CUSUM- pandas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CUSUM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import data from csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>2010-08-01</th>\n",
       "      <th>2010-09-01</th>\n",
       "      <th>2010-10-01</th>\n",
       "      <th>2010-11-01</th>\n",
       "      <th>2010-12-01</th>\n",
       "      <th>2011-01-01</th>\n",
       "      <th>2011-02-01</th>\n",
       "      <th>2011-03-01</th>\n",
       "      <th>2011-04-01</th>\n",
       "      <th>2011-05-01</th>\n",
       "      <th>...</th>\n",
       "      <th>2016-02-01</th>\n",
       "      <th>2016-03-01</th>\n",
       "      <th>2016-04-01</th>\n",
       "      <th>2016-05-01</th>\n",
       "      <th>2016-06-01</th>\n",
       "      <th>2016-07-01</th>\n",
       "      <th>2016-08-01</th>\n",
       "      <th>2016-09-01</th>\n",
       "      <th>2016-10-01</th>\n",
       "      <th>2016-11-01</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>measure</th>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">ace</th>\n",
       "      <th>A81001</th>\n",
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       "    <tr>\n",
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       "      <td>48.324405</td>\n",
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       "      <td>50.329971</td>\n",
       "      <td>49.035230</td>\n",
       "      <td>...</td>\n",
       "      <td>59.102731</td>\n",
       "      <td>58.622037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>59.128386</td>\n",
       "      <td>58.028575</td>\n",
       "      <td>59.168640</td>\n",
       "      <td>59.072342</td>\n",
       "      <td>58.678996</td>\n",
       "      <td>59.774685</td>\n",
       "      <td>65.900638</td>\n",
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       "      <th>A81003</th>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>77.177494</td>\n",
       "      <td>81.981506</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81004</th>\n",
       "      <td>70.103478</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>67.003115</td>\n",
       "      <td>81.606476</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>69.569008</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.708702</td>\n",
       "      <td>...</td>\n",
       "      <td>89.635891</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>87.927434</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>88.832088</td>\n",
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       "      <td>88.984056</td>\n",
       "      <td>68.612946</td>\n",
       "      <td>82.385686</td>\n",
       "      <td>81.827843</td>\n",
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       "    <tr>\n",
       "      <th>A81005</th>\n",
       "      <td>55.928189</td>\n",
       "      <td>67.946640</td>\n",
       "      <td>55.649682</td>\n",
       "      <td>70.686433</td>\n",
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       "      <td>58.169365</td>\n",
       "      <td>73.305929</td>\n",
       "      <td>69.083209</td>\n",
       "      <td>57.875732</td>\n",
       "      <td>71.604631</td>\n",
       "      <td>...</td>\n",
       "      <td>68.426528</td>\n",
       "      <td>68.520448</td>\n",
       "      <td>59.827721</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>68.929987</td>\n",
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       "      <td>68.955898</td>\n",
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       "    <tr>\n",
       "      <th>A81006</th>\n",
       "      <td>47.999003</td>\n",
       "      <td>47.450443</td>\n",
       "      <td>47.801171</td>\n",
       "      <td>47.950667</td>\n",
       "      <td>51.439252</td>\n",
       "      <td>49.452055</td>\n",
       "      <td>63.178874</td>\n",
       "      <td>52.179870</td>\n",
       "      <td>50.155647</td>\n",
       "      <td>54.039587</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>A81007</th>\n",
       "      <td>58.296970</td>\n",
       "      <td>51.863857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.058428</td>\n",
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       "      <td>54.408468</td>\n",
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       "      <td>51.818635</td>\n",
       "      <td>54.526211</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>65.760728</td>\n",
       "      <td>72.258401</td>\n",
       "      <td>71.456539</td>\n",
       "      <td>58.958252</td>\n",
       "      <td>58.225193</td>\n",
       "      <td>72.744015</td>\n",
       "      <td>73.303466</td>\n",
       "      <td>59.035667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>68.823061</td>\n",
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       "    <tr>\n",
       "      <th>A81008</th>\n",
       "      <td>67.896771</td>\n",
       "      <td>66.176287</td>\n",
       "      <td>84.327893</td>\n",
       "      <td>68.356796</td>\n",
       "      <td>66.753894</td>\n",
       "      <td>71.095890</td>\n",
       "      <td>72.533632</td>\n",
       "      <td>68.883906</td>\n",
       "      <td>76.640518</td>\n",
       "      <td>71.031993</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81009</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.283668</td>\n",
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       "      <td>50.790489</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81011</th>\n",
       "      <td>51.165690</td>\n",
       "      <td>47.113826</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>48.978829</td>\n",
       "      <td>53.936223</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.607450</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.871352</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63.509603</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63.368560</td>\n",
       "      <td>63.339960</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81012</th>\n",
       "      <td>71.799028</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>69.358255</td>\n",
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       "      <td>77.354260</td>\n",
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       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81013</th>\n",
       "      <td>64.306196</td>\n",
       "      <td>76.474255</td>\n",
       "      <td>52.684689</td>\n",
       "      <td>73.589137</td>\n",
       "      <td>80.112150</td>\n",
       "      <td>80.635118</td>\n",
       "      <td>80.979073</td>\n",
       "      <td>82.511211</td>\n",
       "      <td>79.554227</td>\n",
       "      <td>74.305988</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.307893</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64.625049</td>\n",
       "      <td>62.209988</td>\n",
       "      <td>73.059721</td>\n",
       "      <td>81.539070</td>\n",
       "      <td>63.566711</td>\n",
       "      <td>73.532140</td>\n",
       "      <td>74.256111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81014</th>\n",
       "      <td>52.811370</td>\n",
       "      <td>52.487221</td>\n",
       "      <td>52.933848</td>\n",
       "      <td>53.145633</td>\n",
       "      <td>51.551402</td>\n",
       "      <td>54.931507</td>\n",
       "      <td>56.626806</td>\n",
       "      <td>64.910314</td>\n",
       "      <td>67.974100</td>\n",
       "      <td>82.870659</td>\n",
       "      <td>...</td>\n",
       "      <td>68.465540</td>\n",
       "      <td>66.788226</td>\n",
       "      <td>66.405638</td>\n",
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       "    <tr>\n",
       "      <th>A81015</th>\n",
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       "      <td>63.725857</td>\n",
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       "    <tr>\n",
       "      <th>A81016</th>\n",
       "      <td>0.000000</td>\n",
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       "      <td>60.174455</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>62.327698</td>\n",
       "      <td>61.331076</td>\n",
       "      <td>60.180110</td>\n",
       "      <td>66.941500</td>\n",
       "      <td>61.410408</td>\n",
       "      <td>63.036043</td>\n",
       "      <td>72.170246</td>\n",
       "      <td>62.338177</td>\n",
       "      <td>63.552021</td>\n",
       "      <td>62.194474</td>\n",
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       "    <tr>\n",
       "      <th>A81017</th>\n",
       "      <td>54.644059</td>\n",
       "      <td>71.013589</td>\n",
       "      <td>46.954030</td>\n",
       "      <td>47.427432</td>\n",
       "      <td>46.417445</td>\n",
       "      <td>48.792030</td>\n",
       "      <td>65.919283</td>\n",
       "      <td>58.046836</td>\n",
       "      <td>55.659320</td>\n",
       "      <td>59.977592</td>\n",
       "      <td>...</td>\n",
       "      <td>62.678804</td>\n",
       "      <td>60.562647</td>\n",
       "      <td>56.708431</td>\n",
       "      <td>67.085460</td>\n",
       "      <td>58.185870</td>\n",
       "      <td>62.181005</td>\n",
       "      <td>61.813151</td>\n",
       "      <td>61.783355</td>\n",
       "      <td>62.173625</td>\n",
       "      <td>61.224761</td>\n",
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       "    <tr>\n",
       "      <th>A81018</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>A81019</th>\n",
       "      <td>55.404563</td>\n",
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       "      <td>52.809969</td>\n",
       "      <td>57.845579</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54.646238</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>56.479522</td>\n",
       "      <td>...</td>\n",
       "      <td>66.306892</td>\n",
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       "      <td>65.100496</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66.037489</td>\n",
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       "      <td>66.978522</td>\n",
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       "      <td>66.825712</td>\n",
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       "    <tr>\n",
       "      <th>A81020</th>\n",
       "      <td>72.522129</td>\n",
       "      <td>55.953123</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>57.144637</td>\n",
       "      <td>70.616822</td>\n",
       "      <td>59.414695</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.627803</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.209884</td>\n",
       "      <td>...</td>\n",
       "      <td>82.730819</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81021</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.564643</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81022</th>\n",
       "      <td>58.471512</td>\n",
       "      <td>61.625732</td>\n",
       "      <td>58.178647</td>\n",
       "      <td>51.949670</td>\n",
       "      <td>56.137072</td>\n",
       "      <td>53.449564</td>\n",
       "      <td>54.745889</td>\n",
       "      <td>61.684106</td>\n",
       "      <td>53.816461</td>\n",
       "      <td>58.595792</td>\n",
       "      <td>...</td>\n",
       "      <td>58.062419</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81023</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64.045091</td>\n",
       "      <td>77.558537</td>\n",
       "      <td>64.040058</td>\n",
       "      <td>64.055482</td>\n",
       "      <td>62.889331</td>\n",
       "      <td>62.659405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81025</th>\n",
       "      <td>74.915846</td>\n",
       "      <td>72.858746</td>\n",
       "      <td>77.538308</td>\n",
       "      <td>76.429550</td>\n",
       "      <td>81.619938</td>\n",
       "      <td>74.371108</td>\n",
       "      <td>75.024913</td>\n",
       "      <td>71.013951</td>\n",
       "      <td>84.871124</td>\n",
       "      <td>75.239636</td>\n",
       "      <td>...</td>\n",
       "      <td>70.481144</td>\n",
       "      <td>68.377182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>90.524800</td>\n",
       "      <td>66.561804</td>\n",
       "      <td>69.823731</td>\n",
       "      <td>72.104362</td>\n",
       "      <td>69.167768</td>\n",
       "      <td>68.919814</td>\n",
       "      <td>67.999469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81026</th>\n",
       "      <td>52.050866</td>\n",
       "      <td>77.172422</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.282422</td>\n",
       "      <td>50.180685</td>\n",
       "      <td>82.403487</td>\n",
       "      <td>55.181863</td>\n",
       "      <td>82.972098</td>\n",
       "      <td>54.812601</td>\n",
       "      <td>72.127474</td>\n",
       "      <td>...</td>\n",
       "      <td>83.602081</td>\n",
       "      <td>69.914040</td>\n",
       "      <td>77.603759</td>\n",
       "      <td>70.318021</td>\n",
       "      <td>69.891205</td>\n",
       "      <td>58.681926</td>\n",
       "      <td>82.606404</td>\n",
       "      <td>78.612946</td>\n",
       "      <td>69.264414</td>\n",
       "      <td>69.899044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81027</th>\n",
       "      <td>53.222790</td>\n",
       "      <td>73.606782</td>\n",
       "      <td>53.419708</td>\n",
       "      <td>81.163573</td>\n",
       "      <td>51.875389</td>\n",
       "      <td>74.520548</td>\n",
       "      <td>56.788739</td>\n",
       "      <td>64.947683</td>\n",
       "      <td>81.882705</td>\n",
       "      <td>67.832690</td>\n",
       "      <td>...</td>\n",
       "      <td>69.349805</td>\n",
       "      <td>58.205262</td>\n",
       "      <td>68.232837</td>\n",
       "      <td>58.709593</td>\n",
       "      <td>57.399397</td>\n",
       "      <td>58.655617</td>\n",
       "      <td>58.097246</td>\n",
       "      <td>73.091149</td>\n",
       "      <td>58.807157</td>\n",
       "      <td>59.072795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81029</th>\n",
       "      <td>65.066700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64.420082</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>61.532710</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66.679123</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>67.488482</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>78.093253</td>\n",
       "      <td>79.091621</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.315769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.522994</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.708416</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81030</th>\n",
       "      <td>54.993143</td>\n",
       "      <td>67.497818</td>\n",
       "      <td>75.794195</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>73.831776</td>\n",
       "      <td>76.650062</td>\n",
       "      <td>88.016941</td>\n",
       "      <td>71.175884</td>\n",
       "      <td>71.497945</td>\n",
       "      <td>79.957675</td>\n",
       "      <td>...</td>\n",
       "      <td>77.971391</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.146959</td>\n",
       "      <td>66.692841</td>\n",
       "      <td>85.489579</td>\n",
       "      <td>78.479348</td>\n",
       "      <td>78.284359</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.231279</td>\n",
       "      <td>66.578108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81031</th>\n",
       "      <td>50.654532</td>\n",
       "      <td>56.663758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>68.755450</td>\n",
       "      <td>68.635514</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.341305</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>61.175445</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>74.161248</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.143305</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>73.286145</td>\n",
       "      <td>74.756643</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>74.108322</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.292242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81032</th>\n",
       "      <td>48.285750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>59.544863</td>\n",
       "      <td>58.791352</td>\n",
       "      <td>58.144088</td>\n",
       "      <td>59.743489</td>\n",
       "      <td>58.644645</td>\n",
       "      <td>59.786898</td>\n",
       "      <td>59.032811</td>\n",
       "      <td>59.260238</td>\n",
       "      <td>67.501657</td>\n",
       "      <td>59.683847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81033</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.608337</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">vitb</th>\n",
       "      <th>Y05167</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>35.195164</td>\n",
       "      <td>29.274714</td>\n",
       "      <td>38.585167</td>\n",
       "      <td>42.064959</td>\n",
       "      <td>39.286186</td>\n",
       "      <td>30.504648</td>\n",
       "      <td>37.426901</td>\n",
       "      <td>36.085912</td>\n",
       "      <td>36.227425</td>\n",
       "      <td>53.520182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05212</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>7.806545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.973521</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.561137</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.745348</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.735786</td>\n",
       "      <td>10.942738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05238</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05239</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05240</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05248</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>86.108556</td>\n",
       "      <td>86.020798</td>\n",
       "      <td>83.915163</td>\n",
       "      <td>68.127806</td>\n",
       "      <td>92.359551</td>\n",
       "      <td>79.243028</td>\n",
       "      <td>89.606592</td>\n",
       "      <td>77.721451</td>\n",
       "      <td>84.053512</td>\n",
       "      <td>45.621564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05250</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05251</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.041986</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05252</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05253</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05257</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.444816</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05258</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.569435</td>\n",
       "      <td>42.155184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.970784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.444816</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05267</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05268</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05279</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05286</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>38.349323</td>\n",
       "      <td>50.269843</td>\n",
       "      <td>31.247530</td>\n",
       "      <td>57.169263</td>\n",
       "      <td>39.576999</td>\n",
       "      <td>35.830013</td>\n",
       "      <td>53.176502</td>\n",
       "      <td>43.356457</td>\n",
       "      <td>56.280936</td>\n",
       "      <td>59.621832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05291</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>88.960442</td>\n",
       "      <td>88.824536</td>\n",
       "      <td>14.569885</td>\n",
       "      <td>43.041986</td>\n",
       "      <td>89.543952</td>\n",
       "      <td>80.411687</td>\n",
       "      <td>44.723551</td>\n",
       "      <td>26.120598</td>\n",
       "      <td>45.444816</td>\n",
       "      <td>82.472844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05317</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.925438</td>\n",
       "      <td>63.295485</td>\n",
       "      <td>50.905486</td>\n",
       "      <td>39.428951</td>\n",
       "      <td>41.932483</td>\n",
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       "      <td>53.591973</td>\n",
       "      <td>79.187341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05318</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.440390</td>\n",
       "      <td>16.398204</td>\n",
       "      <td>22.590879</td>\n",
       "      <td>20.278884</td>\n",
       "      <td>39.300904</td>\n",
       "      <td>34.551761</td>\n",
       "      <td>29.859532</td>\n",
       "      <td>36.811050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05330</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.399289</td>\n",
       "      <td>60.087140</td>\n",
       "      <td>83.767350</td>\n",
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       "      <td>44.583778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.660651</td>\n",
       "      <td>59.057301</td>\n",
       "      <td>35.743556</td>\n",
       "      <td>41.248340</td>\n",
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       "      <td>45.444816</td>\n",
       "      <td>62.478208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05363</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>80.314233</td>\n",
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       "      <td>86.334661</td>\n",
       "      <td>84.662414</td>\n",
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       "      <td>81.779264</td>\n",
       "      <td>87.474856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05364</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.445132</td>\n",
       "      <td>34.050700</td>\n",
       "      <td>30.614673</td>\n",
       "      <td>30.132802</td>\n",
       "      <td>35.991494</td>\n",
       "      <td>37.206510</td>\n",
       "      <td>34.862876</td>\n",
       "      <td>33.485316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05369</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.543952</td>\n",
       "      <td>77.609562</td>\n",
       "      <td>80.954280</td>\n",
       "      <td>86.032551</td>\n",
       "      <td>45.444816</td>\n",
       "      <td>32.841625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05385</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05412</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05416</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05548</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05569</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.177551</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>261885 rows × 76 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "date            2010-08-01  2010-09-01  2010-10-01  2010-11-01  2010-12-01  \\\n",
       "measure id                                                                   \n",
       "ace     A81001    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81002    0.000000    0.000000    0.000000   48.324405   47.140187   \n",
       "        A81003    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81004   70.103478    0.000000   79.444375    0.000000   67.003115   \n",
       "        A81005   55.928189   67.946640   55.649682   70.686433   66.915888   \n",
       "        A81006   47.999003   47.450443   47.801171   47.950667   51.439252   \n",
       "        A81007   58.296970   51.863857    0.000000   53.058428    0.000000   \n",
       "        A81008   67.896771   66.176287   84.327893   68.356796   66.753894   \n",
       "        A81009    0.000000    0.000000    0.000000   49.283668    0.000000   \n",
       "        A81011   51.165690   47.113826    0.000000    0.000000    0.000000   \n",
       "        A81012   71.799028    0.000000    0.000000    0.000000   69.358255   \n",
       "        A81013   64.306196   76.474255   52.684689   73.589137   80.112150   \n",
       "        A81014   52.811370   52.487221   52.933848   53.145633   51.551402   \n",
       "        A81015    0.000000    0.000000    0.000000    0.000000   63.725857   \n",
       "        A81016    0.000000    0.000000    0.000000    0.000000   60.174455   \n",
       "        A81017   54.644059   71.013589   46.954030   47.427432   46.417445   \n",
       "        A81018    0.000000    0.000000    0.000000   88.177401    0.000000   \n",
       "        A81019   55.404563    0.000000   54.939579    0.000000   52.809969   \n",
       "        A81020   72.522129   55.953123    0.000000   57.144637   70.616822   \n",
       "        A81021    0.000000   51.564643    0.000000    0.000000    0.000000   \n",
       "        A81022   58.471512   61.625732   58.178647   51.949670   56.137072   \n",
       "        A81023    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81025   74.915846   72.858746   77.538308   76.429550   81.619938   \n",
       "        A81026   52.050866   77.172422    0.000000   79.282422   50.180685   \n",
       "        A81027   53.222790   73.606782   53.419708   81.163573   51.875389   \n",
       "        A81029   65.066700    0.000000   64.420082    0.000000   61.532710   \n",
       "        A81030   54.993143   67.497818   75.794195    0.000000   73.831776   \n",
       "        A81031   50.654532   56.663758    0.000000   68.755450   68.635514   \n",
       "        A81032   48.285750    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81033    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "...                    ...         ...         ...         ...         ...   \n",
       "vitb    Y05167         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05212         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05238         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05239         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05240         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05248         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05250         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05251         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05252         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05253         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05257         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05258         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05267         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05268         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05279         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05286         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05291         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05317         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05318         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05330         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05346         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05349         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05363         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05364         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05369         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05385         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05412         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05416         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05548         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05569         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "date            2011-01-01  2011-02-01  2011-03-01  2011-04-01  2011-05-01  \\\n",
       "measure id                                                                   \n",
       "ace     A81001   58.904110    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81002    0.000000    0.000000    0.000000   50.329971   49.035230   \n",
       "        A81003    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81004   81.606476    0.000000   69.569008    0.000000   79.708702   \n",
       "        A81005   58.169365   73.305929   69.083209   57.875732   71.604631   \n",
       "        A81006   49.452055   63.178874   52.179870   50.155647   54.039587   \n",
       "        A81007   54.408468    0.000000   51.818635   54.526211    0.000000   \n",
       "        A81008   71.095890   72.533632   68.883906   76.640518   71.031993   \n",
       "        A81009    0.000000    0.000000    0.000000    0.000000   50.790489   \n",
       "        A81011   48.978829   53.936223    0.000000    0.000000    0.000000   \n",
       "        A81012    0.000000    0.000000   77.354260    0.000000    0.000000   \n",
       "        A81013   80.635118   80.979073   82.511211   79.554227   74.305988   \n",
       "        A81014   54.931507   56.626806   64.910314   67.974100   82.870659   \n",
       "        A81015    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81016    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81017   48.792030   65.919283   58.046836   55.659320   59.977592   \n",
       "        A81018    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81019   57.845579    0.000000   54.646238    0.000000   56.479522   \n",
       "        A81020   59.414695    0.000000   70.627803    0.000000   58.209884   \n",
       "        A81021    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81022   53.449564   54.745889   61.684106   53.816461   58.595792   \n",
       "        A81023    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81025   74.371108   75.024913   71.013951   84.871124   75.239636   \n",
       "        A81026   82.403487   55.181863   82.972098   54.812601   72.127474   \n",
       "        A81027   74.520548   56.788739   64.947683   81.882705   67.832690   \n",
       "        A81029    0.000000   66.679123    0.000000   67.488482    0.000000   \n",
       "        A81030   76.650062   88.016941   71.175884   71.497945   79.957675   \n",
       "        A81031    0.000000   70.341305    0.000000   61.175445    0.000000   \n",
       "        A81032    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81033    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "...                    ...         ...         ...         ...         ...   \n",
       "vitb    Y05167         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05212         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05238         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05239         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05240         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05248         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05250         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05251         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05252         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05253         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05257         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05258         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05267         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05268         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05279         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05286         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05291         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05317         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05318         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05330         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05346         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05349         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05363         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05364         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05369         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05385         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05412         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05416         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05548         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05569         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "date               ...      2016-02-01  2016-03-01  2016-04-01  2016-05-01  \\\n",
       "measure id         ...                                                       \n",
       "ace     A81001     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81002     ...       59.102731   58.622037    0.000000   59.128386   \n",
       "        A81003     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81004     ...       89.635891    0.000000   87.927434    0.000000   \n",
       "        A81005     ...       68.426528   68.520448   59.827721   68.053920   \n",
       "        A81006     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81007     ...       65.760728   72.258401   71.456539   58.958252   \n",
       "        A81008     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81009     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81011     ...        0.000000   62.607450    0.000000   62.871352   \n",
       "        A81012     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81013     ...        0.000000   62.307893    0.000000   64.625049   \n",
       "        A81014     ...       68.465540   66.788226   66.405638    0.000000   \n",
       "        A81015     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81016     ...       62.327698   61.331076   60.180110   66.941500   \n",
       "        A81017     ...       62.678804   60.562647   56.708431   67.085460   \n",
       "        A81018     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81019     ...       66.306892    0.000000   65.100496    0.000000   \n",
       "        A81020     ...       82.730819    0.000000    0.000000    0.000000   \n",
       "        A81021     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81022     ...       58.062419    0.000000    0.000000    0.000000   \n",
       "        A81023     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "        A81025     ...       70.481144   68.377182    0.000000   90.524800   \n",
       "        A81026     ...       83.602081   69.914040   77.603759   70.318021   \n",
       "        A81027     ...       69.349805   58.205262   68.232837   58.709593   \n",
       "        A81029     ...        0.000000   78.093253   79.091621    0.000000   \n",
       "        A81030     ...       77.971391    0.000000   77.146959   66.692841   \n",
       "        A81031     ...       74.161248    0.000000   71.143305    0.000000   \n",
       "        A81032     ...       59.544863   58.791352   58.144088   59.743489   \n",
       "        A81033     ...        0.000000    0.000000    0.000000    0.000000   \n",
       "...                ...             ...         ...         ...         ...   \n",
       "vitb    Y05167     ...       35.195164   29.274714   38.585167   42.064959   \n",
       "        Y05212     ...        7.806545    0.000000   10.973521    0.000000   \n",
       "        Y05238     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05239     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05240     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05248     ...       86.108556   86.020798   83.915163   68.127806   \n",
       "        Y05250     ...             NaN    0.000000         NaN         NaN   \n",
       "        Y05251     ...             NaN         NaN         NaN   43.041986   \n",
       "        Y05252     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05253     ...             NaN         NaN         NaN    0.000000   \n",
       "        Y05257     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05258     ...             NaN   42.569435   42.155184         NaN   \n",
       "        Y05267     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05268     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05279     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05286     ...       38.349323   50.269843   31.247530   57.169263   \n",
       "        Y05291     ...       88.960442   88.824536   14.569885   43.041986   \n",
       "        Y05317     ...             NaN         NaN   25.925438   63.295485   \n",
       "        Y05318     ...             NaN         NaN   27.440390   16.398204   \n",
       "        Y05330     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05346     ...             NaN         NaN   59.399289   60.087140   \n",
       "        Y05349     ...             NaN         NaN   35.660651   59.057301   \n",
       "        Y05363     ...             NaN         NaN   86.760638   80.314233   \n",
       "        Y05364     ...             NaN         NaN   31.445132   34.050700   \n",
       "        Y05369     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05385     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05412     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05416     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05548     ...             NaN         NaN         NaN         NaN   \n",
       "        Y05569     ...             NaN         NaN         NaN         NaN   \n",
       "\n",
       "date            2016-06-01  2016-07-01  2016-08-01  2016-09-01  2016-10-01  \\\n",
       "measure id                                                                   \n",
       "ace     A81001    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81002   58.028575   59.168640   59.072342   58.678996   59.774685   \n",
       "        A81003    0.000000    0.000000   77.177494   81.981506         NaN   \n",
       "        A81004   88.832088    0.000000   88.984056   68.612946   82.385686   \n",
       "        A81005    0.000000   68.455670    0.000000   68.929987    0.000000   \n",
       "        A81006    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81007   58.225193   72.744015   73.303466   59.035667    0.000000   \n",
       "        A81008    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81009    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81011    0.000000   63.509603    0.000000   63.368560   63.339960   \n",
       "        A81012    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81013   62.209988   73.059721   81.539070   63.566711   73.532140   \n",
       "        A81014    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81015    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81016   61.410408   63.036043   72.170246   62.338177   63.552021   \n",
       "        A81017   58.185870   62.181005   61.813151   61.783355   62.173625   \n",
       "        A81018    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81019   66.037489    0.000000   66.978522    0.000000   66.825712   \n",
       "        A81020    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81021    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81022    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81023   64.045091   77.558537   64.040058   64.055482   62.889331   \n",
       "        A81025   66.561804   69.823731   72.104362   69.167768   68.919814   \n",
       "        A81026   69.891205   58.681926   82.606404   78.612946   69.264414   \n",
       "        A81027   57.399397   58.655617   58.097246   73.091149   58.807157   \n",
       "        A81029   79.315769    0.000000   79.522994    0.000000   79.708416   \n",
       "        A81030   85.489579   78.479348   78.284359    0.000000   79.231279   \n",
       "        A81031   73.286145   74.756643    0.000000   74.108322    0.000000   \n",
       "        A81032   58.644645   59.786898   59.032811   59.260238   67.501657   \n",
       "        A81033   71.608337    0.000000    0.000000    0.000000    0.000000   \n",
       "...                    ...         ...         ...         ...         ...   \n",
       "vitb    Y05167   39.286186   30.504648   37.426901   36.085912   36.227425   \n",
       "        Y05212    7.561137    0.000000    8.745348    0.000000   12.735786   \n",
       "        Y05238         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05239         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05240         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05248   92.359551   79.243028   89.606592   77.721451   84.053512   \n",
       "        Y05250         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05251         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05252         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05253         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05257         NaN         NaN         NaN         NaN   45.444816   \n",
       "        Y05258    0.000000   43.970784         NaN         NaN   45.444816   \n",
       "        Y05267         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05268         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05279         NaN         NaN         NaN         NaN    0.000000   \n",
       "        Y05286   39.576999   35.830013   53.176502   43.356457   56.280936   \n",
       "        Y05291   89.543952   80.411687   44.723551   26.120598   45.444816   \n",
       "        Y05317   50.905486   39.428951   41.932483   44.583778   53.591973   \n",
       "        Y05318   22.590879   20.278884   39.300904   34.551761   29.859532   \n",
       "        Y05330         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05346   83.767350   43.970784   85.446571   44.583778         NaN   \n",
       "        Y05349   35.743556   41.248340   29.625199   44.583778   45.444816   \n",
       "        Y05363   85.313946   86.334661   84.662414   92.089114   81.779264   \n",
       "        Y05364   30.614673   30.132802   35.991494   37.206510   34.862876   \n",
       "        Y05369   89.543952   77.609562   80.954280   86.032551   45.444816   \n",
       "        Y05385         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05412         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05416         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05548         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05569         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "date            2016-11-01  \n",
       "measure id                  \n",
       "ace     A81001    0.000000  \n",
       "        A81002   65.900638  \n",
       "        A81003         NaN  \n",
       "        A81004   81.827843  \n",
       "        A81005   68.955898  \n",
       "        A81006    0.000000  \n",
       "        A81007   68.823061  \n",
       "        A81008    0.000000  \n",
       "        A81009    0.000000  \n",
       "        A81011    0.000000  \n",
       "        A81012    0.000000  \n",
       "        A81013   74.256111  \n",
       "        A81014    0.000000  \n",
       "        A81015    0.000000  \n",
       "        A81016   62.194474  \n",
       "        A81017   61.224761  \n",
       "        A81018    0.000000  \n",
       "        A81019    0.000000  \n",
       "        A81020    0.000000  \n",
       "        A81021    0.000000  \n",
       "        A81022    0.000000  \n",
       "        A81023   62.659405  \n",
       "        A81025   67.999469  \n",
       "        A81026   69.899044  \n",
       "        A81027   59.072795  \n",
       "        A81029    0.000000  \n",
       "        A81030   66.578108  \n",
       "        A81031   75.292242  \n",
       "        A81032   59.683847  \n",
       "        A81033    0.000000  \n",
       "...                    ...  \n",
       "vitb    Y05167   53.520182  \n",
       "        Y05212   10.942738  \n",
       "        Y05238         NaN  \n",
       "        Y05239         NaN  \n",
       "        Y05240         NaN  \n",
       "        Y05248   45.621564  \n",
       "        Y05250         NaN  \n",
       "        Y05251         NaN  \n",
       "        Y05252         NaN  \n",
       "        Y05253         NaN  \n",
       "        Y05257         NaN  \n",
       "        Y05258         NaN  \n",
       "        Y05267         NaN  \n",
       "        Y05268         NaN  \n",
       "        Y05279         NaN  \n",
       "        Y05286   59.621832  \n",
       "        Y05291   82.472844  \n",
       "        Y05317   79.187341  \n",
       "        Y05318   36.811050  \n",
       "        Y05330   99.088105  \n",
       "        Y05346         NaN  \n",
       "        Y05349   62.478208  \n",
       "        Y05363   87.474856  \n",
       "        Y05364   33.485316  \n",
       "        Y05369   32.841625  \n",
       "        Y05385         NaN  \n",
       "        Y05412         NaN  \n",
       "        Y05416         NaN  \n",
       "        Y05548         NaN  \n",
       "        Y05569   68.177551  \n",
       "\n",
       "[261885 rows x 76 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "percentiles = pd.read_csv('mv.csv', sep=',',header=None, skip_blank_lines=False)\n",
    "percentiles = percentiles.sort_values([2, 1, 0])\n",
    "percentiles.columns = ['date', 'measure', 'id', 'percentile']\n",
    "percentiles = percentiles.set_index('id') #(['measure', 'id', 'date'])\n",
    "percentiles = percentiles[pd.notnull(percentiles.index)].reset_index()\n",
    "percentiles = percentiles.set_index(['measure', 'id', 'date'])\n",
    "percentiles = percentiles.unstack(level=2)\n",
    "percentiles.columns = percentiles.columns.droplevel(0)\n",
    "percentiles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CUSUM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>69</th>\n",
       "      <th>70</th>\n",
       "      <th>71</th>\n",
       "      <th>72</th>\n",
       "      <th>73</th>\n",
       "      <th>74</th>\n",
       "      <th>75</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>measure</th>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">ace</th>\n",
       "      <th>A81001</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.855316</td>\n",
       "      <td>32.806522</td>\n",
       "      <td>19.757728</td>\n",
       "      <td>6.708935</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81002</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.160265</td>\n",
       "      <td>21.136313</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.165832</td>\n",
       "      <td>25.036922</td>\n",
       "      <td>...</td>\n",
       "      <td>5.554535</td>\n",
       "      <td>10.628376</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.580191</td>\n",
       "      <td>10.060570</td>\n",
       "      <td>15.681014</td>\n",
       "      <td>21.205160</td>\n",
       "      <td>26.335961</td>\n",
       "      <td>32.562450</td>\n",
       "      <td>44.914892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81003</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.177494</td>\n",
       "      <td>152.727542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81004</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.860001</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.418741</td>\n",
       "      <td>23.440843</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.984634</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.124327</td>\n",
       "      <td>...</td>\n",
       "      <td>27.051517</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.343060</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.247714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.399682</td>\n",
       "      <td>32.428253</td>\n",
       "      <td>52.229565</td>\n",
       "      <td>71.473034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81005</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.417499</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.036995</td>\n",
       "      <td>3.851269</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.335696</td>\n",
       "      <td>...</td>\n",
       "      <td>18.368022</td>\n",
       "      <td>36.829965</td>\n",
       "      <td>46.599181</td>\n",
       "      <td>64.594595</td>\n",
       "      <td>14.536089</td>\n",
       "      <td>32.933253</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.871481</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.897392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81006</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.788284</td>\n",
       "      <td>10.577565</td>\n",
       "      <td>8.342622</td>\n",
       "      <td>9.991619</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81007</th>\n",
       "      <td>0</td>\n",
       "      <td>7.155475</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.350045</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.700086</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.110252</td>\n",
       "      <td>16.928080</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.689247</td>\n",
       "      <td>11.667880</td>\n",
       "      <td>18.844651</td>\n",
       "      <td>13.523135</td>\n",
       "      <td>7.468561</td>\n",
       "      <td>15.932808</td>\n",
       "      <td>24.956506</td>\n",
       "      <td>19.712406</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.543293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81008</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.342112</td>\n",
       "      <td>6.713127</td>\n",
       "      <td>0.481240</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.654737</td>\n",
       "      <td>1.700949</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81009</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.439008</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.945830</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81011</th>\n",
       "      <td>0</td>\n",
       "      <td>13.971740</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>15.836744</td>\n",
       "      <td>36.630881</td>\n",
       "      <td>3.488795</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>34.886487</td>\n",
       "      <td>7.165525</td>\n",
       "      <td>42.315914</td>\n",
       "      <td>14.594952</td>\n",
       "      <td>50.383592</td>\n",
       "      <td>22.662629</td>\n",
       "      <td>58.310227</td>\n",
       "      <td>93.929225</td>\n",
       "      <td>66.208262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81012</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.790205</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>35.786210</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81013</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.332625</td>\n",
       "      <td>1.188218</td>\n",
       "      <td>2.387767</td>\n",
       "      <td>5.119453</td>\n",
       "      <td>4.894155</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.345110</td>\n",
       "      <td>9.169569</td>\n",
       "      <td>0.021668</td>\n",
       "      <td>0.839197</td>\n",
       "      <td>2.380697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81014</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.793410</td>\n",
       "      <td>18.483379</td>\n",
       "      <td>...</td>\n",
       "      <td>31.977301</td>\n",
       "      <td>32.584838</td>\n",
       "      <td>32.809786</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81015</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>41.148930</td>\n",
       "      <td>18.572004</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81016</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.844247</td>\n",
       "      <td>33.514038</td>\n",
       "      <td>20.183830</td>\n",
       "      <td>6.853622</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>97.616600</td>\n",
       "      <td>140.275587</td>\n",
       "      <td>176.672685</td>\n",
       "      <td>214.816165</td>\n",
       "      <td>241.850093</td>\n",
       "      <td>265.392124</td>\n",
       "      <td>292.815354</td>\n",
       "      <td>304.392327</td>\n",
       "      <td>311.988297</td>\n",
       "      <td>312.930717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81017</th>\n",
       "      <td>0</td>\n",
       "      <td>12.408679</td>\n",
       "      <td>0.757800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.314373</td>\n",
       "      <td>6.756299</td>\n",
       "      <td>3.810709</td>\n",
       "      <td>5.183392</td>\n",
       "      <td>...</td>\n",
       "      <td>33.439884</td>\n",
       "      <td>35.268280</td>\n",
       "      <td>33.242461</td>\n",
       "      <td>41.593671</td>\n",
       "      <td>41.045291</td>\n",
       "      <td>44.492046</td>\n",
       "      <td>47.570947</td>\n",
       "      <td>50.620052</td>\n",
       "      <td>54.059427</td>\n",
       "      <td>56.549938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81018</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>68.643811</td>\n",
       "      <td>49.110221</td>\n",
       "      <td>29.576632</td>\n",
       "      <td>10.043042</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81019</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.813055</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.683445</td>\n",
       "      <td>18.402501</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.519715</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.352999</td>\n",
       "      <td>...</td>\n",
       "      <td>20.180369</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.973973</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.910965</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.851998</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.699189</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81020</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.765855</td>\n",
       "      <td>0.329582</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.776835</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>93.247703</td>\n",
       "      <td>40.608550</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81021</th>\n",
       "      <td>0</td>\n",
       "      <td>40.141732</td>\n",
       "      <td>28.718821</td>\n",
       "      <td>17.295911</td>\n",
       "      <td>5.873000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81022</th>\n",
       "      <td>0</td>\n",
       "      <td>3.379831</td>\n",
       "      <td>3.312577</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.438204</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.349891</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81023</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64.045091</td>\n",
       "      <td>136.266537</td>\n",
       "      <td>188.506293</td>\n",
       "      <td>235.424801</td>\n",
       "      <td>275.839201</td>\n",
       "      <td>310.782898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81025</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.585228</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.836414</td>\n",
       "      <td>2.041341</td>\n",
       "      <td>...</td>\n",
       "      <td>41.167005</td>\n",
       "      <td>40.990864</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.971478</td>\n",
       "      <td>19.979959</td>\n",
       "      <td>21.250368</td>\n",
       "      <td>24.801407</td>\n",
       "      <td>25.415852</td>\n",
       "      <td>25.782344</td>\n",
       "      <td>25.228491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81026</th>\n",
       "      <td>0</td>\n",
       "      <td>5.094044</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.204043</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.325108</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.893719</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.049095</td>\n",
       "      <td>...</td>\n",
       "      <td>44.964133</td>\n",
       "      <td>42.799795</td>\n",
       "      <td>48.325175</td>\n",
       "      <td>46.564817</td>\n",
       "      <td>44.377643</td>\n",
       "      <td>30.981190</td>\n",
       "      <td>41.509216</td>\n",
       "      <td>48.043783</td>\n",
       "      <td>45.229818</td>\n",
       "      <td>43.050482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81027</th>\n",
       "      <td>0</td>\n",
       "      <td>0.716685</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.273476</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.630451</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.992607</td>\n",
       "      <td>3.935200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.201052</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81029</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.494945</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.607573</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.753986</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.563345</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.168116</td>\n",
       "      <td>49.334599</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.390631</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.597856</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.783279</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81030</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.902324</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.758192</td>\n",
       "      <td>14.883262</td>\n",
       "      <td>11.167276</td>\n",
       "      <td>7.773350</td>\n",
       "      <td>12.839154</td>\n",
       "      <td>...</td>\n",
       "      <td>3.320860</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.255088</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.597709</td>\n",
       "      <td>14.185186</td>\n",
       "      <td>17.577674</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.339408</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81031</th>\n",
       "      <td>0</td>\n",
       "      <td>4.663352</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.755045</td>\n",
       "      <td>33.390154</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.340900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.175040</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>22.160843</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.142899</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.285740</td>\n",
       "      <td>44.041978</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.107917</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23.291837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81032</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>104.794516</td>\n",
       "      <td>113.855749</td>\n",
       "      <td>122.269717</td>\n",
       "      <td>132.283086</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.348500</td>\n",
       "      <td>0.879189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A81033</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54.447402</td>\n",
       "      <td>37.286467</td>\n",
       "      <td>20.125532</td>\n",
       "      <td>2.964597</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">vitb</th>\n",
       "      <th>Y05167</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05212</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05238</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05239</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05240</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05248</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05250</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05251</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05252</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05253</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05257</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05258</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05267</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05268</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05279</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05286</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05291</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05317</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05318</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05330</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05346</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05349</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05363</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05364</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05369</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05385</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05412</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05416</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05548</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y05569</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>261885 rows × 76 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                0          1          2          3          4          5   \\\n",
       "measure id                                                                  \n",
       "ace     A81001   0   0.000000   0.000000   0.000000   0.000000  45.855316   \n",
       "        A81002   0   0.000000   0.000000  11.160265  21.136313   0.000000   \n",
       "        A81003   0   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       "        A81004   0   0.000000  16.860001   0.000000   4.418741  23.440843   \n",
       "        A81005   0   0.000000   0.000000   1.417499   0.000000   0.000000   \n",
       "        A81006   0   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       "        A81007   0   7.155475   0.000000   8.350045   0.000000   9.700086   \n",
       "        A81008   0   0.000000  11.342112   6.713127   0.481240   0.000000   \n",
       "        A81009   0   0.000000   0.000000  19.439008   0.000000   0.000000   \n",
       "        A81011   0  13.971740   0.000000   0.000000   0.000000  15.836744   \n",
       "        A81012   0   0.000000   0.000000   0.000000  27.790205   0.000000   \n",
       "        A81013   0   0.000000   0.000000   0.000000   0.332625   1.188218   \n",
       "        A81014   0   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       "        A81015   0   0.000000   0.000000   0.000000  41.148930  18.572004   \n",
       "        A81016   0   0.000000   0.000000   0.000000  46.844247  33.514038   \n",
       "        A81017   0  12.408679   0.757800   0.000000   0.000000   0.000000   \n",
       "        A81018   0   0.000000   0.000000  68.643811  49.110221  29.576632   \n",
       "        A81019   0   0.000000   8.813055   0.000000   6.683445  18.402501   \n",
       "        A81020   0   0.000000   0.000000   0.000000   5.765855   0.329582   \n",
       "        A81021   0  40.141732  28.718821  17.295911   5.873000   0.000000   \n",
       "        A81022   0   3.379831   3.312577   0.000000   0.000000   0.000000   \n",
       "        A81023   0   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       "        A81025   0   0.000000   0.000000   0.000000   2.585228   0.000000   \n",
       "        A81026   0   5.094044   0.000000   7.204043   0.000000  10.325108   \n",
       "        A81027   0   0.716685   0.000000   8.273476   0.000000   1.630451   \n",
       "        A81029   0   0.000000  10.494945   0.000000   7.607573   0.000000   \n",
       "        A81030   0   0.000000   0.902324   0.000000   0.000000   1.758192   \n",
       "        A81031   0   4.663352   0.000000  16.755045  33.390154   0.000000   \n",
       "        A81032   0   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       "        A81033   0   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       "...             ..        ...        ...        ...        ...        ...   \n",
       "vitb    Y05167   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05212   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05238   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05239   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05240   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05248   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05250   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05251   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05252   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05253   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05257   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05258   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05267   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05268   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05279   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05286   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05291   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05317   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05318   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05330   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05346   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05349   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05363   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05364   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05369   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05385   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05412   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05416   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05548   0        NaN        NaN        NaN        NaN        NaN   \n",
       "        Y05569   0        NaN        NaN        NaN        NaN        NaN   \n",
       "\n",
       "                       6          7          8          9      ...      \\\n",
       "measure id                                                     ...       \n",
       "ace     A81001  32.806522  19.757728   6.708935   0.000000     ...       \n",
       "        A81002   0.000000   0.000000  13.165832  25.036922     ...       \n",
       "        A81003   0.000000   0.000000   0.000000   0.000000     ...       \n",
       "        A81004   0.000000   6.984634   0.000000  17.124327     ...       \n",
       "        A81005   4.036995   3.851269   0.000000   2.335696     ...       \n",
       "        A81006  10.788284  10.577565   8.342622   9.991619     ...       \n",
       "        A81007   0.000000   7.110252  16.928080   0.000000     ...       \n",
       "        A81008   0.000000   0.000000   3.654737   1.700949     ...       \n",
       "        A81009   0.000000   0.000000   0.000000  20.945830     ...       \n",
       "        A81011  36.630881   3.488795   0.000000   0.000000     ...       \n",
       "        A81012   0.000000  35.786210   0.000000   0.000000     ...       \n",
       "        A81013   2.387767   5.119453   4.894155   0.000000     ...       \n",
       "        A81014   0.000000   0.000000   1.793410  18.483379     ...       \n",
       "        A81015   0.000000   0.000000   0.000000   0.000000     ...       \n",
       "        A81016  20.183830   6.853622   0.000000   0.000000     ...       \n",
       "        A81017   7.314373   6.756299   3.810709   5.183392     ...       \n",
       "        A81018  10.043042   0.000000   0.000000   0.000000     ...       \n",
       "        A81019   0.000000   8.519715   0.000000  10.352999     ...       \n",
       "        A81020   0.000000   5.776835   0.000000   0.000000     ...       \n",
       "        A81021   0.000000   0.000000   0.000000   0.000000     ...       \n",
       "        A81022   0.000000   3.438204   0.000000   0.349891     ...       \n",
       "        A81023   0.000000   0.000000   0.000000   0.000000     ...       \n",
       "        A81025   0.000000   0.000000   5.836414   2.041341     ...       \n",
       "        A81026   0.000000  10.893719   0.000000   0.049095     ...       \n",
       "        A81027   0.000000   0.000000   8.992607   3.935200     ...       \n",
       "        A81029  12.753986   0.000000  13.563345   0.000000     ...       \n",
       "        A81030  14.883262  11.167276   7.773350  12.839154     ...       \n",
       "        A81031  18.340900   0.000000   9.175040   0.000000     ...       \n",
       "        A81032   0.000000   0.000000   0.000000   0.000000     ...       \n",
       "        A81033   0.000000   0.000000   0.000000   0.000000     ...       \n",
       "...                   ...        ...        ...        ...     ...       \n",
       "vitb    Y05167        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05212        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05238        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05239        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05240        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05248        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05250        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05251        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05252        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05253        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05257        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05258        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05267        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05268        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05279        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05286        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05291        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05317        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05318        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05330        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05346        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05349        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05363        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05364        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05369        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05385        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05412        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05416        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05548        NaN        NaN        NaN        NaN     ...       \n",
       "        Y05569        NaN        NaN        NaN        NaN     ...       \n",
       "\n",
       "                        66          67          68          69          70  \\\n",
       "measure id                                                                   \n",
       "ace     A81001    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81002    5.554535   10.628376    0.000000    5.580191   10.060570   \n",
       "        A81003    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81004   27.051517    0.000000   25.343060    0.000000   26.247714   \n",
       "        A81005   18.368022   36.829965   46.599181   64.594595   14.536089   \n",
       "        A81006    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81007    3.689247   11.667880   18.844651   13.523135    7.468561   \n",
       "        A81008    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81009    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81011    0.000000   34.886487    7.165525   42.315914   14.594952   \n",
       "        A81012    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81013    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81014   31.977301   32.584838   32.809786    0.000000    0.000000   \n",
       "        A81015    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81016   97.616600  140.275587  176.672685  214.816165  241.850093   \n",
       "        A81017   33.439884   35.268280   33.242461   41.593671   41.045291   \n",
       "        A81018    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81019   20.180369    0.000000   18.973973    0.000000   19.910965   \n",
       "        A81020   93.247703   40.608550    0.000000    0.000000    0.000000   \n",
       "        A81021    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81022    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81023    0.000000    0.000000    0.000000    0.000000   64.045091   \n",
       "        A81025   41.167005   40.990864    0.000000   21.971478   19.979959   \n",
       "        A81026   44.964133   42.799795   48.325175   46.564817   44.377643   \n",
       "        A81027    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "        A81029    0.000000   24.168116   49.334599    0.000000   25.390631   \n",
       "        A81030    3.320860    0.000000    2.255088    0.000000   10.597709   \n",
       "        A81031   22.160843    0.000000   19.142899    0.000000   21.285740   \n",
       "        A81032  104.794516  113.855749  122.269717  132.283086    0.000000   \n",
       "        A81033    0.000000    0.000000    0.000000    0.000000   54.447402   \n",
       "...                    ...         ...         ...         ...         ...   \n",
       "vitb    Y05167         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05212         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05238         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05239         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05240         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05248         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05250         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05251         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05252         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05253         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05257         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05258         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05267         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05268         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05279         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05286         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05291         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05317         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05318         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05330         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05346         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05349         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05363         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05364         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05369         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05385         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05412         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05416         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05548         NaN         NaN         NaN         NaN         NaN   \n",
       "        Y05569         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "                        71          72          73          74          75  \n",
       "measure id                                                                  \n",
       "ace     A81001    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81002   15.681014   21.205160   26.335961   32.562450   44.914892  \n",
       "        A81003    0.000000   77.177494  152.727542         NaN         NaN  \n",
       "        A81004    0.000000   26.399682   32.428253   52.229565   71.473034  \n",
       "        A81005   32.933253    0.000000   18.871481    0.000000   18.897392  \n",
       "        A81006    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81007   15.932808   24.956506   19.712406    0.000000    4.543293  \n",
       "        A81008    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81009    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81011   50.383592   22.662629   58.310227   93.929225   66.208262  \n",
       "        A81012    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81013    0.345110    9.169569    0.021668    0.839197    2.380697  \n",
       "        A81014    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81015    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81016  265.392124  292.815354  304.392327  311.988297  312.930717  \n",
       "        A81017   44.492046   47.570947   50.620052   54.059427   56.549938  \n",
       "        A81018    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81019    0.000000   20.851998    0.000000   20.699189    0.000000  \n",
       "        A81020    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81021    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81022    0.000000    0.000000    0.000000    0.000000    0.000000  \n",
       "        A81023  136.266537  188.506293  235.424801  275.839201  310.782898  \n",
       "        A81025   21.250368   24.801407   25.415852   25.782344   25.228491  \n",
       "        A81026   30.981190   41.509216   48.043783   45.229818   43.050482  \n",
       "        A81027    0.000000    0.000000    0.201052    0.000000    0.000000  \n",
       "        A81029    0.000000   25.597856    0.000000   25.783279    0.000000  \n",
       "        A81030   14.185186   17.577674    0.000000    4.339408    0.000000  \n",
       "        A81031   44.041978    0.000000   22.107917    0.000000   23.291837  \n",
       "        A81032    0.000000    0.000000    0.000000    4.348500    0.879189  \n",
       "        A81033   37.286467   20.125532    2.964597    0.000000    0.000000  \n",
       "...                    ...         ...         ...         ...         ...  \n",
       "vitb    Y05167         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05212         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05238         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05239         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05240         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05248         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05250         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05251         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05252         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05253         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05257         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05258         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05267         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05268         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05279         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05286         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05291         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05317         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05318         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05330         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05346         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05349         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05363         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05364         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05369         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05385         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05412         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05416         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05548         NaN         NaN         NaN         NaN         NaN  \n",
       "        Y05569         NaN         NaN         NaN         NaN         NaN  \n",
       "\n",
       "[261885 rows x 76 columns]"
      ]
     },
     "execution_count": 321,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "months_smoothing = 12\n",
    "sensitivity = 5\n",
    "\n",
    "# remove date labels from columns\n",
    "percentiles_dates = percentiles.columns #save date labels for later\n",
    "percentiles.columns = range(percentiles.shape[1])\n",
    "\n",
    "# create necessary tables with same index\n",
    "smax = pd.DataFrame(index=percentiles.index)\n",
    "smin = pd.DataFrame(index=percentiles.index)\n",
    "reference_percentile = pd.DataFrame(index=percentiles.index)\n",
    "threshold = pd.DataFrame(index=percentiles.index)\n",
    "alert = pd.DataFrame(index=percentiles.index)\n",
    "not_alert = pd.DataFrame(index=percentiles.index)\n",
    "\n",
    "# set initial values for s\n",
    "smax[0] = 0\n",
    "smin[0] = 0\n",
    "\n",
    "# set initial reference percentile for each \n",
    "reference_percentile[0] = percentiles.ix[:,0:months_smoothing-1].mean(axis=1)\n",
    "#set initial threshold\n",
    "threshold[0] = percentiles.ix[:,0:months_smoothing-1].std(axis=1, ddof=0) * sensitivity\n",
    "#threshold[0] = np.std(percentiles.ix[:,0:months_smoothing-1]) * sensitivity\n",
    "\n",
    "# loop over months of data\n",
    "for i in range(1,percentiles.shape[1]): #range(1,percentiles.shape[1]): \n",
    "    \n",
    "    # logic to determine alerts from previous month\n",
    "    alert = (smax[i-1] > threshold[i-1]) | (smin[i-1] < -threshold[i-1])\n",
    "    not_alert = (smax[i-1] <= threshold[i-1]) & (smin[i-1] >= -threshold[i-1])\n",
    "    ## I'm sure there's a way of doing without this ^ one,\n",
    "        # just coudn't work out the syntax to slice pandas rows\n",
    "        # based on the opposite of the array of boolean values\n",
    "        \n",
    "    # reference percentile and threshold:\n",
    "    ##append previous value if no alert\n",
    "    reference_percentile.ix[not_alert, i] = reference_percentile.ix[not_alert, i-1]\n",
    "    threshold[i] = threshold[i-1]\n",
    "    \n",
    "    ## reset reference after alert\n",
    "    reference_percentile.ix[alert, i] = percentiles.ix[alert,i-months_smoothing:i-1].mean(axis=1)\n",
    "    \n",
    "    # CUSUM calculation (adding on previous s values done elsewhere)\n",
    "    ##threshold[[i]] / sensitivity is a way of deriving stdev without generating it again\n",
    "    smax[i] = percentiles[i] - (reference_percentile[i] + (0.5 * threshold[i] / sensitivity))\n",
    "    smin[i] = percentiles[i] - (reference_percentile[i] - (0.5 * threshold[i] / sensitivity))\n",
    "    \n",
    "    # retrigger logic\n",
    "    retrigger_pos = (smax[i] > 0) & (smax[i-1] > threshold[i-1])\n",
    "    retrigger_neg = (smin[i] < 0) & (smin[i-1] < -threshold[i-1])\n",
    "    cont_cumulative = not_alert|retrigger_pos|retrigger_neg\n",
    "    thres_res = alert!=retrigger_pos|retrigger_neg\n",
    "    \n",
    "    # reset threshold\n",
    "    threshold.ix[thres_res, i] = percentiles.ix[thres_res,i-months_smoothing:i-1].std(axis=1, ddof=0) * sensitivity\n",
    "    \n",
    "    # add s from previous month if no trigger, or retrigger\n",
    "    smax.ix[cont_cumulative, i] = smax.ix[cont_cumulative, i] + smax.ix[cont_cumulative, i-1]\n",
    "    smin.ix[cont_cumulative, i] = smin.ix[cont_cumulative, i] + smin.ix[cont_cumulative, i-1]\n",
    "    \n",
    "    # set baselines of zero\n",
    "    smax.ix[smax[i] < 0, i] = 0\n",
    "    smin.ix[smin[i] > 0, i] = 0\n",
    "\n",
    "# determine &export alerts\n",
    "alert_pos = (smax > threshold)\n",
    "alert_pos.to_csv('alert_pos_pandas.csv')\n",
    "\n",
    "alert_neg = (smin < -threshold)\n",
    "alert_neg.to_csv('alert_neg_pandas.csv')\n",
    "\n",
    "# other potentially useful outputs (for drawing graphs etc)\n",
    "#smax\n",
    "#smin\n",
    "#percentile\n",
    "#reference_percentile\n",
    "#threshold"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Draw plot to ensure it's the same as previous method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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weu218P8onjxpzj9sWGI3IBLCLnaFgrSUNC7pfIlMTRRCAC4KBddcE/6xU6aY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\nAiE8zAoFbl6r4Phxs6gOhK4UgFn2eN3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FDqWkQCRR3d2weXPsQrhmDXz60/DT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\nlBSIiIhIRkmBiIiIAEoKREREJPP/LB2dBAfmzi0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c08c2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6bgLPrZrNGYPHNv9FaSQWj22bT9HgilFXkJOZQ2ZGJhePbP5WwP279ueJM54I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\ndtHEAYc45xbtzvGcczcmffq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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c0192e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "location = 'N85051'\n",
    "measure = 'cerazette'\n",
    "plt.plot(percentiles.loc[measure, location])\n",
    "plt.plot(reference_percentile.loc[measure, location])\n",
    "plt.show()\n",
    "\n",
    "plt.plot(smax.loc[measure, location])\n",
    "plt.plot(smin.loc[measure, location])\n",
    "plt.plot(threshold.loc[measure, location])\n",
    "plt.plot(-threshold.loc[measure, location])\n",
    "plt.show()"
   ]
  }
 ],
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    "version": 2
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