\n",
       "FB19                  int64\n",
       "FB19_96_OTHERS       object\n",
       "FB19_6_OTHERS        object\n",
       "FB19A_1               int64\n",
       "FB19A_2               int64\n",
       "FB19A_3               int64\n",
       "FB19A_4               int64\n",
       "FB19A_5               int64\n",
       "FB19A_96              int64\n",
       "FB19A_OTHERS         object\n",
       "FB19B_1             float64\n",
       "FB19B_2             float64\n",
       "FB19B_3             float64\n",
       "FB19B_4             float64\n",
       "FB19B_5             float64\n",
       "FB19B_96            float64\n",
       "FB19B_OTHERS         object\n",
       "FB20                float64\n",
       "FB21                float64\n",
       "FB22_1                int64\n",
       "FB22_2                int64\n",
       "FB22_3                int64\n",
       "FB22_4                int64\n",
       "FB22_5                int64\n",
       "FB22_6                int64\n",
       "FB22_7                int64\n",
       "FB22_8                int64\n",
       "FB22_9                int64\n",
       "FB22_10               int64\n",
       "FB22_11               int64\n",
       "FB22_12               int64\n",
       "FB22_96               int64\n",
       "FB22_7_OTHERS        object\n",
       "FB22_96_OTHERS       object\n",
       "FB23_1              float64\n",
       "FB23_2              float64\n",
       "FB23_3              float64\n",
       "FB23_4              float64\n",
       "FB23_5              float64\n",
       "FB23_6              float64\n",
       "FB23_7              float64\n",
       "FB23_9              float64\n",
       "FB23_10             float64\n",
       "FB23_11             float64\n",
       "FB23_96             float64\n",
       "FB24                float64\n",
       "FB24_OTHERS          object\n",
       "FB25                float64\n",
       "FB25_OTHERS          object\n",
       "FB26_1              float64\n",
       "FB26_2              float64\n",
       "FB26_3              float64\n",
       "FB26_4              float64\n",
       "FB26_5              float64\n",
       "FB26_6              float64\n",
       "FB26_7              float64\n",
       "FB26_8              float64\n",
       "FB26_9              float64\n",
       "FB26_10             float64\n",
       "FB26_11             float64\n",
       "FB26_96             float64\n",
       "FB26_99             float64\n",
       "FB26_OTHERS          object\n",
       "FB27_1                int64\n",
       "FB27_2                int64\n",
       "FB27_3                int64\n",
       "FB27_4                int64\n",
       "FB27_5                int64\n",
       "FB27_6                int64\n",
       "FB27_7                int64\n",
       "FB27_8                int64\n",
       "FB27_9                int64\n",
       "FB27_96               int64\n",
       "FB27_OTHERS          object\n",
       "FB28_1              float64\n",
       "FB28_2              float64\n",
       "FB28_3              float64\n",
       "FB28_4              float64\n",
       "FB28_5              float64\n",
       "FB28_6              float64\n",
       "FB28_7              float64\n",
       "FB28_8              float64\n",
       "FB28_9              float64\n",
       "FB28_96             float64\n",
       "FB28_1_OTHERS        object\n",
       "FB28_2_OTHERS        object\n",
       "FB28_3_OTHERS       float64\n",
       "FB28_4_OTHERS        object\n",
       "FB28_96_OTHERS       object\n",
       "FB29_1                int64\n",
       "FB29_2                int64\n",
       "FB29_3                int64\n",
       "FB29_4                int64\n",
       "FB29_5                int64\n",
       "FB29_6                int64\n",
       "FB29_96               int64\n",
       "FB29_OTHERS          object\n",
       "LN1A                  int64\n",
       "LN1B                  int64\n",
       "LN2_1                 int64\n",
       "LN2_2                 int64\n",
       "LN2_3                 int64\n",
       "LN2_4                 int64\n",
       "LN2_RIndLngBEOth     object\n",
       "LN2_WIndLngBEOth     object\n",
       "GN1                 float64\n",
       "GN1_OTHERS           object\n",
       "GN2                   int64\n",
       "GN2_OTHERS           object\n",
       "GN3                   int64\n",
       "GN3_OTHERS           object\n",
       "GN4                   int64\n",
       "GN4_OTHERS           object\n",
       "GN5                   int64\n",
       "GN5_OTHERS           object\n",
       "Length: 1235, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# % of missing rows in each column\n",
    "missin = pd.DataFrame(train.isnull().sum()/train_rows*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
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       "  <tbody>\n",
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       "      <th>AA5</th>\n",
       "      <td>69.033142</td>\n",
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       "    <tr>\n",
       "      <th>DG3A_OTHERS</th>\n",
       "      <td>99.726102</td>\n",
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       "    <tr>\n",
       "      <th>DG4_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG9b</th>\n",
       "      <td>54.878116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG9c</th>\n",
       "      <td>62.728020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG10b</th>\n",
       "      <td>54.878116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG10c</th>\n",
       "      <td>62.728020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG11b</th>\n",
       "      <td>63.971515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG11c</th>\n",
       "      <td>70.457409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG12B_1</th>\n",
       "      <td>65.746371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG12B_2</th>\n",
       "      <td>65.746371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG12C_1</th>\n",
       "      <td>72.078882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG12C_2</th>\n",
       "      <td>72.078882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_1</th>\n",
       "      <td>80.476582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_2</th>\n",
       "      <td>80.476582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_3</th>\n",
       "      <td>80.476582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_4</th>\n",
       "      <td>80.476582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_5</th>\n",
       "      <td>80.476582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_96</th>\n",
       "      <td>80.476582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_7</th>\n",
       "      <td>80.476582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG13_OTHERS</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG14</th>\n",
       "      <td>95.907970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DG14_OTHERS</th>\n",
       "      <td>99.819228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL1_OTHERS</th>\n",
       "      <td>98.460696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL2</th>\n",
       "      <td>50.709395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL2_23_OTHERS</th>\n",
       "      <td>99.441249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL2_96_OTHERS</th>\n",
       "      <td>98.718159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL3</th>\n",
       "      <td>50.709395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL4_OTHERS</th>\n",
       "      <td>98.312791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL7</th>\n",
       "      <td>60.175294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL8</th>\n",
       "      <td>60.175294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL12</th>\n",
       "      <td>86.633799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL12_OTHERS</th>\n",
       "      <td>99.906875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL13</th>\n",
       "      <td>99.391947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL27</th>\n",
       "      <td>78.137497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL28</th>\n",
       "      <td>80.131471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DL28_OTHERS</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_1</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_2</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_3</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_4</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_5</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_6</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_7</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_8</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_9</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_10</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_11</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_12</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_13</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_14</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_15</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_16</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_96</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_99</th>\n",
       "      <td>85.702547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P1_OTHERS</th>\n",
       "      <td>99.600110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_1</th>\n",
       "      <td>96.981649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_2</th>\n",
       "      <td>99.874007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_3</th>\n",
       "      <td>99.923309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_4</th>\n",
       "      <td>99.583676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_5</th>\n",
       "      <td>99.890441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_6</th>\n",
       "      <td>99.742536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_7</th>\n",
       "      <td>95.995618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_8</th>\n",
       "      <td>98.411394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_9</th>\n",
       "      <td>97.836209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_10</th>\n",
       "      <td>99.764448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_11</th>\n",
       "      <td>98.663380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_12</th>\n",
       "      <td>99.698713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_13</th>\n",
       "      <td>98.608600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_14</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_15</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_16</th>\n",
       "      <td>99.846617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_96</th>\n",
       "      <td>99.600110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_1_OTHERS</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_2_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_4_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_6_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_7_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_8_OTHERS</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_9_OTHERS</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_10_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_11_OTHERS</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_12_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_13_OTHERS</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_14_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_15_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_16_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P2_96_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_1</th>\n",
       "      <td>96.981649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_2</th>\n",
       "      <td>99.874007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_3</th>\n",
       "      <td>99.923309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_4</th>\n",
       "      <td>99.583676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_5</th>\n",
       "      <td>99.890441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_6</th>\n",
       "      <td>99.742536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_7</th>\n",
       "      <td>95.995618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_8</th>\n",
       "      <td>98.411394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_9</th>\n",
       "      <td>97.836209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_10</th>\n",
       "      <td>99.764448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_11</th>\n",
       "      <td>98.663380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_12</th>\n",
       "      <td>99.698713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_13</th>\n",
       "      <td>98.608600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_14</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_15</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_16</th>\n",
       "      <td>99.846617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P3_96</th>\n",
       "      <td>99.600110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_1</th>\n",
       "      <td>96.981649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_2</th>\n",
       "      <td>99.874007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_3</th>\n",
       "      <td>99.923309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_4</th>\n",
       "      <td>99.583676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_5</th>\n",
       "      <td>99.890441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_6</th>\n",
       "      <td>99.742536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_7</th>\n",
       "      <td>95.995618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_8</th>\n",
       "      <td>98.411394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_9</th>\n",
       "      <td>97.836209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_10</th>\n",
       "      <td>99.764448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_11</th>\n",
       "      <td>98.663380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_12</th>\n",
       "      <td>99.698713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_13</th>\n",
       "      <td>98.608600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_14</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_15</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_16</th>\n",
       "      <td>99.846617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P4_96</th>\n",
       "      <td>99.600110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_1</th>\n",
       "      <td>96.981649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_2</th>\n",
       "      <td>99.874007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_3</th>\n",
       "      <td>99.923309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_4</th>\n",
       "      <td>99.583676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_5</th>\n",
       "      <td>99.890441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_6</th>\n",
       "      <td>99.742536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_7</th>\n",
       "      <td>95.995618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_8</th>\n",
       "      <td>98.411394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_9</th>\n",
       "      <td>97.836209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_10</th>\n",
       "      <td>99.764448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_11</th>\n",
       "      <td>98.663380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_12</th>\n",
       "      <td>99.698713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_13</th>\n",
       "      <td>98.608600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_14</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_15</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_16</th>\n",
       "      <td>99.846617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G2P5_96</th>\n",
       "      <td>99.600110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT3_1</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT3_2</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT3_3</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT4_1</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT4_2</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT4_3</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT4_4</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT4_5</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT4_6</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT5</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT5_OTHERS</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT6</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT6_OTHERS</th>\n",
       "      <td>99.939743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT6A</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT6A_OTHERS</th>\n",
       "      <td>99.863051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT6B</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT6B_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT6C</th>\n",
       "      <td>51.125719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT7A</th>\n",
       "      <td>82.689674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT7A_OTHERS</th>\n",
       "      <td>99.917831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT8</th>\n",
       "      <td>82.689674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT9</th>\n",
       "      <td>66.184607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT9_OTHERS</th>\n",
       "      <td>99.884963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT11</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_1</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_2</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_3</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_4</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_5</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_6</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_7</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_8</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_9</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_10</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_11</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_12</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_13</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_14</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_96</th>\n",
       "      <td>61.588606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_99</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT12_OTHERS</th>\n",
       "      <td>99.879485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_1</th>\n",
       "      <td>96.806354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_2</th>\n",
       "      <td>85.434128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_3</th>\n",
       "      <td>97.534922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_4</th>\n",
       "      <td>98.855108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_5</th>\n",
       "      <td>99.797316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_6</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_7</th>\n",
       "      <td>90.780608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_8</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_9</th>\n",
       "      <td>98.619556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_10</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_11</th>\n",
       "      <td>91.377705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_12</th>\n",
       "      <td>99.819228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_13</th>\n",
       "      <td>98.904410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_14</th>\n",
       "      <td>99.884963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_96</th>\n",
       "      <td>99.879485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_1_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_2_OTHERS</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_3_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_4_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_7_OTHERS</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_9_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_11_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT13_96_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_1</th>\n",
       "      <td>96.806354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_2</th>\n",
       "      <td>85.434128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_3</th>\n",
       "      <td>97.534922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_4</th>\n",
       "      <td>98.855108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_5</th>\n",
       "      <td>99.797316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_6</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_7</th>\n",
       "      <td>90.780608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_8</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_9</th>\n",
       "      <td>98.619556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_10</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_11</th>\n",
       "      <td>91.377705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_12</th>\n",
       "      <td>99.819228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_13</th>\n",
       "      <td>98.904410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_14</th>\n",
       "      <td>99.884963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_96</th>\n",
       "      <td>99.879485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_3_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_5_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14_7_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_1</th>\n",
       "      <td>96.806354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_2</th>\n",
       "      <td>85.434128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_3</th>\n",
       "      <td>97.534922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_4</th>\n",
       "      <td>98.855108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_5</th>\n",
       "      <td>99.797316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_6</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_7</th>\n",
       "      <td>90.780608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_8</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_9</th>\n",
       "      <td>98.619556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_10</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_11</th>\n",
       "      <td>91.377705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_12</th>\n",
       "      <td>99.819228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_13</th>\n",
       "      <td>98.904410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_14</th>\n",
       "      <td>99.884963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14A_96</th>\n",
       "      <td>99.879485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14B</th>\n",
       "      <td>96.258559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14B_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14C_1</th>\n",
       "      <td>61.818680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14C_2</th>\n",
       "      <td>61.818680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14C_3</th>\n",
       "      <td>61.818680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT14C_4</th>\n",
       "      <td>61.818680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT16_1</th>\n",
       "      <td>81.106546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT16_2</th>\n",
       "      <td>81.106546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT16_3</th>\n",
       "      <td>81.106546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT16_4</th>\n",
       "      <td>81.106546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT16_96</th>\n",
       "      <td>81.106546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT16_99</th>\n",
       "      <td>81.106546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT16_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT18_OTHERS</th>\n",
       "      <td>99.693235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT18A_1</th>\n",
       "      <td>66.184607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT18A_2</th>\n",
       "      <td>66.184607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT18A_3</th>\n",
       "      <td>66.184607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT18A_4</th>\n",
       "      <td>66.184607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF2A_OTHERS</th>\n",
       "      <td>99.342646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF3</th>\n",
       "      <td>62.974528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF3_OTHERS</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF4</th>\n",
       "      <td>62.974528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF7_OTHERS</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_1</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_2</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_3</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_4</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_5</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_6</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_7</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF8_96</th>\n",
       "      <td>97.923856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF10_OTHERS</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF14_OTHERS</th>\n",
       "      <td>99.857573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_1</th>\n",
       "      <td>61.955629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_2</th>\n",
       "      <td>54.708299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_3</th>\n",
       "      <td>98.855108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_4</th>\n",
       "      <td>98.866064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_5</th>\n",
       "      <td>99.156396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_6</th>\n",
       "      <td>99.452205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_7</th>\n",
       "      <td>99.780882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_8</th>\n",
       "      <td>99.764448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_9</th>\n",
       "      <td>99.216653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_10</th>\n",
       "      <td>99.331690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_11</th>\n",
       "      <td>98.871542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_12</th>\n",
       "      <td>99.791838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_13</th>\n",
       "      <td>99.874007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_14</th>\n",
       "      <td>99.764448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_15</th>\n",
       "      <td>99.282388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_16</th>\n",
       "      <td>99.238565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_17</th>\n",
       "      <td>99.797316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_18</th>\n",
       "      <td>99.534374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_19</th>\n",
       "      <td>99.928787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_20</th>\n",
       "      <td>99.216653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_21</th>\n",
       "      <td>99.748014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_22</th>\n",
       "      <td>99.605588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_23</th>\n",
       "      <td>97.441797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF16_96</th>\n",
       "      <td>99.857573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FF20</th>\n",
       "      <td>99.282388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM2_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM3_15</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM3_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_1</th>\n",
       "      <td>98.000548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_2</th>\n",
       "      <td>95.053410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_3</th>\n",
       "      <td>99.528896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_4</th>\n",
       "      <td>99.627499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_5</th>\n",
       "      <td>99.627499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_6</th>\n",
       "      <td>98.898932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_7</th>\n",
       "      <td>99.687757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_8</th>\n",
       "      <td>99.386469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_9</th>\n",
       "      <td>99.758970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_10</th>\n",
       "      <td>99.665845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_11</th>\n",
       "      <td>99.287866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_12</th>\n",
       "      <td>99.589154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_13</th>\n",
       "      <td>97.244591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_14</th>\n",
       "      <td>99.463161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_15</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM4_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_1</th>\n",
       "      <td>99.912353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_2</th>\n",
       "      <td>99.627499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_3</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_4</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_5</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_6</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_7</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_8</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_9</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_10</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_11</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_12</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_13</th>\n",
       "      <td>99.824706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_14</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_15</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_1</th>\n",
       "      <td>99.912353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_2</th>\n",
       "      <td>99.627499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_3</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_4</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_5</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_6</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_7</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_8</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_9</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_10</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_11</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_12</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_13</th>\n",
       "      <td>99.824706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_14</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_15</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM5A_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_1</th>\n",
       "      <td>98.000548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_2</th>\n",
       "      <td>95.053410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_3</th>\n",
       "      <td>99.528896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_4</th>\n",
       "      <td>99.627499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_5</th>\n",
       "      <td>99.627499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_6</th>\n",
       "      <td>98.898932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_7</th>\n",
       "      <td>99.687757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_8</th>\n",
       "      <td>99.386469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_9</th>\n",
       "      <td>99.758970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_10</th>\n",
       "      <td>99.665845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_11</th>\n",
       "      <td>99.287866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_12</th>\n",
       "      <td>99.589154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_13</th>\n",
       "      <td>97.244591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_14</th>\n",
       "      <td>99.463161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_15</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM6_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_1</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_2</th>\n",
       "      <td>99.808272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_3</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_4</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_5</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_6</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_7</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_8</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_9</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_10</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_11</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_12</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_13</th>\n",
       "      <td>99.912353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_14</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_15</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM7_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_1</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_2</th>\n",
       "      <td>99.786360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_3</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_4</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_5</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_6</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_7</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_8</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_9</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_10</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_11</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_12</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_13</th>\n",
       "      <td>99.895919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_14</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_15</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM8_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM9</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM9A</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_7</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_8</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_9</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_96</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10A_99</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM10B</th>\n",
       "      <td>99.594632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_1</th>\n",
       "      <td>99.912353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_2</th>\n",
       "      <td>99.627499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_2_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_3</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_4</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_5</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_5_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_6</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_7</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_8</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_9</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_10</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_11</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_11_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_12</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_13</th>\n",
       "      <td>99.824706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_13_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_14</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_15</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM11_16</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM12</th>\n",
       "      <td>94.122158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM12_OTHERS</th>\n",
       "      <td>99.934265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM12_REC</th>\n",
       "      <td>94.127636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM13</th>\n",
       "      <td>99.720624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM13_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM13_REC</th>\n",
       "      <td>99.720624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM14</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM14_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_7</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_8</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_9</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_10</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_11</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_12</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_13</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_14</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_15</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_16</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_17</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_18</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_19</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_20</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_21</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_22</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_23</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_96</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM15_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_1</th>\n",
       "      <td>99.643933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_2</th>\n",
       "      <td>99.748014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_3</th>\n",
       "      <td>99.884963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_4</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_5</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_6</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_7</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_8</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_9</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_10</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_11</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_12</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_13</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_14</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_15</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_16</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_17</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_18</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_19</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_20</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_21</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_22</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_23</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17_96</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM17A</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM18</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM19</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM20</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM21</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM23</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_7</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_8</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_96</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM24_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM25</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM28</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM28_OTHERS</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM29</th>\n",
       "      <td>99.545330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM30</th>\n",
       "      <td>99.917831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_7</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_8</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_9</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_10</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_11</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_12</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM31_13</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_1</th>\n",
       "      <td>99.649411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_2</th>\n",
       "      <td>99.802794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_3</th>\n",
       "      <td>99.720624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_4</th>\n",
       "      <td>99.704191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_5</th>\n",
       "      <td>99.819228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_6</th>\n",
       "      <td>99.830184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_7</th>\n",
       "      <td>99.841139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_8</th>\n",
       "      <td>99.665845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_9</th>\n",
       "      <td>99.737058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_10</th>\n",
       "      <td>99.753492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_11</th>\n",
       "      <td>99.775404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_12</th>\n",
       "      <td>99.758970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM32_13</th>\n",
       "      <td>99.720624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM33</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM34</th>\n",
       "      <td>99.791838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM35</th>\n",
       "      <td>99.791838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_7</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_8</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_9</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_10</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_11</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_12</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_13</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_14</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_96</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM36_OTHERS</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_7</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_96</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM37_OTHERS</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_7</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_8</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_9</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_10</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_11</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_12</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_13</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_14</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_15</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_16</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_17</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_18</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_96</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM38_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_1</th>\n",
       "      <td>99.857573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_2</th>\n",
       "      <td>99.928787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_3</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_4</th>\n",
       "      <td>99.895919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_5</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_6</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_7</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_8</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_9</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_10</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_11</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_12</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_13</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_14</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_15</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_16</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_17</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_18</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM40_96</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM41</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM41_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM42_1</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM42_2</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM42_3</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM42_4</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM42_5</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MM42_6</th>\n",
       "      <td>99.304300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP1_OTHERS</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_1</th>\n",
       "      <td>98.772939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_2</th>\n",
       "      <td>99.835661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_3</th>\n",
       "      <td>99.846617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_4</th>\n",
       "      <td>99.786360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_5</th>\n",
       "      <td>99.967132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_6</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_7</th>\n",
       "      <td>99.934265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_8</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_9</th>\n",
       "      <td>99.923309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_10</th>\n",
       "      <td>99.939743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_11</th>\n",
       "      <td>99.939743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP2_96</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_1</th>\n",
       "      <td>98.942755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_2</th>\n",
       "      <td>99.863051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_3</th>\n",
       "      <td>99.879485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_4</th>\n",
       "      <td>99.819228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_5</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_6</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_7</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_8</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_9</th>\n",
       "      <td>99.934265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_10</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_11</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP3_96</th>\n",
       "      <td>99.983566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_1</th>\n",
       "      <td>99.753492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_2</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_3</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_4</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_5</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_6</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_7</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_8</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_9</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_10</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_11</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMP4_96</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_1</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI4_1</th>\n",
       "      <td>98.685292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_2</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI4_2</th>\n",
       "      <td>97.567790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_3</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI4_3</th>\n",
       "      <td>95.683374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_4</th>\n",
       "      <td>99.791838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_5</th>\n",
       "      <td>94.144070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_6</th>\n",
       "      <td>99.769926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_7</th>\n",
       "      <td>96.499589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_8</th>\n",
       "      <td>99.342646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI2_9</th>\n",
       "      <td>99.583676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI5_1</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI5_2</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI5_3</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI6_1</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI6_2</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI6_3</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI6_4</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI7_1</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI7_2</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI7_3</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI7_4</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI8_1</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI8_2</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI8_3</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI8_4</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_1</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_2</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_3</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_4</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_5</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_6</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_7</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_8</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_9</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_10</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_11</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_12</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_13</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_14</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_15</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_16</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_17</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_18</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_19</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_20</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_21</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_22</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_23</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_96</th>\n",
       "      <td>98.378526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI10_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_1</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_2</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_3</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_4</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_5</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_6</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_7</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_8</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_9</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_10</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_11</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_12</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_13</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_14</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_15</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_16</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_17</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_18</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_19</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_20</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_21</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_22</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_23</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_96</th>\n",
       "      <td>97.282936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI11_OTHERS</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_1</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_2</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_3</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_4</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_5</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_6</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_7</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_8</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_9</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_10</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_11</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_12</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_13</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_14</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_15</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_16</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_17</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_18</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_19</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_20</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_21</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_22</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_23</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_96</th>\n",
       "      <td>95.212271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI12_OTHERS</th>\n",
       "      <td>99.950698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_3</th>\n",
       "      <td>79.835661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_4</th>\n",
       "      <td>89.427554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_5</th>\n",
       "      <td>89.652150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_6</th>\n",
       "      <td>89.608326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_7</th>\n",
       "      <td>84.294714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_1_OTHERS</th>\n",
       "      <td>99.895919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_2_OTHERS</th>\n",
       "      <td>99.928787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_3_OTHERS</th>\n",
       "      <td>99.978088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_6_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI16_7_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI17_3</th>\n",
       "      <td>79.835661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI17_4</th>\n",
       "      <td>89.427554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI17_5</th>\n",
       "      <td>89.652150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI17_6</th>\n",
       "      <td>89.608326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI17_7</th>\n",
       "      <td>84.294714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_1</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_2</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_3</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_4</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_5</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_6</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_7</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_8</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI20_9</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI21</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI21_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_1</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_2</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_3</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_4</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_5</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_6</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_7</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_8</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI22_9</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI23_1</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI23_2</th>\n",
       "      <td>92.560942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFI24_OTHERS</th>\n",
       "      <td>99.956176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL3_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL4_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL9A_OTHERS</th>\n",
       "      <td>98.942755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL9B_OTHERS</th>\n",
       "      <td>99.227609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL10_OTHERS</th>\n",
       "      <td>99.293344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB4_1</th>\n",
       "      <td>75.765544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB4_2</th>\n",
       "      <td>75.765544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB4_3</th>\n",
       "      <td>75.765544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB4_4</th>\n",
       "      <td>75.765544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB4_96</th>\n",
       "      <td>75.765544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB4_OTHERS</th>\n",
       "      <td>99.671323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB14</th>\n",
       "      <td>75.173925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB15</th>\n",
       "      <td>75.173925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16_5_OTHERS</th>\n",
       "      <td>99.912353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16_96_OTHERS</th>\n",
       "      <td>99.901397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_1</th>\n",
       "      <td>91.815941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_2</th>\n",
       "      <td>98.586689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_3</th>\n",
       "      <td>99.496028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_4</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_5</th>\n",
       "      <td>99.912353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_6</th>\n",
       "      <td>96.817310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_7</th>\n",
       "      <td>91.432484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_8</th>\n",
       "      <td>84.765818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB16A_96</th>\n",
       "      <td>99.901397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_1</th>\n",
       "      <td>91.815941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_2</th>\n",
       "      <td>98.586689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_3</th>\n",
       "      <td>99.496028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_4</th>\n",
       "      <td>99.945220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_5</th>\n",
       "      <td>99.912353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_6</th>\n",
       "      <td>96.817310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_7</th>\n",
       "      <td>91.432484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_8</th>\n",
       "      <td>84.765818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB17_96</th>\n",
       "      <td>99.901397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB19_96_OTHERS</th>\n",
       "      <td>99.468639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB19_6_OTHERS</th>\n",
       "      <td>98.898932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB19A_OTHERS</th>\n",
       "      <td>99.654889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB19B_OTHERS</th>\n",
       "      <td>99.769926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB21</th>\n",
       "      <td>93.448370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB22_7_OTHERS</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB22_96_OTHERS</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_1</th>\n",
       "      <td>69.646672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_2</th>\n",
       "      <td>99.479595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_3</th>\n",
       "      <td>98.734593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_4</th>\n",
       "      <td>98.466174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_5</th>\n",
       "      <td>99.917831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_6</th>\n",
       "      <td>99.917831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_7</th>\n",
       "      <td>99.972610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_9</th>\n",
       "      <td>97.463709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_10</th>\n",
       "      <td>96.883046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_11</th>\n",
       "      <td>99.649411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB23_96</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB24_OTHERS</th>\n",
       "      <td>99.748014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB25</th>\n",
       "      <td>93.475760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB25_OTHERS</th>\n",
       "      <td>99.874007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_1</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_2</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_3</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_4</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_5</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_6</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_7</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_8</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_9</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_10</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_11</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_96</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_99</th>\n",
       "      <td>54.324843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB26_OTHERS</th>\n",
       "      <td>99.852095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB27_OTHERS</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_1</th>\n",
       "      <td>98.110107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_2</th>\n",
       "      <td>92.100794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_3</th>\n",
       "      <td>98.016982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_4</th>\n",
       "      <td>99.545330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_5</th>\n",
       "      <td>99.857573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_6</th>\n",
       "      <td>99.923309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_7</th>\n",
       "      <td>99.874007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_8</th>\n",
       "      <td>99.917831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_9</th>\n",
       "      <td>99.068748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_96</th>\n",
       "      <td>99.961654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_1_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_2_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_3_OTHERS</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_4_OTHERS</th>\n",
       "      <td>99.989044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB28_96_OTHERS</th>\n",
       "      <td>99.994522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FB29_OTHERS</th>\n",
       "      <td>99.638455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GN1_OTHERS</th>\n",
       "      <td>99.676801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GN2_OTHERS</th>\n",
       "      <td>99.572720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GN3_OTHERS</th>\n",
       "      <td>99.545330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GN4_OTHERS</th>\n",
       "      <td>99.528896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GN5_OTHERS</th>\n",
       "      <td>99.583676</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         0\n",
       "AA5              69.033142\n",
       "DG3A_OTHERS      99.726102\n",
       "DG4_OTHERS      100.000000\n",
       "DG9b             54.878116\n",
       "DG9c             62.728020\n",
       "DG10b            54.878116\n",
       "DG10c            62.728020\n",
       "DG11b            63.971515\n",
       "DG11c            70.457409\n",
       "DG12B_1          65.746371\n",
       "DG12B_2          65.746371\n",
       "DG12C_1          72.078882\n",
       "DG12C_2          72.078882\n",
       "DG13_1           80.476582\n",
       "DG13_2           80.476582\n",
       "DG13_3           80.476582\n",
       "DG13_4           80.476582\n",
       "DG13_5           80.476582\n",
       "DG13_96          80.476582\n",
       "DG13_7           80.476582\n",
       "DG13_OTHERS      99.950698\n",
       "DG14             95.907970\n",
       "DG14_OTHERS      99.819228\n",
       "DL1_OTHERS       98.460696\n",
       "DL2              50.709395\n",
       "DL2_23_OTHERS    99.441249\n",
       "DL2_96_OTHERS    98.718159\n",
       "DL3              50.709395\n",
       "DL4_OTHERS       98.312791\n",
       "DL7              60.175294\n",
       "DL8              60.175294\n",
       "DL12             86.633799\n",
       "DL12_OTHERS      99.906875\n",
       "DL13             99.391947\n",
       "DL27             78.137497\n",
       "DL28             80.131471\n",
       "DL28_OTHERS      99.967132\n",
       "G2P1_1           85.702547\n",
       "G2P1_2           85.702547\n",
       "G2P1_3           85.702547\n",
       "G2P1_4           85.702547\n",
       "G2P1_5           85.702547\n",
       "G2P1_6           85.702547\n",
       "G2P1_7           85.702547\n",
       "G2P1_8           85.702547\n",
       "G2P1_9           85.702547\n",
       "G2P1_10          85.702547\n",
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       "MM32_1           99.649411\n",
       "MM32_2           99.802794\n",
       "MM32_3           99.720624\n",
       "MM32_4           99.704191\n",
       "MM32_5           99.819228\n",
       "MM32_6           99.830184\n",
       "MM32_7           99.841139\n",
       "MM32_8           99.665845\n",
       "MM32_9           99.737058\n",
       "MM32_10          99.753492\n",
       "MM32_11          99.775404\n",
       "MM32_12          99.758970\n",
       "MM32_13          99.720624\n",
       "MM33             99.304300\n",
       "MM34             99.791838\n",
       "MM35             99.791838\n",
       "MM36_1           99.304300\n",
       "MM36_2           99.304300\n",
       "MM36_3           99.304300\n",
       "MM36_4           99.304300\n",
       "MM36_5           99.304300\n",
       "MM36_6           99.304300\n",
       "MM36_7           99.304300\n",
       "MM36_8           99.304300\n",
       "MM36_9           99.304300\n",
       "MM36_10          99.304300\n",
       "MM36_11          99.304300\n",
       "MM36_12          99.304300\n",
       "MM36_13          99.304300\n",
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       "MM36_96          99.304300\n",
       "MM36_OTHERS      99.972610\n",
       "MM37_1           99.304300\n",
       "MM37_2           99.304300\n",
       "MM37_3           99.304300\n",
       "MM37_4           99.304300\n",
       "MM37_5           99.304300\n",
       "MM37_6           99.304300\n",
       "MM37_7           99.304300\n",
       "MM37_96          99.304300\n",
       "MM37_OTHERS      99.978088\n",
       "MM38_1           99.304300\n",
       "MM38_2           99.304300\n",
       "MM38_3           99.304300\n",
       "MM38_4           99.304300\n",
       "MM38_5           99.304300\n",
       "MM38_6           99.304300\n",
       "MM38_7           99.304300\n",
       "MM38_8           99.304300\n",
       "MM38_9           99.304300\n",
       "MM38_10          99.304300\n",
       "MM38_11          99.304300\n",
       "MM38_12          99.304300\n",
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       "MM38_14          99.304300\n",
       "MM38_15          99.304300\n",
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       "MM38_17          99.304300\n",
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       "MM38_96          99.304300\n",
       "MM38_OTHERS     100.000000\n",
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       "MM40_14         100.000000\n",
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       "MM40_16          99.983566\n",
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       "MM40_18          99.978088\n",
       "MM40_96         100.000000\n",
       "MM41             99.304300\n",
       "MM41_OTHERS      99.994522\n",
       "MM42_1           99.304300\n",
       "MM42_2           99.304300\n",
       "MM42_3           99.304300\n",
       "MM42_4           99.304300\n",
       "MM42_5           99.304300\n",
       "MM42_6           99.304300\n",
       "MMP1_OTHERS      99.978088\n",
       "MMP2_1           98.772939\n",
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       "MMP2_3           99.846617\n",
       "MMP2_4           99.786360\n",
       "MMP2_5           99.967132\n",
       "MMP2_6           99.950698\n",
       "MMP2_7           99.934265\n",
       "MMP2_8           99.972610\n",
       "MMP2_9           99.923309\n",
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       "MMP2_11          99.939743\n",
       "MMP2_96          99.978088\n",
       "MMP3_1           98.942755\n",
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       "MMP3_3           99.879485\n",
       "MMP3_4           99.819228\n",
       "MMP3_5           99.972610\n",
       "MMP3_6           99.956176\n",
       "MMP3_7           99.945220\n",
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       "MMP3_9           99.934265\n",
       "MMP3_10          99.950698\n",
       "MMP3_11          99.956176\n",
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       "MMP4_1           99.753492\n",
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       "MMP4_3           99.989044\n",
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       "MMP4_7          100.000000\n",
       "MMP4_8          100.000000\n",
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       "MMP4_10          99.994522\n",
       "MMP4_11          99.989044\n",
       "MMP4_96         100.000000\n",
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       "IFI4_1           98.685292\n",
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       "IFI4_3           95.683374\n",
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       "IFI2_8           99.342646\n",
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       "IFI5_1           98.378526\n",
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       "IFI5_3           95.212271\n",
       "IFI6_1           98.378526\n",
       "IFI6_2           98.378526\n",
       "IFI6_3           98.378526\n",
       "IFI6_4           98.378526\n",
       "IFI7_1           97.282936\n",
       "IFI7_2           97.282936\n",
       "IFI7_3           97.282936\n",
       "IFI7_4           97.282936\n",
       "IFI8_1           95.212271\n",
       "IFI8_2           95.212271\n",
       "IFI8_3           95.212271\n",
       "IFI8_4           95.212271\n",
       "IFI10_1          98.378526\n",
       "IFI10_2          98.378526\n",
       "IFI10_3          98.378526\n",
       "IFI10_4          98.378526\n",
       "IFI10_5          98.378526\n",
       "IFI10_6          98.378526\n",
       "IFI10_7          98.378526\n",
       "IFI10_8          98.378526\n",
       "IFI10_9          98.378526\n",
       "IFI10_10         98.378526\n",
       "IFI10_11         98.378526\n",
       "IFI10_12         98.378526\n",
       "IFI10_13         98.378526\n",
       "IFI10_14         98.378526\n",
       "IFI10_15         98.378526\n",
       "IFI10_16         98.378526\n",
       "IFI10_17         98.378526\n",
       "IFI10_18         98.378526\n",
       "IFI10_19         98.378526\n",
       "IFI10_20         98.378526\n",
       "IFI10_21         98.378526\n",
       "IFI10_22         98.378526\n",
       "IFI10_23         98.378526\n",
       "IFI10_96         98.378526\n",
       "IFI10_OTHERS     99.994522\n",
       "IFI11_1          97.282936\n",
       "IFI11_2          97.282936\n",
       "IFI11_3          97.282936\n",
       "IFI11_4          97.282936\n",
       "IFI11_5          97.282936\n",
       "IFI11_6          97.282936\n",
       "IFI11_7          97.282936\n",
       "IFI11_8          97.282936\n",
       "IFI11_9          97.282936\n",
       "IFI11_10         97.282936\n",
       "IFI11_11         97.282936\n",
       "IFI11_12         97.282936\n",
       "IFI11_13         97.282936\n",
       "IFI11_14         97.282936\n",
       "IFI11_15         97.282936\n",
       "IFI11_16         97.282936\n",
       "IFI11_17         97.282936\n",
       "IFI11_18         97.282936\n",
       "IFI11_19         97.282936\n",
       "IFI11_20         97.282936\n",
       "IFI11_21         97.282936\n",
       "IFI11_22         97.282936\n",
       "IFI11_23         97.282936\n",
       "IFI11_96         97.282936\n",
       "IFI11_OTHERS     99.978088\n",
       "IFI12_1          95.212271\n",
       "IFI12_2          95.212271\n",
       "IFI12_3          95.212271\n",
       "IFI12_4          95.212271\n",
       "IFI12_5          95.212271\n",
       "IFI12_6          95.212271\n",
       "IFI12_7          95.212271\n",
       "IFI12_8          95.212271\n",
       "IFI12_9          95.212271\n",
       "IFI12_10         95.212271\n",
       "IFI12_11         95.212271\n",
       "IFI12_12         95.212271\n",
       "IFI12_13         95.212271\n",
       "IFI12_14         95.212271\n",
       "IFI12_15         95.212271\n",
       "IFI12_16         95.212271\n",
       "IFI12_17         95.212271\n",
       "IFI12_18         95.212271\n",
       "IFI12_19         95.212271\n",
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       "IFI12_21         95.212271\n",
       "IFI12_22         95.212271\n",
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       "IFI12_OTHERS     99.950698\n",
       "IFI16_3          79.835661\n",
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       "IFI16_6          89.608326\n",
       "IFI16_7          84.294714\n",
       "IFI16_1_OTHERS   99.895919\n",
       "IFI16_2_OTHERS   99.928787\n",
       "IFI16_3_OTHERS   99.978088\n",
       "IFI16_6_OTHERS   99.989044\n",
       "IFI16_7_OTHERS   99.989044\n",
       "IFI17_3          79.835661\n",
       "IFI17_4          89.427554\n",
       "IFI17_5          89.652150\n",
       "IFI17_6          89.608326\n",
       "IFI17_7          84.294714\n",
       "IFI20_1          92.560942\n",
       "IFI20_2          92.560942\n",
       "IFI20_3          92.560942\n",
       "IFI20_4          92.560942\n",
       "IFI20_5          92.560942\n",
       "IFI20_6          92.560942\n",
       "IFI20_7          92.560942\n",
       "IFI20_8          92.560942\n",
       "IFI20_9          92.560942\n",
       "IFI21            92.560942\n",
       "IFI21_OTHERS     99.994522\n",
       "IFI22_1          92.560942\n",
       "IFI22_2          92.560942\n",
       "IFI22_3          92.560942\n",
       "IFI22_4          92.560942\n",
       "IFI22_5          92.560942\n",
       "IFI22_6          92.560942\n",
       "IFI22_7          92.560942\n",
       "IFI22_8          92.560942\n",
       "IFI22_9          92.560942\n",
       "IFI23_1          92.560942\n",
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       "IFI24_OTHERS     99.956176\n",
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       "FL4_OTHERS       99.994522\n",
       "FL9A_OTHERS      98.942755\n",
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       "FB4_3            75.765544\n",
       "FB4_4            75.765544\n",
       "FB4_96           75.765544\n",
       "FB4_OTHERS       99.671323\n",
       "FB14             75.173925\n",
       "FB15             75.173925\n",
       "FB16_5_OTHERS    99.912353\n",
       "FB16_96_OTHERS   99.901397\n",
       "FB16A_1          91.815941\n",
       "FB16A_2          98.586689\n",
       "FB16A_3          99.496028\n",
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       "FB16A_5          99.912353\n",
       "FB16A_6          96.817310\n",
       "FB16A_7          91.432484\n",
       "FB16A_8          84.765818\n",
       "FB16A_96         99.901397\n",
       "FB17_1           91.815941\n",
       "FB17_2           98.586689\n",
       "FB17_3           99.496028\n",
       "FB17_4           99.945220\n",
       "FB17_5           99.912353\n",
       "FB17_6           96.817310\n",
       "FB17_7           91.432484\n",
       "FB17_8           84.765818\n",
       "FB17_96          99.901397\n",
       "FB19_96_OTHERS   99.468639\n",
       "FB19_6_OTHERS    98.898932\n",
       "FB19A_OTHERS     99.654889\n",
       "FB19B_OTHERS     99.769926\n",
       "FB21             93.448370\n",
       "FB22_7_OTHERS    99.972610\n",
       "FB22_96_OTHERS   99.961654\n",
       "FB23_1           69.646672\n",
       "FB23_2           99.479595\n",
       "FB23_3           98.734593\n",
       "FB23_4           98.466174\n",
       "FB23_5           99.917831\n",
       "FB23_6           99.917831\n",
       "FB23_7           99.972610\n",
       "FB23_9           97.463709\n",
       "FB23_10          96.883046\n",
       "FB23_11          99.649411\n",
       "FB23_96          99.961654\n",
       "FB24_OTHERS      99.748014\n",
       "FB25             93.475760\n",
       "FB25_OTHERS      99.874007\n",
       "FB26_1           54.324843\n",
       "FB26_2           54.324843\n",
       "FB26_3           54.324843\n",
       "FB26_4           54.324843\n",
       "FB26_5           54.324843\n",
       "FB26_6           54.324843\n",
       "FB26_7           54.324843\n",
       "FB26_8           54.324843\n",
       "FB26_9           54.324843\n",
       "FB26_10          54.324843\n",
       "FB26_11          54.324843\n",
       "FB26_96          54.324843\n",
       "FB26_99          54.324843\n",
       "FB26_OTHERS      99.852095\n",
       "FB27_OTHERS      99.961654\n",
       "FB28_1           98.110107\n",
       "FB28_2           92.100794\n",
       "FB28_3           98.016982\n",
       "FB28_4           99.545330\n",
       "FB28_5           99.857573\n",
       "FB28_6           99.923309\n",
       "FB28_7           99.874007\n",
       "FB28_8           99.917831\n",
       "FB28_9           99.068748\n",
       "FB28_96          99.961654\n",
       "FB28_1_OTHERS    99.989044\n",
       "FB28_2_OTHERS    99.989044\n",
       "FB28_3_OTHERS   100.000000\n",
       "FB28_4_OTHERS    99.989044\n",
       "FB28_96_OTHERS   99.994522\n",
       "FB29_OTHERS      99.638455\n",
       "GN1_OTHERS       99.676801\n",
       "GN2_OTHERS       99.572720\n",
       "GN3_OTHERS       99.545330\n",
       "GN4_OTHERS       99.528896\n",
       "GN5_OTHERS       99.583676"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Proportion of missing values in each column\n",
    "missin[missin[0]>50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (11,13,48,50,55,90,125,144,162,163,164,166,168,169,170,171,172,174,176,241,243,245,247,251,254,273,289,291,292,293,295,296,312,313,314,331,343,365,373,375,396,413,439,490,619,623,630,633,638,642,644,669,712,759,768,788,809,828,928,953,978,1000,1001,1002,1003,1004,1023,1036,1040,1042,1063,1085,1098,1099,1120,1128,1135,1151,1152,1165,1167,1181,1192,1204,1205,1206,1207,1215,1225,1227,1229,1231,1233) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(27285, 1234)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Reading the test dataset\n",
    "test = pd.read_csv(\"/home/digant/workspace/pooja/wids2018/test.csv\")\n",
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(45540, 1236)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create a single dataset with train and test so as to do data preparation only once\n",
    "df_all = pd.concat([train, test])\n",
    "df_all.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <font color = 'red'> Taking only the columns present in data dictionary </font>\n",
    "#### Not all columns were present in the data dictionary. So one assumption was may be the organizers of the competition didnt want participants to use other columns. So this approach considers only the columns present in data dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read and explore the data dictionary\n",
    "diction = pd.read_excel(\"/home/digant/workspace/pooja/wids2018/wids_dd.xls\")\n",
    "print(diction.shape)\n",
    "diction.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AA14',\n",
       " 'AA15',\n",
       " 'AA4',\n",
       " 'AA7',\n",
       " 'DG10b',\n",
       " 'DG10c',\n",
       " 'DG11b',\n",
       " 'DG11c',\n",
       " 'DG13_OTHERS',\n",
       " 'DG14_OTHERS',\n",
       " 'DG3A_OTHERS',\n",
       " 'DG4_OTHERS',\n",
       " 'DL12_OTHERS',\n",
       " 'DL14',\n",
       " 'DL1_OTHERS',\n",
       " 'DL28_OTHERS',\n",
       " 'DL2_23_OTHERS',\n",
       " 'DL2_96_OTHERS',\n",
       " 'DL4_96',\n",
       " 'DL4_99',\n",
       " 'DL4_OTHERS',\n",
       " 'FB16_5_OTHERS',\n",
       " 'FB16_96_OTHERS',\n",
       " 'FB19A_OTHERS',\n",
       " 'FB19B_OTHERS',\n",
       " 'FB19_6_OTHERS',\n",
       " 'FB19_96_OTHERS',\n",
       " 'FB22_7_OTHERS',\n",
       " 'FB22_96_OTHERS',\n",
       " 'FB24_OTHERS',\n",
       " 'FB25_OTHERS',\n",
       " 'FB26_OTHERS',\n",
       " 'FB27_OTHERS',\n",
       " 'FB28_1_OTHERS',\n",
       " 'FB28_2_OTHERS',\n",
       " 'FB28_3_OTHERS',\n",
       " 'FB28_4_OTHERS',\n",
       " 'FB28_96_OTHERS',\n",
       " 'FB29_OTHERS',\n",
       " 'FB4_OTHERS',\n",
       " 'FF10_OTHERS',\n",
       " 'FF14_OTHERS',\n",
       " 'FF2A_OTHERS',\n",
       " 'FF3_OTHERS',\n",
       " 'FF7_OTHERS',\n",
       " 'FL10_OTHERS',\n",
       " 'FL3_OTHERS',\n",
       " 'FL4_OTHERS',\n",
       " 'FL9A_OTHERS',\n",
       " 'FL9B_OTHERS',\n",
       " 'G2P1_OTHERS',\n",
       " 'G2P2_10_OTHERS',\n",
       " 'G2P2_11_OTHERS',\n",
       " 'G2P2_12_OTHERS',\n",
       " 'G2P2_13_OTHERS',\n",
       " 'G2P2_14_OTHERS',\n",
       " 'G2P2_15_OTHERS',\n",
       " 'G2P2_16_OTHERS',\n",
       " 'G2P2_1_OTHERS',\n",
       " 'G2P2_2_OTHERS',\n",
       " 'G2P2_4_OTHERS',\n",
       " 'G2P2_6_OTHERS',\n",
       " 'G2P2_7_OTHERS',\n",
       " 'G2P2_8_OTHERS',\n",
       " 'G2P2_96',\n",
       " 'G2P2_96_OTHERS',\n",
       " 'G2P2_9_OTHERS',\n",
       " 'G2P3_1',\n",
       " 'G2P3_10',\n",
       " 'G2P3_11',\n",
       " 'G2P3_12',\n",
       " 'G2P3_13',\n",
       " 'G2P3_14',\n",
       " 'G2P3_15',\n",
       " 'G2P3_16',\n",
       " 'G2P3_2',\n",
       " 'G2P3_3',\n",
       " 'G2P3_4',\n",
       " 'G2P3_5',\n",
       " 'G2P3_6',\n",
       " 'G2P3_7',\n",
       " 'G2P3_8',\n",
       " 'G2P3_9',\n",
       " 'G2P3_96',\n",
       " 'GN1_OTHERS',\n",
       " 'GN2_OTHERS',\n",
       " 'GN3_OTHERS',\n",
       " 'GN4_OTHERS',\n",
       " 'GN5_OTHERS',\n",
       " 'IFI10_OTHERS',\n",
       " 'IFI11_OTHERS',\n",
       " 'IFI12_OTHERS',\n",
       " 'IFI16_1_OTHERS',\n",
       " 'IFI16_2_OTHERS',\n",
       " 'IFI16_3_OTHERS',\n",
       " 'IFI16_6_OTHERS',\n",
       " 'IFI16_7_OTHERS',\n",
       " 'IFI21_OTHERS',\n",
       " 'IFI24_OTHERS',\n",
       " 'LN2_RIndLngBEOth',\n",
       " 'LN2_WIndLngBEOth',\n",
       " 'MM11_11_OTHERS',\n",
       " 'MM11_13_OTHERS',\n",
       " 'MM11_2_OTHERS',\n",
       " 'MM11_5_OTHERS',\n",
       " 'MM12_OTHERS',\n",
       " 'MM12_REC',\n",
       " 'MM13_OTHERS',\n",
       " 'MM13_REC',\n",
       " 'MM14_OTHERS',\n",
       " 'MM15_OTHERS',\n",
       " 'MM24_OTHERS',\n",
       " 'MM28_OTHERS',\n",
       " 'MM2_OTHERS',\n",
       " 'MM36_OTHERS',\n",
       " 'MM37_OTHERS',\n",
       " 'MM38_OTHERS',\n",
       " 'MM41_OTHERS',\n",
       " 'MMP1_OTHERS',\n",
       " 'MT12_1',\n",
       " 'MT12_10',\n",
       " 'MT12_11',\n",
       " 'MT12_12',\n",
       " 'MT12_13',\n",
       " 'MT12_14',\n",
       " 'MT12_2',\n",
       " 'MT12_3',\n",
       " 'MT12_4',\n",
       " 'MT12_5',\n",
       " 'MT12_6',\n",
       " 'MT12_7',\n",
       " 'MT12_8',\n",
       " 'MT12_9',\n",
       " 'MT12_96',\n",
       " 'MT12_99',\n",
       " 'MT12_OTHERS',\n",
       " 'MT13_11_OTHERS',\n",
       " 'MT13_1_OTHERS',\n",
       " 'MT13_2_OTHERS',\n",
       " 'MT13_3_OTHERS',\n",
       " 'MT13_4_OTHERS',\n",
       " 'MT13_7_OTHERS',\n",
       " 'MT13_96_OTHERS',\n",
       " 'MT13_9_OTHERS',\n",
       " 'MT14B_OTHERS',\n",
       " 'MT14_3_OTHERS',\n",
       " 'MT14_5_OTHERS',\n",
       " 'MT14_7_OTHERS',\n",
       " 'MT16_OTHERS',\n",
       " 'MT18_OTHERS',\n",
       " 'MT3_1',\n",
       " 'MT3_2',\n",
       " 'MT3_3',\n",
       " 'MT5_OTHERS',\n",
       " 'MT6A_OTHERS',\n",
       " 'MT6B_OTHERS',\n",
       " 'MT6_OTHERS',\n",
       " 'MT7A_OTHERS',\n",
       " 'MT9_OTHERS',\n",
       " 'train_id']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Columns present in train but not in data dictionary\n",
    "b = list(set(train.columns) - set(diction['Column Name']))\n",
    "print(len(b))\n",
    "sorted(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# All columns in train present in data dictionary\n",
    "c = list(set(train.columns)-set(b))\n",
    "len(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Removing the columns from train not present in data dictionary (asked to be not used)\n",
    "train1 = train[c]\n",
    "df_all1 = df_all[c]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Missing values imputation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# List of all numeric variables\n",
    "num_var = ['DG8a', 'DG8b', 'DG8c', 'DG9a', 'DG9b', 'DG9c', 'DL8', 'DL11', 'MT1', 'MT6C', 'FF7_1', 'FF7_2', 'FF7_3', \n",
    "           'FF7_4', 'FF7_5', 'FF7_6', 'FF7_7', 'FF7_96', 'FF8_1', 'FF8_2', 'FF8_3', 'FF8_4', 'FF8_5', 'FF8_6', \n",
    "           'FF8_7', 'FF8_96', 'MM23', 'IFI18', 'FB13', 'FB14', 'FB15', 'DG1','MT11']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#cat_var = list(set(train1.columns) - set(num_var))\n",
    "cat_var = list(set(df_all1.columns) - set(num_var))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "# convert each categorical column to category and then encode each one\n",
    "# This takes care of missing values as well and encodes each as -1\n",
    "for col in cat_var:\n",
    "    #train1[col] = train1[col].astype('category').cat.codes\n",
    "    df_all1[col] = df_all1[col].astype('category').cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# Creating a column which describes the number of missing variables for each row\n",
    "df_all1['tot_nan'] = df_all1.isnull().sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/site-packages/pandas/core/indexing.py:517: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self.obj[item] = s\n"
     ]
    }
   ],
   "source": [
    "# Replacing NaN values in numerical variables by 0\n",
    "# Also replacing 99 (dont know) in numerical variables by 0 \n",
    "for col in num_var:\n",
    "    #train1.loc[train1[col].isnull(), col] = 0\n",
    "    #train1.loc[train1[col]==99, col] = 0\n",
    "    df_all1.loc[df_all1[col].isnull(), col] = 0\n",
    "    df_all1.loc[df_all1[col]==99, col] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([], dtype='object')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Making sure all missing values are taken care of\n",
    "df_all1.columns[df_all1.isnull().any()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <font color = 'red'> Taking all columns</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(45540, 1236)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df_all2 = df_all.loc[:,df_all.dtypes != object]\n",
    "df_all2 = df_all\n",
    "df_all2.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature engineering and missing value imputation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Since many numeric values are progressive i.e. each _n represnets the nth time of the event, all such can be added to\n",
    "# get a cumulative variable for all such variables\n",
    "\n",
    "# All such columns that fall into this logic start with the following start phrases\n",
    "\n",
    "start_phrase = ['FF14', 'FF19', 'FF6', 'FF7', 'FF8', 'FL6', 'FL7', 'G2P1', 'G2P4', 'G2P5', 'IFI1', 'IFI10', 'IFI11', \n",
    "                'IFI12', 'IFI20', 'IFI22', 'IFI23', 'IFI3', 'IFI6', 'IFI7', 'IFI8', 'MM10A', 'MM15', 'MM2', 'MM24', \n",
    "                'MM3', 'MM31', 'MM36', 'MM37', 'MM38', 'MM4', 'MM40', 'MM6', 'MMP1', 'MMP3', 'MT16', 'MT18', 'MT4', \n",
    "                'RI8']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# add all numeric columns that start with one of the start phrases, but not equal to startphrase\n",
    "\n",
    "for s in start_phrase:\n",
    "#     print(s)\n",
    "    for column in df_all2:\n",
    "        if df_all2[column].dtype == object:\n",
    "            continue\n",
    "            \n",
    "        if column.startswith(s):\n",
    "            #print(df_all2[column])\n",
    "            if s not in df_all2.columns:\n",
    "                df_all2[s] = 0\n",
    "            df_all2[s] = df_all2[s] + df_all2[column] # accumulate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AA14  -  907\n",
      "AA15  -  451\n",
      "AA7  -  1050\n",
      "DL1_OTHERS  -  142\n",
      "DL2_23_OTHERS  -  96\n",
      "DL2_96_OTHERS  -  165\n",
      "DL4_OTHERS  -  208\n",
      "FB19_6_OTHERS  -  46\n",
      "FB4_OTHERS  -  49\n",
      "FF2A_OTHERS  -  50\n",
      "FL10_OTHERS  -  104\n",
      "FL9A_OTHERS  -  41\n",
      "FL9B_OTHERS  -  42\n",
      "G2P1_OTHERS  -  57\n",
      "G2P3_1  -  35\n",
      "G2P3_11  -  38\n",
      "G2P3_7  -  39\n",
      "G2P3_8  -  37\n",
      "G2P3_9  -  45\n",
      "LN2_RIndLngBEOth  -  73\n",
      "LN2_WIndLngBEOth  -  83\n",
      "MM12_REC  -  46\n",
      "FF6  -  66\n",
      "MM31  -  49\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "57"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get all numeric variables in addition to num_var which arent present in the data dictionary\n",
    "\n",
    "ids_all = ['test_id','train_id']\n",
    "num_var2 = []\n",
    "num_var_all = []\n",
    "\n",
    "for column in df_all2:\n",
    "    if column not in num_var and column not in ids_all:\n",
    "        if df_all2[column].nunique() > 33: #33 because the variable with most categories as per data dictionary has 32 unique values\n",
    "            print(column, ' - ',df_all2[column].nunique())\n",
    "            num_var2.append(column)\n",
    "#             print(column)\n",
    "\n",
    "num_var_all = num_var + num_var2\n",
    "len(num_var_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert each categorical column to category and then encode each one\n",
    "# This takes care of missing values as well and encodes each as -1\n",
    "\n",
    "cat_var_all = list(set(df_all2.columns) - set(num_var_all) - set(ids_all))\n",
    "len(cat_var_all)\n",
    "\n",
    "for col in cat_var_all:\n",
    "    #train1[col] = train1[col].astype('category').cat.codes\n",
    "    df_all2[col] = df_all2[col].astype('category').cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Creating a column which describes the number of missing variables for each row\n",
    "df_all2['tot_nan'] = df_all2.isnull().sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "int8       1215\n",
       "float64      34\n",
       "object       14\n",
       "int64        12\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all2.dtypes.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove all the string variables not classified as categorical\n",
    "df_all3 = df_all2.select_dtypes(exclude=['object'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/site-packages/pandas/core/frame.py:2754: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  downcast=downcast, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "df_all3.fillna(0, inplace = True)"
   ]
  }
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