diff --git a/notebooks/first_labs.ipynb b/notebooks/first_labs.ipynb
index 22528b6..215e898 100644
--- a/notebooks/first_labs.ipynb
+++ b/notebooks/first_labs.ipynb
@@ -788,1801 +788,6 @@
     "# Risk of patients with labs outside the normal range\n",
     "data.loc[data['mort_icu']==0].head()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HEMOGLOBIN\n",
-      "CALCIUM\n",
-      "PHOSPHATE\n",
-      "MAGNESIUM\n",
-      "LACTATE\n",
-      "CREATININE\n",
-      "BICARBONATE\n",
-      "POTASSIUM\n",
-      "SODIUM\n",
-      "PLATELET\n",
-      "BUN\n",
-      "CHLORIDE\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>subject_id</th>\n",
-       "      <th>hadm_id</th>\n",
-       "      <th>icustay_id</th>\n",
-       "      <th>mort_icu</th>\n",
-       "      <th>mort_hosp</th>\n",
-       "      <th>aniongap_1st</th>\n",
-       "      <th>albumin_1st</th>\n",
-       "      <th>bicarbonate_1st</th>\n",
-       "      <th>bilirubin_1st</th>\n",
-       "      <th>creatinine_1st</th>\n",
-       "      <th>...</th>\n",
-       "      <th>magnesium_1st</th>\n",
-       "      <th>phosphate_1st</th>\n",
-       "      <th>platelet_1st</th>\n",
-       "      <th>potassium_1st</th>\n",
-       "      <th>ptt_1st</th>\n",
-       "      <th>inr_1st</th>\n",
-       "      <th>pt_1st</th>\n",
-       "      <th>sodium_1st</th>\n",
-       "      <th>bun_1st</th>\n",
-       "      <th>wbc_1st</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>686</th>\n",
-       "      <td>523</td>\n",
-       "      <td>196271</td>\n",
-       "      <td>227379</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>27</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>4.6</td>\n",
-       "      <td>491</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>86</td>\n",
-       "      <td>8</td>\n",
-       "      <td>13.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>962</th>\n",
-       "      <td>757</td>\n",
-       "      <td>149766</td>\n",
-       "      <td>208658</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>321</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>19.1</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.7</td>\n",
-       "      <td>118</td>\n",
-       "      <td>4</td>\n",
-       "      <td>17.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1094</th>\n",
-       "      <td>852</td>\n",
-       "      <td>162589</td>\n",
-       "      <td>287998</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>255</td>\n",
-       "      <td>3.7</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>21.9</td>\n",
-       "      <td>84</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1402</th>\n",
-       "      <td>1084</td>\n",
-       "      <td>152984</td>\n",
-       "      <td>212600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>9</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>19</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>172</td>\n",
-       "      <td>3.4</td>\n",
-       "      <td>22.7</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.6</td>\n",
-       "      <td>100</td>\n",
-       "      <td>13</td>\n",
-       "      <td>14.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1845</th>\n",
-       "      <td>1446</td>\n",
-       "      <td>150030</td>\n",
-       "      <td>243265</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>22</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>439</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>27.9</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>11.9</td>\n",
-       "      <td>104</td>\n",
-       "      <td>25</td>\n",
-       "      <td>16.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1993</th>\n",
-       "      <td>1574</td>\n",
-       "      <td>118935</td>\n",
-       "      <td>232260</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>24</td>\n",
-       "      <td>4.1</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>6.5</td>\n",
-       "      <td>416</td>\n",
-       "      <td>6.5</td>\n",
-       "      <td>34.2</td>\n",
-       "      <td>6.5</td>\n",
-       "      <td>31.3</td>\n",
-       "      <td>120</td>\n",
-       "      <td>82</td>\n",
-       "      <td>14.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2835</th>\n",
-       "      <td>2246</td>\n",
-       "      <td>182109</td>\n",
-       "      <td>206293</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>31</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>305</td>\n",
-       "      <td>5.3</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.6</td>\n",
-       "      <td>113</td>\n",
-       "      <td>53</td>\n",
-       "      <td>14.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4329</th>\n",
-       "      <td>3433</td>\n",
-       "      <td>191469</td>\n",
-       "      <td>213490</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>34</td>\n",
-       "      <td>3.7</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>4.5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>8.4</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.3</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.7</td>\n",
-       "      <td>124</td>\n",
-       "      <td>118</td>\n",
-       "      <td>22.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4753</th>\n",
-       "      <td>3786</td>\n",
-       "      <td>123439</td>\n",
-       "      <td>296542</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>3.7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>10.5</td>\n",
-       "      <td>509</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>21.7</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.5</td>\n",
-       "      <td>121</td>\n",
-       "      <td>43</td>\n",
-       "      <td>17.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5030</th>\n",
-       "      <td>3969</td>\n",
-       "      <td>135568</td>\n",
-       "      <td>277183</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>50</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>7.7</td>\n",
-       "      <td>159</td>\n",
-       "      <td>9.3</td>\n",
-       "      <td>17.9</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>11.6</td>\n",
-       "      <td>127</td>\n",
-       "      <td>76</td>\n",
-       "      <td>8.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5302</th>\n",
-       "      <td>4171</td>\n",
-       "      <td>122269</td>\n",
-       "      <td>268233</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>25</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>240</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>29.7</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>16.2</td>\n",
-       "      <td>111</td>\n",
-       "      <td>5</td>\n",
-       "      <td>19.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5911</th>\n",
-       "      <td>4673</td>\n",
-       "      <td>142612</td>\n",
-       "      <td>281304</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>39</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>155</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>3.7</td>\n",
-       "      <td>33.9</td>\n",
-       "      <td>120</td>\n",
-       "      <td>26</td>\n",
-       "      <td>5.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6204</th>\n",
-       "      <td>4905</td>\n",
-       "      <td>108634</td>\n",
-       "      <td>260148</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>23</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>18</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>584</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>29.5</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>108</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6205</th>\n",
-       "      <td>4905</td>\n",
-       "      <td>127949</td>\n",
-       "      <td>287506</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>23</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>20</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>322</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>104</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6233</th>\n",
-       "      <td>4926</td>\n",
-       "      <td>146966</td>\n",
-       "      <td>271339</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>21</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.3</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.7</td>\n",
-       "      <td>5.4</td>\n",
-       "      <td>149</td>\n",
-       "      <td>4.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>114</td>\n",
-       "      <td>150</td>\n",
-       "      <td>14.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6818</th>\n",
-       "      <td>5370</td>\n",
-       "      <td>145390</td>\n",
-       "      <td>201641</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>7.1</td>\n",
-       "      <td>255</td>\n",
-       "      <td>5.4</td>\n",
-       "      <td>28.6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>119</td>\n",
-       "      <td>36</td>\n",
-       "      <td>8.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6819</th>\n",
-       "      <td>5370</td>\n",
-       "      <td>151490</td>\n",
-       "      <td>276687</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>13</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>40</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>2.9</td>\n",
-       "      <td>541</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>43.3</td>\n",
-       "      <td>7.8</td>\n",
-       "      <td>35.3</td>\n",
-       "      <td>126</td>\n",
-       "      <td>47</td>\n",
-       "      <td>14.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6857</th>\n",
-       "      <td>5397</td>\n",
-       "      <td>112979</td>\n",
-       "      <td>272079</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>268</td>\n",
-       "      <td>5.7</td>\n",
-       "      <td>26.7</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.1</td>\n",
-       "      <td>120</td>\n",
-       "      <td>64</td>\n",
-       "      <td>21.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6858</th>\n",
-       "      <td>5397</td>\n",
-       "      <td>138051</td>\n",
-       "      <td>262012</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>3.4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>4.5</td>\n",
-       "      <td>282</td>\n",
-       "      <td>5.1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>120</td>\n",
-       "      <td>63</td>\n",
-       "      <td>17.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6862</th>\n",
-       "      <td>5397</td>\n",
-       "      <td>166056</td>\n",
-       "      <td>286315</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>54</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>8.9</td>\n",
-       "      <td>281</td>\n",
-       "      <td>5.1</td>\n",
-       "      <td>24.4</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>12.9</td>\n",
-       "      <td>129</td>\n",
-       "      <td>47</td>\n",
-       "      <td>20.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6863</th>\n",
-       "      <td>5397</td>\n",
-       "      <td>190850</td>\n",
-       "      <td>215172</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>290</td>\n",
-       "      <td>4.5</td>\n",
-       "      <td>23.2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>124</td>\n",
-       "      <td>59</td>\n",
-       "      <td>12.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8132</th>\n",
-       "      <td>6392</td>\n",
-       "      <td>182162</td>\n",
-       "      <td>234103</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>45</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>15.3</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>274</td>\n",
-       "      <td>8.6</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>13.6</td>\n",
-       "      <td>134</td>\n",
-       "      <td>99</td>\n",
-       "      <td>13.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8362</th>\n",
-       "      <td>6579</td>\n",
-       "      <td>115553</td>\n",
-       "      <td>246944</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>41</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>5.3</td>\n",
-       "      <td>193</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>22.2</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.5</td>\n",
-       "      <td>126</td>\n",
-       "      <td>149</td>\n",
-       "      <td>14.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8384</th>\n",
-       "      <td>6601</td>\n",
-       "      <td>150624</td>\n",
-       "      <td>289311</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>17</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>268</td>\n",
-       "      <td>2.9</td>\n",
-       "      <td>26.4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>130</td>\n",
-       "      <td>12</td>\n",
-       "      <td>9.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8584</th>\n",
-       "      <td>6759</td>\n",
-       "      <td>121212</td>\n",
-       "      <td>264628</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>11</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>33</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>3.7</td>\n",
-       "      <td>217</td>\n",
-       "      <td>5.5</td>\n",
-       "      <td>44.1</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>35.6</td>\n",
-       "      <td>112</td>\n",
-       "      <td>18</td>\n",
-       "      <td>15.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8735</th>\n",
-       "      <td>6884</td>\n",
-       "      <td>128932</td>\n",
-       "      <td>211119</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>37</td>\n",
-       "      <td>25.7</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>428</td>\n",
-       "      <td>4.3</td>\n",
-       "      <td>31.9</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>14.3</td>\n",
-       "      <td>123</td>\n",
-       "      <td>16</td>\n",
-       "      <td>18.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8827</th>\n",
-       "      <td>6953</td>\n",
-       "      <td>108956</td>\n",
-       "      <td>237382</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>22</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>26</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>140</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>27.1</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>11.9</td>\n",
-       "      <td>115</td>\n",
-       "      <td>12</td>\n",
-       "      <td>8.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9051</th>\n",
-       "      <td>7118</td>\n",
-       "      <td>199855</td>\n",
-       "      <td>202600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>25</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>5.2</td>\n",
-       "      <td>345</td>\n",
-       "      <td>6.2</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>21.1</td>\n",
-       "      <td>122</td>\n",
-       "      <td>68</td>\n",
-       "      <td>18.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9887</th>\n",
-       "      <td>7755</td>\n",
-       "      <td>121412</td>\n",
-       "      <td>248095</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>2.7</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>107</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>28.8</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>12.6</td>\n",
-       "      <td>120</td>\n",
-       "      <td>16</td>\n",
-       "      <td>4.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9949</th>\n",
-       "      <td>7804</td>\n",
-       "      <td>139468</td>\n",
-       "      <td>245686</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>37</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>4.1</td>\n",
-       "      <td>206</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>26.8</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>22.1</td>\n",
-       "      <td>125</td>\n",
-       "      <td>70</td>\n",
-       "      <td>14.4</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",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>53004</th>\n",
-       "      <td>74545</td>\n",
-       "      <td>127841</td>\n",
-       "      <td>268706</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>12</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>27</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>438</td>\n",
-       "      <td>5.4</td>\n",
-       "      <td>32.5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.1</td>\n",
-       "      <td>112</td>\n",
-       "      <td>12</td>\n",
-       "      <td>10.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>53362</th>\n",
-       "      <td>75567</td>\n",
-       "      <td>106747</td>\n",
-       "      <td>271493</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>36</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>228</td>\n",
-       "      <td>7.5</td>\n",
-       "      <td>34.3</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>125</td>\n",
-       "      <td>101</td>\n",
-       "      <td>7.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>53566</th>\n",
-       "      <td>76151</td>\n",
-       "      <td>183875</td>\n",
-       "      <td>250028</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>29</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>649</td>\n",
-       "      <td>4.6</td>\n",
-       "      <td>35.1</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>15.7</td>\n",
-       "      <td>116</td>\n",
-       "      <td>14</td>\n",
-       "      <td>22.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>54550</th>\n",
-       "      <td>79002</td>\n",
-       "      <td>174343</td>\n",
-       "      <td>299476</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>34</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>49</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>49.3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.1</td>\n",
-       "      <td>115</td>\n",
-       "      <td>14</td>\n",
-       "      <td>15.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>54588</th>\n",
-       "      <td>79118</td>\n",
-       "      <td>110586</td>\n",
-       "      <td>264337</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>142</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>22.6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>10.6</td>\n",
-       "      <td>126</td>\n",
-       "      <td>29</td>\n",
-       "      <td>14.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>54807</th>\n",
-       "      <td>79900</td>\n",
-       "      <td>120644</td>\n",
-       "      <td>221354</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>25</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>6.7</td>\n",
-       "      <td>94</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>34.9</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>25.3</td>\n",
-       "      <td>119</td>\n",
-       "      <td>108</td>\n",
-       "      <td>5.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>54872</th>\n",
-       "      <td>80106</td>\n",
-       "      <td>104466</td>\n",
-       "      <td>296360</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>31</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>186</td>\n",
-       "      <td>4.3</td>\n",
-       "      <td>42.2</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>18.8</td>\n",
-       "      <td>107</td>\n",
-       "      <td>8</td>\n",
-       "      <td>4.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>55279</th>\n",
-       "      <td>81254</td>\n",
-       "      <td>196317</td>\n",
-       "      <td>206861</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>29</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.9</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>464</td>\n",
-       "      <td>6.7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>118</td>\n",
-       "      <td>37</td>\n",
-       "      <td>6.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>55496</th>\n",
-       "      <td>81810</td>\n",
-       "      <td>147734</td>\n",
-       "      <td>278458</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>35</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>168</td>\n",
-       "      <td>2.7</td>\n",
-       "      <td>33.8</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>16.5</td>\n",
-       "      <td>117</td>\n",
-       "      <td>19</td>\n",
-       "      <td>9.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>55882</th>\n",
-       "      <td>82950</td>\n",
-       "      <td>154983</td>\n",
-       "      <td>238297</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>32</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>20</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>6.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5.2</td>\n",
-       "      <td>687</td>\n",
-       "      <td>6.2</td>\n",
-       "      <td>30.5</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>17.3</td>\n",
-       "      <td>124</td>\n",
-       "      <td>129</td>\n",
-       "      <td>12.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>55890</th>\n",
-       "      <td>82982</td>\n",
-       "      <td>126445</td>\n",
-       "      <td>252090</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>18</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>29</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>25.8</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>14.4</td>\n",
-       "      <td>118</td>\n",
-       "      <td>36</td>\n",
-       "      <td>9.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56250</th>\n",
-       "      <td>84033</td>\n",
-       "      <td>167689</td>\n",
-       "      <td>275799</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>36</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>4.5</td>\n",
-       "      <td>107</td>\n",
-       "      <td>3.7</td>\n",
-       "      <td>38.9</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>25.1</td>\n",
-       "      <td>128</td>\n",
-       "      <td>107</td>\n",
-       "      <td>11.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56690</th>\n",
-       "      <td>85490</td>\n",
-       "      <td>177636</td>\n",
-       "      <td>214898</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>146</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>27.5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.3</td>\n",
-       "      <td>141</td>\n",
-       "      <td>22</td>\n",
-       "      <td>10.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56706</th>\n",
-       "      <td>85531</td>\n",
-       "      <td>110644</td>\n",
-       "      <td>245790</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>353</td>\n",
-       "      <td>4.9</td>\n",
-       "      <td>25.1</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>13.3</td>\n",
-       "      <td>117</td>\n",
-       "      <td>11</td>\n",
-       "      <td>9.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56815</th>\n",
-       "      <td>85853</td>\n",
-       "      <td>137702</td>\n",
-       "      <td>287229</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>17</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>854</td>\n",
-       "      <td>5.1</td>\n",
-       "      <td>33.4</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>96</td>\n",
-       "      <td>14</td>\n",
-       "      <td>10.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56888</th>\n",
-       "      <td>86089</td>\n",
-       "      <td>109354</td>\n",
-       "      <td>245823</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>15</td>\n",
-       "      <td>4.1</td>\n",
-       "      <td>34</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>310</td>\n",
-       "      <td>2.9</td>\n",
-       "      <td>35.4</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>12.8</td>\n",
-       "      <td>113</td>\n",
-       "      <td>10</td>\n",
-       "      <td>9.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56957</th>\n",
-       "      <td>86306</td>\n",
-       "      <td>158732</td>\n",
-       "      <td>295079</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>20</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>147</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>14.7</td>\n",
-       "      <td>109</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>57819</th>\n",
-       "      <td>89050</td>\n",
-       "      <td>148150</td>\n",
-       "      <td>254362</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>22</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>83</td>\n",
-       "      <td>2.9</td>\n",
-       "      <td>48.9</td>\n",
-       "      <td>5.2</td>\n",
-       "      <td>52.3</td>\n",
-       "      <td>106</td>\n",
-       "      <td>15</td>\n",
-       "      <td>5.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>58110</th>\n",
-       "      <td>89971</td>\n",
-       "      <td>106424</td>\n",
-       "      <td>285917</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>21</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>344</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>110</td>\n",
-       "      <td>8</td>\n",
-       "      <td>6.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>58212</th>\n",
-       "      <td>90279</td>\n",
-       "      <td>157435</td>\n",
-       "      <td>230811</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>38</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>25</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>15.5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>24.1</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>13.2</td>\n",
-       "      <td>133</td>\n",
-       "      <td>97</td>\n",
-       "      <td>12.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>58783</th>\n",
-       "      <td>91827</td>\n",
-       "      <td>161989</td>\n",
-       "      <td>208132</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>33</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>12.1</td>\n",
-       "      <td>266</td>\n",
-       "      <td>8.2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>123</td>\n",
-       "      <td>60</td>\n",
-       "      <td>16.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>59025</th>\n",
-       "      <td>92606</td>\n",
-       "      <td>149752</td>\n",
-       "      <td>250812</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>17</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>22</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>317</td>\n",
-       "      <td>4.1</td>\n",
-       "      <td>32.5</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>13.3</td>\n",
-       "      <td>108</td>\n",
-       "      <td>15</td>\n",
-       "      <td>21.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>59238</th>\n",
-       "      <td>93290</td>\n",
-       "      <td>161681</td>\n",
-       "      <td>207793</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>26</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>392</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>27.8</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.8</td>\n",
-       "      <td>108</td>\n",
-       "      <td>9</td>\n",
-       "      <td>16.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>59373</th>\n",
-       "      <td>93629</td>\n",
-       "      <td>193430</td>\n",
-       "      <td>274615</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>203</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>21.9</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.2</td>\n",
-       "      <td>113</td>\n",
-       "      <td>11</td>\n",
-       "      <td>7.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60191</th>\n",
-       "      <td>96066</td>\n",
-       "      <td>167102</td>\n",
-       "      <td>285583</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>26</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>2.8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>280</td>\n",
-       "      <td>4.1</td>\n",
-       "      <td>22.4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.1</td>\n",
-       "      <td>116</td>\n",
-       "      <td>67</td>\n",
-       "      <td>16.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60272</th>\n",
-       "      <td>96284</td>\n",
-       "      <td>165127</td>\n",
-       "      <td>207394</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>56</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>27.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.6</td>\n",
-       "      <td>17.6</td>\n",
-       "      <td>523</td>\n",
-       "      <td>8.9</td>\n",
-       "      <td>28.8</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>13.6</td>\n",
-       "      <td>125</td>\n",
-       "      <td>224</td>\n",
-       "      <td>22.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60321</th>\n",
-       "      <td>96429</td>\n",
-       "      <td>126717</td>\n",
-       "      <td>238766</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>386</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>34.5</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>109</td>\n",
-       "      <td>24</td>\n",
-       "      <td>6.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60369</th>\n",
-       "      <td>96577</td>\n",
-       "      <td>138443</td>\n",
-       "      <td>220770</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>30</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.9</td>\n",
-       "      <td>5.9</td>\n",
-       "      <td>415</td>\n",
-       "      <td>5.3</td>\n",
-       "      <td>22.5</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>9.3</td>\n",
-       "      <td>121</td>\n",
-       "      <td>27</td>\n",
-       "      <td>14.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60614</th>\n",
-       "      <td>97206</td>\n",
-       "      <td>148785</td>\n",
-       "      <td>217154</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>17</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0.9</td>\n",
-       "      <td>2.7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>4.9</td>\n",
-       "      <td>230</td>\n",
-       "      <td>5.5</td>\n",
-       "      <td>32.6</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>15.1</td>\n",
-       "      <td>118</td>\n",
-       "      <td>74</td>\n",
-       "      <td>6.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>61326</th>\n",
-       "      <td>99383</td>\n",
-       "      <td>175736</td>\n",
-       "      <td>262458</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>2.7</td>\n",
-       "      <td>16</td>\n",
-       "      <td>19.6</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>215</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>48.5</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>17.8</td>\n",
-       "      <td>118</td>\n",
-       "      <td>14</td>\n",
-       "      <td>23.4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>161 rows × 25 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       subject_id  hadm_id  icustay_id  mort_icu  mort_hosp  aniongap_1st  \\\n",
-       "686           523   196271      227379         0          0            11   \n",
-       "962           757   149766      208658         0          0            20   \n",
-       "1094          852   162589      287998         0          0             7   \n",
-       "1402         1084   152984      212600         0          0             9   \n",
-       "1845         1446   150030      243265         0          0            22   \n",
-       "1993         1574   118935      232260         0          1            24   \n",
-       "2835         2246   182109      206293         0          0            31   \n",
-       "4329         3433   191469      213490         1          1            34   \n",
-       "4753         3786   123439      296542         0          0            11   \n",
-       "5030         3969   135568      277183         0          0            50   \n",
-       "5302         4171   122269      268233         0          0            25   \n",
-       "5911         4673   142612      281304         0          0            14   \n",
-       "6204         4905   108634      260148         0          0            23   \n",
-       "6205         4905   127949      287506         0          0            23   \n",
-       "6233         4926   146966      271339         0          0            21   \n",
-       "6818         5370   145390      201641         0          0            14   \n",
-       "6819         5370   151490      276687         1          1            13   \n",
-       "6857         5397   112979      272079         0          0            40   \n",
-       "6858         5397   138051      262012         0          0            53   \n",
-       "6862         5397   166056      286315         0          0            54   \n",
-       "6863         5397   190850      215172         0          0            35   \n",
-       "8132         6392   182162      234103         0          0            45   \n",
-       "8362         6579   115553      246944         0          0            16   \n",
-       "8384         6601   150624      289311         0          0            17   \n",
-       "8584         6759   121212      264628         1          1            11   \n",
-       "8735         6884   128932      211119         1          1            12   \n",
-       "8827         6953   108956      237382         0          0            22   \n",
-       "9051         7118   199855      202600         0          0            28   \n",
-       "9887         7755   121412      248095         0          0             6   \n",
-       "9949         7804   139468      245686         0          0            16   \n",
-       "...           ...      ...         ...       ...        ...           ...   \n",
-       "53004       74545   127841      268706         0          0            12   \n",
-       "53362       75567   106747      271493         0          0            16   \n",
-       "53566       76151   183875      250028         0          0            14   \n",
-       "54550       79002   174343      299476         0          0             7   \n",
-       "54588       79118   110586      264337         0          0            11   \n",
-       "54807       79900   120644      221354         0          0            19   \n",
-       "54872       80106   104466      296360         0          0            10   \n",
-       "55279       81254   196317      206861         0          0            20   \n",
-       "55496       81810   147734      278458         0          0             9   \n",
-       "55882       82950   154983      238297         0          0            32   \n",
-       "55890       82982   126445      252090         0          0            18   \n",
-       "56250       84033   167689      275799         1          1            19   \n",
-       "56690       85490   177636      214898         0          0             8   \n",
-       "56706       85531   110644      245790         0          0            16   \n",
-       "56815       85853   137702      287229         0          0            17   \n",
-       "56888       86089   109354      245823         0          0            15   \n",
-       "56957       86306   158732      295079         0          0            19   \n",
-       "57819       89050   148150      254362         0          0            14   \n",
-       "58110       89971   106424      285917         0          0            19   \n",
-       "58212       90279   157435      230811         0          0            38   \n",
-       "58783       91827   161989      208132         0          0            33   \n",
-       "59025       92606   149752      250812         0          0            17   \n",
-       "59238       93290   161681      207793         0          0            16   \n",
-       "59373       93629   193430      274615         0          0            14   \n",
-       "60191       96066   167102      285583         0          0            26   \n",
-       "60272       96284   165127      207394         0          0            56   \n",
-       "60321       96429   126717      238766         0          0            16   \n",
-       "60369       96577   138443      220770         0          0            30   \n",
-       "60614       97206   148785      217154         0          0            17   \n",
-       "61326       99383   175736      262458         0          0            35   \n",
-       "\n",
-       "       albumin_1st  bicarbonate_1st  bilirubin_1st  creatinine_1st   ...     \\\n",
-       "686            NaN               27            NaN             0.7   ...      \n",
-       "962            NaN               21            0.7             0.6   ...      \n",
-       "1094           3.3               12            0.4             0.7   ...      \n",
-       "1402           NaN               19            NaN             1.0   ...      \n",
-       "1845           3.8               18            0.8             1.8   ...      \n",
-       "1993           4.1               27            1.5             2.8   ...      \n",
-       "2835           3.9               19            0.7             2.2   ...      \n",
-       "4329           3.7               16            0.9             4.5   ...      \n",
-       "4753           1.7               30            0.2             3.7   ...      \n",
-       "5030           3.2                8            0.3             2.6   ...      \n",
-       "5302           NaN               12            0.5             0.8   ...      \n",
-       "5911           3.6               39            0.8             1.4   ...      \n",
-       "6204           3.5               18            2.0             0.6   ...      \n",
-       "6205           4.4               20            1.5             0.6   ...      \n",
-       "6233           NaN               21            NaN             4.3   ...      \n",
-       "6818           3.5               31            0.7             2.8   ...      \n",
-       "6819           3.5               40            1.3             1.0   ...      \n",
-       "6857           NaN                8            0.4             2.2   ...      \n",
-       "6858           3.4                5            NaN             2.4   ...      \n",
-       "6862           NaN                7            0.8             2.1   ...      \n",
-       "6863           3.3               15            0.6             1.9   ...      \n",
-       "8132           3.5               18            0.3            15.3   ...      \n",
-       "8362           2.8               41            1.6             3.1   ...      \n",
-       "8384           3.8               38            0.9             0.8   ...      \n",
-       "8584           3.9               33            1.2             0.4   ...      \n",
-       "8735           NaN               37           25.7             0.4   ...      \n",
-       "8827           4.2               26            1.4             2.4   ...      \n",
-       "9051           4.4               25            1.8             3.6   ...      \n",
-       "9887           2.7               45            0.3             0.6   ...      \n",
-       "9949           3.8               37            NaN             2.8   ...      \n",
-       "...            ...              ...            ...             ...   ...      \n",
-       "53004          NaN               27            NaN             0.6   ...      \n",
-       "53362          3.2               36            0.7             2.0   ...      \n",
-       "53566          2.8               29            NaN             0.4   ...      \n",
-       "54550          3.1               34            1.1             0.3   ...      \n",
-       "54588          3.6               38            0.7             1.1   ...      \n",
-       "54807          NaN               25            NaN             5.4   ...      \n",
-       "54872          NaN               31            NaN             0.7   ...      \n",
-       "55279          NaN               29            NaN             2.0   ...      \n",
-       "55496          3.9               35            0.7             0.9   ...      \n",
-       "55882          4.8               20            2.5             6.6   ...      \n",
-       "55890          NaN               38            0.9             1.5   ...      \n",
-       "56250          3.9               36            1.4             2.1   ...      \n",
-       "56690          NaN               40            0.3             0.6   ...      \n",
-       "56706          NaN               31            0.3             0.5   ...      \n",
-       "56815          3.6               23            0.8             0.6   ...      \n",
-       "56888          4.1               34            NaN             0.9   ...      \n",
-       "56957          NaN               20            NaN             0.8   ...      \n",
-       "57819          4.0               22            1.4             0.4   ...      \n",
-       "58110          3.3               21            NaN             0.6   ...      \n",
-       "58212          NaN               25            0.3            15.5   ...      \n",
-       "58783          4.4                7            0.3             2.8   ...      \n",
-       "59025          4.8               22            1.4             0.7   ...      \n",
-       "59238          NaN               26            NaN             0.5   ...      \n",
-       "59373          4.0               26            0.5             0.5   ...      \n",
-       "60191          2.2               18            0.4             2.8   ...      \n",
-       "60272          4.2                6            0.2            27.4   ...      \n",
-       "60321          3.6               24            0.7             0.9   ...      \n",
-       "60369          4.2               18            0.7             1.2   ...      \n",
-       "60614          3.6               28            0.9             2.7   ...      \n",
-       "61326          2.7               16           19.6             1.4   ...      \n",
-       "\n",
-       "       magnesium_1st  phosphate_1st  platelet_1st  potassium_1st  ptt_1st  \\\n",
-       "686              1.4            4.6           491            2.6      NaN   \n",
-       "962              1.1            2.5           321            4.4     19.1   \n",
-       "1094             1.3            1.3           255            3.7     37.0   \n",
-       "1402             1.2            2.2           172            3.4     22.7   \n",
-       "1845             1.9            3.5           439            3.3     27.9   \n",
-       "1993             3.1            6.5           416            6.5     34.2   \n",
-       "2835             2.8            2.5           305            5.3     20.0   \n",
-       "4329             1.4            8.4           NaN            4.3     26.0   \n",
-       "4753             2.5           10.5           509            3.1     21.7   \n",
-       "5030             3.9            7.7           159            9.3     17.9   \n",
-       "5302             1.9            3.9           240            2.6     29.7   \n",
-       "5911             2.2            3.5           155            1.7     35.0   \n",
-       "6204             1.3            1.9           584            3.0     29.5   \n",
-       "6205             1.4            2.0           322            2.6      NaN   \n",
-       "6233             2.7            5.4           149            4.1      NaN   \n",
-       "6818             2.2            7.1           255            5.4     28.6   \n",
-       "6819             1.7            2.9           541            5.0     43.3   \n",
-       "6857             1.7            1.9           268            5.7     26.7   \n",
-       "6858             1.9            4.5           282            5.1      NaN   \n",
-       "6862             1.7            8.9           281            5.1     24.4   \n",
-       "6863             2.1            1.2           290            4.5     23.2   \n",
-       "8132             2.2           10.0           274            8.6     30.0   \n",
-       "8362             3.3            5.3           193            2.6     22.2   \n",
-       "8384             1.6            3.9           268            2.9     26.4   \n",
-       "8584             1.4            3.7           217            5.5     44.1   \n",
-       "8735             1.6            4.2           428            4.3     31.9   \n",
-       "8827             1.7            2.4           140            2.8     27.1   \n",
-       "9051             2.1            5.2           345            6.2     36.8   \n",
-       "9887             1.8            2.6           107            2.6     28.8   \n",
-       "9949             2.2            4.1           206            3.9     26.8   \n",
-       "...              ...            ...           ...            ...      ...   \n",
-       "53004            1.8            2.4           438            5.4     32.5   \n",
-       "53362            2.6            4.4           228            7.5     34.3   \n",
-       "53566            1.7            3.0           649            4.6     35.1   \n",
-       "54550            1.6            1.7            49            2.1     49.3   \n",
-       "54588            2.2            3.8           142            2.3     22.6   \n",
-       "54807            2.0            6.7            94            3.3     34.9   \n",
-       "54872            1.6            3.0           186            4.3     42.2   \n",
-       "55279            2.9            3.8           464            6.7      NaN   \n",
-       "55496            1.6            2.3           168            2.7     33.8   \n",
-       "55882            2.2            5.2           687            6.2     30.5   \n",
-       "55890            2.2            2.4            29            3.2     25.8   \n",
-       "56250            2.6            4.5           107            3.7     38.9   \n",
-       "56690            2.0            0.9           146            5.0     27.5   \n",
-       "56706            1.9            3.2           353            4.9     25.1   \n",
-       "56815            1.5            2.2           854            5.1     33.4   \n",
-       "56888            2.1            1.8           310            2.9     35.4   \n",
-       "56957            1.8            3.2           147            4.8     33.3   \n",
-       "57819            1.3            1.8            83            2.9     48.9   \n",
-       "58110            1.4            3.1           344            4.8      NaN   \n",
-       "58212            2.5           11.7           180            3.8     24.1   \n",
-       "58783            3.2           12.1           266            8.2      NaN   \n",
-       "59025            1.7            2.6           317            4.1     32.5   \n",
-       "59238            1.7            1.6           392            2.6     27.8   \n",
-       "59373            1.4            2.5           203            4.2     21.9   \n",
-       "60191            2.4            3.1           280            4.1     22.4   \n",
-       "60272            6.6           17.6           523            8.9     28.8   \n",
-       "60321            1.7            3.5           386            4.2     34.5   \n",
-       "60369            2.9            5.9           415            5.3     22.5   \n",
-       "60614            2.2            4.9           230            5.5     32.6   \n",
-       "61326            1.2            3.3           215            3.6     48.5   \n",
-       "\n",
-       "       inr_1st  pt_1st  sodium_1st  bun_1st  wbc_1st  \n",
-       "686        NaN     NaN          86        8     13.1  \n",
-       "962        1.2    13.7         118        4     17.8  \n",
-       "1094       2.0    21.9          84        1      5.7  \n",
-       "1402       1.2    13.6         100       13     14.3  \n",
-       "1845       1.0    11.9         104       25     16.5  \n",
-       "1993       6.5    31.3         120       82     14.7  \n",
-       "2835       1.2    13.6         113       53     14.3  \n",
-       "4329       1.2    13.7         124      118     22.3  \n",
-       "4753       1.0    12.5         121       43     17.7  \n",
-       "5030       1.0    11.6         127       76      8.2  \n",
-       "5302       1.8    16.2         111        5     19.2  \n",
-       "5911       3.7    33.9         120       26      5.9  \n",
-       "6204       1.1    12.8         108        8      9.4  \n",
-       "6205       NaN     NaN         104        5      6.5  \n",
-       "6233       NaN     NaN         114      150     14.9  \n",
-       "6818       1.0    12.8         119       36      8.3  \n",
-       "6819       7.8    35.3         126       47     14.8  \n",
-       "6857       1.2    13.1         120       64     21.0  \n",
-       "6858       NaN     NaN         120       63     17.6  \n",
-       "6862       1.1    12.9         129       47     20.6  \n",
-       "6863       1.0    11.7         124       59     12.9  \n",
-       "8132       1.3    13.6         134       99     13.9  \n",
-       "8362       1.2    13.5         126      149     14.7  \n",
-       "8384       1.0    12.8         130       12      9.1  \n",
-       "8584       3.9    35.6         112       18     15.9  \n",
-       "8735       1.2    14.3         123       16     18.1  \n",
-       "8827       0.9    11.9         115       12      8.0  \n",
-       "9051       2.8    21.1         122       68     18.1  \n",
-       "9887       1.1    12.6         120       16      4.2  \n",
-       "9949       2.1    22.1         125       70     14.4  \n",
-       "...        ...     ...         ...      ...      ...  \n",
-       "53004      1.0    12.1         112       12     10.3  \n",
-       "53362      1.3    15.0         125      101      7.5  \n",
-       "53566      1.5    15.7         116       14     22.8  \n",
-       "54550      1.0    12.1         115       14     15.8  \n",
-       "54588      1.0    10.6         126       29     14.0  \n",
-       "54807      2.4    25.3         119      108      5.3  \n",
-       "54872      1.7    18.8         107        8      4.4  \n",
-       "55279      NaN     NaN         118       37      6.3  \n",
-       "55496      1.5    16.5         117       19      9.1  \n",
-       "55882      1.6    17.3         124      129     12.3  \n",
-       "55890      1.2    14.4         118       36      9.2  \n",
-       "56250      2.4    25.1         128      107     11.9  \n",
-       "56690      1.0    12.3         141       22     10.0  \n",
-       "56706      1.1    13.3         117       11      9.4  \n",
-       "56815      1.1    13.0          96       14     10.0  \n",
-       "56888      1.1    12.8         113       10      9.8  \n",
-       "56957      1.3    14.7         109       10     10.1  \n",
-       "57819      5.2    52.3         106       15      5.8  \n",
-       "58110      NaN     NaN         110        8      6.4  \n",
-       "58212      1.1    13.2         133       97     12.8  \n",
-       "58783      NaN     NaN         123       60     16.2  \n",
-       "59025      1.1    13.3         108       15     21.9  \n",
-       "59238      1.2    13.8         108        9     16.7  \n",
-       "59373      1.0    12.2         113       11      7.5  \n",
-       "60191      1.0    12.1         116       67     16.2  \n",
-       "60272      1.2    13.6         125      224     22.2  \n",
-       "60321      3.9    38.0         109       24      6.8  \n",
-       "60369      0.9     9.3         121       27     14.3  \n",
-       "60614      1.3    15.1         118       74      6.4  \n",
-       "61326      1.6    17.8         118       14     23.4  \n",
-       "\n",
-       "[161 rows x 25 columns]"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "for l in lab_ranges:\n",
-    "    print l\n",
-    "    \n",
-    "# data.loc[(data['mort_icu']==0) & ((data['mort_icu'])]\n",
-    "data.loc[data[l.lower()+'_1st'] < 80]"
-   ]
   }
  ],
  "metadata": {