0_reference_comparison.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from basic_tools import *\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.stats as st"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(497, 7622)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2_total=pd.read_csv(h2_total_par_filtered_path,index_col='phenotype')\n",
    "h2_total.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(497, 7602)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2_total_old=pd.read_csv('/data01/ch6845/LDSC_partitioned_testbench/data/h2_total_par_filtered.csv',index_col='phenotype')\n",
    "h2_total_old.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parsing result of partitioned LDSC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "suffix_bp_list_power=\"bp300 bp128 bp64 bp32 bp16 bp8\".split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['50_irnt', '20153_irnt', '5097_irnt', '5098_irnt', '30100_irnt',\n",
       "       '5099_irnt', '20015_irnt', '5132_irnt', '4105_irnt', '3148_irnt',\n",
       "       ...\n",
       "       'H26', '6147_2', 'N39', '20002_1474', '20002_1452', 'K11_OTHGASTR',\n",
       "       '6144_1', '6179_6', 'Z09', '680_4'],\n",
       "      dtype='object', name='phenotype', length=497)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2_total.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "regression_result_bp_list_dict=dict([make_regression_result_list(h2_total,phenotype,suffix_bp_list_power) for phenotype in h2_total.index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "regression_result_bp_list_dict_old=dict([make_regression_result_list(h2_total_old,phenotype,suffix_bp_list_power) for phenotype in h2_total_old.index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "h2_bp8_df=pd.DataFrame([[phenotype]+(regression_result_list[-1]['h2']).tolist() for phenotype,regression_result_list in regression_result_bp_list_dict.items()])\n",
    "h2_bp8_df=h2_bp8_df.set_index(0)\n",
    "h2_bp8_df.columns=regression_result_bp_list_dict['23115_irnt'][-1]['category']\n",
    "\n",
    "h2_bp8_df_old=pd.DataFrame([[phenotype]+(regression_result_list[-1]['h2']).tolist() for phenotype,regression_result_list in regression_result_bp_list_dict_old.items()])\n",
    "h2_bp8_df_old=h2_bp8_df_old.set_index(0)\n",
    "h2_bp8_df_old.columns=regression_result_bp_list_dict_old['23115_irnt'][-1]['category']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>category</th>\n",
       "      <th>bp8.1.0</th>\n",
       "      <th>bp8.1.8</th>\n",
       "      <th>bp8.1.16</th>\n",
       "      <th>bp8.1.24</th>\n",
       "      <th>bp8.1.32</th>\n",
       "      <th>bp8.1.40</th>\n",
       "      <th>bp8.1.48</th>\n",
       "      <th>bp8.1.56</th>\n",
       "      <th>bp8.1.64</th>\n",
       "      <th>bp8.1.72</th>\n",
       "      <th>bp8.1.80</th>\n",
       "      <th>bp8.1.88</th>\n",
       "      <th>bp8.1.96</th>\n",
       "      <th>bp8.1.104</th>\n",
       "      <th>bp8.1.112</th>\n",
       "      <th>bp8.1.120</th>\n",
       "      <th>bp8.1.144</th>\n",
       "      <th>bp8.1.152</th>\n",
       "      <th>bp8.1.160</th>\n",
       "      <th>bp8.1.168</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</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>50_irnt</th>\n",
       "      <td>0.002449</td>\n",
       "      <td>0.003530</td>\n",
       "      <td>0.006341</td>\n",
       "      <td>0.003803</td>\n",
       "      <td>0.003119</td>\n",
       "      <td>0.005330</td>\n",
       "      <td>0.002806</td>\n",
       "      <td>0.001878</td>\n",
       "      <td>0.001182</td>\n",
       "      <td>0.001539</td>\n",
       "      <td>0.001582</td>\n",
       "      <td>0.003527</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.000934</td>\n",
       "      <td>0.002975</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.003166</td>\n",
       "      <td>0.001892</td>\n",
       "      <td>0.000772</td>\n",
       "      <td>0.005426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20153_irnt</th>\n",
       "      <td>0.002717</td>\n",
       "      <td>0.004882</td>\n",
       "      <td>0.008197</td>\n",
       "      <td>0.003897</td>\n",
       "      <td>0.003294</td>\n",
       "      <td>0.005738</td>\n",
       "      <td>0.003477</td>\n",
       "      <td>0.001894</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>0.001673</td>\n",
       "      <td>0.001849</td>\n",
       "      <td>0.004774</td>\n",
       "      <td>0.001488</td>\n",
       "      <td>0.001210</td>\n",
       "      <td>0.002613</td>\n",
       "      <td>0.000551</td>\n",
       "      <td>0.002297</td>\n",
       "      <td>0.002656</td>\n",
       "      <td>0.000853</td>\n",
       "      <td>0.005740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5097_irnt</th>\n",
       "      <td>0.005743</td>\n",
       "      <td>0.003308</td>\n",
       "      <td>0.007571</td>\n",
       "      <td>0.001724</td>\n",
       "      <td>0.008791</td>\n",
       "      <td>0.000951</td>\n",
       "      <td>0.004537</td>\n",
       "      <td>0.007151</td>\n",
       "      <td>0.001737</td>\n",
       "      <td>0.003011</td>\n",
       "      <td>0.004897</td>\n",
       "      <td>0.006175</td>\n",
       "      <td>0.000234</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.003706</td>\n",
       "      <td>-0.000364</td>\n",
       "      <td>0.002992</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.002595</td>\n",
       "      <td>0.003319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5098_irnt</th>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.003838</td>\n",
       "      <td>0.006167</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.010550</td>\n",
       "      <td>0.001213</td>\n",
       "      <td>0.004322</td>\n",
       "      <td>0.006354</td>\n",
       "      <td>0.002496</td>\n",
       "      <td>0.003112</td>\n",
       "      <td>0.004964</td>\n",
       "      <td>0.004060</td>\n",
       "      <td>0.000672</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.003013</td>\n",
       "      <td>-0.000412</td>\n",
       "      <td>0.003597</td>\n",
       "      <td>0.000859</td>\n",
       "      <td>0.003823</td>\n",
       "      <td>0.002113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5099_irnt</th>\n",
       "      <td>0.005446</td>\n",
       "      <td>0.003488</td>\n",
       "      <td>0.006414</td>\n",
       "      <td>0.001265</td>\n",
       "      <td>0.011976</td>\n",
       "      <td>0.001439</td>\n",
       "      <td>0.002936</td>\n",
       "      <td>0.005372</td>\n",
       "      <td>0.002848</td>\n",
       "      <td>0.003531</td>\n",
       "      <td>0.004456</td>\n",
       "      <td>0.004781</td>\n",
       "      <td>0.000592</td>\n",
       "      <td>0.000675</td>\n",
       "      <td>0.002521</td>\n",
       "      <td>-0.000514</td>\n",
       "      <td>0.002122</td>\n",
       "      <td>0.001749</td>\n",
       "      <td>0.002798</td>\n",
       "      <td>0.001758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30100_irnt</th>\n",
       "      <td>0.004769</td>\n",
       "      <td>0.005350</td>\n",
       "      <td>0.000446</td>\n",
       "      <td>0.006012</td>\n",
       "      <td>0.000547</td>\n",
       "      <td>0.005275</td>\n",
       "      <td>0.001754</td>\n",
       "      <td>0.000663</td>\n",
       "      <td>0.000751</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.002972</td>\n",
       "      <td>-0.000281</td>\n",
       "      <td>0.005564</td>\n",
       "      <td>0.006232</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.001952</td>\n",
       "      <td>0.006571</td>\n",
       "      <td>0.005590</td>\n",
       "      <td>0.014525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5132_irnt</th>\n",
       "      <td>0.004938</td>\n",
       "      <td>0.004407</td>\n",
       "      <td>0.005814</td>\n",
       "      <td>0.001592</td>\n",
       "      <td>0.010949</td>\n",
       "      <td>0.001648</td>\n",
       "      <td>0.002646</td>\n",
       "      <td>0.005222</td>\n",
       "      <td>0.003496</td>\n",
       "      <td>0.002322</td>\n",
       "      <td>0.007128</td>\n",
       "      <td>0.006324</td>\n",
       "      <td>-0.000076</td>\n",
       "      <td>0.000408</td>\n",
       "      <td>0.002813</td>\n",
       "      <td>-0.000630</td>\n",
       "      <td>0.003173</td>\n",
       "      <td>0.001509</td>\n",
       "      <td>0.001489</td>\n",
       "      <td>0.002413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20015_irnt</th>\n",
       "      <td>0.002881</td>\n",
       "      <td>0.002951</td>\n",
       "      <td>0.012811</td>\n",
       "      <td>0.003816</td>\n",
       "      <td>0.002548</td>\n",
       "      <td>0.005142</td>\n",
       "      <td>0.003147</td>\n",
       "      <td>0.001969</td>\n",
       "      <td>0.000901</td>\n",
       "      <td>0.001649</td>\n",
       "      <td>0.001827</td>\n",
       "      <td>0.002163</td>\n",
       "      <td>0.003014</td>\n",
       "      <td>0.001757</td>\n",
       "      <td>0.001218</td>\n",
       "      <td>0.000606</td>\n",
       "      <td>0.002294</td>\n",
       "      <td>0.001981</td>\n",
       "      <td>0.001179</td>\n",
       "      <td>0.005612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4105_irnt</th>\n",
       "      <td>0.001312</td>\n",
       "      <td>0.004591</td>\n",
       "      <td>0.019084</td>\n",
       "      <td>0.004208</td>\n",
       "      <td>0.002015</td>\n",
       "      <td>0.002529</td>\n",
       "      <td>-0.000392</td>\n",
       "      <td>0.000735</td>\n",
       "      <td>0.007874</td>\n",
       "      <td>0.001439</td>\n",
       "      <td>-0.001175</td>\n",
       "      <td>0.002041</td>\n",
       "      <td>0.002443</td>\n",
       "      <td>-0.000079</td>\n",
       "      <td>0.006902</td>\n",
       "      <td>-0.000184</td>\n",
       "      <td>-0.000083</td>\n",
       "      <td>0.001793</td>\n",
       "      <td>0.001849</td>\n",
       "      <td>0.004180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148_irnt</th>\n",
       "      <td>0.002795</td>\n",
       "      <td>0.005985</td>\n",
       "      <td>0.021559</td>\n",
       "      <td>0.003520</td>\n",
       "      <td>0.000659</td>\n",
       "      <td>0.002634</td>\n",
       "      <td>0.001755</td>\n",
       "      <td>0.002108</td>\n",
       "      <td>0.009253</td>\n",
       "      <td>0.000923</td>\n",
       "      <td>0.001216</td>\n",
       "      <td>0.003105</td>\n",
       "      <td>0.001613</td>\n",
       "      <td>0.001824</td>\n",
       "      <td>0.004331</td>\n",
       "      <td>0.000239</td>\n",
       "      <td>0.001025</td>\n",
       "      <td>0.000640</td>\n",
       "      <td>0.002678</td>\n",
       "      <td>0.007060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4100_irnt</th>\n",
       "      <td>0.002347</td>\n",
       "      <td>0.004774</td>\n",
       "      <td>0.002867</td>\n",
       "      <td>0.002963</td>\n",
       "      <td>0.004104</td>\n",
       "      <td>0.004814</td>\n",
       "      <td>0.003390</td>\n",
       "      <td>0.000877</td>\n",
       "      <td>0.002194</td>\n",
       "      <td>0.004630</td>\n",
       "      <td>0.002922</td>\n",
       "      <td>0.001586</td>\n",
       "      <td>0.002300</td>\n",
       "      <td>0.001020</td>\n",
       "      <td>0.002898</td>\n",
       "      <td>0.000499</td>\n",
       "      <td>0.001718</td>\n",
       "      <td>0.003653</td>\n",
       "      <td>0.001411</td>\n",
       "      <td>0.003551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143_irnt</th>\n",
       "      <td>0.002860</td>\n",
       "      <td>0.003826</td>\n",
       "      <td>0.003687</td>\n",
       "      <td>0.001463</td>\n",
       "      <td>0.002812</td>\n",
       "      <td>0.005299</td>\n",
       "      <td>0.003897</td>\n",
       "      <td>0.002660</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>0.005300</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>0.001951</td>\n",
       "      <td>0.002860</td>\n",
       "      <td>0.002006</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>0.000756</td>\n",
       "      <td>0.001954</td>\n",
       "      <td>0.001751</td>\n",
       "      <td>0.001341</td>\n",
       "      <td>0.002868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30080_irnt</th>\n",
       "      <td>0.003928</td>\n",
       "      <td>0.006581</td>\n",
       "      <td>0.000925</td>\n",
       "      <td>0.007039</td>\n",
       "      <td>0.000890</td>\n",
       "      <td>0.007655</td>\n",
       "      <td>0.001145</td>\n",
       "      <td>0.002480</td>\n",
       "      <td>0.001882</td>\n",
       "      <td>0.000446</td>\n",
       "      <td>0.000367</td>\n",
       "      <td>0.005548</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.003192</td>\n",
       "      <td>0.005666</td>\n",
       "      <td>-0.000057</td>\n",
       "      <td>0.003157</td>\n",
       "      <td>0.007672</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.007092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23117_irnt</th>\n",
       "      <td>0.003784</td>\n",
       "      <td>0.004304</td>\n",
       "      <td>0.004277</td>\n",
       "      <td>0.001798</td>\n",
       "      <td>0.005603</td>\n",
       "      <td>0.004174</td>\n",
       "      <td>0.001875</td>\n",
       "      <td>0.003248</td>\n",
       "      <td>0.001693</td>\n",
       "      <td>0.005159</td>\n",
       "      <td>0.002244</td>\n",
       "      <td>0.001709</td>\n",
       "      <td>0.002031</td>\n",
       "      <td>0.004011</td>\n",
       "      <td>0.001558</td>\n",
       "      <td>0.000311</td>\n",
       "      <td>0.001984</td>\n",
       "      <td>0.003537</td>\n",
       "      <td>0.001835</td>\n",
       "      <td>0.002510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5085_irnt</th>\n",
       "      <td>0.007093</td>\n",
       "      <td>0.002307</td>\n",
       "      <td>0.002243</td>\n",
       "      <td>0.002314</td>\n",
       "      <td>0.002483</td>\n",
       "      <td>0.005833</td>\n",
       "      <td>0.003445</td>\n",
       "      <td>0.005216</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>-0.000836</td>\n",
       "      <td>0.002522</td>\n",
       "      <td>0.001291</td>\n",
       "      <td>0.001988</td>\n",
       "      <td>0.007041</td>\n",
       "      <td>0.000233</td>\n",
       "      <td>0.001452</td>\n",
       "      <td>0.001978</td>\n",
       "      <td>0.006702</td>\n",
       "      <td>0.001220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5084_irnt</th>\n",
       "      <td>0.007463</td>\n",
       "      <td>0.001789</td>\n",
       "      <td>0.003144</td>\n",
       "      <td>0.001289</td>\n",
       "      <td>0.002081</td>\n",
       "      <td>0.006141</td>\n",
       "      <td>0.002750</td>\n",
       "      <td>0.007618</td>\n",
       "      <td>0.001114</td>\n",
       "      <td>0.000752</td>\n",
       "      <td>-0.000242</td>\n",
       "      <td>0.002473</td>\n",
       "      <td>0.002435</td>\n",
       "      <td>0.001526</td>\n",
       "      <td>0.005805</td>\n",
       "      <td>-0.000083</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.003638</td>\n",
       "      <td>0.006770</td>\n",
       "      <td>0.001301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23098_irnt</th>\n",
       "      <td>0.003502</td>\n",
       "      <td>0.003090</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>0.001112</td>\n",
       "      <td>0.005287</td>\n",
       "      <td>0.003903</td>\n",
       "      <td>0.002066</td>\n",
       "      <td>0.003333</td>\n",
       "      <td>0.002304</td>\n",
       "      <td>0.006117</td>\n",
       "      <td>0.002385</td>\n",
       "      <td>0.001409</td>\n",
       "      <td>0.003174</td>\n",
       "      <td>0.004387</td>\n",
       "      <td>0.001839</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>0.001883</td>\n",
       "      <td>0.002632</td>\n",
       "      <td>0.001819</td>\n",
       "      <td>0.001725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23106_irnt</th>\n",
       "      <td>0.003754</td>\n",
       "      <td>0.005644</td>\n",
       "      <td>0.002604</td>\n",
       "      <td>0.001421</td>\n",
       "      <td>0.004573</td>\n",
       "      <td>0.002485</td>\n",
       "      <td>0.001936</td>\n",
       "      <td>0.001917</td>\n",
       "      <td>0.002689</td>\n",
       "      <td>0.003678</td>\n",
       "      <td>0.001413</td>\n",
       "      <td>0.002330</td>\n",
       "      <td>0.002704</td>\n",
       "      <td>0.004601</td>\n",
       "      <td>0.003324</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.003746</td>\n",
       "      <td>0.005102</td>\n",
       "      <td>0.002069</td>\n",
       "      <td>0.003222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30040_irnt</th>\n",
       "      <td>0.004259</td>\n",
       "      <td>0.002843</td>\n",
       "      <td>0.004979</td>\n",
       "      <td>0.007402</td>\n",
       "      <td>0.002584</td>\n",
       "      <td>0.007993</td>\n",
       "      <td>0.001475</td>\n",
       "      <td>0.001505</td>\n",
       "      <td>0.003941</td>\n",
       "      <td>0.000806</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>0.001603</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>0.000520</td>\n",
       "      <td>0.003965</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000374</td>\n",
       "      <td>0.006722</td>\n",
       "      <td>0.001726</td>\n",
       "      <td>0.000531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23104_irnt</th>\n",
       "      <td>0.003697</td>\n",
       "      <td>0.002632</td>\n",
       "      <td>0.002749</td>\n",
       "      <td>0.001431</td>\n",
       "      <td>0.004650</td>\n",
       "      <td>0.002802</td>\n",
       "      <td>0.001549</td>\n",
       "      <td>0.002822</td>\n",
       "      <td>0.002944</td>\n",
       "      <td>0.005638</td>\n",
       "      <td>0.001909</td>\n",
       "      <td>0.002766</td>\n",
       "      <td>0.003911</td>\n",
       "      <td>0.004611</td>\n",
       "      <td>0.002492</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.001319</td>\n",
       "      <td>0.002919</td>\n",
       "      <td>0.001545</td>\n",
       "      <td>0.001373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1697</th>\n",
       "      <td>0.002423</td>\n",
       "      <td>0.004013</td>\n",
       "      <td>0.007027</td>\n",
       "      <td>0.003400</td>\n",
       "      <td>0.003029</td>\n",
       "      <td>0.006974</td>\n",
       "      <td>0.002940</td>\n",
       "      <td>0.001831</td>\n",
       "      <td>0.001506</td>\n",
       "      <td>0.002680</td>\n",
       "      <td>0.001480</td>\n",
       "      <td>0.002438</td>\n",
       "      <td>0.001162</td>\n",
       "      <td>0.000929</td>\n",
       "      <td>0.003752</td>\n",
       "      <td>0.000516</td>\n",
       "      <td>0.003686</td>\n",
       "      <td>0.002188</td>\n",
       "      <td>0.001646</td>\n",
       "      <td>0.005645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23108_irnt</th>\n",
       "      <td>0.003804</td>\n",
       "      <td>0.006127</td>\n",
       "      <td>0.004059</td>\n",
       "      <td>0.002281</td>\n",
       "      <td>0.004253</td>\n",
       "      <td>0.002588</td>\n",
       "      <td>0.001884</td>\n",
       "      <td>0.002819</td>\n",
       "      <td>0.002125</td>\n",
       "      <td>0.004057</td>\n",
       "      <td>0.001895</td>\n",
       "      <td>0.002760</td>\n",
       "      <td>0.002567</td>\n",
       "      <td>0.004390</td>\n",
       "      <td>0.003455</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.002026</td>\n",
       "      <td>0.005152</td>\n",
       "      <td>0.002277</td>\n",
       "      <td>0.002736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5257_irnt</th>\n",
       "      <td>0.003298</td>\n",
       "      <td>0.001146</td>\n",
       "      <td>0.004619</td>\n",
       "      <td>0.002392</td>\n",
       "      <td>-0.000265</td>\n",
       "      <td>0.001929</td>\n",
       "      <td>0.002901</td>\n",
       "      <td>0.001086</td>\n",
       "      <td>0.001974</td>\n",
       "      <td>0.001702</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.006537</td>\n",
       "      <td>0.000537</td>\n",
       "      <td>0.000682</td>\n",
       "      <td>0.002561</td>\n",
       "      <td>0.000255</td>\n",
       "      <td>0.002845</td>\n",
       "      <td>0.002929</td>\n",
       "      <td>0.002776</td>\n",
       "      <td>0.018581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23109_irnt</th>\n",
       "      <td>0.003115</td>\n",
       "      <td>0.005439</td>\n",
       "      <td>0.002094</td>\n",
       "      <td>0.001396</td>\n",
       "      <td>0.004358</td>\n",
       "      <td>0.002075</td>\n",
       "      <td>0.001434</td>\n",
       "      <td>0.001867</td>\n",
       "      <td>0.003212</td>\n",
       "      <td>0.003400</td>\n",
       "      <td>0.001041</td>\n",
       "      <td>0.001920</td>\n",
       "      <td>0.002070</td>\n",
       "      <td>0.004367</td>\n",
       "      <td>0.003829</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.006380</td>\n",
       "      <td>0.005443</td>\n",
       "      <td>0.002572</td>\n",
       "      <td>0.003797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23112_irnt</th>\n",
       "      <td>0.004053</td>\n",
       "      <td>0.002666</td>\n",
       "      <td>0.002064</td>\n",
       "      <td>0.001396</td>\n",
       "      <td>0.004562</td>\n",
       "      <td>0.002999</td>\n",
       "      <td>0.001622</td>\n",
       "      <td>0.003707</td>\n",
       "      <td>0.002907</td>\n",
       "      <td>0.006222</td>\n",
       "      <td>0.002294</td>\n",
       "      <td>0.001751</td>\n",
       "      <td>0.003831</td>\n",
       "      <td>0.004322</td>\n",
       "      <td>0.002447</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.001741</td>\n",
       "      <td>0.002313</td>\n",
       "      <td>0.001808</td>\n",
       "      <td>0.000985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5265_irnt</th>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.002418</td>\n",
       "      <td>0.004875</td>\n",
       "      <td>0.001740</td>\n",
       "      <td>0.001619</td>\n",
       "      <td>0.000799</td>\n",
       "      <td>0.003412</td>\n",
       "      <td>0.003039</td>\n",
       "      <td>0.000375</td>\n",
       "      <td>0.002868</td>\n",
       "      <td>0.002685</td>\n",
       "      <td>0.006993</td>\n",
       "      <td>0.000907</td>\n",
       "      <td>0.000718</td>\n",
       "      <td>0.000751</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.001121</td>\n",
       "      <td>0.004419</td>\n",
       "      <td>-0.000334</td>\n",
       "      <td>0.017207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30110_irnt</th>\n",
       "      <td>0.005606</td>\n",
       "      <td>0.001734</td>\n",
       "      <td>0.000516</td>\n",
       "      <td>0.008205</td>\n",
       "      <td>0.002349</td>\n",
       "      <td>0.003950</td>\n",
       "      <td>0.003602</td>\n",
       "      <td>0.004008</td>\n",
       "      <td>0.001157</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.005438</td>\n",
       "      <td>-0.000388</td>\n",
       "      <td>0.001557</td>\n",
       "      <td>0.011764</td>\n",
       "      <td>-0.000157</td>\n",
       "      <td>0.001718</td>\n",
       "      <td>0.007285</td>\n",
       "      <td>0.005172</td>\n",
       "      <td>0.027889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23099_irnt</th>\n",
       "      <td>0.003665</td>\n",
       "      <td>0.002671</td>\n",
       "      <td>0.002815</td>\n",
       "      <td>0.002373</td>\n",
       "      <td>0.004064</td>\n",
       "      <td>0.002990</td>\n",
       "      <td>0.001389</td>\n",
       "      <td>0.003712</td>\n",
       "      <td>0.002728</td>\n",
       "      <td>0.004374</td>\n",
       "      <td>0.002457</td>\n",
       "      <td>0.001932</td>\n",
       "      <td>0.003943</td>\n",
       "      <td>0.003815</td>\n",
       "      <td>0.002854</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.002677</td>\n",
       "      <td>0.001904</td>\n",
       "      <td>0.001634</td>\n",
       "      <td>0.001005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30090_irnt</th>\n",
       "      <td>0.006479</td>\n",
       "      <td>0.008924</td>\n",
       "      <td>0.001640</td>\n",
       "      <td>0.008631</td>\n",
       "      <td>0.002044</td>\n",
       "      <td>0.007698</td>\n",
       "      <td>0.000756</td>\n",
       "      <td>0.001946</td>\n",
       "      <td>0.003309</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.007869</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.001733</td>\n",
       "      <td>0.003013</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>0.002827</td>\n",
       "      <td>0.009481</td>\n",
       "      <td>0.002035</td>\n",
       "      <td>0.000985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23115_irnt</th>\n",
       "      <td>0.004037</td>\n",
       "      <td>0.002535</td>\n",
       "      <td>0.002995</td>\n",
       "      <td>0.002150</td>\n",
       "      <td>0.003689</td>\n",
       "      <td>0.002888</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>0.003419</td>\n",
       "      <td>0.004808</td>\n",
       "      <td>0.002344</td>\n",
       "      <td>0.002737</td>\n",
       "      <td>0.003650</td>\n",
       "      <td>0.003475</td>\n",
       "      <td>0.002718</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.001860</td>\n",
       "      <td>0.002064</td>\n",
       "      <td>0.001502</td>\n",
       "      <td>0.001407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>20117_1</th>\n",
       "      <td>0.006133</td>\n",
       "      <td>-0.000511</td>\n",
       "      <td>-0.000889</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>0.010841</td>\n",
       "      <td>0.002230</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>-0.000486</td>\n",
       "      <td>-0.002237</td>\n",
       "      <td>0.002470</td>\n",
       "      <td>-0.000085</td>\n",
       "      <td>0.004739</td>\n",
       "      <td>0.002424</td>\n",
       "      <td>0.006093</td>\n",
       "      <td>0.010055</td>\n",
       "      <td>-0.001850</td>\n",
       "      <td>0.001779</td>\n",
       "      <td>0.001130</td>\n",
       "      <td>0.000891</td>\n",
       "      <td>0.006796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20003_1141146234</th>\n",
       "      <td>-0.003694</td>\n",
       "      <td>0.002852</td>\n",
       "      <td>-0.002537</td>\n",
       "      <td>0.008769</td>\n",
       "      <td>-0.004563</td>\n",
       "      <td>0.005345</td>\n",
       "      <td>0.003110</td>\n",
       "      <td>0.013307</td>\n",
       "      <td>0.010540</td>\n",
       "      <td>-0.000270</td>\n",
       "      <td>-0.003724</td>\n",
       "      <td>-0.003599</td>\n",
       "      <td>-0.000788</td>\n",
       "      <td>0.015699</td>\n",
       "      <td>0.001615</td>\n",
       "      <td>-0.001453</td>\n",
       "      <td>0.001395</td>\n",
       "      <td>0.005895</td>\n",
       "      <td>-0.006466</td>\n",
       "      <td>0.002813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20110_6</th>\n",
       "      <td>0.008905</td>\n",
       "      <td>0.006769</td>\n",
       "      <td>0.012908</td>\n",
       "      <td>0.009980</td>\n",
       "      <td>0.006936</td>\n",
       "      <td>0.000886</td>\n",
       "      <td>0.001123</td>\n",
       "      <td>-0.005132</td>\n",
       "      <td>0.003142</td>\n",
       "      <td>0.002426</td>\n",
       "      <td>0.006479</td>\n",
       "      <td>0.008166</td>\n",
       "      <td>-0.005451</td>\n",
       "      <td>-0.004336</td>\n",
       "      <td>0.001625</td>\n",
       "      <td>-0.000799</td>\n",
       "      <td>-0.000888</td>\n",
       "      <td>-0.001269</td>\n",
       "      <td>-0.006475</td>\n",
       "      <td>-0.002431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X_RESPIRATORY</th>\n",
       "      <td>0.021557</td>\n",
       "      <td>-0.006658</td>\n",
       "      <td>0.019862</td>\n",
       "      <td>0.002353</td>\n",
       "      <td>0.010341</td>\n",
       "      <td>0.000957</td>\n",
       "      <td>0.002725</td>\n",
       "      <td>-0.000969</td>\n",
       "      <td>0.013072</td>\n",
       "      <td>0.007524</td>\n",
       "      <td>-0.006626</td>\n",
       "      <td>0.007510</td>\n",
       "      <td>0.005653</td>\n",
       "      <td>-0.005258</td>\n",
       "      <td>0.006443</td>\n",
       "      <td>-0.002429</td>\n",
       "      <td>0.000356</td>\n",
       "      <td>-0.000284</td>\n",
       "      <td>-0.002651</td>\n",
       "      <td>0.008366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASTHMA_MEDICATIO_COMORB</th>\n",
       "      <td>0.002019</td>\n",
       "      <td>0.008832</td>\n",
       "      <td>0.024004</td>\n",
       "      <td>0.000945</td>\n",
       "      <td>-0.003325</td>\n",
       "      <td>0.003218</td>\n",
       "      <td>0.010220</td>\n",
       "      <td>0.005189</td>\n",
       "      <td>-0.001851</td>\n",
       "      <td>-0.001874</td>\n",
       "      <td>-0.003628</td>\n",
       "      <td>0.002273</td>\n",
       "      <td>0.002766</td>\n",
       "      <td>0.001875</td>\n",
       "      <td>0.005272</td>\n",
       "      <td>0.001140</td>\n",
       "      <td>0.003127</td>\n",
       "      <td>0.009037</td>\n",
       "      <td>0.002922</td>\n",
       "      <td>0.004116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20003_1140860696</th>\n",
       "      <td>0.007963</td>\n",
       "      <td>0.007892</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.008865</td>\n",
       "      <td>-0.000572</td>\n",
       "      <td>0.003280</td>\n",
       "      <td>0.001205</td>\n",
       "      <td>0.005681</td>\n",
       "      <td>0.005099</td>\n",
       "      <td>0.000232</td>\n",
       "      <td>0.011395</td>\n",
       "      <td>0.010136</td>\n",
       "      <td>0.000326</td>\n",
       "      <td>0.001211</td>\n",
       "      <td>0.000952</td>\n",
       "      <td>-0.002460</td>\n",
       "      <td>-0.000601</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>-0.001340</td>\n",
       "      <td>0.000643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M13_MENISCUSDERANGEMENTS</th>\n",
       "      <td>0.008514</td>\n",
       "      <td>0.004619</td>\n",
       "      <td>0.014604</td>\n",
       "      <td>-0.008650</td>\n",
       "      <td>-0.002017</td>\n",
       "      <td>0.011849</td>\n",
       "      <td>0.000807</td>\n",
       "      <td>0.003858</td>\n",
       "      <td>0.011066</td>\n",
       "      <td>0.007221</td>\n",
       "      <td>0.004001</td>\n",
       "      <td>0.002274</td>\n",
       "      <td>0.003858</td>\n",
       "      <td>0.004505</td>\n",
       "      <td>-0.004539</td>\n",
       "      <td>0.000303</td>\n",
       "      <td>0.001471</td>\n",
       "      <td>0.005196</td>\n",
       "      <td>-0.005736</td>\n",
       "      <td>0.004671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150_3</th>\n",
       "      <td>0.000853</td>\n",
       "      <td>-0.000322</td>\n",
       "      <td>-0.001250</td>\n",
       "      <td>0.004211</td>\n",
       "      <td>0.001912</td>\n",
       "      <td>0.000391</td>\n",
       "      <td>-0.004754</td>\n",
       "      <td>0.008624</td>\n",
       "      <td>0.004159</td>\n",
       "      <td>0.004260</td>\n",
       "      <td>-0.003733</td>\n",
       "      <td>0.016584</td>\n",
       "      <td>-0.004213</td>\n",
       "      <td>0.003878</td>\n",
       "      <td>-0.002342</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.001474</td>\n",
       "      <td>0.011050</td>\n",
       "      <td>-0.001941</td>\n",
       "      <td>0.009266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D12</th>\n",
       "      <td>-0.001233</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.015490</td>\n",
       "      <td>-0.000506</td>\n",
       "      <td>0.006266</td>\n",
       "      <td>0.014553</td>\n",
       "      <td>0.003152</td>\n",
       "      <td>0.009446</td>\n",
       "      <td>0.000887</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.004710</td>\n",
       "      <td>0.002329</td>\n",
       "      <td>-0.001085</td>\n",
       "      <td>0.001098</td>\n",
       "      <td>-0.000305</td>\n",
       "      <td>-0.001881</td>\n",
       "      <td>0.002820</td>\n",
       "      <td>-0.001647</td>\n",
       "      <td>0.006767</td>\n",
       "      <td>0.003969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20002_1138</th>\n",
       "      <td>-0.001190</td>\n",
       "      <td>0.002258</td>\n",
       "      <td>-0.000919</td>\n",
       "      <td>-0.004350</td>\n",
       "      <td>0.005582</td>\n",
       "      <td>-0.000594</td>\n",
       "      <td>-0.001772</td>\n",
       "      <td>0.001536</td>\n",
       "      <td>0.003995</td>\n",
       "      <td>0.002281</td>\n",
       "      <td>0.000504</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>-0.001244</td>\n",
       "      <td>0.007082</td>\n",
       "      <td>-0.006208</td>\n",
       "      <td>-0.000531</td>\n",
       "      <td>0.003526</td>\n",
       "      <td>0.002484</td>\n",
       "      <td>-0.001384</td>\n",
       "      <td>0.022543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6154_6</th>\n",
       "      <td>0.001912</td>\n",
       "      <td>0.007876</td>\n",
       "      <td>0.010079</td>\n",
       "      <td>0.003595</td>\n",
       "      <td>0.005196</td>\n",
       "      <td>-0.002166</td>\n",
       "      <td>0.002566</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>-0.003174</td>\n",
       "      <td>0.007890</td>\n",
       "      <td>0.000783</td>\n",
       "      <td>0.011331</td>\n",
       "      <td>0.007129</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>-0.002697</td>\n",
       "      <td>0.003875</td>\n",
       "      <td>0.003076</td>\n",
       "      <td>0.007678</td>\n",
       "      <td>0.000298</td>\n",
       "      <td>-0.005580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K21</th>\n",
       "      <td>0.013176</td>\n",
       "      <td>-0.006029</td>\n",
       "      <td>-0.003633</td>\n",
       "      <td>0.005919</td>\n",
       "      <td>0.017204</td>\n",
       "      <td>-0.002557</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>-0.002684</td>\n",
       "      <td>0.016095</td>\n",
       "      <td>0.001661</td>\n",
       "      <td>-0.000611</td>\n",
       "      <td>0.009342</td>\n",
       "      <td>0.004829</td>\n",
       "      <td>-0.003517</td>\n",
       "      <td>-0.003085</td>\n",
       "      <td>-0.000299</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>0.002760</td>\n",
       "      <td>0.012417</td>\n",
       "      <td>-0.004674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PULM_MEDICATIO_COMORB</th>\n",
       "      <td>0.005074</td>\n",
       "      <td>0.006686</td>\n",
       "      <td>0.029696</td>\n",
       "      <td>0.001439</td>\n",
       "      <td>-0.003520</td>\n",
       "      <td>0.003004</td>\n",
       "      <td>0.010552</td>\n",
       "      <td>0.006219</td>\n",
       "      <td>-0.003810</td>\n",
       "      <td>-0.003990</td>\n",
       "      <td>-0.001014</td>\n",
       "      <td>0.002242</td>\n",
       "      <td>0.006178</td>\n",
       "      <td>0.000158</td>\n",
       "      <td>0.004648</td>\n",
       "      <td>0.001175</td>\n",
       "      <td>0.004239</td>\n",
       "      <td>0.013664</td>\n",
       "      <td>0.005273</td>\n",
       "      <td>0.004591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>0.010459</td>\n",
       "      <td>0.002463</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>-0.009223</td>\n",
       "      <td>-0.000839</td>\n",
       "      <td>0.001973</td>\n",
       "      <td>0.001698</td>\n",
       "      <td>0.006242</td>\n",
       "      <td>-0.002268</td>\n",
       "      <td>0.010927</td>\n",
       "      <td>0.006146</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>0.009815</td>\n",
       "      <td>0.007077</td>\n",
       "      <td>0.002827</td>\n",
       "      <td>-0.002008</td>\n",
       "      <td>0.005316</td>\n",
       "      <td>-0.001591</td>\n",
       "      <td>-0.004250</td>\n",
       "      <td>-0.006238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6147_4</th>\n",
       "      <td>0.010632</td>\n",
       "      <td>-0.006479</td>\n",
       "      <td>0.013078</td>\n",
       "      <td>-0.004969</td>\n",
       "      <td>0.001713</td>\n",
       "      <td>0.006994</td>\n",
       "      <td>0.004282</td>\n",
       "      <td>0.008301</td>\n",
       "      <td>0.003070</td>\n",
       "      <td>0.020173</td>\n",
       "      <td>0.016646</td>\n",
       "      <td>0.000911</td>\n",
       "      <td>0.002466</td>\n",
       "      <td>0.002949</td>\n",
       "      <td>0.001584</td>\n",
       "      <td>-0.001072</td>\n",
       "      <td>0.004464</td>\n",
       "      <td>-0.003755</td>\n",
       "      <td>-0.003231</td>\n",
       "      <td>-0.002745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20003_1140923346</th>\n",
       "      <td>0.001940</td>\n",
       "      <td>0.002718</td>\n",
       "      <td>0.009364</td>\n",
       "      <td>0.009395</td>\n",
       "      <td>0.002581</td>\n",
       "      <td>0.001700</td>\n",
       "      <td>-0.001603</td>\n",
       "      <td>0.000528</td>\n",
       "      <td>-0.012224</td>\n",
       "      <td>0.009356</td>\n",
       "      <td>-0.000593</td>\n",
       "      <td>0.005589</td>\n",
       "      <td>0.005409</td>\n",
       "      <td>0.003169</td>\n",
       "      <td>0.012492</td>\n",
       "      <td>-0.001402</td>\n",
       "      <td>-0.002576</td>\n",
       "      <td>0.002574</td>\n",
       "      <td>-0.002374</td>\n",
       "      <td>0.008790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I84</th>\n",
       "      <td>0.004675</td>\n",
       "      <td>0.004313</td>\n",
       "      <td>0.006402</td>\n",
       "      <td>-0.002806</td>\n",
       "      <td>-0.003114</td>\n",
       "      <td>-0.003820</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000637</td>\n",
       "      <td>0.006725</td>\n",
       "      <td>-0.004164</td>\n",
       "      <td>0.015069</td>\n",
       "      <td>0.003040</td>\n",
       "      <td>-0.003413</td>\n",
       "      <td>-0.002242</td>\n",
       "      <td>0.002197</td>\n",
       "      <td>-0.001586</td>\n",
       "      <td>-0.002443</td>\n",
       "      <td>0.003424</td>\n",
       "      <td>-0.001078</td>\n",
       "      <td>0.000314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K29</th>\n",
       "      <td>-0.001111</td>\n",
       "      <td>0.000690</td>\n",
       "      <td>-0.006297</td>\n",
       "      <td>0.005494</td>\n",
       "      <td>-0.000267</td>\n",
       "      <td>-0.001478</td>\n",
       "      <td>-0.000669</td>\n",
       "      <td>-0.017367</td>\n",
       "      <td>0.013492</td>\n",
       "      <td>-0.000530</td>\n",
       "      <td>0.012639</td>\n",
       "      <td>-0.006717</td>\n",
       "      <td>0.005975</td>\n",
       "      <td>-0.000422</td>\n",
       "      <td>0.007997</td>\n",
       "      <td>0.003803</td>\n",
       "      <td>0.003809</td>\n",
       "      <td>0.009422</td>\n",
       "      <td>-0.000364</td>\n",
       "      <td>0.015761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6179_4</th>\n",
       "      <td>0.012442</td>\n",
       "      <td>-0.002259</td>\n",
       "      <td>-0.002639</td>\n",
       "      <td>0.003456</td>\n",
       "      <td>0.003350</td>\n",
       "      <td>0.007312</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.009370</td>\n",
       "      <td>0.008541</td>\n",
       "      <td>0.006933</td>\n",
       "      <td>0.010859</td>\n",
       "      <td>0.004645</td>\n",
       "      <td>0.013519</td>\n",
       "      <td>0.001155</td>\n",
       "      <td>0.004934</td>\n",
       "      <td>-0.001373</td>\n",
       "      <td>0.004955</td>\n",
       "      <td>0.003221</td>\n",
       "      <td>0.004162</td>\n",
       "      <td>0.004462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6147_2</th>\n",
       "      <td>0.011040</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.004225</td>\n",
       "      <td>0.001407</td>\n",
       "      <td>0.004530</td>\n",
       "      <td>0.006328</td>\n",
       "      <td>0.012088</td>\n",
       "      <td>0.000254</td>\n",
       "      <td>-0.007614</td>\n",
       "      <td>-0.001952</td>\n",
       "      <td>0.007017</td>\n",
       "      <td>0.008701</td>\n",
       "      <td>-0.003035</td>\n",
       "      <td>0.002555</td>\n",
       "      <td>0.003236</td>\n",
       "      <td>0.001625</td>\n",
       "      <td>0.001824</td>\n",
       "      <td>0.001575</td>\n",
       "      <td>-0.000226</td>\n",
       "      <td>0.009799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H26</th>\n",
       "      <td>0.004373</td>\n",
       "      <td>0.015356</td>\n",
       "      <td>0.024902</td>\n",
       "      <td>-0.000957</td>\n",
       "      <td>-0.000947</td>\n",
       "      <td>0.003294</td>\n",
       "      <td>0.015465</td>\n",
       "      <td>0.010686</td>\n",
       "      <td>-0.004262</td>\n",
       "      <td>-0.004617</td>\n",
       "      <td>-0.003117</td>\n",
       "      <td>0.006635</td>\n",
       "      <td>-0.001805</td>\n",
       "      <td>0.002420</td>\n",
       "      <td>-0.000879</td>\n",
       "      <td>0.001719</td>\n",
       "      <td>-0.000123</td>\n",
       "      <td>0.012014</td>\n",
       "      <td>0.001813</td>\n",
       "      <td>-0.000984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20002_1474</th>\n",
       "      <td>0.002715</td>\n",
       "      <td>0.011364</td>\n",
       "      <td>0.007311</td>\n",
       "      <td>-0.001214</td>\n",
       "      <td>0.000267</td>\n",
       "      <td>0.008376</td>\n",
       "      <td>0.002118</td>\n",
       "      <td>0.022036</td>\n",
       "      <td>0.010138</td>\n",
       "      <td>0.005908</td>\n",
       "      <td>0.012531</td>\n",
       "      <td>-0.001583</td>\n",
       "      <td>-0.000712</td>\n",
       "      <td>0.004294</td>\n",
       "      <td>-0.003288</td>\n",
       "      <td>0.003705</td>\n",
       "      <td>0.001092</td>\n",
       "      <td>0.004145</td>\n",
       "      <td>0.001277</td>\n",
       "      <td>0.000543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N39</th>\n",
       "      <td>-0.002785</td>\n",
       "      <td>0.002817</td>\n",
       "      <td>0.003478</td>\n",
       "      <td>0.010570</td>\n",
       "      <td>0.008907</td>\n",
       "      <td>0.009972</td>\n",
       "      <td>0.010044</td>\n",
       "      <td>0.005159</td>\n",
       "      <td>-0.005151</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>-0.006546</td>\n",
       "      <td>0.004406</td>\n",
       "      <td>-0.001167</td>\n",
       "      <td>-0.002166</td>\n",
       "      <td>-0.006556</td>\n",
       "      <td>0.003028</td>\n",
       "      <td>-0.004255</td>\n",
       "      <td>-0.005097</td>\n",
       "      <td>0.020194</td>\n",
       "      <td>-0.010772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20002_1452</th>\n",
       "      <td>-0.012345</td>\n",
       "      <td>-0.002776</td>\n",
       "      <td>-0.002081</td>\n",
       "      <td>0.007650</td>\n",
       "      <td>0.006143</td>\n",
       "      <td>0.012004</td>\n",
       "      <td>0.006743</td>\n",
       "      <td>-0.003642</td>\n",
       "      <td>-0.006160</td>\n",
       "      <td>0.003202</td>\n",
       "      <td>-0.010389</td>\n",
       "      <td>-0.002732</td>\n",
       "      <td>0.000997</td>\n",
       "      <td>-0.009106</td>\n",
       "      <td>0.009328</td>\n",
       "      <td>-0.002476</td>\n",
       "      <td>0.062055</td>\n",
       "      <td>0.137875</td>\n",
       "      <td>0.006589</td>\n",
       "      <td>0.015238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K11_OTHGASTR</th>\n",
       "      <td>-0.020502</td>\n",
       "      <td>-0.007025</td>\n",
       "      <td>-0.006448</td>\n",
       "      <td>0.004245</td>\n",
       "      <td>-0.008262</td>\n",
       "      <td>-0.003216</td>\n",
       "      <td>-0.001907</td>\n",
       "      <td>-0.022582</td>\n",
       "      <td>0.008527</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.025172</td>\n",
       "      <td>-0.004051</td>\n",
       "      <td>0.003139</td>\n",
       "      <td>-0.002524</td>\n",
       "      <td>0.006045</td>\n",
       "      <td>-0.000899</td>\n",
       "      <td>0.003782</td>\n",
       "      <td>0.004901</td>\n",
       "      <td>0.002610</td>\n",
       "      <td>0.027714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6144_1</th>\n",
       "      <td>0.010334</td>\n",
       "      <td>-0.006992</td>\n",
       "      <td>0.009497</td>\n",
       "      <td>0.019139</td>\n",
       "      <td>0.009545</td>\n",
       "      <td>0.006289</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>0.011565</td>\n",
       "      <td>0.000371</td>\n",
       "      <td>-0.003996</td>\n",
       "      <td>-0.000242</td>\n",
       "      <td>-0.000478</td>\n",
       "      <td>0.014187</td>\n",
       "      <td>0.006590</td>\n",
       "      <td>0.009165</td>\n",
       "      <td>0.008925</td>\n",
       "      <td>-0.001329</td>\n",
       "      <td>0.000890</td>\n",
       "      <td>0.007761</td>\n",
       "      <td>-0.011506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680_4</th>\n",
       "      <td>0.021919</td>\n",
       "      <td>0.009655</td>\n",
       "      <td>-0.012520</td>\n",
       "      <td>0.009412</td>\n",
       "      <td>0.019995</td>\n",
       "      <td>0.004059</td>\n",
       "      <td>0.001254</td>\n",
       "      <td>0.010314</td>\n",
       "      <td>-0.004411</td>\n",
       "      <td>0.008857</td>\n",
       "      <td>0.009510</td>\n",
       "      <td>0.002438</td>\n",
       "      <td>-0.004825</td>\n",
       "      <td>-0.008181</td>\n",
       "      <td>0.001951</td>\n",
       "      <td>0.002624</td>\n",
       "      <td>-0.001212</td>\n",
       "      <td>0.006586</td>\n",
       "      <td>0.011936</td>\n",
       "      <td>-0.003574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6179_6</th>\n",
       "      <td>0.025221</td>\n",
       "      <td>0.007326</td>\n",
       "      <td>0.019848</td>\n",
       "      <td>0.009107</td>\n",
       "      <td>-0.003826</td>\n",
       "      <td>0.002287</td>\n",
       "      <td>0.013562</td>\n",
       "      <td>0.018446</td>\n",
       "      <td>-0.011794</td>\n",
       "      <td>0.009124</td>\n",
       "      <td>-0.007576</td>\n",
       "      <td>0.007404</td>\n",
       "      <td>-0.006239</td>\n",
       "      <td>0.009625</td>\n",
       "      <td>-0.014523</td>\n",
       "      <td>-0.002920</td>\n",
       "      <td>-0.004107</td>\n",
       "      <td>-0.003918</td>\n",
       "      <td>-0.000042</td>\n",
       "      <td>-0.003897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z09</th>\n",
       "      <td>-0.000725</td>\n",
       "      <td>0.002615</td>\n",
       "      <td>0.015755</td>\n",
       "      <td>-0.000826</td>\n",
       "      <td>-0.000330</td>\n",
       "      <td>-0.003551</td>\n",
       "      <td>0.014484</td>\n",
       "      <td>-0.002095</td>\n",
       "      <td>0.019563</td>\n",
       "      <td>-0.003665</td>\n",
       "      <td>0.004627</td>\n",
       "      <td>-0.003438</td>\n",
       "      <td>-0.006609</td>\n",
       "      <td>-0.002393</td>\n",
       "      <td>0.012274</td>\n",
       "      <td>0.001818</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>-0.004025</td>\n",
       "      <td>-0.001766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K44</th>\n",
       "      <td>0.015976</td>\n",
       "      <td>-0.001921</td>\n",
       "      <td>-0.005781</td>\n",
       "      <td>0.000558</td>\n",
       "      <td>-0.003197</td>\n",
       "      <td>0.000723</td>\n",
       "      <td>0.008791</td>\n",
       "      <td>0.006374</td>\n",
       "      <td>0.013733</td>\n",
       "      <td>-0.002755</td>\n",
       "      <td>0.001263</td>\n",
       "      <td>0.000551</td>\n",
       "      <td>0.002383</td>\n",
       "      <td>0.004821</td>\n",
       "      <td>-0.000976</td>\n",
       "      <td>0.000858</td>\n",
       "      <td>0.000243</td>\n",
       "      <td>-0.005094</td>\n",
       "      <td>0.007143</td>\n",
       "      <td>0.005810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>497 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "category                   bp8.1.0   bp8.1.8  bp8.1.16  bp8.1.24  bp8.1.32  \\\n",
       "0                                                                            \n",
       "50_irnt                   0.002449  0.003530  0.006341  0.003803  0.003119   \n",
       "20153_irnt                0.002717  0.004882  0.008197  0.003897  0.003294   \n",
       "5097_irnt                 0.005743  0.003308  0.007571  0.001724  0.008791   \n",
       "5098_irnt                 0.005180  0.003838  0.006167  0.000450  0.010550   \n",
       "5099_irnt                 0.005446  0.003488  0.006414  0.001265  0.011976   \n",
       "30100_irnt                0.004769  0.005350  0.000446  0.006012  0.000547   \n",
       "5132_irnt                 0.004938  0.004407  0.005814  0.001592  0.010949   \n",
       "20015_irnt                0.002881  0.002951  0.012811  0.003816  0.002548   \n",
       "4105_irnt                 0.001312  0.004591  0.019084  0.004208  0.002015   \n",
       "3148_irnt                 0.002795  0.005985  0.021559  0.003520  0.000659   \n",
       "4100_irnt                 0.002347  0.004774  0.002867  0.002963  0.004104   \n",
       "3143_irnt                 0.002860  0.003826  0.003687  0.001463  0.002812   \n",
       "30080_irnt                0.003928  0.006581  0.000925  0.007039  0.000890   \n",
       "23117_irnt                0.003784  0.004304  0.004277  0.001798  0.005603   \n",
       "5085_irnt                 0.007093  0.002307  0.002243  0.002314  0.002483   \n",
       "5084_irnt                 0.007463  0.001789  0.003144  0.001289  0.002081   \n",
       "23098_irnt                0.003502  0.003090  0.002829  0.001112  0.005287   \n",
       "23106_irnt                0.003754  0.005644  0.002604  0.001421  0.004573   \n",
       "30040_irnt                0.004259  0.002843  0.004979  0.007402  0.002584   \n",
       "23104_irnt                0.003697  0.002632  0.002749  0.001431  0.004650   \n",
       "1697                      0.002423  0.004013  0.007027  0.003400  0.003029   \n",
       "23108_irnt                0.003804  0.006127  0.004059  0.002281  0.004253   \n",
       "5257_irnt                 0.003298  0.001146  0.004619  0.002392 -0.000265   \n",
       "23109_irnt                0.003115  0.005439  0.002094  0.001396  0.004358   \n",
       "23112_irnt                0.004053  0.002666  0.002064  0.001396  0.004562   \n",
       "5265_irnt                 0.003362  0.002418  0.004875  0.001740  0.001619   \n",
       "30110_irnt                0.005606  0.001734  0.000516  0.008205  0.002349   \n",
       "23099_irnt                0.003665  0.002671  0.002815  0.002373  0.004064   \n",
       "30090_irnt                0.006479  0.008924  0.001640  0.008631  0.002044   \n",
       "23115_irnt                0.004037  0.002535  0.002995  0.002150  0.003689   \n",
       "...                            ...       ...       ...       ...       ...   \n",
       "20117_1                   0.006133 -0.000511 -0.000889  0.001200  0.010841   \n",
       "20003_1141146234         -0.003694  0.002852 -0.002537  0.008769 -0.004563   \n",
       "20110_6                   0.008905  0.006769  0.012908  0.009980  0.006936   \n",
       "X_RESPIRATORY             0.021557 -0.006658  0.019862  0.002353  0.010341   \n",
       "ASTHMA_MEDICATIO_COMORB   0.002019  0.008832  0.024004  0.000945 -0.003325   \n",
       "20003_1140860696          0.007963  0.007892  0.000051  0.008865 -0.000572   \n",
       "M13_MENISCUSDERANGEMENTS  0.008514  0.004619  0.014604 -0.008650 -0.002017   \n",
       "1150_3                    0.000853 -0.000322 -0.001250  0.004211  0.001912   \n",
       "D12                      -0.001233  0.000455  0.015490 -0.000506  0.006266   \n",
       "20002_1138               -0.001190  0.002258 -0.000919 -0.004350  0.005582   \n",
       "6154_6                    0.001912  0.007876  0.010079  0.003595  0.005196   \n",
       "K21                       0.013176 -0.006029 -0.003633  0.005919  0.017204   \n",
       "PULM_MEDICATIO_COMORB     0.005074  0.006686  0.029696  0.001439 -0.003520   \n",
       "2159                      0.010459  0.002463 -0.000033 -0.009223 -0.000839   \n",
       "6147_4                    0.010632 -0.006479  0.013078 -0.004969  0.001713   \n",
       "20003_1140923346          0.001940  0.002718  0.009364  0.009395  0.002581   \n",
       "I84                       0.004675  0.004313  0.006402 -0.002806 -0.003114   \n",
       "K29                      -0.001111  0.000690 -0.006297  0.005494 -0.000267   \n",
       "6179_4                    0.012442 -0.002259 -0.002639  0.003456  0.003350   \n",
       "6147_2                    0.011040  0.000685  0.004225  0.001407  0.004530   \n",
       "H26                       0.004373  0.015356  0.024902 -0.000957 -0.000947   \n",
       "20002_1474                0.002715  0.011364  0.007311 -0.001214  0.000267   \n",
       "N39                      -0.002785  0.002817  0.003478  0.010570  0.008907   \n",
       "20002_1452               -0.012345 -0.002776 -0.002081  0.007650  0.006143   \n",
       "K11_OTHGASTR             -0.020502 -0.007025 -0.006448  0.004245 -0.008262   \n",
       "6144_1                    0.010334 -0.006992  0.009497  0.019139  0.009545   \n",
       "680_4                     0.021919  0.009655 -0.012520  0.009412  0.019995   \n",
       "6179_6                    0.025221  0.007326  0.019848  0.009107 -0.003826   \n",
       "Z09                      -0.000725  0.002615  0.015755 -0.000826 -0.000330   \n",
       "K44                       0.015976 -0.001921 -0.005781  0.000558 -0.003197   \n",
       "\n",
       "category                  bp8.1.40  bp8.1.48  bp8.1.56  bp8.1.64  bp8.1.72  \\\n",
       "0                                                                            \n",
       "50_irnt                   0.005330  0.002806  0.001878  0.001182  0.001539   \n",
       "20153_irnt                0.005738  0.003477  0.001894  0.000268  0.001673   \n",
       "5097_irnt                 0.000951  0.004537  0.007151  0.001737  0.003011   \n",
       "5098_irnt                 0.001213  0.004322  0.006354  0.002496  0.003112   \n",
       "5099_irnt                 0.001439  0.002936  0.005372  0.002848  0.003531   \n",
       "30100_irnt                0.005275  0.001754  0.000663  0.000751  0.000315   \n",
       "5132_irnt                 0.001648  0.002646  0.005222  0.003496  0.002322   \n",
       "20015_irnt                0.005142  0.003147  0.001969  0.000901  0.001649   \n",
       "4105_irnt                 0.002529 -0.000392  0.000735  0.007874  0.001439   \n",
       "3148_irnt                 0.002634  0.001755  0.002108  0.009253  0.000923   \n",
       "4100_irnt                 0.004814  0.003390  0.000877  0.002194  0.004630   \n",
       "3143_irnt                 0.005299  0.003897  0.002660  0.000413  0.005300   \n",
       "30080_irnt                0.007655  0.001145  0.002480  0.001882  0.000446   \n",
       "23117_irnt                0.004174  0.001875  0.003248  0.001693  0.005159   \n",
       "5085_irnt                 0.005833  0.003445  0.005216  0.000400  0.000262   \n",
       "5084_irnt                 0.006141  0.002750  0.007618  0.001114  0.000752   \n",
       "23098_irnt                0.003903  0.002066  0.003333  0.002304  0.006117   \n",
       "23106_irnt                0.002485  0.001936  0.001917  0.002689  0.003678   \n",
       "30040_irnt                0.007993  0.001475  0.001505  0.003941  0.000806   \n",
       "23104_irnt                0.002802  0.001549  0.002822  0.002944  0.005638   \n",
       "1697                      0.006974  0.002940  0.001831  0.001506  0.002680   \n",
       "23108_irnt                0.002588  0.001884  0.002819  0.002125  0.004057   \n",
       "5257_irnt                 0.001929  0.002901  0.001086  0.001974  0.001702   \n",
       "23109_irnt                0.002075  0.001434  0.001867  0.003212  0.003400   \n",
       "23112_irnt                0.002999  0.001622  0.003707  0.002907  0.006222   \n",
       "5265_irnt                 0.000799  0.003412  0.003039  0.000375  0.002868   \n",
       "30110_irnt                0.003950  0.003602  0.004008  0.001157  0.000538   \n",
       "23099_irnt                0.002990  0.001389  0.003712  0.002728  0.004374   \n",
       "30090_irnt                0.007698  0.000756  0.001946  0.003309 -0.000009   \n",
       "23115_irnt                0.002888  0.001524  0.003700  0.003419  0.004808   \n",
       "...                            ...       ...       ...       ...       ...   \n",
       "20117_1                   0.002230  0.000213 -0.000486 -0.002237  0.002470   \n",
       "20003_1141146234          0.005345  0.003110  0.013307  0.010540 -0.000270   \n",
       "20110_6                   0.000886  0.001123 -0.005132  0.003142  0.002426   \n",
       "X_RESPIRATORY             0.000957  0.002725 -0.000969  0.013072  0.007524   \n",
       "ASTHMA_MEDICATIO_COMORB   0.003218  0.010220  0.005189 -0.001851 -0.001874   \n",
       "20003_1140860696          0.003280  0.001205  0.005681  0.005099  0.000232   \n",
       "M13_MENISCUSDERANGEMENTS  0.011849  0.000807  0.003858  0.011066  0.007221   \n",
       "1150_3                    0.000391 -0.004754  0.008624  0.004159  0.004260   \n",
       "D12                       0.014553  0.003152  0.009446  0.000887  0.000464   \n",
       "20002_1138               -0.000594 -0.001772  0.001536  0.003995  0.002281   \n",
       "6154_6                   -0.002166  0.002566  0.000116 -0.003174  0.007890   \n",
       "K21                      -0.002557  0.000131 -0.002684  0.016095  0.001661   \n",
       "PULM_MEDICATIO_COMORB     0.003004  0.010552  0.006219 -0.003810 -0.003990   \n",
       "2159                      0.001973  0.001698  0.006242 -0.002268  0.010927   \n",
       "6147_4                    0.006994  0.004282  0.008301  0.003070  0.020173   \n",
       "20003_1140923346          0.001700 -0.001603  0.000528 -0.012224  0.009356   \n",
       "I84                      -0.003820  0.000025  0.000637  0.006725 -0.004164   \n",
       "K29                      -0.001478 -0.000669 -0.017367  0.013492 -0.000530   \n",
       "6179_4                    0.007312  0.000230  0.009370  0.008541  0.006933   \n",
       "6147_2                    0.006328  0.012088  0.000254 -0.007614 -0.001952   \n",
       "H26                       0.003294  0.015465  0.010686 -0.004262 -0.004617   \n",
       "20002_1474                0.008376  0.002118  0.022036  0.010138  0.005908   \n",
       "N39                       0.009972  0.010044  0.005159 -0.005151  0.000273   \n",
       "20002_1452                0.012004  0.006743 -0.003642 -0.006160  0.003202   \n",
       "K11_OTHGASTR             -0.003216 -0.001907 -0.022582  0.008527  0.000214   \n",
       "6144_1                    0.006289  0.000467  0.011565  0.000371 -0.003996   \n",
       "680_4                     0.004059  0.001254  0.010314 -0.004411  0.008857   \n",
       "6179_6                    0.002287  0.013562  0.018446 -0.011794  0.009124   \n",
       "Z09                      -0.003551  0.014484 -0.002095  0.019563 -0.003665   \n",
       "K44                       0.000723  0.008791  0.006374  0.013733 -0.002755   \n",
       "\n",
       "category                  bp8.1.80  bp8.1.88  bp8.1.96  bp8.1.104  bp8.1.112  \\\n",
       "0                                                                              \n",
       "50_irnt                   0.001582  0.003527  0.001376   0.000934   0.002975   \n",
       "20153_irnt                0.001849  0.004774  0.001488   0.001210   0.002613   \n",
       "5097_irnt                 0.004897  0.006175  0.000234   0.000124   0.003706   \n",
       "5098_irnt                 0.004964  0.004060  0.000672   0.000207   0.003013   \n",
       "5099_irnt                 0.004456  0.004781  0.000592   0.000675   0.002521   \n",
       "30100_irnt                0.000064  0.002972 -0.000281   0.005564   0.006232   \n",
       "5132_irnt                 0.007128  0.006324 -0.000076   0.000408   0.002813   \n",
       "20015_irnt                0.001827  0.002163  0.003014   0.001757   0.001218   \n",
       "4105_irnt                -0.001175  0.002041  0.002443  -0.000079   0.006902   \n",
       "3148_irnt                 0.001216  0.003105  0.001613   0.001824   0.004331   \n",
       "4100_irnt                 0.002922  0.001586  0.002300   0.001020   0.002898   \n",
       "3143_irnt                 0.002203  0.001951  0.002860   0.002006   0.003541   \n",
       "30080_irnt                0.000367  0.005548  0.000024   0.003192   0.005666   \n",
       "23117_irnt                0.002244  0.001709  0.002031   0.004011   0.001558   \n",
       "5085_irnt                -0.000836  0.002522  0.001291   0.001988   0.007041   \n",
       "5084_irnt                -0.000242  0.002473  0.002435   0.001526   0.005805   \n",
       "23098_irnt                0.002385  0.001409  0.003174   0.004387   0.001839   \n",
       "23106_irnt                0.001413  0.002330  0.002704   0.004601   0.003324   \n",
       "30040_irnt                0.000219  0.001603 -0.000012   0.000520   0.003965   \n",
       "23104_irnt                0.001909  0.002766  0.003911   0.004611   0.002492   \n",
       "1697                      0.001480  0.002438  0.001162   0.000929   0.003752   \n",
       "23108_irnt                0.001895  0.002760  0.002567   0.004390   0.003455   \n",
       "5257_irnt                 0.000127  0.006537  0.000537   0.000682   0.002561   \n",
       "23109_irnt                0.001041  0.001920  0.002070   0.004367   0.003829   \n",
       "23112_irnt                0.002294  0.001751  0.003831   0.004322   0.002447   \n",
       "5265_irnt                 0.002685  0.006993  0.000907   0.000718   0.000751   \n",
       "30110_irnt                0.000486  0.005438 -0.000388   0.001557   0.011764   \n",
       "23099_irnt                0.002457  0.001932  0.003943   0.003815   0.002854   \n",
       "30090_irnt                0.000195  0.007869  0.000135   0.001733   0.003013   \n",
       "23115_irnt                0.002344  0.002737  0.003650   0.003475   0.002718   \n",
       "...                            ...       ...       ...        ...        ...   \n",
       "20117_1                  -0.000085  0.004739  0.002424   0.006093   0.010055   \n",
       "20003_1141146234         -0.003724 -0.003599 -0.000788   0.015699   0.001615   \n",
       "20110_6                   0.006479  0.008166 -0.005451  -0.004336   0.001625   \n",
       "X_RESPIRATORY            -0.006626  0.007510  0.005653  -0.005258   0.006443   \n",
       "ASTHMA_MEDICATIO_COMORB  -0.003628  0.002273  0.002766   0.001875   0.005272   \n",
       "20003_1140860696          0.011395  0.010136  0.000326   0.001211   0.000952   \n",
       "M13_MENISCUSDERANGEMENTS  0.004001  0.002274  0.003858   0.004505  -0.004539   \n",
       "1150_3                   -0.003733  0.016584 -0.004213   0.003878  -0.002342   \n",
       "D12                       0.004710  0.002329 -0.001085   0.001098  -0.000305   \n",
       "20002_1138                0.000504  0.000360 -0.001244   0.007082  -0.006208   \n",
       "6154_6                    0.000783  0.011331  0.007129   0.000214  -0.002697   \n",
       "K21                      -0.000611  0.009342  0.004829  -0.003517  -0.003085   \n",
       "PULM_MEDICATIO_COMORB    -0.001014  0.002242  0.006178   0.000158   0.004648   \n",
       "2159                      0.006146  0.004301  0.009815   0.007077   0.002827   \n",
       "6147_4                    0.016646  0.000911  0.002466   0.002949   0.001584   \n",
       "20003_1140923346         -0.000593  0.005589  0.005409   0.003169   0.012492   \n",
       "I84                       0.015069  0.003040 -0.003413  -0.002242   0.002197   \n",
       "K29                       0.012639 -0.006717  0.005975  -0.000422   0.007997   \n",
       "6179_4                    0.010859  0.004645  0.013519   0.001155   0.004934   \n",
       "6147_2                    0.007017  0.008701 -0.003035   0.002555   0.003236   \n",
       "H26                      -0.003117  0.006635 -0.001805   0.002420  -0.000879   \n",
       "20002_1474                0.012531 -0.001583 -0.000712   0.004294  -0.003288   \n",
       "N39                      -0.006546  0.004406 -0.001167  -0.002166  -0.006556   \n",
       "20002_1452               -0.010389 -0.002732  0.000997  -0.009106   0.009328   \n",
       "K11_OTHGASTR              0.025172 -0.004051  0.003139  -0.002524   0.006045   \n",
       "6144_1                   -0.000242 -0.000478  0.014187   0.006590   0.009165   \n",
       "680_4                     0.009510  0.002438 -0.004825  -0.008181   0.001951   \n",
       "6179_6                   -0.007576  0.007404 -0.006239   0.009625  -0.014523   \n",
       "Z09                       0.004627 -0.003438 -0.006609  -0.002393   0.012274   \n",
       "K44                       0.001263  0.000551  0.002383   0.004821  -0.000976   \n",
       "\n",
       "category                  bp8.1.120  bp8.1.144  bp8.1.152  bp8.1.160  \\\n",
       "0                                                                      \n",
       "50_irnt                    0.000743   0.003166   0.001892   0.000772   \n",
       "20153_irnt                 0.000551   0.002297   0.002656   0.000853   \n",
       "5097_irnt                 -0.000364   0.002992   0.000250   0.002595   \n",
       "5098_irnt                 -0.000412   0.003597   0.000859   0.003823   \n",
       "5099_irnt                 -0.000514   0.002122   0.001749   0.002798   \n",
       "30100_irnt                -0.000002   0.001952   0.006571   0.005590   \n",
       "5132_irnt                 -0.000630   0.003173   0.001509   0.001489   \n",
       "20015_irnt                 0.000606   0.002294   0.001981   0.001179   \n",
       "4105_irnt                 -0.000184  -0.000083   0.001793   0.001849   \n",
       "3148_irnt                  0.000239   0.001025   0.000640   0.002678   \n",
       "4100_irnt                  0.000499   0.001718   0.003653   0.001411   \n",
       "3143_irnt                  0.000756   0.001954   0.001751   0.001341   \n",
       "30080_irnt                -0.000057   0.003157   0.007672   0.003122   \n",
       "23117_irnt                 0.000311   0.001984   0.003537   0.001835   \n",
       "5085_irnt                  0.000233   0.001452   0.001978   0.006702   \n",
       "5084_irnt                 -0.000083   0.001297   0.003638   0.006770   \n",
       "23098_irnt                 0.000139   0.001883   0.002632   0.001819   \n",
       "23106_irnt                 0.000140   0.003746   0.005102   0.002069   \n",
       "30040_irnt                 0.000124   0.000374   0.006722   0.001726   \n",
       "23104_irnt                 0.000141   0.001319   0.002919   0.001545   \n",
       "1697                       0.000516   0.003686   0.002188   0.001646   \n",
       "23108_irnt                 0.000278   0.002026   0.005152   0.002277   \n",
       "5257_irnt                  0.000255   0.002845   0.002929   0.002776   \n",
       "23109_irnt                 0.000038   0.006380   0.005443   0.002572   \n",
       "23112_irnt                 0.000007   0.001741   0.002313   0.001808   \n",
       "5265_irnt                  0.000025   0.001121   0.004419  -0.000334   \n",
       "30110_irnt                -0.000157   0.001718   0.007285   0.005172   \n",
       "23099_irnt                 0.000004   0.002677   0.001904   0.001634   \n",
       "30090_irnt                 0.000056   0.002827   0.009481   0.002035   \n",
       "23115_irnt                 0.000115   0.001860   0.002064   0.001502   \n",
       "...                             ...        ...        ...        ...   \n",
       "20117_1                   -0.001850   0.001779   0.001130   0.000891   \n",
       "20003_1141146234          -0.001453   0.001395   0.005895  -0.006466   \n",
       "20110_6                   -0.000799  -0.000888  -0.001269  -0.006475   \n",
       "X_RESPIRATORY             -0.002429   0.000356  -0.000284  -0.002651   \n",
       "ASTHMA_MEDICATIO_COMORB    0.001140   0.003127   0.009037   0.002922   \n",
       "20003_1140860696          -0.002460  -0.000601   0.003293  -0.001340   \n",
       "M13_MENISCUSDERANGEMENTS   0.000303   0.001471   0.005196  -0.005736   \n",
       "1150_3                     0.000036   0.001474   0.011050  -0.001941   \n",
       "D12                       -0.001881   0.002820  -0.001647   0.006767   \n",
       "20002_1138                -0.000531   0.003526   0.002484  -0.001384   \n",
       "6154_6                     0.003875   0.003076   0.007678   0.000298   \n",
       "K21                       -0.000299   0.000694   0.002760   0.012417   \n",
       "PULM_MEDICATIO_COMORB      0.001175   0.004239   0.013664   0.005273   \n",
       "2159                      -0.002008   0.005316  -0.001591  -0.004250   \n",
       "6147_4                    -0.001072   0.004464  -0.003755  -0.003231   \n",
       "20003_1140923346          -0.001402  -0.002576   0.002574  -0.002374   \n",
       "I84                       -0.001586  -0.002443   0.003424  -0.001078   \n",
       "K29                        0.003803   0.003809   0.009422  -0.000364   \n",
       "6179_4                    -0.001373   0.004955   0.003221   0.004162   \n",
       "6147_2                     0.001625   0.001824   0.001575  -0.000226   \n",
       "H26                        0.001719  -0.000123   0.012014   0.001813   \n",
       "20002_1474                 0.003705   0.001092   0.004145   0.001277   \n",
       "N39                        0.003028  -0.004255  -0.005097   0.020194   \n",
       "20002_1452                -0.002476   0.062055   0.137875   0.006589   \n",
       "K11_OTHGASTR              -0.000899   0.003782   0.004901   0.002610   \n",
       "6144_1                     0.008925  -0.001329   0.000890   0.007761   \n",
       "680_4                      0.002624  -0.001212   0.006586   0.011936   \n",
       "6179_6                    -0.002920  -0.004107  -0.003918  -0.000042   \n",
       "Z09                        0.001818   0.000067   0.000215  -0.004025   \n",
       "K44                        0.000858   0.000243  -0.005094   0.007143   \n",
       "\n",
       "category                  bp8.1.168  \n",
       "0                                    \n",
       "50_irnt                    0.005426  \n",
       "20153_irnt                 0.005740  \n",
       "5097_irnt                  0.003319  \n",
       "5098_irnt                  0.002113  \n",
       "5099_irnt                  0.001758  \n",
       "30100_irnt                 0.014525  \n",
       "5132_irnt                  0.002413  \n",
       "20015_irnt                 0.005612  \n",
       "4105_irnt                  0.004180  \n",
       "3148_irnt                  0.007060  \n",
       "4100_irnt                  0.003551  \n",
       "3143_irnt                  0.002868  \n",
       "30080_irnt                 0.007092  \n",
       "23117_irnt                 0.002510  \n",
       "5085_irnt                  0.001220  \n",
       "5084_irnt                  0.001301  \n",
       "23098_irnt                 0.001725  \n",
       "23106_irnt                 0.003222  \n",
       "30040_irnt                 0.000531  \n",
       "23104_irnt                 0.001373  \n",
       "1697                       0.005645  \n",
       "23108_irnt                 0.002736  \n",
       "5257_irnt                  0.018581  \n",
       "23109_irnt                 0.003797  \n",
       "23112_irnt                 0.000985  \n",
       "5265_irnt                  0.017207  \n",
       "30110_irnt                 0.027889  \n",
       "23099_irnt                 0.001005  \n",
       "30090_irnt                 0.000985  \n",
       "23115_irnt                 0.001407  \n",
       "...                             ...  \n",
       "20117_1                    0.006796  \n",
       "20003_1141146234           0.002813  \n",
       "20110_6                   -0.002431  \n",
       "X_RESPIRATORY              0.008366  \n",
       "ASTHMA_MEDICATIO_COMORB    0.004116  \n",
       "20003_1140860696           0.000643  \n",
       "M13_MENISCUSDERANGEMENTS   0.004671  \n",
       "1150_3                     0.009266  \n",
       "D12                        0.003969  \n",
       "20002_1138                 0.022543  \n",
       "6154_6                    -0.005580  \n",
       "K21                       -0.004674  \n",
       "PULM_MEDICATIO_COMORB      0.004591  \n",
       "2159                      -0.006238  \n",
       "6147_4                    -0.002745  \n",
       "20003_1140923346           0.008790  \n",
       "I84                        0.000314  \n",
       "K29                        0.015761  \n",
       "6179_4                     0.004462  \n",
       "6147_2                     0.009799  \n",
       "H26                       -0.000984  \n",
       "20002_1474                 0.000543  \n",
       "N39                       -0.010772  \n",
       "20002_1452                 0.015238  \n",
       "K11_OTHGASTR               0.027714  \n",
       "6144_1                    -0.011506  \n",
       "680_4                     -0.003574  \n",
       "6179_6                    -0.003897  \n",
       "Z09                       -0.001766  \n",
       "K44                        0.005810  \n",
       "\n",
       "[497 rows x 20 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2_bp8_df_old.iloc[:,:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>category</th>\n",
       "      <th>bp8.1.0</th>\n",
       "      <th>bp8.1.8</th>\n",
       "      <th>bp8.1.16</th>\n",
       "      <th>bp8.1.24</th>\n",
       "      <th>bp8.1.32</th>\n",
       "      <th>bp8.1.40</th>\n",
       "      <th>bp8.1.48</th>\n",
       "      <th>bp8.1.56</th>\n",
       "      <th>bp8.1.64</th>\n",
       "      <th>bp8.1.72</th>\n",
       "      <th>bp8.1.80</th>\n",
       "      <th>bp8.1.88</th>\n",
       "      <th>bp8.1.96</th>\n",
       "      <th>bp8.1.104</th>\n",
       "      <th>bp8.1.112</th>\n",
       "      <th>bp8.1.120</th>\n",
       "      <th>bp8.1.136</th>\n",
       "      <th>bp8.1.144</th>\n",
       "      <th>bp8.1.152</th>\n",
       "      <th>bp8.1.160</th>\n",
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       "    <tr>\n",
       "      <th>0</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>50_irnt</th>\n",
       "      <td>0.002389</td>\n",
       "      <td>0.003608</td>\n",
       "      <td>0.006402</td>\n",
       "      <td>0.004015</td>\n",
       "      <td>0.003158</td>\n",
       "      <td>0.005561</td>\n",
       "      <td>0.002866</td>\n",
       "      <td>0.001747</td>\n",
       "      <td>0.001105</td>\n",
       "      <td>0.001565</td>\n",
       "      <td>0.001539</td>\n",
       "      <td>0.003420</td>\n",
       "      <td>1.376471e-03</td>\n",
       "      <td>0.000830</td>\n",
       "      <td>0.003021</td>\n",
       "      <td>1.341939e-03</td>\n",
       "      <td>-0.006572</td>\n",
       "      <td>0.004129</td>\n",
       "      <td>0.001863</td>\n",
       "      <td>0.000638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20153_irnt</th>\n",
       "      <td>0.002696</td>\n",
       "      <td>0.005032</td>\n",
       "      <td>0.008558</td>\n",
       "      <td>0.003990</td>\n",
       "      <td>0.003221</td>\n",
       "      <td>0.005905</td>\n",
       "      <td>0.003519</td>\n",
       "      <td>0.001807</td>\n",
       "      <td>0.000196</td>\n",
       "      <td>0.001665</td>\n",
       "      <td>0.001803</td>\n",
       "      <td>0.004620</td>\n",
       "      <td>1.487613e-03</td>\n",
       "      <td>0.001169</td>\n",
       "      <td>0.002644</td>\n",
       "      <td>9.507791e-04</td>\n",
       "      <td>-0.005905</td>\n",
       "      <td>0.002904</td>\n",
       "      <td>0.002697</td>\n",
       "      <td>0.000812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5097_irnt</th>\n",
       "      <td>0.005927</td>\n",
       "      <td>0.003488</td>\n",
       "      <td>0.007695</td>\n",
       "      <td>0.001749</td>\n",
       "      <td>0.008921</td>\n",
       "      <td>0.000793</td>\n",
       "      <td>0.004431</td>\n",
       "      <td>0.007008</td>\n",
       "      <td>0.001601</td>\n",
       "      <td>0.002895</td>\n",
       "      <td>0.004795</td>\n",
       "      <td>0.005965</td>\n",
       "      <td>1.465083e-04</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>0.003711</td>\n",
       "      <td>-3.751842e-04</td>\n",
       "      <td>-0.003229</td>\n",
       "      <td>0.003766</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.002542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5098_irnt</th>\n",
       "      <td>0.005414</td>\n",
       "      <td>0.004066</td>\n",
       "      <td>0.006285</td>\n",
       "      <td>0.000448</td>\n",
       "      <td>0.010740</td>\n",
       "      <td>0.001084</td>\n",
       "      <td>0.004246</td>\n",
       "      <td>0.006274</td>\n",
       "      <td>0.002411</td>\n",
       "      <td>0.003021</td>\n",
       "      <td>0.004855</td>\n",
       "      <td>0.003896</td>\n",
       "      <td>6.504021e-04</td>\n",
       "      <td>0.000156</td>\n",
       "      <td>0.002963</td>\n",
       "      <td>-4.448071e-04</td>\n",
       "      <td>-0.002091</td>\n",
       "      <td>0.004634</td>\n",
       "      <td>0.000804</td>\n",
       "      <td>0.003792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30100_irnt</th>\n",
       "      <td>0.004789</td>\n",
       "      <td>0.005512</td>\n",
       "      <td>0.000352</td>\n",
       "      <td>0.006246</td>\n",
       "      <td>0.000453</td>\n",
       "      <td>0.005522</td>\n",
       "      <td>0.001755</td>\n",
       "      <td>0.000519</td>\n",
       "      <td>0.000687</td>\n",
       "      <td>0.000277</td>\n",
       "      <td>-0.000034</td>\n",
       "      <td>0.002791</td>\n",
       "      <td>-3.110685e-04</td>\n",
       "      <td>0.005501</td>\n",
       "      <td>0.006361</td>\n",
       "      <td>-4.668946e-07</td>\n",
       "      <td>-0.000420</td>\n",
       "      <td>0.002473</td>\n",
       "      <td>0.006636</td>\n",
       "      <td>0.005543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5099_irnt</th>\n",
       "      <td>0.005699</td>\n",
       "      <td>0.003675</td>\n",
       "      <td>0.006584</td>\n",
       "      <td>0.001278</td>\n",
       "      <td>0.012177</td>\n",
       "      <td>0.001347</td>\n",
       "      <td>0.002837</td>\n",
       "      <td>0.005263</td>\n",
       "      <td>0.002708</td>\n",
       "      <td>0.003457</td>\n",
       "      <td>0.004369</td>\n",
       "      <td>0.004542</td>\n",
       "      <td>5.586970e-04</td>\n",
       "      <td>0.000619</td>\n",
       "      <td>0.002494</td>\n",
       "      <td>-5.564766e-04</td>\n",
       "      <td>-0.003398</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.001723</td>\n",
       "      <td>0.002763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20015_irnt</th>\n",
       "      <td>0.002836</td>\n",
       "      <td>0.002978</td>\n",
       "      <td>0.013370</td>\n",
       "      <td>0.004002</td>\n",
       "      <td>0.002571</td>\n",
       "      <td>0.005356</td>\n",
       "      <td>0.003194</td>\n",
       "      <td>0.001848</td>\n",
       "      <td>0.000841</td>\n",
       "      <td>0.001641</td>\n",
       "      <td>0.001800</td>\n",
       "      <td>0.002054</td>\n",
       "      <td>3.140376e-03</td>\n",
       "      <td>0.001690</td>\n",
       "      <td>0.001192</td>\n",
       "      <td>9.691731e-04</td>\n",
       "      <td>-0.003687</td>\n",
       "      <td>0.003013</td>\n",
       "      <td>0.001928</td>\n",
       "      <td>0.001078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5132_irnt</th>\n",
       "      <td>0.005153</td>\n",
       "      <td>0.004643</td>\n",
       "      <td>0.005995</td>\n",
       "      <td>0.001638</td>\n",
       "      <td>0.010899</td>\n",
       "      <td>0.001564</td>\n",
       "      <td>0.002556</td>\n",
       "      <td>0.005195</td>\n",
       "      <td>0.003401</td>\n",
       "      <td>0.002255</td>\n",
       "      <td>0.007047</td>\n",
       "      <td>0.006028</td>\n",
       "      <td>-1.200206e-04</td>\n",
       "      <td>0.000356</td>\n",
       "      <td>0.002756</td>\n",
       "      <td>-8.114473e-04</td>\n",
       "      <td>-0.001914</td>\n",
       "      <td>0.004021</td>\n",
       "      <td>0.001522</td>\n",
       "      <td>0.001542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4105_irnt</th>\n",
       "      <td>0.001322</td>\n",
       "      <td>0.004826</td>\n",
       "      <td>0.019640</td>\n",
       "      <td>0.004249</td>\n",
       "      <td>0.002040</td>\n",
       "      <td>0.002619</td>\n",
       "      <td>-0.000406</td>\n",
       "      <td>0.000615</td>\n",
       "      <td>0.007853</td>\n",
       "      <td>0.001409</td>\n",
       "      <td>-0.001244</td>\n",
       "      <td>0.001896</td>\n",
       "      <td>2.469370e-03</td>\n",
       "      <td>-0.000178</td>\n",
       "      <td>0.007099</td>\n",
       "      <td>-7.965929e-05</td>\n",
       "      <td>-0.003793</td>\n",
       "      <td>-0.000094</td>\n",
       "      <td>0.001769</td>\n",
       "      <td>0.001849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148_irnt</th>\n",
       "      <td>0.002802</td>\n",
       "      <td>0.006211</td>\n",
       "      <td>0.022448</td>\n",
       "      <td>0.003611</td>\n",
       "      <td>0.000603</td>\n",
       "      <td>0.002715</td>\n",
       "      <td>0.001723</td>\n",
       "      <td>0.001997</td>\n",
       "      <td>0.009375</td>\n",
       "      <td>0.000886</td>\n",
       "      <td>0.001109</td>\n",
       "      <td>0.003032</td>\n",
       "      <td>1.438184e-03</td>\n",
       "      <td>0.001798</td>\n",
       "      <td>0.004332</td>\n",
       "      <td>4.919790e-04</td>\n",
       "      <td>-0.003481</td>\n",
       "      <td>0.001207</td>\n",
       "      <td>0.000606</td>\n",
       "      <td>0.002575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4100_irnt</th>\n",
       "      <td>0.002369</td>\n",
       "      <td>0.004889</td>\n",
       "      <td>0.002916</td>\n",
       "      <td>0.002992</td>\n",
       "      <td>0.004081</td>\n",
       "      <td>0.004909</td>\n",
       "      <td>0.003442</td>\n",
       "      <td>0.000847</td>\n",
       "      <td>0.002189</td>\n",
       "      <td>0.004623</td>\n",
       "      <td>0.002865</td>\n",
       "      <td>0.001517</td>\n",
       "      <td>2.353094e-03</td>\n",
       "      <td>0.000930</td>\n",
       "      <td>0.002918</td>\n",
       "      <td>7.261314e-04</td>\n",
       "      <td>-0.002260</td>\n",
       "      <td>0.002120</td>\n",
       "      <td>0.003786</td>\n",
       "      <td>0.001263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30080_irnt</th>\n",
       "      <td>0.003845</td>\n",
       "      <td>0.006852</td>\n",
       "      <td>0.000842</td>\n",
       "      <td>0.007347</td>\n",
       "      <td>0.000775</td>\n",
       "      <td>0.007919</td>\n",
       "      <td>0.001119</td>\n",
       "      <td>0.002368</td>\n",
       "      <td>0.001818</td>\n",
       "      <td>0.000415</td>\n",
       "      <td>0.000272</td>\n",
       "      <td>0.005430</td>\n",
       "      <td>-8.840701e-07</td>\n",
       "      <td>0.003115</td>\n",
       "      <td>0.005795</td>\n",
       "      <td>-1.580960e-04</td>\n",
       "      <td>0.000791</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.007755</td>\n",
       "      <td>0.003030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143_irnt</th>\n",
       "      <td>0.002858</td>\n",
       "      <td>0.003936</td>\n",
       "      <td>0.003747</td>\n",
       "      <td>0.001430</td>\n",
       "      <td>0.002770</td>\n",
       "      <td>0.005579</td>\n",
       "      <td>0.004022</td>\n",
       "      <td>0.002599</td>\n",
       "      <td>0.000321</td>\n",
       "      <td>0.005379</td>\n",
       "      <td>0.002194</td>\n",
       "      <td>0.001893</td>\n",
       "      <td>2.940050e-03</td>\n",
       "      <td>0.001956</td>\n",
       "      <td>0.003622</td>\n",
       "      <td>1.370674e-03</td>\n",
       "      <td>-0.009176</td>\n",
       "      <td>0.002502</td>\n",
       "      <td>0.001665</td>\n",
       "      <td>0.001247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5085_irnt</th>\n",
       "      <td>0.007015</td>\n",
       "      <td>0.002389</td>\n",
       "      <td>0.002240</td>\n",
       "      <td>0.002364</td>\n",
       "      <td>0.002435</td>\n",
       "      <td>0.005995</td>\n",
       "      <td>0.003429</td>\n",
       "      <td>0.004894</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>-0.000901</td>\n",
       "      <td>0.002340</td>\n",
       "      <td>1.344202e-03</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.007057</td>\n",
       "      <td>2.265881e-06</td>\n",
       "      <td>0.007099</td>\n",
       "      <td>0.001772</td>\n",
       "      <td>0.001879</td>\n",
       "      <td>0.006660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23118_irnt</th>\n",
       "      <td>0.003720</td>\n",
       "      <td>0.004439</td>\n",
       "      <td>0.004315</td>\n",
       "      <td>0.001797</td>\n",
       "      <td>0.005629</td>\n",
       "      <td>0.004208</td>\n",
       "      <td>0.001939</td>\n",
       "      <td>0.003167</td>\n",
       "      <td>0.001643</td>\n",
       "      <td>0.005156</td>\n",
       "      <td>0.002228</td>\n",
       "      <td>0.001591</td>\n",
       "      <td>2.028479e-03</td>\n",
       "      <td>0.003998</td>\n",
       "      <td>0.001547</td>\n",
       "      <td>4.411437e-04</td>\n",
       "      <td>-0.001118</td>\n",
       "      <td>0.002462</td>\n",
       "      <td>0.003503</td>\n",
       "      <td>0.001758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5084_irnt</th>\n",
       "      <td>0.007343</td>\n",
       "      <td>0.001824</td>\n",
       "      <td>0.003184</td>\n",
       "      <td>0.001413</td>\n",
       "      <td>0.002036</td>\n",
       "      <td>0.006329</td>\n",
       "      <td>0.002755</td>\n",
       "      <td>0.007257</td>\n",
       "      <td>0.001068</td>\n",
       "      <td>0.000664</td>\n",
       "      <td>-0.000329</td>\n",
       "      <td>0.002255</td>\n",
       "      <td>2.499369e-03</td>\n",
       "      <td>0.001515</td>\n",
       "      <td>0.005848</td>\n",
       "      <td>-2.498921e-04</td>\n",
       "      <td>0.003830</td>\n",
       "      <td>0.001587</td>\n",
       "      <td>0.003589</td>\n",
       "      <td>0.006760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23098_irnt</th>\n",
       "      <td>0.003480</td>\n",
       "      <td>0.003116</td>\n",
       "      <td>0.002853</td>\n",
       "      <td>0.001063</td>\n",
       "      <td>0.005360</td>\n",
       "      <td>0.004024</td>\n",
       "      <td>0.002099</td>\n",
       "      <td>0.003214</td>\n",
       "      <td>0.002252</td>\n",
       "      <td>0.006199</td>\n",
       "      <td>0.002331</td>\n",
       "      <td>0.001336</td>\n",
       "      <td>3.199959e-03</td>\n",
       "      <td>0.004338</td>\n",
       "      <td>0.001825</td>\n",
       "      <td>2.147884e-04</td>\n",
       "      <td>-0.001167</td>\n",
       "      <td>0.002359</td>\n",
       "      <td>0.002612</td>\n",
       "      <td>0.001718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30040_irnt</th>\n",
       "      <td>0.004268</td>\n",
       "      <td>0.002867</td>\n",
       "      <td>0.005086</td>\n",
       "      <td>0.007644</td>\n",
       "      <td>0.002575</td>\n",
       "      <td>0.008058</td>\n",
       "      <td>0.001440</td>\n",
       "      <td>0.001436</td>\n",
       "      <td>0.003833</td>\n",
       "      <td>0.000767</td>\n",
       "      <td>0.000163</td>\n",
       "      <td>0.001437</td>\n",
       "      <td>-4.584170e-05</td>\n",
       "      <td>0.000485</td>\n",
       "      <td>0.004004</td>\n",
       "      <td>3.492917e-04</td>\n",
       "      <td>-0.004140</td>\n",
       "      <td>0.000498</td>\n",
       "      <td>0.006842</td>\n",
       "      <td>0.001596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23106_irnt</th>\n",
       "      <td>0.003711</td>\n",
       "      <td>0.005836</td>\n",
       "      <td>0.002595</td>\n",
       "      <td>0.001387</td>\n",
       "      <td>0.004616</td>\n",
       "      <td>0.002541</td>\n",
       "      <td>0.001917</td>\n",
       "      <td>0.001836</td>\n",
       "      <td>0.002653</td>\n",
       "      <td>0.003660</td>\n",
       "      <td>0.001354</td>\n",
       "      <td>0.002235</td>\n",
       "      <td>2.742487e-03</td>\n",
       "      <td>0.004588</td>\n",
       "      <td>0.003326</td>\n",
       "      <td>2.070582e-04</td>\n",
       "      <td>-0.001734</td>\n",
       "      <td>0.004701</td>\n",
       "      <td>0.005093</td>\n",
       "      <td>0.001965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23104_irnt</th>\n",
       "      <td>0.003673</td>\n",
       "      <td>0.002643</td>\n",
       "      <td>0.002769</td>\n",
       "      <td>0.001399</td>\n",
       "      <td>0.004710</td>\n",
       "      <td>0.002885</td>\n",
       "      <td>0.001544</td>\n",
       "      <td>0.002707</td>\n",
       "      <td>0.002897</td>\n",
       "      <td>0.005653</td>\n",
       "      <td>0.001841</td>\n",
       "      <td>0.002684</td>\n",
       "      <td>3.946963e-03</td>\n",
       "      <td>0.004548</td>\n",
       "      <td>0.002522</td>\n",
       "      <td>2.248760e-04</td>\n",
       "      <td>-0.001084</td>\n",
       "      <td>0.001667</td>\n",
       "      <td>0.002919</td>\n",
       "      <td>0.001424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1697</th>\n",
       "      <td>0.002395</td>\n",
       "      <td>0.004110</td>\n",
       "      <td>0.007199</td>\n",
       "      <td>0.003512</td>\n",
       "      <td>0.003019</td>\n",
       "      <td>0.007214</td>\n",
       "      <td>0.003004</td>\n",
       "      <td>0.001700</td>\n",
       "      <td>0.001425</td>\n",
       "      <td>0.002719</td>\n",
       "      <td>0.001406</td>\n",
       "      <td>0.002309</td>\n",
       "      <td>1.112587e-03</td>\n",
       "      <td>0.000860</td>\n",
       "      <td>0.003834</td>\n",
       "      <td>8.982600e-04</td>\n",
       "      <td>-0.005630</td>\n",
       "      <td>0.004617</td>\n",
       "      <td>0.002224</td>\n",
       "      <td>0.001577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23107_irnt</th>\n",
       "      <td>0.003857</td>\n",
       "      <td>0.005930</td>\n",
       "      <td>0.004111</td>\n",
       "      <td>0.002457</td>\n",
       "      <td>0.004620</td>\n",
       "      <td>0.002118</td>\n",
       "      <td>0.002100</td>\n",
       "      <td>0.002736</td>\n",
       "      <td>0.001970</td>\n",
       "      <td>0.004003</td>\n",
       "      <td>0.001982</td>\n",
       "      <td>0.002572</td>\n",
       "      <td>2.707739e-03</td>\n",
       "      <td>0.004202</td>\n",
       "      <td>0.003387</td>\n",
       "      <td>4.872164e-06</td>\n",
       "      <td>0.003551</td>\n",
       "      <td>0.002952</td>\n",
       "      <td>0.005107</td>\n",
       "      <td>0.002000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5257_irnt</th>\n",
       "      <td>0.003245</td>\n",
       "      <td>0.000926</td>\n",
       "      <td>0.004791</td>\n",
       "      <td>0.002356</td>\n",
       "      <td>-0.000350</td>\n",
       "      <td>0.002064</td>\n",
       "      <td>0.002869</td>\n",
       "      <td>0.001064</td>\n",
       "      <td>0.001884</td>\n",
       "      <td>0.001636</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.006156</td>\n",
       "      <td>5.962025e-04</td>\n",
       "      <td>0.000646</td>\n",
       "      <td>0.002539</td>\n",
       "      <td>1.005536e-04</td>\n",
       "      <td>0.006579</td>\n",
       "      <td>0.003398</td>\n",
       "      <td>0.002873</td>\n",
       "      <td>0.002851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23109_irnt</th>\n",
       "      <td>0.003071</td>\n",
       "      <td>0.005597</td>\n",
       "      <td>0.002063</td>\n",
       "      <td>0.001359</td>\n",
       "      <td>0.004363</td>\n",
       "      <td>0.002132</td>\n",
       "      <td>0.001414</td>\n",
       "      <td>0.001778</td>\n",
       "      <td>0.003173</td>\n",
       "      <td>0.003410</td>\n",
       "      <td>0.000954</td>\n",
       "      <td>0.001826</td>\n",
       "      <td>2.081765e-03</td>\n",
       "      <td>0.004369</td>\n",
       "      <td>0.003859</td>\n",
       "      <td>8.027358e-05</td>\n",
       "      <td>-0.002674</td>\n",
       "      <td>0.008018</td>\n",
       "      <td>0.005526</td>\n",
       "      <td>0.002487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23116_irnt</th>\n",
       "      <td>0.003913</td>\n",
       "      <td>0.002536</td>\n",
       "      <td>0.002028</td>\n",
       "      <td>0.001239</td>\n",
       "      <td>0.004815</td>\n",
       "      <td>0.003070</td>\n",
       "      <td>0.001790</td>\n",
       "      <td>0.003441</td>\n",
       "      <td>0.002899</td>\n",
       "      <td>0.006305</td>\n",
       "      <td>0.002343</td>\n",
       "      <td>0.001768</td>\n",
       "      <td>3.811739e-03</td>\n",
       "      <td>0.004369</td>\n",
       "      <td>0.002413</td>\n",
       "      <td>6.928456e-05</td>\n",
       "      <td>-0.001306</td>\n",
       "      <td>0.002141</td>\n",
       "      <td>0.002370</td>\n",
       "      <td>0.001618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5265_irnt</th>\n",
       "      <td>0.003271</td>\n",
       "      <td>0.002457</td>\n",
       "      <td>0.005057</td>\n",
       "      <td>0.001765</td>\n",
       "      <td>0.001461</td>\n",
       "      <td>0.000782</td>\n",
       "      <td>0.003404</td>\n",
       "      <td>0.003020</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>0.002784</td>\n",
       "      <td>0.002657</td>\n",
       "      <td>0.006865</td>\n",
       "      <td>9.953130e-04</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.000604</td>\n",
       "      <td>-1.437419e-04</td>\n",
       "      <td>0.005808</td>\n",
       "      <td>0.001281</td>\n",
       "      <td>0.004414</td>\n",
       "      <td>-0.000371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30110_irnt</th>\n",
       "      <td>0.005636</td>\n",
       "      <td>0.001740</td>\n",
       "      <td>0.000453</td>\n",
       "      <td>0.008519</td>\n",
       "      <td>0.002254</td>\n",
       "      <td>0.003865</td>\n",
       "      <td>0.003626</td>\n",
       "      <td>0.003856</td>\n",
       "      <td>0.001110</td>\n",
       "      <td>0.000518</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.005279</td>\n",
       "      <td>-4.318368e-04</td>\n",
       "      <td>0.001541</td>\n",
       "      <td>0.011932</td>\n",
       "      <td>-3.244726e-04</td>\n",
       "      <td>0.002567</td>\n",
       "      <td>0.002277</td>\n",
       "      <td>0.007383</td>\n",
       "      <td>0.005099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30090_irnt</th>\n",
       "      <td>0.006624</td>\n",
       "      <td>0.009305</td>\n",
       "      <td>0.001606</td>\n",
       "      <td>0.009021</td>\n",
       "      <td>0.001961</td>\n",
       "      <td>0.007990</td>\n",
       "      <td>0.000710</td>\n",
       "      <td>0.001839</td>\n",
       "      <td>0.003285</td>\n",
       "      <td>-0.000055</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.007758</td>\n",
       "      <td>1.276746e-04</td>\n",
       "      <td>0.001680</td>\n",
       "      <td>0.003016</td>\n",
       "      <td>1.088294e-04</td>\n",
       "      <td>-0.002104</td>\n",
       "      <td>0.003665</td>\n",
       "      <td>0.009659</td>\n",
       "      <td>0.001935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23099_irnt</th>\n",
       "      <td>0.003628</td>\n",
       "      <td>0.002713</td>\n",
       "      <td>0.002867</td>\n",
       "      <td>0.002407</td>\n",
       "      <td>0.004121</td>\n",
       "      <td>0.003103</td>\n",
       "      <td>0.001382</td>\n",
       "      <td>0.003582</td>\n",
       "      <td>0.002692</td>\n",
       "      <td>0.004379</td>\n",
       "      <td>0.002423</td>\n",
       "      <td>0.001867</td>\n",
       "      <td>3.970719e-03</td>\n",
       "      <td>0.003740</td>\n",
       "      <td>0.002912</td>\n",
       "      <td>2.933140e-05</td>\n",
       "      <td>-0.001430</td>\n",
       "      <td>0.003416</td>\n",
       "      <td>0.001920</td>\n",
       "      <td>0.001543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23119_irnt</th>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.002392</td>\n",
       "      <td>0.003603</td>\n",
       "      <td>0.002583</td>\n",
       "      <td>0.004056</td>\n",
       "      <td>0.003334</td>\n",
       "      <td>0.001458</td>\n",
       "      <td>0.003318</td>\n",
       "      <td>0.002563</td>\n",
       "      <td>0.004963</td>\n",
       "      <td>0.002311</td>\n",
       "      <td>0.002311</td>\n",
       "      <td>4.251563e-03</td>\n",
       "      <td>0.003612</td>\n",
       "      <td>0.002389</td>\n",
       "      <td>-6.120834e-05</td>\n",
       "      <td>0.001004</td>\n",
       "      <td>0.002648</td>\n",
       "      <td>0.001921</td>\n",
       "      <td>0.001576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>20117_1</th>\n",
       "      <td>0.005479</td>\n",
       "      <td>-0.000404</td>\n",
       "      <td>-0.001010</td>\n",
       "      <td>0.001308</td>\n",
       "      <td>0.010803</td>\n",
       "      <td>0.002033</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>-0.000523</td>\n",
       "      <td>-0.001788</td>\n",
       "      <td>0.002549</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>0.004274</td>\n",
       "      <td>2.036762e-03</td>\n",
       "      <td>0.005827</td>\n",
       "      <td>0.010028</td>\n",
       "      <td>-2.465954e-03</td>\n",
       "      <td>0.002195</td>\n",
       "      <td>0.002173</td>\n",
       "      <td>0.001114</td>\n",
       "      <td>0.000850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20003_1140864752</th>\n",
       "      <td>-0.000436</td>\n",
       "      <td>-0.000740</td>\n",
       "      <td>0.009879</td>\n",
       "      <td>0.001623</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>0.002861</td>\n",
       "      <td>0.004718</td>\n",
       "      <td>0.005460</td>\n",
       "      <td>0.013467</td>\n",
       "      <td>0.003947</td>\n",
       "      <td>0.000259</td>\n",
       "      <td>0.000911</td>\n",
       "      <td>9.756230e-03</td>\n",
       "      <td>0.009070</td>\n",
       "      <td>0.003457</td>\n",
       "      <td>1.811372e-04</td>\n",
       "      <td>-0.009636</td>\n",
       "      <td>0.003348</td>\n",
       "      <td>0.002428</td>\n",
       "      <td>0.003981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20003_1141146234</th>\n",
       "      <td>-0.003612</td>\n",
       "      <td>0.002229</td>\n",
       "      <td>-0.002496</td>\n",
       "      <td>0.008537</td>\n",
       "      <td>-0.005042</td>\n",
       "      <td>0.005483</td>\n",
       "      <td>0.003150</td>\n",
       "      <td>0.012749</td>\n",
       "      <td>0.010848</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>-0.003582</td>\n",
       "      <td>-0.003468</td>\n",
       "      <td>-1.172497e-03</td>\n",
       "      <td>0.015951</td>\n",
       "      <td>0.001612</td>\n",
       "      <td>-1.575382e-03</td>\n",
       "      <td>-0.003071</td>\n",
       "      <td>0.001802</td>\n",
       "      <td>0.006302</td>\n",
       "      <td>-0.007418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X_RESPIRATORY</th>\n",
       "      <td>0.021935</td>\n",
       "      <td>-0.006866</td>\n",
       "      <td>0.019583</td>\n",
       "      <td>0.002651</td>\n",
       "      <td>0.009647</td>\n",
       "      <td>0.001018</td>\n",
       "      <td>0.002654</td>\n",
       "      <td>-0.001581</td>\n",
       "      <td>0.012987</td>\n",
       "      <td>0.007080</td>\n",
       "      <td>-0.006523</td>\n",
       "      <td>0.006498</td>\n",
       "      <td>5.532521e-03</td>\n",
       "      <td>-0.005160</td>\n",
       "      <td>0.006140</td>\n",
       "      <td>-3.925782e-03</td>\n",
       "      <td>0.019605</td>\n",
       "      <td>0.000429</td>\n",
       "      <td>-0.000407</td>\n",
       "      <td>-0.002519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20003_1140860696</th>\n",
       "      <td>0.008664</td>\n",
       "      <td>0.007997</td>\n",
       "      <td>-0.000073</td>\n",
       "      <td>0.009254</td>\n",
       "      <td>-0.000561</td>\n",
       "      <td>0.003116</td>\n",
       "      <td>0.000639</td>\n",
       "      <td>0.005352</td>\n",
       "      <td>0.005529</td>\n",
       "      <td>0.000249</td>\n",
       "      <td>0.011417</td>\n",
       "      <td>0.009925</td>\n",
       "      <td>1.650105e-04</td>\n",
       "      <td>0.001261</td>\n",
       "      <td>0.000901</td>\n",
       "      <td>-2.979613e-03</td>\n",
       "      <td>-0.002663</td>\n",
       "      <td>-0.000879</td>\n",
       "      <td>0.003566</td>\n",
       "      <td>-0.001261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASTHMA_MEDICATIO_COMORB</th>\n",
       "      <td>0.002699</td>\n",
       "      <td>0.010013</td>\n",
       "      <td>0.024051</td>\n",
       "      <td>0.000876</td>\n",
       "      <td>-0.003232</td>\n",
       "      <td>0.003980</td>\n",
       "      <td>0.010125</td>\n",
       "      <td>0.005494</td>\n",
       "      <td>-0.001911</td>\n",
       "      <td>-0.001638</td>\n",
       "      <td>-0.003583</td>\n",
       "      <td>0.002840</td>\n",
       "      <td>2.914447e-03</td>\n",
       "      <td>0.002179</td>\n",
       "      <td>0.004876</td>\n",
       "      <td>1.765019e-03</td>\n",
       "      <td>-0.018179</td>\n",
       "      <td>0.003663</td>\n",
       "      <td>0.009457</td>\n",
       "      <td>0.003126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M13_MENISCUSDERANGEMENTS</th>\n",
       "      <td>0.010101</td>\n",
       "      <td>0.005123</td>\n",
       "      <td>0.015583</td>\n",
       "      <td>-0.009686</td>\n",
       "      <td>-0.002077</td>\n",
       "      <td>0.012752</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.004258</td>\n",
       "      <td>0.011047</td>\n",
       "      <td>0.007155</td>\n",
       "      <td>0.003991</td>\n",
       "      <td>0.002284</td>\n",
       "      <td>4.270480e-03</td>\n",
       "      <td>0.003903</td>\n",
       "      <td>-0.004788</td>\n",
       "      <td>7.381215e-04</td>\n",
       "      <td>-0.004985</td>\n",
       "      <td>0.001622</td>\n",
       "      <td>0.005458</td>\n",
       "      <td>-0.005563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20110_6</th>\n",
       "      <td>0.009363</td>\n",
       "      <td>0.007108</td>\n",
       "      <td>0.013192</td>\n",
       "      <td>0.009504</td>\n",
       "      <td>0.006469</td>\n",
       "      <td>0.000814</td>\n",
       "      <td>0.001150</td>\n",
       "      <td>-0.005489</td>\n",
       "      <td>0.003243</td>\n",
       "      <td>0.002509</td>\n",
       "      <td>0.006149</td>\n",
       "      <td>0.007791</td>\n",
       "      <td>-5.668142e-03</td>\n",
       "      <td>-0.004555</td>\n",
       "      <td>0.001953</td>\n",
       "      <td>-1.051670e-03</td>\n",
       "      <td>0.011547</td>\n",
       "      <td>-0.001018</td>\n",
       "      <td>-0.001470</td>\n",
       "      <td>-0.007232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D12</th>\n",
       "      <td>-0.000080</td>\n",
       "      <td>0.001220</td>\n",
       "      <td>0.015968</td>\n",
       "      <td>-0.000125</td>\n",
       "      <td>0.006442</td>\n",
       "      <td>0.015103</td>\n",
       "      <td>0.002621</td>\n",
       "      <td>0.009301</td>\n",
       "      <td>0.000582</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.004723</td>\n",
       "      <td>0.002158</td>\n",
       "      <td>-9.368173e-04</td>\n",
       "      <td>0.000998</td>\n",
       "      <td>-0.000673</td>\n",
       "      <td>-2.952960e-03</td>\n",
       "      <td>0.008204</td>\n",
       "      <td>0.003781</td>\n",
       "      <td>-0.001698</td>\n",
       "      <td>0.006760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150_3</th>\n",
       "      <td>0.000629</td>\n",
       "      <td>-0.001526</td>\n",
       "      <td>-0.001242</td>\n",
       "      <td>0.004256</td>\n",
       "      <td>0.002135</td>\n",
       "      <td>0.000492</td>\n",
       "      <td>-0.005191</td>\n",
       "      <td>0.009302</td>\n",
       "      <td>0.004089</td>\n",
       "      <td>0.004214</td>\n",
       "      <td>-0.004164</td>\n",
       "      <td>0.015854</td>\n",
       "      <td>-4.560301e-03</td>\n",
       "      <td>0.004137</td>\n",
       "      <td>-0.002563</td>\n",
       "      <td>8.748939e-04</td>\n",
       "      <td>-0.016522</td>\n",
       "      <td>0.002267</td>\n",
       "      <td>0.011201</td>\n",
       "      <td>-0.002724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20002_1138</th>\n",
       "      <td>-0.001007</td>\n",
       "      <td>0.002370</td>\n",
       "      <td>-0.000881</td>\n",
       "      <td>-0.004197</td>\n",
       "      <td>0.005729</td>\n",
       "      <td>-0.000315</td>\n",
       "      <td>-0.001971</td>\n",
       "      <td>0.001400</td>\n",
       "      <td>0.003866</td>\n",
       "      <td>0.002299</td>\n",
       "      <td>0.000521</td>\n",
       "      <td>0.000662</td>\n",
       "      <td>-1.416343e-03</td>\n",
       "      <td>0.007350</td>\n",
       "      <td>-0.005895</td>\n",
       "      <td>-1.319295e-03</td>\n",
       "      <td>0.012215</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>0.002325</td>\n",
       "      <td>-0.001571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PULM_MEDICATIO_COMORB</th>\n",
       "      <td>0.005972</td>\n",
       "      <td>0.007824</td>\n",
       "      <td>0.029689</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>-0.003393</td>\n",
       "      <td>0.003736</td>\n",
       "      <td>0.010383</td>\n",
       "      <td>0.006360</td>\n",
       "      <td>-0.003632</td>\n",
       "      <td>-0.003781</td>\n",
       "      <td>-0.000755</td>\n",
       "      <td>0.002802</td>\n",
       "      <td>6.450355e-03</td>\n",
       "      <td>0.000535</td>\n",
       "      <td>0.004452</td>\n",
       "      <td>1.966268e-03</td>\n",
       "      <td>-0.021182</td>\n",
       "      <td>0.004872</td>\n",
       "      <td>0.013921</td>\n",
       "      <td>0.005448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>0.009864</td>\n",
       "      <td>0.001679</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>-0.009563</td>\n",
       "      <td>-0.000801</td>\n",
       "      <td>0.001671</td>\n",
       "      <td>0.001399</td>\n",
       "      <td>0.006932</td>\n",
       "      <td>-0.002629</td>\n",
       "      <td>0.011131</td>\n",
       "      <td>0.005662</td>\n",
       "      <td>0.004215</td>\n",
       "      <td>9.832849e-03</td>\n",
       "      <td>0.005976</td>\n",
       "      <td>0.002873</td>\n",
       "      <td>-1.999909e-03</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.006395</td>\n",
       "      <td>-0.001963</td>\n",
       "      <td>-0.004276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6154_6</th>\n",
       "      <td>0.001939</td>\n",
       "      <td>0.007442</td>\n",
       "      <td>0.010144</td>\n",
       "      <td>0.002682</td>\n",
       "      <td>0.004478</td>\n",
       "      <td>-0.002730</td>\n",
       "      <td>0.002022</td>\n",
       "      <td>-0.000312</td>\n",
       "      <td>-0.003390</td>\n",
       "      <td>0.007762</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.010129</td>\n",
       "      <td>7.292028e-03</td>\n",
       "      <td>-0.000111</td>\n",
       "      <td>-0.002303</td>\n",
       "      <td>1.745667e-03</td>\n",
       "      <td>0.057080</td>\n",
       "      <td>0.003591</td>\n",
       "      <td>0.007880</td>\n",
       "      <td>0.000278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K21</th>\n",
       "      <td>0.012817</td>\n",
       "      <td>-0.006746</td>\n",
       "      <td>-0.003501</td>\n",
       "      <td>0.005587</td>\n",
       "      <td>0.017391</td>\n",
       "      <td>-0.002419</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>-0.002735</td>\n",
       "      <td>0.016359</td>\n",
       "      <td>0.001333</td>\n",
       "      <td>-0.000310</td>\n",
       "      <td>0.009002</td>\n",
       "      <td>4.966891e-03</td>\n",
       "      <td>-0.003469</td>\n",
       "      <td>-0.003276</td>\n",
       "      <td>-8.562022e-04</td>\n",
       "      <td>0.005275</td>\n",
       "      <td>0.000648</td>\n",
       "      <td>0.002857</td>\n",
       "      <td>0.012280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6147_4</th>\n",
       "      <td>0.010831</td>\n",
       "      <td>-0.006407</td>\n",
       "      <td>0.013490</td>\n",
       "      <td>-0.004567</td>\n",
       "      <td>0.002114</td>\n",
       "      <td>0.007810</td>\n",
       "      <td>0.004357</td>\n",
       "      <td>0.008416</td>\n",
       "      <td>0.003695</td>\n",
       "      <td>0.020894</td>\n",
       "      <td>0.018057</td>\n",
       "      <td>0.001068</td>\n",
       "      <td>3.253297e-03</td>\n",
       "      <td>0.002377</td>\n",
       "      <td>0.001841</td>\n",
       "      <td>-9.879619e-04</td>\n",
       "      <td>-0.013308</td>\n",
       "      <td>0.005515</td>\n",
       "      <td>-0.004395</td>\n",
       "      <td>-0.002291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20003_1140923346</th>\n",
       "      <td>0.001420</td>\n",
       "      <td>0.002139</td>\n",
       "      <td>0.009526</td>\n",
       "      <td>0.009492</td>\n",
       "      <td>0.002298</td>\n",
       "      <td>0.001646</td>\n",
       "      <td>-0.001083</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>-0.011715</td>\n",
       "      <td>0.009009</td>\n",
       "      <td>-0.000053</td>\n",
       "      <td>0.005301</td>\n",
       "      <td>5.231640e-03</td>\n",
       "      <td>0.003272</td>\n",
       "      <td>0.012328</td>\n",
       "      <td>-2.668075e-03</td>\n",
       "      <td>0.026055</td>\n",
       "      <td>-0.002897</td>\n",
       "      <td>0.002365</td>\n",
       "      <td>-0.002280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K29</th>\n",
       "      <td>-0.000457</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>-0.006611</td>\n",
       "      <td>0.005994</td>\n",
       "      <td>-0.000115</td>\n",
       "      <td>-0.001460</td>\n",
       "      <td>-0.000812</td>\n",
       "      <td>-0.017263</td>\n",
       "      <td>0.013830</td>\n",
       "      <td>-0.000773</td>\n",
       "      <td>0.013101</td>\n",
       "      <td>-0.006632</td>\n",
       "      <td>6.339548e-03</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.008175</td>\n",
       "      <td>5.690024e-03</td>\n",
       "      <td>-0.033777</td>\n",
       "      <td>0.004104</td>\n",
       "      <td>0.009467</td>\n",
       "      <td>-0.000823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I84</th>\n",
       "      <td>0.005238</td>\n",
       "      <td>0.004274</td>\n",
       "      <td>0.007439</td>\n",
       "      <td>-0.003440</td>\n",
       "      <td>-0.003173</td>\n",
       "      <td>-0.004222</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000573</td>\n",
       "      <td>0.006747</td>\n",
       "      <td>-0.004087</td>\n",
       "      <td>0.014635</td>\n",
       "      <td>0.003052</td>\n",
       "      <td>-3.894797e-03</td>\n",
       "      <td>-0.002503</td>\n",
       "      <td>0.001632</td>\n",
       "      <td>-2.792909e-03</td>\n",
       "      <td>0.014591</td>\n",
       "      <td>-0.003097</td>\n",
       "      <td>0.002855</td>\n",
       "      <td>-0.001161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6179_4</th>\n",
       "      <td>0.013059</td>\n",
       "      <td>-0.002503</td>\n",
       "      <td>-0.002880</td>\n",
       "      <td>0.003466</td>\n",
       "      <td>0.003049</td>\n",
       "      <td>0.007624</td>\n",
       "      <td>0.000485</td>\n",
       "      <td>0.008768</td>\n",
       "      <td>0.008298</td>\n",
       "      <td>0.007567</td>\n",
       "      <td>0.010203</td>\n",
       "      <td>0.004220</td>\n",
       "      <td>1.348386e-02</td>\n",
       "      <td>0.001575</td>\n",
       "      <td>0.004810</td>\n",
       "      <td>-2.110773e-03</td>\n",
       "      <td>-0.000233</td>\n",
       "      <td>0.006745</td>\n",
       "      <td>0.003092</td>\n",
       "      <td>0.004022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H26</th>\n",
       "      <td>0.004532</td>\n",
       "      <td>0.016632</td>\n",
       "      <td>0.025571</td>\n",
       "      <td>-0.001199</td>\n",
       "      <td>-0.001330</td>\n",
       "      <td>0.004147</td>\n",
       "      <td>0.015855</td>\n",
       "      <td>0.011317</td>\n",
       "      <td>-0.004272</td>\n",
       "      <td>-0.004355</td>\n",
       "      <td>-0.002984</td>\n",
       "      <td>0.007075</td>\n",
       "      <td>-2.017277e-03</td>\n",
       "      <td>0.002518</td>\n",
       "      <td>-0.001132</td>\n",
       "      <td>1.719824e-03</td>\n",
       "      <td>-0.001333</td>\n",
       "      <td>-0.000420</td>\n",
       "      <td>0.013004</td>\n",
       "      <td>0.002033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6147_2</th>\n",
       "      <td>0.010712</td>\n",
       "      <td>0.001389</td>\n",
       "      <td>0.004180</td>\n",
       "      <td>0.000911</td>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.006963</td>\n",
       "      <td>0.012329</td>\n",
       "      <td>-0.000533</td>\n",
       "      <td>-0.007899</td>\n",
       "      <td>-0.001643</td>\n",
       "      <td>0.007503</td>\n",
       "      <td>0.008724</td>\n",
       "      <td>-3.118496e-03</td>\n",
       "      <td>0.002596</td>\n",
       "      <td>0.003424</td>\n",
       "      <td>1.434506e-03</td>\n",
       "      <td>0.006142</td>\n",
       "      <td>0.002338</td>\n",
       "      <td>0.002702</td>\n",
       "      <td>-0.000361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N39</th>\n",
       "      <td>-0.002123</td>\n",
       "      <td>0.002557</td>\n",
       "      <td>0.002826</td>\n",
       "      <td>0.010615</td>\n",
       "      <td>0.008765</td>\n",
       "      <td>0.010717</td>\n",
       "      <td>0.009145</td>\n",
       "      <td>0.005051</td>\n",
       "      <td>-0.005522</td>\n",
       "      <td>0.000337</td>\n",
       "      <td>-0.007950</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>-1.410351e-03</td>\n",
       "      <td>-0.002267</td>\n",
       "      <td>-0.006527</td>\n",
       "      <td>3.965990e-03</td>\n",
       "      <td>-0.010482</td>\n",
       "      <td>-0.005306</td>\n",
       "      <td>-0.004906</td>\n",
       "      <td>0.019785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20002_1474</th>\n",
       "      <td>0.001325</td>\n",
       "      <td>0.011957</td>\n",
       "      <td>0.008128</td>\n",
       "      <td>-0.001071</td>\n",
       "      <td>-0.000144</td>\n",
       "      <td>0.007731</td>\n",
       "      <td>0.002195</td>\n",
       "      <td>0.021927</td>\n",
       "      <td>0.010162</td>\n",
       "      <td>0.005929</td>\n",
       "      <td>0.011808</td>\n",
       "      <td>-0.001750</td>\n",
       "      <td>-1.129558e-03</td>\n",
       "      <td>0.004181</td>\n",
       "      <td>-0.002530</td>\n",
       "      <td>3.362314e-03</td>\n",
       "      <td>0.028850</td>\n",
       "      <td>0.001427</td>\n",
       "      <td>0.003986</td>\n",
       "      <td>0.000568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20002_1452</th>\n",
       "      <td>-0.012810</td>\n",
       "      <td>-0.002251</td>\n",
       "      <td>-0.002774</td>\n",
       "      <td>0.007266</td>\n",
       "      <td>0.007064</td>\n",
       "      <td>0.012727</td>\n",
       "      <td>0.006951</td>\n",
       "      <td>-0.003660</td>\n",
       "      <td>-0.006543</td>\n",
       "      <td>0.003349</td>\n",
       "      <td>-0.010569</td>\n",
       "      <td>-0.001555</td>\n",
       "      <td>7.796746e-04</td>\n",
       "      <td>-0.008825</td>\n",
       "      <td>0.009191</td>\n",
       "      <td>-4.139176e-03</td>\n",
       "      <td>0.023205</td>\n",
       "      <td>0.075175</td>\n",
       "      <td>0.137889</td>\n",
       "      <td>0.005695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K11_OTHGASTR</th>\n",
       "      <td>-0.018894</td>\n",
       "      <td>-0.006888</td>\n",
       "      <td>-0.005966</td>\n",
       "      <td>0.004550</td>\n",
       "      <td>-0.007643</td>\n",
       "      <td>-0.002868</td>\n",
       "      <td>-0.002203</td>\n",
       "      <td>-0.020948</td>\n",
       "      <td>0.008589</td>\n",
       "      <td>-0.000084</td>\n",
       "      <td>0.023835</td>\n",
       "      <td>-0.004352</td>\n",
       "      <td>3.531837e-03</td>\n",
       "      <td>-0.001588</td>\n",
       "      <td>0.005971</td>\n",
       "      <td>-1.174640e-03</td>\n",
       "      <td>0.004210</td>\n",
       "      <td>0.003472</td>\n",
       "      <td>0.004756</td>\n",
       "      <td>0.002538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6144_1</th>\n",
       "      <td>0.010080</td>\n",
       "      <td>-0.008210</td>\n",
       "      <td>0.008827</td>\n",
       "      <td>0.019493</td>\n",
       "      <td>0.009244</td>\n",
       "      <td>0.006390</td>\n",
       "      <td>0.000619</td>\n",
       "      <td>0.012331</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>-0.003371</td>\n",
       "      <td>-0.000399</td>\n",
       "      <td>-0.000431</td>\n",
       "      <td>1.333485e-02</td>\n",
       "      <td>0.007159</td>\n",
       "      <td>0.009115</td>\n",
       "      <td>1.150529e-02</td>\n",
       "      <td>-0.023994</td>\n",
       "      <td>-0.001752</td>\n",
       "      <td>0.001115</td>\n",
       "      <td>0.007924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6179_6</th>\n",
       "      <td>0.026536</td>\n",
       "      <td>0.009604</td>\n",
       "      <td>0.021256</td>\n",
       "      <td>0.010968</td>\n",
       "      <td>-0.003548</td>\n",
       "      <td>0.002412</td>\n",
       "      <td>0.013963</td>\n",
       "      <td>0.017494</td>\n",
       "      <td>-0.012793</td>\n",
       "      <td>0.009510</td>\n",
       "      <td>-0.007247</td>\n",
       "      <td>0.006749</td>\n",
       "      <td>-7.224338e-03</td>\n",
       "      <td>0.009438</td>\n",
       "      <td>-0.016002</td>\n",
       "      <td>-2.714123e-03</td>\n",
       "      <td>-0.032245</td>\n",
       "      <td>-0.006120</td>\n",
       "      <td>-0.004678</td>\n",
       "      <td>0.000083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z09</th>\n",
       "      <td>0.000321</td>\n",
       "      <td>0.002728</td>\n",
       "      <td>0.016863</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000741</td>\n",
       "      <td>-0.003643</td>\n",
       "      <td>0.014135</td>\n",
       "      <td>-0.001750</td>\n",
       "      <td>0.019501</td>\n",
       "      <td>-0.003178</td>\n",
       "      <td>0.003773</td>\n",
       "      <td>-0.003708</td>\n",
       "      <td>-6.111315e-03</td>\n",
       "      <td>-0.001952</td>\n",
       "      <td>0.013465</td>\n",
       "      <td>2.687066e-03</td>\n",
       "      <td>-0.025792</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.001095</td>\n",
       "      <td>-0.004477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680_4</th>\n",
       "      <td>0.024099</td>\n",
       "      <td>0.010108</td>\n",
       "      <td>-0.014488</td>\n",
       "      <td>0.009116</td>\n",
       "      <td>0.022463</td>\n",
       "      <td>0.005057</td>\n",
       "      <td>0.000664</td>\n",
       "      <td>0.011337</td>\n",
       "      <td>-0.005294</td>\n",
       "      <td>0.009673</td>\n",
       "      <td>0.010399</td>\n",
       "      <td>0.002582</td>\n",
       "      <td>-5.296453e-03</td>\n",
       "      <td>-0.008530</td>\n",
       "      <td>0.004118</td>\n",
       "      <td>4.218071e-03</td>\n",
       "      <td>-0.010728</td>\n",
       "      <td>-0.001436</td>\n",
       "      <td>0.007732</td>\n",
       "      <td>0.011439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>497 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "category                   bp8.1.0   bp8.1.8  bp8.1.16  bp8.1.24  bp8.1.32  \\\n",
       "0                                                                            \n",
       "50_irnt                   0.002389  0.003608  0.006402  0.004015  0.003158   \n",
       "20153_irnt                0.002696  0.005032  0.008558  0.003990  0.003221   \n",
       "5097_irnt                 0.005927  0.003488  0.007695  0.001749  0.008921   \n",
       "5098_irnt                 0.005414  0.004066  0.006285  0.000448  0.010740   \n",
       "30100_irnt                0.004789  0.005512  0.000352  0.006246  0.000453   \n",
       "5099_irnt                 0.005699  0.003675  0.006584  0.001278  0.012177   \n",
       "20015_irnt                0.002836  0.002978  0.013370  0.004002  0.002571   \n",
       "5132_irnt                 0.005153  0.004643  0.005995  0.001638  0.010899   \n",
       "4105_irnt                 0.001322  0.004826  0.019640  0.004249  0.002040   \n",
       "3148_irnt                 0.002802  0.006211  0.022448  0.003611  0.000603   \n",
       "4100_irnt                 0.002369  0.004889  0.002916  0.002992  0.004081   \n",
       "30080_irnt                0.003845  0.006852  0.000842  0.007347  0.000775   \n",
       "3143_irnt                 0.002858  0.003936  0.003747  0.001430  0.002770   \n",
       "5085_irnt                 0.007015  0.002389  0.002240  0.002364  0.002435   \n",
       "23118_irnt                0.003720  0.004439  0.004315  0.001797  0.005629   \n",
       "5084_irnt                 0.007343  0.001824  0.003184  0.001413  0.002036   \n",
       "23098_irnt                0.003480  0.003116  0.002853  0.001063  0.005360   \n",
       "30040_irnt                0.004268  0.002867  0.005086  0.007644  0.002575   \n",
       "23106_irnt                0.003711  0.005836  0.002595  0.001387  0.004616   \n",
       "23104_irnt                0.003673  0.002643  0.002769  0.001399  0.004710   \n",
       "1697                      0.002395  0.004110  0.007199  0.003512  0.003019   \n",
       "23107_irnt                0.003857  0.005930  0.004111  0.002457  0.004620   \n",
       "5257_irnt                 0.003245  0.000926  0.004791  0.002356 -0.000350   \n",
       "23109_irnt                0.003071  0.005597  0.002063  0.001359  0.004363   \n",
       "23116_irnt                0.003913  0.002536  0.002028  0.001239  0.004815   \n",
       "5265_irnt                 0.003271  0.002457  0.005057  0.001765  0.001461   \n",
       "30110_irnt                0.005636  0.001740  0.000453  0.008519  0.002254   \n",
       "30090_irnt                0.006624  0.009305  0.001606  0.009021  0.001961   \n",
       "23099_irnt                0.003628  0.002713  0.002867  0.002407  0.004121   \n",
       "23119_irnt                0.003521  0.002392  0.003603  0.002583  0.004056   \n",
       "...                            ...       ...       ...       ...       ...   \n",
       "20117_1                   0.005479 -0.000404 -0.001010  0.001308  0.010803   \n",
       "20003_1140864752         -0.000436 -0.000740  0.009879  0.001623 -0.000026   \n",
       "20003_1141146234         -0.003612  0.002229 -0.002496  0.008537 -0.005042   \n",
       "X_RESPIRATORY             0.021935 -0.006866  0.019583  0.002651  0.009647   \n",
       "20003_1140860696          0.008664  0.007997 -0.000073  0.009254 -0.000561   \n",
       "ASTHMA_MEDICATIO_COMORB   0.002699  0.010013  0.024051  0.000876 -0.003232   \n",
       "M13_MENISCUSDERANGEMENTS  0.010101  0.005123  0.015583 -0.009686 -0.002077   \n",
       "20110_6                   0.009363  0.007108  0.013192  0.009504  0.006469   \n",
       "D12                      -0.000080  0.001220  0.015968 -0.000125  0.006442   \n",
       "1150_3                    0.000629 -0.001526 -0.001242  0.004256  0.002135   \n",
       "20002_1138               -0.001007  0.002370 -0.000881 -0.004197  0.005729   \n",
       "PULM_MEDICATIO_COMORB     0.005972  0.007824  0.029689  0.001376 -0.003393   \n",
       "2159                      0.009864  0.001679  0.000320 -0.009563 -0.000801   \n",
       "6154_6                    0.001939  0.007442  0.010144  0.002682  0.004478   \n",
       "K21                       0.012817 -0.006746 -0.003501  0.005587  0.017391   \n",
       "6147_4                    0.010831 -0.006407  0.013490 -0.004567  0.002114   \n",
       "20003_1140923346          0.001420  0.002139  0.009526  0.009492  0.002298   \n",
       "K29                      -0.000457  0.000454 -0.006611  0.005994 -0.000115   \n",
       "I84                       0.005238  0.004274  0.007439 -0.003440 -0.003173   \n",
       "6179_4                    0.013059 -0.002503 -0.002880  0.003466  0.003049   \n",
       "H26                       0.004532  0.016632  0.025571 -0.001199 -0.001330   \n",
       "6147_2                    0.010712  0.001389  0.004180  0.000911  0.005180   \n",
       "N39                      -0.002123  0.002557  0.002826  0.010615  0.008765   \n",
       "20002_1474                0.001325  0.011957  0.008128 -0.001071 -0.000144   \n",
       "20002_1452               -0.012810 -0.002251 -0.002774  0.007266  0.007064   \n",
       "K11_OTHGASTR             -0.018894 -0.006888 -0.005966  0.004550 -0.007643   \n",
       "6144_1                    0.010080 -0.008210  0.008827  0.019493  0.009244   \n",
       "6179_6                    0.026536  0.009604  0.021256  0.010968 -0.003548   \n",
       "Z09                       0.000321  0.002728  0.016863  0.000696  0.000741   \n",
       "680_4                     0.024099  0.010108 -0.014488  0.009116  0.022463   \n",
       "\n",
       "category                  bp8.1.40  bp8.1.48  bp8.1.56  bp8.1.64  bp8.1.72  \\\n",
       "0                                                                            \n",
       "50_irnt                   0.005561  0.002866  0.001747  0.001105  0.001565   \n",
       "20153_irnt                0.005905  0.003519  0.001807  0.000196  0.001665   \n",
       "5097_irnt                 0.000793  0.004431  0.007008  0.001601  0.002895   \n",
       "5098_irnt                 0.001084  0.004246  0.006274  0.002411  0.003021   \n",
       "30100_irnt                0.005522  0.001755  0.000519  0.000687  0.000277   \n",
       "5099_irnt                 0.001347  0.002837  0.005263  0.002708  0.003457   \n",
       "20015_irnt                0.005356  0.003194  0.001848  0.000841  0.001641   \n",
       "5132_irnt                 0.001564  0.002556  0.005195  0.003401  0.002255   \n",
       "4105_irnt                 0.002619 -0.000406  0.000615  0.007853  0.001409   \n",
       "3148_irnt                 0.002715  0.001723  0.001997  0.009375  0.000886   \n",
       "4100_irnt                 0.004909  0.003442  0.000847  0.002189  0.004623   \n",
       "30080_irnt                0.007919  0.001119  0.002368  0.001818  0.000415   \n",
       "3143_irnt                 0.005579  0.004022  0.002599  0.000321  0.005379   \n",
       "5085_irnt                 0.005995  0.003429  0.004894  0.000328  0.000218   \n",
       "23118_irnt                0.004208  0.001939  0.003167  0.001643  0.005156   \n",
       "5084_irnt                 0.006329  0.002755  0.007257  0.001068  0.000664   \n",
       "23098_irnt                0.004024  0.002099  0.003214  0.002252  0.006199   \n",
       "30040_irnt                0.008058  0.001440  0.001436  0.003833  0.000767   \n",
       "23106_irnt                0.002541  0.001917  0.001836  0.002653  0.003660   \n",
       "23104_irnt                0.002885  0.001544  0.002707  0.002897  0.005653   \n",
       "1697                      0.007214  0.003004  0.001700  0.001425  0.002719   \n",
       "23107_irnt                0.002118  0.002100  0.002736  0.001970  0.004003   \n",
       "5257_irnt                 0.002064  0.002869  0.001064  0.001884  0.001636   \n",
       "23109_irnt                0.002132  0.001414  0.001778  0.003173  0.003410   \n",
       "23116_irnt                0.003070  0.001790  0.003441  0.002899  0.006305   \n",
       "5265_irnt                 0.000782  0.003404  0.003020  0.000222  0.002784   \n",
       "30110_irnt                0.003865  0.003626  0.003856  0.001110  0.000518   \n",
       "30090_irnt                0.007990  0.000710  0.001839  0.003285 -0.000055   \n",
       "23099_irnt                0.003103  0.001382  0.003582  0.002692  0.004379   \n",
       "23119_irnt                0.003334  0.001458  0.003318  0.002563  0.004963   \n",
       "...                            ...       ...       ...       ...       ...   \n",
       "20117_1                   0.002033 -0.000030 -0.000523 -0.001788  0.002549   \n",
       "20003_1140864752          0.002861  0.004718  0.005460  0.013467  0.003947   \n",
       "20003_1141146234          0.005483  0.003150  0.012749  0.010848 -0.000068   \n",
       "X_RESPIRATORY             0.001018  0.002654 -0.001581  0.012987  0.007080   \n",
       "20003_1140860696          0.003116  0.000639  0.005352  0.005529  0.000249   \n",
       "ASTHMA_MEDICATIO_COMORB   0.003980  0.010125  0.005494 -0.001911 -0.001638   \n",
       "M13_MENISCUSDERANGEMENTS  0.012752  0.000681  0.004258  0.011047  0.007155   \n",
       "20110_6                   0.000814  0.001150 -0.005489  0.003243  0.002509   \n",
       "D12                       0.015103  0.002621  0.009301  0.000582  0.000355   \n",
       "1150_3                    0.000492 -0.005191  0.009302  0.004089  0.004214   \n",
       "20002_1138               -0.000315 -0.001971  0.001400  0.003866  0.002299   \n",
       "PULM_MEDICATIO_COMORB     0.003736  0.010383  0.006360 -0.003632 -0.003781   \n",
       "2159                      0.001671  0.001399  0.006932 -0.002629  0.011131   \n",
       "6154_6                   -0.002730  0.002022 -0.000312 -0.003390  0.007762   \n",
       "K21                      -0.002419  0.000115 -0.002735  0.016359  0.001333   \n",
       "6147_4                    0.007810  0.004357  0.008416  0.003695  0.020894   \n",
       "20003_1140923346          0.001646 -0.001083  0.000360 -0.011715  0.009009   \n",
       "K29                      -0.001460 -0.000812 -0.017263  0.013830 -0.000773   \n",
       "I84                      -0.004222  0.000065  0.000573  0.006747 -0.004087   \n",
       "6179_4                    0.007624  0.000485  0.008768  0.008298  0.007567   \n",
       "H26                       0.004147  0.015855  0.011317 -0.004272 -0.004355   \n",
       "6147_2                    0.006963  0.012329 -0.000533 -0.007899 -0.001643   \n",
       "N39                       0.010717  0.009145  0.005051 -0.005522  0.000337   \n",
       "20002_1474                0.007731  0.002195  0.021927  0.010162  0.005929   \n",
       "20002_1452                0.012727  0.006951 -0.003660 -0.006543  0.003349   \n",
       "K11_OTHGASTR             -0.002868 -0.002203 -0.020948  0.008589 -0.000084   \n",
       "6144_1                    0.006390  0.000619  0.012331  0.000256 -0.003371   \n",
       "6179_6                    0.002412  0.013963  0.017494 -0.012793  0.009510   \n",
       "Z09                      -0.003643  0.014135 -0.001750  0.019501 -0.003178   \n",
       "680_4                     0.005057  0.000664  0.011337 -0.005294  0.009673   \n",
       "\n",
       "category                  bp8.1.80  bp8.1.88      bp8.1.96  bp8.1.104  \\\n",
       "0                                                                       \n",
       "50_irnt                   0.001539  0.003420  1.376471e-03   0.000830   \n",
       "20153_irnt                0.001803  0.004620  1.487613e-03   0.001169   \n",
       "5097_irnt                 0.004795  0.005965  1.465083e-04   0.000112   \n",
       "5098_irnt                 0.004855  0.003896  6.504021e-04   0.000156   \n",
       "30100_irnt               -0.000034  0.002791 -3.110685e-04   0.005501   \n",
       "5099_irnt                 0.004369  0.004542  5.586970e-04   0.000619   \n",
       "20015_irnt                0.001800  0.002054  3.140376e-03   0.001690   \n",
       "5132_irnt                 0.007047  0.006028 -1.200206e-04   0.000356   \n",
       "4105_irnt                -0.001244  0.001896  2.469370e-03  -0.000178   \n",
       "3148_irnt                 0.001109  0.003032  1.438184e-03   0.001798   \n",
       "4100_irnt                 0.002865  0.001517  2.353094e-03   0.000930   \n",
       "30080_irnt                0.000272  0.005430 -8.840701e-07   0.003115   \n",
       "3143_irnt                 0.002194  0.001893  2.940050e-03   0.001956   \n",
       "5085_irnt                -0.000901  0.002340  1.344202e-03   0.001976   \n",
       "23118_irnt                0.002228  0.001591  2.028479e-03   0.003998   \n",
       "5084_irnt                -0.000329  0.002255  2.499369e-03   0.001515   \n",
       "23098_irnt                0.002331  0.001336  3.199959e-03   0.004338   \n",
       "30040_irnt                0.000163  0.001437 -4.584170e-05   0.000485   \n",
       "23106_irnt                0.001354  0.002235  2.742487e-03   0.004588   \n",
       "23104_irnt                0.001841  0.002684  3.946963e-03   0.004548   \n",
       "1697                      0.001406  0.002309  1.112587e-03   0.000860   \n",
       "23107_irnt                0.001982  0.002572  2.707739e-03   0.004202   \n",
       "5257_irnt                 0.000029  0.006156  5.962025e-04   0.000646   \n",
       "23109_irnt                0.000954  0.001826  2.081765e-03   0.004369   \n",
       "23116_irnt                0.002343  0.001768  3.811739e-03   0.004369   \n",
       "5265_irnt                 0.002657  0.006865  9.953130e-04   0.000635   \n",
       "30110_irnt                0.000441  0.005279 -4.318368e-04   0.001541   \n",
       "30090_irnt                0.000080  0.007758  1.276746e-04   0.001680   \n",
       "23099_irnt                0.002423  0.001867  3.970719e-03   0.003740   \n",
       "23119_irnt                0.002311  0.002311  4.251563e-03   0.003612   \n",
       "...                            ...       ...           ...        ...   \n",
       "20117_1                  -0.000028  0.004274  2.036762e-03   0.005827   \n",
       "20003_1140864752          0.000259  0.000911  9.756230e-03   0.009070   \n",
       "20003_1141146234         -0.003582 -0.003468 -1.172497e-03   0.015951   \n",
       "X_RESPIRATORY            -0.006523  0.006498  5.532521e-03  -0.005160   \n",
       "20003_1140860696          0.011417  0.009925  1.650105e-04   0.001261   \n",
       "ASTHMA_MEDICATIO_COMORB  -0.003583  0.002840  2.914447e-03   0.002179   \n",
       "M13_MENISCUSDERANGEMENTS  0.003991  0.002284  4.270480e-03   0.003903   \n",
       "20110_6                   0.006149  0.007791 -5.668142e-03  -0.004555   \n",
       "D12                       0.004723  0.002158 -9.368173e-04   0.000998   \n",
       "1150_3                   -0.004164  0.015854 -4.560301e-03   0.004137   \n",
       "20002_1138                0.000521  0.000662 -1.416343e-03   0.007350   \n",
       "PULM_MEDICATIO_COMORB    -0.000755  0.002802  6.450355e-03   0.000535   \n",
       "2159                      0.005662  0.004215  9.832849e-03   0.005976   \n",
       "6154_6                    0.000355  0.010129  7.292028e-03  -0.000111   \n",
       "K21                      -0.000310  0.009002  4.966891e-03  -0.003469   \n",
       "6147_4                    0.018057  0.001068  3.253297e-03   0.002377   \n",
       "20003_1140923346         -0.000053  0.005301  5.231640e-03   0.003272   \n",
       "K29                       0.013101 -0.006632  6.339548e-03   0.000127   \n",
       "I84                       0.014635  0.003052 -3.894797e-03  -0.002503   \n",
       "6179_4                    0.010203  0.004220  1.348386e-02   0.001575   \n",
       "H26                      -0.002984  0.007075 -2.017277e-03   0.002518   \n",
       "6147_2                    0.007503  0.008724 -3.118496e-03   0.002596   \n",
       "N39                      -0.007950  0.004796 -1.410351e-03  -0.002267   \n",
       "20002_1474                0.011808 -0.001750 -1.129558e-03   0.004181   \n",
       "20002_1452               -0.010569 -0.001555  7.796746e-04  -0.008825   \n",
       "K11_OTHGASTR              0.023835 -0.004352  3.531837e-03  -0.001588   \n",
       "6144_1                   -0.000399 -0.000431  1.333485e-02   0.007159   \n",
       "6179_6                   -0.007247  0.006749 -7.224338e-03   0.009438   \n",
       "Z09                       0.003773 -0.003708 -6.111315e-03  -0.001952   \n",
       "680_4                     0.010399  0.002582 -5.296453e-03  -0.008530   \n",
       "\n",
       "category                  bp8.1.112     bp8.1.120  bp8.1.136  bp8.1.144  \\\n",
       "0                                                                         \n",
       "50_irnt                    0.003021  1.341939e-03  -0.006572   0.004129   \n",
       "20153_irnt                 0.002644  9.507791e-04  -0.005905   0.002904   \n",
       "5097_irnt                  0.003711 -3.751842e-04  -0.003229   0.003766   \n",
       "5098_irnt                  0.002963 -4.448071e-04  -0.002091   0.004634   \n",
       "30100_irnt                 0.006361 -4.668946e-07  -0.000420   0.002473   \n",
       "5099_irnt                  0.002494 -5.564766e-04  -0.003398   0.002724   \n",
       "20015_irnt                 0.001192  9.691731e-04  -0.003687   0.003013   \n",
       "5132_irnt                  0.002756 -8.114473e-04  -0.001914   0.004021   \n",
       "4105_irnt                  0.007099 -7.965929e-05  -0.003793  -0.000094   \n",
       "3148_irnt                  0.004332  4.919790e-04  -0.003481   0.001207   \n",
       "4100_irnt                  0.002918  7.261314e-04  -0.002260   0.002120   \n",
       "30080_irnt                 0.005795 -1.580960e-04   0.000791   0.003984   \n",
       "3143_irnt                  0.003622  1.370674e-03  -0.009176   0.002502   \n",
       "5085_irnt                  0.007057  2.265881e-06   0.007099   0.001772   \n",
       "23118_irnt                 0.001547  4.411437e-04  -0.001118   0.002462   \n",
       "5084_irnt                  0.005848 -2.498921e-04   0.003830   0.001587   \n",
       "23098_irnt                 0.001825  2.147884e-04  -0.001167   0.002359   \n",
       "30040_irnt                 0.004004  3.492917e-04  -0.004140   0.000498   \n",
       "23106_irnt                 0.003326  2.070582e-04  -0.001734   0.004701   \n",
       "23104_irnt                 0.002522  2.248760e-04  -0.001084   0.001667   \n",
       "1697                       0.003834  8.982600e-04  -0.005630   0.004617   \n",
       "23107_irnt                 0.003387  4.872164e-06   0.003551   0.002952   \n",
       "5257_irnt                  0.002539  1.005536e-04   0.006579   0.003398   \n",
       "23109_irnt                 0.003859  8.027358e-05  -0.002674   0.008018   \n",
       "23116_irnt                 0.002413  6.928456e-05  -0.001306   0.002141   \n",
       "5265_irnt                  0.000604 -1.437419e-04   0.005808   0.001281   \n",
       "30110_irnt                 0.011932 -3.244726e-04   0.002567   0.002277   \n",
       "30090_irnt                 0.003016  1.088294e-04  -0.002104   0.003665   \n",
       "23099_irnt                 0.002912  2.933140e-05  -0.001430   0.003416   \n",
       "23119_irnt                 0.002389 -6.120834e-05   0.001004   0.002648   \n",
       "...                             ...           ...        ...        ...   \n",
       "20117_1                    0.010028 -2.465954e-03   0.002195   0.002173   \n",
       "20003_1140864752           0.003457  1.811372e-04  -0.009636   0.003348   \n",
       "20003_1141146234           0.001612 -1.575382e-03  -0.003071   0.001802   \n",
       "X_RESPIRATORY              0.006140 -3.925782e-03   0.019605   0.000429   \n",
       "20003_1140860696           0.000901 -2.979613e-03  -0.002663  -0.000879   \n",
       "ASTHMA_MEDICATIO_COMORB    0.004876  1.765019e-03  -0.018179   0.003663   \n",
       "M13_MENISCUSDERANGEMENTS  -0.004788  7.381215e-04  -0.004985   0.001622   \n",
       "20110_6                    0.001953 -1.051670e-03   0.011547  -0.001018   \n",
       "D12                       -0.000673 -2.952960e-03   0.008204   0.003781   \n",
       "1150_3                    -0.002563  8.748939e-04  -0.016522   0.002267   \n",
       "20002_1138                -0.005895 -1.319295e-03   0.012215   0.004524   \n",
       "PULM_MEDICATIO_COMORB      0.004452  1.966268e-03  -0.021182   0.004872   \n",
       "2159                       0.002873 -1.999909e-03   0.000011   0.006395   \n",
       "6154_6                    -0.002303  1.745667e-03   0.057080   0.003591   \n",
       "K21                       -0.003276 -8.562022e-04   0.005275   0.000648   \n",
       "6147_4                     0.001841 -9.879619e-04  -0.013308   0.005515   \n",
       "20003_1140923346           0.012328 -2.668075e-03   0.026055  -0.002897   \n",
       "K29                        0.008175  5.690024e-03  -0.033777   0.004104   \n",
       "I84                        0.001632 -2.792909e-03   0.014591  -0.003097   \n",
       "6179_4                     0.004810 -2.110773e-03  -0.000233   0.006745   \n",
       "H26                       -0.001132  1.719824e-03  -0.001333  -0.000420   \n",
       "6147_2                     0.003424  1.434506e-03   0.006142   0.002338   \n",
       "N39                       -0.006527  3.965990e-03  -0.010482  -0.005306   \n",
       "20002_1474                -0.002530  3.362314e-03   0.028850   0.001427   \n",
       "20002_1452                 0.009191 -4.139176e-03   0.023205   0.075175   \n",
       "K11_OTHGASTR               0.005971 -1.174640e-03   0.004210   0.003472   \n",
       "6144_1                     0.009115  1.150529e-02  -0.023994  -0.001752   \n",
       "6179_6                    -0.016002 -2.714123e-03  -0.032245  -0.006120   \n",
       "Z09                        0.013465  2.687066e-03  -0.025792   0.000125   \n",
       "680_4                      0.004118  4.218071e-03  -0.010728  -0.001436   \n",
       "\n",
       "category                  bp8.1.152  bp8.1.160  \n",
       "0                                               \n",
       "50_irnt                    0.001863   0.000638  \n",
       "20153_irnt                 0.002697   0.000812  \n",
       "5097_irnt                  0.000227   0.002542  \n",
       "5098_irnt                  0.000804   0.003792  \n",
       "30100_irnt                 0.006636   0.005543  \n",
       "5099_irnt                  0.001723   0.002763  \n",
       "20015_irnt                 0.001928   0.001078  \n",
       "5132_irnt                  0.001522   0.001542  \n",
       "4105_irnt                  0.001769   0.001849  \n",
       "3148_irnt                  0.000606   0.002575  \n",
       "4100_irnt                  0.003786   0.001263  \n",
       "30080_irnt                 0.007755   0.003030  \n",
       "3143_irnt                  0.001665   0.001247  \n",
       "5085_irnt                  0.001879   0.006660  \n",
       "23118_irnt                 0.003503   0.001758  \n",
       "5084_irnt                  0.003589   0.006760  \n",
       "23098_irnt                 0.002612   0.001718  \n",
       "30040_irnt                 0.006842   0.001596  \n",
       "23106_irnt                 0.005093   0.001965  \n",
       "23104_irnt                 0.002919   0.001424  \n",
       "1697                       0.002224   0.001577  \n",
       "23107_irnt                 0.005107   0.002000  \n",
       "5257_irnt                  0.002873   0.002851  \n",
       "23109_irnt                 0.005526   0.002487  \n",
       "23116_irnt                 0.002370   0.001618  \n",
       "5265_irnt                  0.004414  -0.000371  \n",
       "30110_irnt                 0.007383   0.005099  \n",
       "30090_irnt                 0.009659   0.001935  \n",
       "23099_irnt                 0.001920   0.001543  \n",
       "23119_irnt                 0.001921   0.001576  \n",
       "...                             ...        ...  \n",
       "20117_1                    0.001114   0.000850  \n",
       "20003_1140864752           0.002428   0.003981  \n",
       "20003_1141146234           0.006302  -0.007418  \n",
       "X_RESPIRATORY             -0.000407  -0.002519  \n",
       "20003_1140860696           0.003566  -0.001261  \n",
       "ASTHMA_MEDICATIO_COMORB    0.009457   0.003126  \n",
       "M13_MENISCUSDERANGEMENTS   0.005458  -0.005563  \n",
       "20110_6                   -0.001470  -0.007232  \n",
       "D12                       -0.001698   0.006760  \n",
       "1150_3                     0.011201  -0.002724  \n",
       "20002_1138                 0.002325  -0.001571  \n",
       "PULM_MEDICATIO_COMORB      0.013921   0.005448  \n",
       "2159                      -0.001963  -0.004276  \n",
       "6154_6                     0.007880   0.000278  \n",
       "K21                        0.002857   0.012280  \n",
       "6147_4                    -0.004395  -0.002291  \n",
       "20003_1140923346           0.002365  -0.002280  \n",
       "K29                        0.009467  -0.000823  \n",
       "I84                        0.002855  -0.001161  \n",
       "6179_4                     0.003092   0.004022  \n",
       "H26                        0.013004   0.002033  \n",
       "6147_2                     0.002702  -0.000361  \n",
       "N39                       -0.004906   0.019785  \n",
       "20002_1474                 0.003986   0.000568  \n",
       "20002_1452                 0.137889   0.005695  \n",
       "K11_OTHGASTR               0.004756   0.002538  \n",
       "6144_1                     0.001115   0.007924  \n",
       "6179_6                    -0.004678   0.000083  \n",
       "Z09                        0.001095  -0.004477  \n",
       "680_4                      0.007732   0.011439  \n",
       "\n",
       "[497 rows x 20 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2_bp8_df.iloc[:,:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ch6845/tools/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>50_irnt</th>\n",
       "      <th>50_irnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50_irnt</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50_irnt</th>\n",
       "      <td>0.996875</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "          50_irnt   50_irnt\n",
       "50_irnt  1.000000  0.996875\n",
       "50_irnt  0.996875  1.000000"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([h2_bp8_df.loc['50_irnt'],h2_bp8_df_old.loc['50_irnt']],axis=1).corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6c1a8d7390>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(h2_bp8_df.sum(axis=1)/h2_bp8_df_old.sum(axis=1)).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '1-r^2(between results from different panels)')"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(1-h2_bp8_df.T.corrwith(h2_bp8_df_old.T)).hist()\n",
    "plt.title(\"1-r^2(between results from different panels)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '1-r^2(between results from different panels)')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(1-h2_bp8_df.T.corrwith(h2_bp8_df_old.T)).hist()\n",
    "plt.title(\"1-r^2(between results from different panels)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.concat([h2_bp8_df.loc['50_irnt'],h2_bp8_df_old.loc['50_irnt']],axis=1).corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
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       "      <th>category</th>\n",
       "      <th>bp8.1.0</th>\n",
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       "      <th>50_irnt</th>\n",
       "      <td>0.000971</td>\n",
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       "      <td>0.002601</td>\n",
       "      <td>0.001631</td>\n",
       "      <td>0.001283</td>\n",
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       "      <td>0.000636</td>\n",
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       "      <td>0.001390</td>\n",
       "      <td>0.000559</td>\n",
       "      <td>0.000337</td>\n",
       "      <td>0.001227</td>\n",
       "      <td>5.452200e-04</td>\n",
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       "      <td>0.003111</td>\n",
       "      <td>0.001450</td>\n",
       "      <td>0.001171</td>\n",
       "      <td>0.002146</td>\n",
       "      <td>0.001279</td>\n",
       "      <td>0.000657</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000605</td>\n",
       "      <td>0.000655</td>\n",
       "      <td>0.001680</td>\n",
       "      <td>0.000541</td>\n",
       "      <td>0.000425</td>\n",
       "      <td>0.000961</td>\n",
       "      <td>3.456100e-04</td>\n",
       "      <td>-0.002146</td>\n",
       "      <td>0.001056</td>\n",
       "      <td>0.000981</td>\n",
       "      <td>0.000295</td>\n",
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       "    <tr>\n",
       "      <th>5097_irnt</th>\n",
       "      <td>0.001780</td>\n",
       "      <td>0.001048</td>\n",
       "      <td>0.002311</td>\n",
       "      <td>0.000525</td>\n",
       "      <td>0.002680</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>0.001331</td>\n",
       "      <td>0.002105</td>\n",
       "      <td>0.000481</td>\n",
       "      <td>0.000870</td>\n",
       "      <td>0.001440</td>\n",
       "      <td>0.001792</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.001115</td>\n",
       "      <td>-1.127000e-04</td>\n",
       "      <td>-0.000970</td>\n",
       "      <td>0.001131</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000764</td>\n",
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       "      <th>5098_irnt</th>\n",
       "      <td>0.001599</td>\n",
       "      <td>0.001201</td>\n",
       "      <td>0.001857</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.003172</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.001254</td>\n",
       "      <td>0.001853</td>\n",
       "      <td>0.000712</td>\n",
       "      <td>0.000892</td>\n",
       "      <td>0.001434</td>\n",
       "      <td>0.001151</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000875</td>\n",
       "      <td>-1.313900e-04</td>\n",
       "      <td>-0.000618</td>\n",
       "      <td>0.001369</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.001120</td>\n",
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       "    <tr>\n",
       "      <th>30100_irnt</th>\n",
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       "      <td>0.001322</td>\n",
       "      <td>0.000084</td>\n",
       "      <td>0.001498</td>\n",
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       "      <td>0.000421</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>0.000066</td>\n",
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       "      <td>0.000669</td>\n",
       "      <td>-0.000075</td>\n",
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       "      <td>0.001526</td>\n",
       "      <td>-1.119700e-07</td>\n",
       "      <td>-0.000101</td>\n",
       "      <td>0.000593</td>\n",
       "      <td>0.001591</td>\n",
       "      <td>0.001329</td>\n",
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       "category     bp8.1.0   bp8.1.8  bp8.1.16  bp8.1.24  bp8.1.32  bp8.1.40  \\\n",
       "0                                                                        \n",
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       "5098_irnt   0.001599  0.001201  0.001857  0.000132  0.003172  0.000320   \n",
       "30100_irnt  0.001149  0.001322  0.000084  0.001498  0.000109  0.001324   \n",
       "\n",
       "category    bp8.1.48  bp8.1.56  bp8.1.64  bp8.1.72  bp8.1.80  bp8.1.88  \\\n",
       "0                                                                        \n",
       "50_irnt     0.001164  0.000710  0.000449  0.000636  0.000625  0.001390   \n",
       "20153_irnt  0.001279  0.000657  0.000071  0.000605  0.000655  0.001680   \n",
       "5097_irnt   0.001331  0.002105  0.000481  0.000870  0.001440  0.001792   \n",
       "5098_irnt   0.001254  0.001853  0.000712  0.000892  0.001434  0.001151   \n",
       "30100_irnt  0.000421  0.000124  0.000165  0.000066 -0.000008  0.000669   \n",
       "\n",
       "category    bp8.1.96  bp8.1.104  bp8.1.112     bp8.1.120  bp8.1.136  \\\n",
       "0                                                                     \n",
       "50_irnt     0.000559   0.000337   0.001227  5.452200e-04  -0.002670   \n",
       "20153_irnt  0.000541   0.000425   0.000961  3.456100e-04  -0.002146   \n",
       "5097_irnt   0.000044   0.000034   0.001115 -1.127000e-04  -0.000970   \n",
       "5098_irnt   0.000192   0.000046   0.000875 -1.313900e-04  -0.000618   \n",
       "30100_irnt -0.000075   0.001319   0.001526 -1.119700e-07  -0.000101   \n",
       "\n",
       "category    bp8.1.144  bp8.1.152  bp8.1.160  \n",
       "0                                            \n",
       "50_irnt      0.001678   0.000757   0.000259  \n",
       "20153_irnt   0.001056   0.000981   0.000295  \n",
       "5097_irnt    0.001131   0.000068   0.000764  \n",
       "5098_irnt    0.001369   0.000237   0.001120  \n",
       "30100_irnt   0.000593   0.001591   0.001329  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2_bp8_df.iloc[:,:20].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.006341</td>\n",
       "      <td>0.003803</td>\n",
       "      <td>0.003119</td>\n",
       "      <td>0.005330</td>\n",
       "      <td>0.002806</td>\n",
       "      <td>0.001878</td>\n",
       "      <td>0.001182</td>\n",
       "      <td>0.001539</td>\n",
       "      <td>0.001582</td>\n",
       "      <td>0.003527</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.000934</td>\n",
       "      <td>0.002975</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.003166</td>\n",
       "      <td>0.001892</td>\n",
       "      <td>0.000772</td>\n",
       "      <td>0.005426</td>\n",
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       "      <th>20153_irnt</th>\n",
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       "      <td>0.004882</td>\n",
       "      <td>0.008197</td>\n",
       "      <td>0.003897</td>\n",
       "      <td>0.003294</td>\n",
       "      <td>0.005738</td>\n",
       "      <td>0.003477</td>\n",
       "      <td>0.001894</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>0.001673</td>\n",
       "      <td>0.001849</td>\n",
       "      <td>0.004774</td>\n",
       "      <td>0.001488</td>\n",
       "      <td>0.001210</td>\n",
       "      <td>0.002613</td>\n",
       "      <td>0.000551</td>\n",
       "      <td>0.002297</td>\n",
       "      <td>0.002656</td>\n",
       "      <td>0.000853</td>\n",
       "      <td>0.005740</td>\n",
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       "    <tr>\n",
       "      <th>5097_irnt</th>\n",
       "      <td>0.005743</td>\n",
       "      <td>0.003308</td>\n",
       "      <td>0.007571</td>\n",
       "      <td>0.001724</td>\n",
       "      <td>0.008791</td>\n",
       "      <td>0.000951</td>\n",
       "      <td>0.004537</td>\n",
       "      <td>0.007151</td>\n",
       "      <td>0.001737</td>\n",
       "      <td>0.003011</td>\n",
       "      <td>0.004897</td>\n",
       "      <td>0.006175</td>\n",
       "      <td>0.000234</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.003706</td>\n",
       "      <td>-0.000364</td>\n",
       "      <td>0.002992</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.002595</td>\n",
       "      <td>0.003319</td>\n",
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       "      <th>5098_irnt</th>\n",
       "      <td>0.005180</td>\n",
       "      <td>0.003838</td>\n",
       "      <td>0.006167</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>0.010550</td>\n",
       "      <td>0.001213</td>\n",
       "      <td>0.004322</td>\n",
       "      <td>0.006354</td>\n",
       "      <td>0.002496</td>\n",
       "      <td>0.003112</td>\n",
       "      <td>0.004964</td>\n",
       "      <td>0.004060</td>\n",
       "      <td>0.000672</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.003013</td>\n",
       "      <td>-0.000412</td>\n",
       "      <td>0.003597</td>\n",
       "      <td>0.000859</td>\n",
       "      <td>0.003823</td>\n",
       "      <td>0.002113</td>\n",
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       "    <tr>\n",
       "      <th>5099_irnt</th>\n",
       "      <td>0.005446</td>\n",
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       "      <td>0.006414</td>\n",
       "      <td>0.001265</td>\n",
       "      <td>0.011976</td>\n",
       "      <td>0.001439</td>\n",
       "      <td>0.002936</td>\n",
       "      <td>0.005372</td>\n",
       "      <td>0.002848</td>\n",
       "      <td>0.003531</td>\n",
       "      <td>0.004456</td>\n",
       "      <td>0.004781</td>\n",
       "      <td>0.000592</td>\n",
       "      <td>0.000675</td>\n",
       "      <td>0.002521</td>\n",
       "      <td>-0.000514</td>\n",
       "      <td>0.002122</td>\n",
       "      <td>0.001749</td>\n",
       "      <td>0.002798</td>\n",
       "      <td>0.001758</td>\n",
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      "text/plain": [
       "category     bp8.1.0   bp8.1.8  bp8.1.16  bp8.1.24  bp8.1.32  bp8.1.40  \\\n",
       "0                                                                        \n",
       "50_irnt     0.002449  0.003530  0.006341  0.003803  0.003119  0.005330   \n",
       "20153_irnt  0.002717  0.004882  0.008197  0.003897  0.003294  0.005738   \n",
       "5097_irnt   0.005743  0.003308  0.007571  0.001724  0.008791  0.000951   \n",
       "5098_irnt   0.005180  0.003838  0.006167  0.000450  0.010550  0.001213   \n",
       "5099_irnt   0.005446  0.003488  0.006414  0.001265  0.011976  0.001439   \n",
       "\n",
       "category    bp8.1.48  bp8.1.56  bp8.1.64  bp8.1.72  bp8.1.80  bp8.1.88  \\\n",
       "0                                                                        \n",
       "50_irnt     0.002806  0.001878  0.001182  0.001539  0.001582  0.003527   \n",
       "20153_irnt  0.003477  0.001894  0.000268  0.001673  0.001849  0.004774   \n",
       "5097_irnt   0.004537  0.007151  0.001737  0.003011  0.004897  0.006175   \n",
       "5098_irnt   0.004322  0.006354  0.002496  0.003112  0.004964  0.004060   \n",
       "5099_irnt   0.002936  0.005372  0.002848  0.003531  0.004456  0.004781   \n",
       "\n",
       "category    bp8.1.96  bp8.1.104  bp8.1.112  bp8.1.120  bp8.1.144  bp8.1.152  \\\n",
       "0                                                                             \n",
       "50_irnt     0.001376   0.000934   0.002975   0.000743   0.003166   0.001892   \n",
       "20153_irnt  0.001488   0.001210   0.002613   0.000551   0.002297   0.002656   \n",
       "5097_irnt   0.000234   0.000124   0.003706  -0.000364   0.002992   0.000250   \n",
       "5098_irnt   0.000672   0.000207   0.003013  -0.000412   0.003597   0.000859   \n",
       "5099_irnt   0.000592   0.000675   0.002521  -0.000514   0.002122   0.001749   \n",
       "\n",
       "category    bp8.1.160  bp8.1.168  \n",
       "0                                 \n",
       "50_irnt      0.000772   0.005426  \n",
       "20153_irnt   0.000853   0.005740  \n",
       "5097_irnt    0.002595   0.003319  \n",
       "5098_irnt    0.003823   0.002113  \n",
       "5099_irnt    0.002798   0.001758  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
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