Datasets
Models
[be963f]:
/
AI in Pharm 2 - data prep.ipynb
10768 lines (10767 with data), 977.3 kB
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
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"source": [
"To start AI/ML journey in any field not only pharmaceutical sciences we need DATA. Yes, it's sad to say but to make any inference with fancy like AI/ML tools we need some knowledge, database preparation. Propper data acquisition and collection are quite challenging... We will not spend much time in our class in practical data collection but we have to exclaim, that data is crucial for further exploration models development and actually everything hidden under fancy Artificial Intelligence term. Just to show how this step is important is worth to remember sentence: \"rubbish in, rubbish out\"\n",
"\n",
"\n",
"\n",
"Source:https://www.cleanpng.com/png-garbage-in-garbage-out-management-computer-data-co-1816657/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So assuming we have some data lets try to load it, explore and prepare for further use. Please take some advice and use documentation. We will use 2 commands and try modify different arguments to properly load our data. Lets start from simpler command read.csv() and take a look into documentation:\n",
"\n",
"read.csv(file, header = TRUE, sep = \",\", quote = \"\\\"\",\n",
" dec = \".\", fill = TRUE, comment.char = \"\", ...)\n",
"\n",
"And take a look into a more flexible and complicated function: read.table():\n",
"\n",
"read.table(file, header = FALSE, sep = \"\", quote = \"\\\"'\",\n",
" dec = \".\", numerals = c(\"allow.loss\", \"warn.loss\", \"no.loss\"),\n",
" row.names, col.names, as.is = !stringsAsFactors,\n",
" na.strings = \"NA\", colClasses = NA, nrows = -1,\n",
" skip = 0, check.names = TRUE, fill = !blank.lines.skip,\n",
" strip.white = FALSE, blank.lines.skip = TRUE,\n",
" comment.char = \"#\",\n",
" allowEscapes = FALSE, flush = FALSE,\n",
" stringsAsFactors = default.stringsAsFactors(),\n",
" fileEncoding = \"\", encoding = \"unknown\", text, skipNul = FALSE\n",
"\n",
"It looks complicated but let's explain what is most important. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read data, navigate and clean from missing values"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"##Let's read data from CSV file and assign it to variable\n",
"raw_data<-read.csv(\"BBB_raw_data.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>209</li>\n",
"\t<li>135</li>\n",
"</ol>\n"
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"text/latex": [
"\\begin{enumerate*}\n",
"\\item 209\n",
"\\item 135\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 209\n",
"2. 135\n",
"\n",
"\n"
],
"text/plain": [
"[1] 209 135"
]
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"output_type": "display_data"
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],
"source": [
"##It's good to know if we are successful - we should check dimensions and print variable to visually check if data are \n",
"##loaded correctly\n",
"dim(raw_data)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>tpsa</th><th scope=col>nbasic</th><th scope=col>negative</th><th scope=col>vsa_hyd</th><th scope=col>a_aro</th><th scope=col>weight</th><th scope=col>peoe_vsa.0</th><th scope=col>peoe_vsa.1</th><th scope=col>peoe_vsa.2</th><th scope=col>peoe_vsa.3</th><th scope=col>...</th><th scope=col>ctdh</th><th scope=col>ctaa</th><th scope=col>mchg</th><th scope=col>achg</th><th scope=col>rdta</th><th scope=col>n_sp2</th><th scope=col>n_sp3</th><th scope=col>o_sp2</th><th scope=col>o_sp3</th><th scope=col>logBBB</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td> 12.03 </td><td>1 </td><td>0 </td><td>167.06700 </td><td> 0 </td><td>156.293 </td><td> 76.947490</td><td> 43.44619 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.9241 </td><td>0.9241 </td><td>1.0000 </td><td> 0.0000 </td><td> 6.0255 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.08 </td></tr>\n",
"\t<tr><td> 49.33 </td><td>0 </td><td>0 </td><td> 92.64243 </td><td> 6 </td><td>151.165 </td><td> 38.243390</td><td> 25.52006 </td><td> 0.000000 </td><td> 8.619013 </td><td>... </td><td>2 </td><td>2 </td><td>1.2685 </td><td>1.0420 </td><td>1.0000 </td><td> 0.0000 </td><td> 6.5681 </td><td>32.0102 </td><td>33.6135 </td><td>-0.40 </td></tr>\n",
"\t<tr><td> 50.53 </td><td>1 </td><td>0 </td><td>295.16700 </td><td>15 </td><td>366.485 </td><td> 58.054730</td><td>124.74020 </td><td>21.650840 </td><td> 8.619013 </td><td>... </td><td>1 </td><td>4 </td><td>1.2562 </td><td>1.2562 </td><td>0.2500 </td><td>26.9733 </td><td>10.8567 </td><td> 0.0000 </td><td>27.5451 </td><td> 0.22 </td></tr>\n",
"\t<tr><td> 37.39 </td><td>0 </td><td>0 </td><td>319.11220 </td><td>15 </td><td>382.552 </td><td> 62.239330</td><td>124.74020 </td><td>13.192320 </td><td>21.785640 </td><td>... </td><td>1 </td><td>3 </td><td>1.1962 </td><td>1.1962 </td><td>0.3333 </td><td>21.7065 </td><td>11.0017 </td><td> 0.0000 </td><td>15.1316 </td><td> 0.14 </td></tr>\n",
"\t<tr><td> 37.39 </td><td>1 </td><td>0 </td><td>299.65800 </td><td>12 </td><td>326.464 </td><td> 74.800640</td><td>118.04060 </td><td>33.001900 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>3 </td><td>1.2934 </td><td>1.2934 </td><td>0.3333 </td><td>24.2061 </td><td>10.8109 </td><td> 0.0000 </td><td>15.1333 </td><td> 0.69 </td></tr>\n",
"\t<tr><td> 37.39 </td><td>1 </td><td>0 </td><td>289.77770 </td><td>11 </td><td>332.492 </td><td> 74.800640</td><td>109.50990 </td><td>13.192320 </td><td>21.785640 </td><td>... </td><td>1 </td><td>3 </td><td>1.2021 </td><td>1.2021 </td><td>0.3333 </td><td>25.5529 </td><td>11.1218 </td><td> 0.0000 </td><td>15.1333 </td><td> 0.44 </td></tr>\n",
"\t<tr><td> 52.57 </td><td>1 </td><td>0 </td><td>218.98350 </td><td> 6 </td><td>277.388 </td><td> 68.416720</td><td> 97.55945 </td><td> 0.000000 </td><td> 8.619013 </td><td>... </td><td>2 </td><td>3 </td><td>1.2173 </td><td>1.0155 </td><td>0.6667 </td><td> 0.0000 </td><td>11.1189 </td><td>54.3645 </td><td>29.7291 </td><td>-0.43 </td></tr>\n",
"\t<tr><td> 40.54 </td><td>1 </td><td>0 </td><td>321.82410 </td><td>12 </td><td>421.330 </td><td> 73.389090</td><td> 99.29238 </td><td> 9.020845 </td><td> 8.458519 </td><td>... </td><td>1 </td><td>3 </td><td>0.8619 </td><td>0.8619 </td><td>0.3333 </td><td> 0.0000 </td><td> 4.4417 </td><td>30.6103 </td><td>18.8192 </td><td> 1.38 </td></tr>\n",
"\t<tr><td> 15.27 </td><td>1 </td><td>0 </td><td>304.65160 </td><td>12 </td><td>357.566 </td><td> 98.598770</td><td> 72.39125 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.9339 </td><td>0.9339 </td><td>1.0000 </td><td> 0.0000 </td><td> 6.7721 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.75 </td></tr>\n",
"\t<tr><td> 32.78 </td><td>1 </td><td>0 </td><td>252.95690 </td><td> 6 </td><td>251.350 </td><td> 85.558800</td><td> 97.58976 </td><td> 7.411346 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>3 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 4.3804 </td><td>23.1112 </td><td> 3.9461 </td><td> 0.88 </td></tr>\n",
"\t<tr><td> 64.16 </td><td>0 </td><td>0 </td><td>280.43800 </td><td> 9 </td><td>412.509 </td><td>149.284300</td><td> 95.57485 </td><td>17.479360 </td><td> 6.699551 </td><td>... </td><td>0 </td><td>5 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td>36.5567 </td><td> 5.5680 </td><td>24.2643 </td><td>27.6182 </td><td> 0.98 </td></tr>\n",
"\t<tr><td> 26.79 </td><td>1 </td><td>0 </td><td>373.52830 </td><td>12 </td><td>411.614 </td><td> 88.091940</td><td>135.13780 </td><td>52.769300 </td><td> 8.458519 </td><td>... </td><td>0 </td><td>3 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td>13.6002 </td><td>17.6591 </td><td> 0.0000 </td><td> 0.83 </td></tr>\n",
"\t<tr><td> 41.46 </td><td>0 </td><td>0 </td><td>185.28620 </td><td>12 </td><td>270.719 </td><td> 8.936826</td><td> 56.05296 </td><td>13.192320 </td><td> 8.619013 </td><td>... </td><td>1 </td><td>2 </td><td>1.2421 </td><td>1.2421 </td><td>0.5000 </td><td>11.9628 </td><td> 5.7656 </td><td>49.6203 </td><td> 0.0000 </td><td> 0.61 </td></tr>\n",
"\t<tr><td> 83.72 </td><td>0 </td><td>0 </td><td>121.92400 </td><td>11 </td><td>204.237 </td><td> 44.546770</td><td> 12.79616 </td><td>11.190560 </td><td>37.047600 </td><td>... </td><td>3 </td><td>3 </td><td>1.4549 </td><td>1.2958 </td><td>1.0000 </td><td>68.9601 </td><td>39.2666 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.17 </td></tr>\n",
"\t<tr><td> 83.85 </td><td>0 </td><td>0 </td><td>209.53080 </td><td>11 </td><td>357.232 </td><td>129.131900</td><td> 28.02648 </td><td> 8.619013 </td><td>19.809580 </td><td>... </td><td>2 </td><td>4 </td><td>1.3271 </td><td>1.1014 </td><td>0.5000 </td><td>25.6341 </td><td>15.4070 </td><td>89.5176 </td><td> 0.0000 </td><td>-0.67 </td></tr>\n",
"\t<tr><td> 83.85 </td><td>0 </td><td>0 </td><td>179.46220 </td><td>11 </td><td>278.336 </td><td>126.879700</td><td> 32.29187 </td><td> 8.619013 </td><td>19.809580 </td><td>... </td><td>2 </td><td>4 </td><td>1.3275 </td><td>1.1016 </td><td>0.5000 </td><td>25.6357 </td><td>15.4070 </td><td>89.5176 </td><td> 0.0000 </td><td>-0.66 </td></tr>\n",
"\t<tr><td> 83.85 </td><td>0 </td><td>0 </td><td>262.92180 </td><td>17 </td><td>368.461 </td><td>131.856900</td><td> 51.56195 </td><td> 8.619013 </td><td>19.809580 </td><td>... </td><td>2 </td><td>4 </td><td>1.3370 </td><td>1.0947 </td><td>0.5000 </td><td>18.8411 </td><td>14.6764 </td><td>78.7703 </td><td> 0.0000 </td><td>-0.12 </td></tr>\n",
"\t<tr><td> 87.34 </td><td>1 </td><td>0 </td><td>314.91220 </td><td>16 </td><td>415.538 </td><td>115.110900</td><td>125.39060 </td><td>30.269860 </td><td>19.809580 </td><td>... </td><td>2 </td><td>5 </td><td>1.3375 </td><td>1.0949 </td><td>0.4000 </td><td> 0.0000 </td><td>23.3469 </td><td>78.7737 </td><td> 7.4357 </td><td>-0.73 </td></tr>\n",
"\t<tr><td> 87.34 </td><td>1 </td><td>0 </td><td>221.26590 </td><td>16 </td><td>327.364 </td><td> 58.902470</td><td>123.18210 </td><td>21.650840 </td><td>28.428590 </td><td>... </td><td>2 </td><td>5 </td><td>1.0930 </td><td>0.9701 </td><td>0.4000 </td><td> 7.1296 </td><td>20.6095 </td><td>93.0297 </td><td> 4.9073 </td><td>-0.27 </td></tr>\n",
"\t<tr><td> 87.09 </td><td>1 </td><td>0 </td><td>243.77400 </td><td>17 </td><td>338.391 </td><td> 77.856930</td><td>125.68850 </td><td>13.192320 </td><td>28.428590 </td><td>... </td><td>2 </td><td>5 </td><td>1.1464 </td><td>1.0117 </td><td>0.4000 </td><td>21.4881 </td><td>20.4656 </td><td>89.6514 </td><td> 0.0000 </td><td>-0.28 </td></tr>\n",
"\t<tr><td> 41.57 </td><td>1 </td><td>0 </td><td>313.18400 </td><td>12 </td><td>353.486 </td><td> 60.263260</td><td>122.30600 </td><td>13.192320 </td><td> 8.619013 </td><td>... </td><td>1 </td><td>3 </td><td>1.4080 </td><td>1.4080 </td><td>0.3333 </td><td> 0.0000 </td><td> 9.4907 </td><td>32.5912 </td><td>15.1333 </td><td>-0.24 </td></tr>\n",
"\t<tr><td> 6.48 </td><td>0 </td><td>0 </td><td>286.70850 </td><td>12 </td><td>281.423 </td><td> 69.415820</td><td>127.91590 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>1 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 9.6105 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.17 </td></tr>\n",
"\t<tr><td> 9.72 </td><td>0 </td><td>0 </td><td>357.27420 </td><td>12 </td><td>409.520 </td><td> 47.324380</td><td>137.34640 </td><td>52.769300 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>2 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td>13.6000 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.38 </td></tr>\n",
"\t<tr><td> 38.77 </td><td>0 </td><td>0 </td><td>317.15150 </td><td>12 </td><td>380.508 </td><td>114.468900</td><td>107.42700 </td><td>30.109360 </td><td> 8.458519 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 2.9591 </td><td>27.6067 </td><td>38.2986 </td><td> 0.89 </td></tr>\n",
"\t<tr><td> 77.05 </td><td>0 </td><td>0 </td><td>223.75060 </td><td>16 </td><td>357.801 </td><td> 65.892550</td><td> 54.64664 </td><td>32.201860 </td><td>12.949530 </td><td>... </td><td>0 </td><td>5 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td>59.4528 </td><td> 1.8808 </td><td>21.9324 </td><td>13.1949 </td><td>-0.30 </td></tr>\n",
"\t<tr><td> 32.78 </td><td>1 </td><td>0 </td><td>252.95690 </td><td> 6 </td><td>251.350 </td><td> 85.558800</td><td> 97.58976 </td><td> 7.411346 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>3 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 4.3804 </td><td>23.1112 </td><td> 3.9461 </td><td> 0.88 </td></tr>\n",
"\t<tr><td>166.75 </td><td>1 </td><td>0 </td><td>450.76860 </td><td>16 </td><td>671.863 </td><td>117.544500</td><td>108.51610 </td><td>32.208150 </td><td>46.241020 </td><td>... </td><td>6 </td><td>7 </td><td>1.5931 </td><td>1.3557 </td><td>0.8571 </td><td> 8.2330 </td><td>26.0738 </td><td>62.2338 </td><td>14.6267 </td><td> 0.08 </td></tr>\n",
"\t<tr><td> 97.28 </td><td>0 </td><td>0 </td><td>221.54210 </td><td>16 </td><td>373.800 </td><td> 61.627160</td><td> 54.64664 </td><td>32.201860 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>6 </td><td>0.8415 </td><td>0.8415 </td><td>0.1667 </td><td>52.4538 </td><td> 1.8808 </td><td>21.9324 </td><td>40.5716 </td><td>-1.34 </td></tr>\n",
"\t<tr><td> 21.26 </td><td>1 </td><td>0 </td><td>194.19430 </td><td>12 </td><td>272.755 </td><td> 13.050520</td><td> 90.22093 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>2 </td><td>0.9466 </td><td>0.9466 </td><td>0.5000 </td><td> 0.0000 </td><td>19.2509 </td><td> 0.0000 </td><td>11.8204 </td><td> 0.39 </td></tr>\n",
"\t<tr><td> 41.49 </td><td>1 </td><td>0 </td><td>205.30960 </td><td>12 </td><td>282.363 </td><td> 36.502170</td><td> 90.22093 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>2 </td><td>3 </td><td>0.9466 </td><td>0.9014 </td><td>0.6667 </td><td> 0.0000 </td><td>15.1032 </td><td> 0.0000 </td><td>26.5173 </td><td> 0.52 </td></tr>\n",
"\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td> </td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"\t<tr><td> 36.42 </td><td>1 </td><td>0 </td><td>186.29640 </td><td> 6 </td><td>310.002 </td><td> 28.636860</td><td> 25.59232 </td><td> 9.039493</td><td>17.238030 </td><td>... </td><td>2 </td><td>1 </td><td>1.4039 </td><td>1.3534 </td><td>2.0000 </td><td> 11.3976 </td><td> 8.5492 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.41 </td></tr>\n",
"\t<tr><td> 57.53 </td><td>0 </td><td>0 </td><td> 65.44252 </td><td> 6 </td><td>136.106 </td><td> 0.000000</td><td> 31.77004 </td><td> 0.000000</td><td> 0.000000 </td><td>... </td><td>2 </td><td>3 </td><td>0.9224 </td><td>0.8645 </td><td>0.6667 </td><td> 0.0000 </td><td> 0.0000 </td><td> 35.8361 </td><td>50.1493 </td><td>-1.10 </td></tr>\n",
"\t<tr><td>135.00 </td><td>1 </td><td>0 </td><td>171.86440 </td><td> 5 </td><td>314.442 </td><td> 78.004730</td><td> 21.64231 </td><td> 8.530772</td><td>94.244530 </td><td>... </td><td>6 </td><td>4 </td><td>1.5791 </td><td>1.3176 </td><td>1.5000 </td><td> 52.3030 </td><td>53.6823 </td><td> 0.0000 </td><td> 0.0000 </td><td>-0.82 </td></tr>\n",
"\t<tr><td> 93.03 </td><td>0 </td><td>0 </td><td>124.66460 </td><td> 5 </td><td>236.231 </td><td> 17.061540</td><td> 58.15469 </td><td> 50.354200</td><td>15.318560 </td><td>... </td><td>2 </td><td>5 </td><td>1.0009 </td><td>0.9323 </td><td>0.4000 </td><td> 57.1157 </td><td> 7.4561 </td><td> 51.0053 </td><td>42.9693 </td><td>-1.30 </td></tr>\n",
"\t<tr><td> 92.79 </td><td>1 </td><td>0 </td><td>277.14990 </td><td>12 </td><td>380.472 </td><td>142.532700</td><td> 55.75508 </td><td> 4.265386</td><td>33.983940 </td><td>... </td><td>2 </td><td>5 </td><td>1.2536 </td><td>1.2298 </td><td>0.4000 </td><td> 53.4199 </td><td>17.3810 </td><td> 32.0536 </td><td> 9.3733 </td><td>-2.00 </td></tr>\n",
"\t<tr><td>100.81 </td><td>0 </td><td>0 </td><td>102.98770 </td><td>11 </td><td>234.307 </td><td> 23.139060</td><td> 28.02648 </td><td> 17.238030</td><td>39.023660 </td><td>... </td><td>6 </td><td>2 </td><td>1.5820 </td><td>1.4121 </td><td>3.0000 </td><td> 30.8766 </td><td>61.9793 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.15 </td></tr>\n",
"\t<tr><td>135.00 </td><td>1 </td><td>0 </td><td>161.67770 </td><td>11 </td><td>316.393 </td><td> 76.984160</td><td> 28.02648 </td><td> 0.000000</td><td>81.052210 </td><td>... </td><td>6 </td><td>4 </td><td>1.5799 </td><td>1.3119 </td><td>1.5000 </td><td> 50.4879 </td><td>50.7555 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.54 </td></tr>\n",
"\t<tr><td>103.89 </td><td>1 </td><td>0 </td><td>132.39610 </td><td>11 </td><td>276.344 </td><td> 54.682890</td><td> 28.02648 </td><td> 0.000000</td><td>47.642680 </td><td>... </td><td>5 </td><td>3 </td><td>1.5804 </td><td>1.3458 </td><td>1.6667 </td><td> 31.4675 </td><td>42.9190 </td><td> 30.2214 </td><td> 0.0000 </td><td>-1.57 </td></tr>\n",
"\t<tr><td> 87.34 </td><td>1 </td><td>0 </td><td>231.45270 </td><td>10 </td><td>325.413 </td><td>110.133800</td><td>106.12050 </td><td> 30.269860</td><td>19.809580 </td><td>... </td><td>2 </td><td>5 </td><td>1.3281 </td><td>1.1018 </td><td>0.4000 </td><td> 6.7970 </td><td>25.3091 </td><td> 89.5176 </td><td>14.4805 </td><td>-1.12 </td></tr>\n",
"\t<tr><td> 90.37 </td><td>0 </td><td>0 </td><td>111.19150 </td><td> 0 </td><td>211.221 </td><td> 33.807460</td><td> 45.44854 </td><td> 20.586500</td><td>17.238030 </td><td>... </td><td>3 </td><td>4 </td><td>1.3981 </td><td>1.2166 </td><td>0.7500 </td><td> 21.9193 </td><td>26.3906 </td><td> 24.3632 </td><td>41.6460 </td><td>-0.72 </td></tr>\n",
"\t<tr><td> 41.93 </td><td>0 </td><td>0 </td><td>214.95060 </td><td> 6 </td><td>300.378 </td><td> 63.727210</td><td>100.41180 </td><td> 29.872860</td><td> 0.000000 </td><td>... </td><td>1 </td><td>4 </td><td>0.8429 </td><td>0.8429 </td><td>0.2500 </td><td> 0.0000 </td><td> 7.7974 </td><td> 0.0000 </td><td>41.5589 </td><td> 0.54 </td></tr>\n",
"\t<tr><td> 75.27 </td><td>0 </td><td>0 </td><td>153.66790 </td><td> 0 </td><td>238.287 </td><td> 55.450020</td><td> 12.79616 </td><td> 0.000000</td><td>17.238030 </td><td>... </td><td>2 </td><td>3 </td><td>1.3622 </td><td>1.3576 </td><td>0.6667 </td><td> 0.0000 </td><td> 7.6330 </td><td>107.6448 </td><td> 0.0000 </td><td> 0.20 </td></tr>\n",
"\t<tr><td> 58.20 </td><td>0 </td><td>0 </td><td>137.85940 </td><td> 0 </td><td>242.343 </td><td> 68.246180</td><td> 13.16662 </td><td> 31.384510</td><td>17.238030 </td><td>... </td><td>2 </td><td>2 </td><td>1.1802 </td><td>1.1790 </td><td>1.0000 </td><td> 0.0000 </td><td> 5.3774 </td><td> 61.1740 </td><td> 0.0000 </td><td>-0.18 </td></tr>\n",
"\t<tr><td> 12.03 </td><td>1 </td><td>0 </td><td>187.21860 </td><td>12 </td><td>222.311 </td><td> 36.653860</td><td> 34.12309 </td><td> 7.411346</td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.8369 </td><td>0.8369 </td><td>1.0000 </td><td> 0.0000 </td><td>13.3151 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.11 </td></tr>\n",
"\t<tr><td> 41.57 </td><td>1 </td><td>0 </td><td>261.34140 </td><td> 6 </td><td>291.415 </td><td> 89.598560</td><td>100.97910 </td><td> 13.192320</td><td> 8.619013 </td><td>... </td><td>1 </td><td>3 </td><td>1.4219 </td><td>1.4219 </td><td>0.3333 </td><td> 0.0000 </td><td> 9.4089 </td><td> 40.0660 </td><td>15.1333 </td><td>-0.46 </td></tr>\n",
"\t<tr><td> 64.43 </td><td>0 </td><td>0 </td><td>201.01990 </td><td>11 </td><td>303.293 </td><td> 48.831010</td><td> 73.60896 </td><td> 34.523160</td><td> 6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 26.6710 </td><td> 1.4254 </td><td> 51.6790 </td><td> 7.2770 </td><td>-0.29 </td></tr>\n",
"\t<tr><td> 12.03 </td><td>0 </td><td>0 </td><td>259.91300 </td><td>12 </td><td>307.244 </td><td> 32.236780</td><td> 74.93204 </td><td> 7.411346</td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.9167 </td><td>0.9167 </td><td>1.0000 </td><td> 0.0000 </td><td> 5.6529 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.60 </td></tr>\n",
"\t<tr><td> 72.68 </td><td>0 </td><td>0 </td><td> 92.58944 </td><td> 5 </td><td>180.167 </td><td> 72.069690</td><td> 21.23693 </td><td> 4.265386</td><td>26.509130 </td><td>... </td><td>1 </td><td>3 </td><td>1.3242 </td><td>1.3242 </td><td>0.3333 </td><td> 22.9136 </td><td>13.9752 </td><td> 78.1149 </td><td> 0.0000 </td><td>-0.30 </td></tr>\n",
"\t<tr><td> 53.01 </td><td>0 </td><td>0 </td><td>333.10930 </td><td>12 </td><td>389.903 </td><td> 8.936826</td><td>142.71500 </td><td> 73.372970</td><td> 0.000000 </td><td>... </td><td>1 </td><td>5 </td><td>0.9272 </td><td>0.9272 </td><td>0.2000 </td><td> 0.0000 </td><td> 2.4561 </td><td> 45.5920 </td><td>38.3047 </td><td>-2.15 </td></tr>\n",
"\t<tr><td> 87.05 </td><td>1 </td><td>0 </td><td>317.19470 </td><td>11 </td><td>415.562 </td><td>113.613100</td><td>112.59450 </td><td> 25.916230</td><td>33.983940 </td><td>... </td><td>2 </td><td>5 </td><td>1.2593 </td><td>1.2315 </td><td>0.4000 </td><td> 35.3163 </td><td>27.2831 </td><td> 32.0536 </td><td>14.4806 </td><td>-1.06 </td></tr>\n",
"\t<tr><td> 64.43 </td><td>0 </td><td>0 </td><td>267.14300 </td><td>11 </td><td>418.291 </td><td> 79.425320</td><td> 35.81515 </td><td> 25.502310</td><td> 6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 29.3531 </td><td> 1.5226 </td><td> 42.3641 </td><td> 4.9821 </td><td>-0.09 </td></tr>\n",
"\t<tr><td> 19.37 </td><td>0 </td><td>0 </td><td>239.08210 </td><td>12 </td><td>266.368 </td><td> 42.508770</td><td>129.94240 </td><td> 11.190560</td><td> 0.000000 </td><td>... </td><td>0 </td><td>2 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 6.5060 </td><td>10.1542 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.53 </td></tr>\n",
"\t<tr><td> 12.47 </td><td>1 </td><td>0 </td><td>228.09380 </td><td>12 </td><td>286.782 </td><td> 13.050520</td><td>126.25580 </td><td> 0.000000</td><td> 0.000000 </td><td>... </td><td>0 </td><td>2 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td>11.1883 </td><td> 0.0000 </td><td>11.7987 </td><td> 1.03 </td></tr>\n",
"\t<tr><td> 83.56 </td><td>1 </td><td>0 </td><td>303.17710 </td><td>12 </td><td>443.369 </td><td>139.283000</td><td> 23.53547 </td><td> 4.265386</td><td>33.983940 </td><td>... </td><td>2 </td><td>4 </td><td>1.2573 </td><td>1.2312 </td><td>0.5000 </td><td> 53.4258 </td><td>17.3810 </td><td> 32.0536 </td><td> 0.0000 </td><td>-2.00 </td></tr>\n",
"\t<tr><td> 81.65 </td><td>0 </td><td>0 </td><td>231.25410 </td><td>16 </td><td>306.276 </td><td> 14.463440</td><td> 56.24235 </td><td>120.050900</td><td> 0.000000 </td><td>... </td><td>1 </td><td>5 </td><td>0.8783 </td><td>0.8783 </td><td>0.2000 </td><td>105.2087 </td><td> 3.2233 </td><td> 0.0000 </td><td>11.1725 </td><td>-0.22 </td></tr>\n",
"\t<tr><td> 32.70 </td><td>1 </td><td>0 </td><td>233.69200 </td><td> 6 </td><td>250.362 </td><td> 51.282920</td><td>109.50990 </td><td> 13.192320</td><td> 0.000000 </td><td>... </td><td>1 </td><td>3 </td><td>0.8717 </td><td>0.8717 </td><td>0.3333 </td><td> 0.0000 </td><td> 3.1150 </td><td> 0.0000 </td><td>49.6928 </td><td>-0.02 </td></tr>\n",
"\t<tr><td> 3.24 </td><td>0 </td><td>0 </td><td>343.24290 </td><td>10 </td><td>292.446 </td><td> 40.597020</td><td>104.67720 </td><td> 13.192320</td><td> 0.000000 </td><td>... </td><td>0 </td><td>1 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 4.6658 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.08 </td></tr>\n",
"\t<tr><td> 32.34 </td><td>1 </td><td>0 </td><td>234.79200 </td><td> 6 </td><td>261.389 </td><td> 75.116270</td><td> 86.66676 </td><td> 0.000000</td><td> 8.619013 </td><td>... </td><td>1 </td><td>2 </td><td>1.2276 </td><td>1.2276 </td><td>0.5000 </td><td> 0.0000 </td><td>16.1765 </td><td> 54.3586 </td><td> 0.0000 </td><td> 0.25 </td></tr>\n",
"\t<tr><td> 37.30 </td><td>0 </td><td>0 </td><td>124.25940 </td><td> 0 </td><td>143.206 </td><td> 63.980790</td><td> 14.70850 </td><td> 0.000000</td><td> 0.000000 </td><td>... </td><td>1 </td><td>2 </td><td>0.9082 </td><td>0.9082 </td><td>0.5000 </td><td> 0.0000 </td><td> 0.0000 </td><td> 30.1014 </td><td>15.9446 </td><td>-0.84 </td></tr>\n",
"\t<tr><td> 64.43 </td><td>0 </td><td>0 </td><td>224.75310 </td><td>10 </td><td>319.385 </td><td> 74.423320</td><td> 43.65297 </td><td> 29.686910</td><td> 6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 26.6654 </td><td> 2.0261 </td><td> 40.4559 </td><td> 4.4697 </td><td>-0.25 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB\\\\\n",
"\\hline\n",
"\t 12.03 & 1 & 0 & 167.06700 & 0 & 156.293 & 76.947490 & 43.44619 & 0.000000 & 0.000000 & ... & 1 & 1 & 0.9241 & 0.9241 & 1.0000 & 0.0000 & 6.0255 & 0.0000 & 0.0000 & 1.08 \\\\\n",
"\t 49.33 & 0 & 0 & 92.64243 & 6 & 151.165 & 38.243390 & 25.52006 & 0.000000 & 8.619013 & ... & 2 & 2 & 1.2685 & 1.0420 & 1.0000 & 0.0000 & 6.5681 & 32.0102 & 33.6135 & -0.40 \\\\\n",
"\t 50.53 & 1 & 0 & 295.16700 & 15 & 366.485 & 58.054730 & 124.74020 & 21.650840 & 8.619013 & ... & 1 & 4 & 1.2562 & 1.2562 & 0.2500 & 26.9733 & 10.8567 & 0.0000 & 27.5451 & 0.22 \\\\\n",
"\t 37.39 & 0 & 0 & 319.11220 & 15 & 382.552 & 62.239330 & 124.74020 & 13.192320 & 21.785640 & ... & 1 & 3 & 1.1962 & 1.1962 & 0.3333 & 21.7065 & 11.0017 & 0.0000 & 15.1316 & 0.14 \\\\\n",
"\t 37.39 & 1 & 0 & 299.65800 & 12 & 326.464 & 74.800640 & 118.04060 & 33.001900 & 0.000000 & ... & 1 & 3 & 1.2934 & 1.2934 & 0.3333 & 24.2061 & 10.8109 & 0.0000 & 15.1333 & 0.69 \\\\\n",
"\t 37.39 & 1 & 0 & 289.77770 & 11 & 332.492 & 74.800640 & 109.50990 & 13.192320 & 21.785640 & ... & 1 & 3 & 1.2021 & 1.2021 & 0.3333 & 25.5529 & 11.1218 & 0.0000 & 15.1333 & 0.44 \\\\\n",
"\t 52.57 & 1 & 0 & 218.98350 & 6 & 277.388 & 68.416720 & 97.55945 & 0.000000 & 8.619013 & ... & 2 & 3 & 1.2173 & 1.0155 & 0.6667 & 0.0000 & 11.1189 & 54.3645 & 29.7291 & -0.43 \\\\\n",
"\t 40.54 & 1 & 0 & 321.82410 & 12 & 421.330 & 73.389090 & 99.29238 & 9.020845 & 8.458519 & ... & 1 & 3 & 0.8619 & 0.8619 & 0.3333 & 0.0000 & 4.4417 & 30.6103 & 18.8192 & 1.38 \\\\\n",
"\t 15.27 & 1 & 0 & 304.65160 & 12 & 357.566 & 98.598770 & 72.39125 & 0.000000 & 0.000000 & ... & 1 & 1 & 0.9339 & 0.9339 & 1.0000 & 0.0000 & 6.7721 & 0.0000 & 0.0000 & 0.75 \\\\\n",
"\t 32.78 & 1 & 0 & 252.95690 & 6 & 251.350 & 85.558800 & 97.58976 & 7.411346 & 0.000000 & ... & 0 & 3 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 4.3804 & 23.1112 & 3.9461 & 0.88 \\\\\n",
"\t 64.16 & 0 & 0 & 280.43800 & 9 & 412.509 & 149.284300 & 95.57485 & 17.479360 & 6.699551 & ... & 0 & 5 & 0.0000 & 0.0000 & 0.0000 & 36.5567 & 5.5680 & 24.2643 & 27.6182 & 0.98 \\\\\n",
"\t 26.79 & 1 & 0 & 373.52830 & 12 & 411.614 & 88.091940 & 135.13780 & 52.769300 & 8.458519 & ... & 0 & 3 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 13.6002 & 17.6591 & 0.0000 & 0.83 \\\\\n",
"\t 41.46 & 0 & 0 & 185.28620 & 12 & 270.719 & 8.936826 & 56.05296 & 13.192320 & 8.619013 & ... & 1 & 2 & 1.2421 & 1.2421 & 0.5000 & 11.9628 & 5.7656 & 49.6203 & 0.0000 & 0.61 \\\\\n",
"\t 83.72 & 0 & 0 & 121.92400 & 11 & 204.237 & 44.546770 & 12.79616 & 11.190560 & 37.047600 & ... & 3 & 3 & 1.4549 & 1.2958 & 1.0000 & 68.9601 & 39.2666 & 0.0000 & 0.0000 & -1.17 \\\\\n",
"\t 83.85 & 0 & 0 & 209.53080 & 11 & 357.232 & 129.131900 & 28.02648 & 8.619013 & 19.809580 & ... & 2 & 4 & 1.3271 & 1.1014 & 0.5000 & 25.6341 & 15.4070 & 89.5176 & 0.0000 & -0.67 \\\\\n",
"\t 83.85 & 0 & 0 & 179.46220 & 11 & 278.336 & 126.879700 & 32.29187 & 8.619013 & 19.809580 & ... & 2 & 4 & 1.3275 & 1.1016 & 0.5000 & 25.6357 & 15.4070 & 89.5176 & 0.0000 & -0.66 \\\\\n",
"\t 83.85 & 0 & 0 & 262.92180 & 17 & 368.461 & 131.856900 & 51.56195 & 8.619013 & 19.809580 & ... & 2 & 4 & 1.3370 & 1.0947 & 0.5000 & 18.8411 & 14.6764 & 78.7703 & 0.0000 & -0.12 \\\\\n",
"\t 87.34 & 1 & 0 & 314.91220 & 16 & 415.538 & 115.110900 & 125.39060 & 30.269860 & 19.809580 & ... & 2 & 5 & 1.3375 & 1.0949 & 0.4000 & 0.0000 & 23.3469 & 78.7737 & 7.4357 & -0.73 \\\\\n",
"\t 87.34 & 1 & 0 & 221.26590 & 16 & 327.364 & 58.902470 & 123.18210 & 21.650840 & 28.428590 & ... & 2 & 5 & 1.0930 & 0.9701 & 0.4000 & 7.1296 & 20.6095 & 93.0297 & 4.9073 & -0.27 \\\\\n",
"\t 87.09 & 1 & 0 & 243.77400 & 17 & 338.391 & 77.856930 & 125.68850 & 13.192320 & 28.428590 & ... & 2 & 5 & 1.1464 & 1.0117 & 0.4000 & 21.4881 & 20.4656 & 89.6514 & 0.0000 & -0.28 \\\\\n",
"\t 41.57 & 1 & 0 & 313.18400 & 12 & 353.486 & 60.263260 & 122.30600 & 13.192320 & 8.619013 & ... & 1 & 3 & 1.4080 & 1.4080 & 0.3333 & 0.0000 & 9.4907 & 32.5912 & 15.1333 & -0.24 \\\\\n",
"\t 6.48 & 0 & 0 & 286.70850 & 12 & 281.423 & 69.415820 & 127.91590 & 0.000000 & 0.000000 & ... & 0 & 1 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 9.6105 & 0.0000 & 0.0000 & 1.17 \\\\\n",
"\t 9.72 & 0 & 0 & 357.27420 & 12 & 409.520 & 47.324380 & 137.34640 & 52.769300 & 0.000000 & ... & 0 & 2 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 13.6000 & 0.0000 & 0.0000 & 1.38 \\\\\n",
"\t 38.77 & 0 & 0 & 317.15150 & 12 & 380.508 & 114.468900 & 107.42700 & 30.109360 & 8.458519 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 2.9591 & 27.6067 & 38.2986 & 0.89 \\\\\n",
"\t 77.05 & 0 & 0 & 223.75060 & 16 & 357.801 & 65.892550 & 54.64664 & 32.201860 & 12.949530 & ... & 0 & 5 & 0.0000 & 0.0000 & 0.0000 & 59.4528 & 1.8808 & 21.9324 & 13.1949 & -0.30 \\\\\n",
"\t 32.78 & 1 & 0 & 252.95690 & 6 & 251.350 & 85.558800 & 97.58976 & 7.411346 & 0.000000 & ... & 0 & 3 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 4.3804 & 23.1112 & 3.9461 & 0.88 \\\\\n",
"\t 166.75 & 1 & 0 & 450.76860 & 16 & 671.863 & 117.544500 & 108.51610 & 32.208150 & 46.241020 & ... & 6 & 7 & 1.5931 & 1.3557 & 0.8571 & 8.2330 & 26.0738 & 62.2338 & 14.6267 & 0.08 \\\\\n",
"\t 97.28 & 0 & 0 & 221.54210 & 16 & 373.800 & 61.627160 & 54.64664 & 32.201860 & 0.000000 & ... & 1 & 6 & 0.8415 & 0.8415 & 0.1667 & 52.4538 & 1.8808 & 21.9324 & 40.5716 & -1.34 \\\\\n",
"\t 21.26 & 1 & 0 & 194.19430 & 12 & 272.755 & 13.050520 & 90.22093 & 0.000000 & 0.000000 & ... & 1 & 2 & 0.9466 & 0.9466 & 0.5000 & 0.0000 & 19.2509 & 0.0000 & 11.8204 & 0.39 \\\\\n",
"\t 41.49 & 1 & 0 & 205.30960 & 12 & 282.363 & 36.502170 & 90.22093 & 0.000000 & 0.000000 & ... & 2 & 3 & 0.9466 & 0.9014 & 0.6667 & 0.0000 & 15.1032 & 0.0000 & 26.5173 & 0.52 \\\\\n",
"\t ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
"\t 36.42 & 1 & 0 & 186.29640 & 6 & 310.002 & 28.636860 & 25.59232 & 9.039493 & 17.238030 & ... & 2 & 1 & 1.4039 & 1.3534 & 2.0000 & 11.3976 & 8.5492 & 0.0000 & 0.0000 & 0.41 \\\\\n",
"\t 57.53 & 0 & 0 & 65.44252 & 6 & 136.106 & 0.000000 & 31.77004 & 0.000000 & 0.000000 & ... & 2 & 3 & 0.9224 & 0.8645 & 0.6667 & 0.0000 & 0.0000 & 35.8361 & 50.1493 & -1.10 \\\\\n",
"\t 135.00 & 1 & 0 & 171.86440 & 5 & 314.442 & 78.004730 & 21.64231 & 8.530772 & 94.244530 & ... & 6 & 4 & 1.5791 & 1.3176 & 1.5000 & 52.3030 & 53.6823 & 0.0000 & 0.0000 & -0.82 \\\\\n",
"\t 93.03 & 0 & 0 & 124.66460 & 5 & 236.231 & 17.061540 & 58.15469 & 50.354200 & 15.318560 & ... & 2 & 5 & 1.0009 & 0.9323 & 0.4000 & 57.1157 & 7.4561 & 51.0053 & 42.9693 & -1.30 \\\\\n",
"\t 92.79 & 1 & 0 & 277.14990 & 12 & 380.472 & 142.532700 & 55.75508 & 4.265386 & 33.983940 & ... & 2 & 5 & 1.2536 & 1.2298 & 0.4000 & 53.4199 & 17.3810 & 32.0536 & 9.3733 & -2.00 \\\\\n",
"\t 100.81 & 0 & 0 & 102.98770 & 11 & 234.307 & 23.139060 & 28.02648 & 17.238030 & 39.023660 & ... & 6 & 2 & 1.5820 & 1.4121 & 3.0000 & 30.8766 & 61.9793 & 0.0000 & 0.0000 & -1.15 \\\\\n",
"\t 135.00 & 1 & 0 & 161.67770 & 11 & 316.393 & 76.984160 & 28.02648 & 0.000000 & 81.052210 & ... & 6 & 4 & 1.5799 & 1.3119 & 1.5000 & 50.4879 & 50.7555 & 0.0000 & 0.0000 & -1.54 \\\\\n",
"\t 103.89 & 1 & 0 & 132.39610 & 11 & 276.344 & 54.682890 & 28.02648 & 0.000000 & 47.642680 & ... & 5 & 3 & 1.5804 & 1.3458 & 1.6667 & 31.4675 & 42.9190 & 30.2214 & 0.0000 & -1.57 \\\\\n",
"\t 87.34 & 1 & 0 & 231.45270 & 10 & 325.413 & 110.133800 & 106.12050 & 30.269860 & 19.809580 & ... & 2 & 5 & 1.3281 & 1.1018 & 0.4000 & 6.7970 & 25.3091 & 89.5176 & 14.4805 & -1.12 \\\\\n",
"\t 90.37 & 0 & 0 & 111.19150 & 0 & 211.221 & 33.807460 & 45.44854 & 20.586500 & 17.238030 & ... & 3 & 4 & 1.3981 & 1.2166 & 0.7500 & 21.9193 & 26.3906 & 24.3632 & 41.6460 & -0.72 \\\\\n",
"\t 41.93 & 0 & 0 & 214.95060 & 6 & 300.378 & 63.727210 & 100.41180 & 29.872860 & 0.000000 & ... & 1 & 4 & 0.8429 & 0.8429 & 0.2500 & 0.0000 & 7.7974 & 0.0000 & 41.5589 & 0.54 \\\\\n",
"\t 75.27 & 0 & 0 & 153.66790 & 0 & 238.287 & 55.450020 & 12.79616 & 0.000000 & 17.238030 & ... & 2 & 3 & 1.3622 & 1.3576 & 0.6667 & 0.0000 & 7.6330 & 107.6448 & 0.0000 & 0.20 \\\\\n",
"\t 58.20 & 0 & 0 & 137.85940 & 0 & 242.343 & 68.246180 & 13.16662 & 31.384510 & 17.238030 & ... & 2 & 2 & 1.1802 & 1.1790 & 1.0000 & 0.0000 & 5.3774 & 61.1740 & 0.0000 & -0.18 \\\\\n",
"\t 12.03 & 1 & 0 & 187.21860 & 12 & 222.311 & 36.653860 & 34.12309 & 7.411346 & 0.000000 & ... & 1 & 1 & 0.8369 & 0.8369 & 1.0000 & 0.0000 & 13.3151 & 0.0000 & 0.0000 & 1.11 \\\\\n",
"\t 41.57 & 1 & 0 & 261.34140 & 6 & 291.415 & 89.598560 & 100.97910 & 13.192320 & 8.619013 & ... & 1 & 3 & 1.4219 & 1.4219 & 0.3333 & 0.0000 & 9.4089 & 40.0660 & 15.1333 & -0.46 \\\\\n",
"\t 64.43 & 0 & 0 & 201.01990 & 11 & 303.293 & 48.831010 & 73.60896 & 34.523160 & 6.699551 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 26.6710 & 1.4254 & 51.6790 & 7.2770 & -0.29 \\\\\n",
"\t 12.03 & 0 & 0 & 259.91300 & 12 & 307.244 & 32.236780 & 74.93204 & 7.411346 & 0.000000 & ... & 1 & 1 & 0.9167 & 0.9167 & 1.0000 & 0.0000 & 5.6529 & 0.0000 & 0.0000 & 1.60 \\\\\n",
"\t 72.68 & 0 & 0 & 92.58944 & 5 & 180.167 & 72.069690 & 21.23693 & 4.265386 & 26.509130 & ... & 1 & 3 & 1.3242 & 1.3242 & 0.3333 & 22.9136 & 13.9752 & 78.1149 & 0.0000 & -0.30 \\\\\n",
"\t 53.01 & 0 & 0 & 333.10930 & 12 & 389.903 & 8.936826 & 142.71500 & 73.372970 & 0.000000 & ... & 1 & 5 & 0.9272 & 0.9272 & 0.2000 & 0.0000 & 2.4561 & 45.5920 & 38.3047 & -2.15 \\\\\n",
"\t 87.05 & 1 & 0 & 317.19470 & 11 & 415.562 & 113.613100 & 112.59450 & 25.916230 & 33.983940 & ... & 2 & 5 & 1.2593 & 1.2315 & 0.4000 & 35.3163 & 27.2831 & 32.0536 & 14.4806 & -1.06 \\\\\n",
"\t 64.43 & 0 & 0 & 267.14300 & 11 & 418.291 & 79.425320 & 35.81515 & 25.502310 & 6.699551 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 29.3531 & 1.5226 & 42.3641 & 4.9821 & -0.09 \\\\\n",
"\t 19.37 & 0 & 0 & 239.08210 & 12 & 266.368 & 42.508770 & 129.94240 & 11.190560 & 0.000000 & ... & 0 & 2 & 0.0000 & 0.0000 & 0.0000 & 6.5060 & 10.1542 & 0.0000 & 0.0000 & 0.53 \\\\\n",
"\t 12.47 & 1 & 0 & 228.09380 & 12 & 286.782 & 13.050520 & 126.25580 & 0.000000 & 0.000000 & ... & 0 & 2 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 11.1883 & 0.0000 & 11.7987 & 1.03 \\\\\n",
"\t 83.56 & 1 & 0 & 303.17710 & 12 & 443.369 & 139.283000 & 23.53547 & 4.265386 & 33.983940 & ... & 2 & 4 & 1.2573 & 1.2312 & 0.5000 & 53.4258 & 17.3810 & 32.0536 & 0.0000 & -2.00 \\\\\n",
"\t 81.65 & 0 & 0 & 231.25410 & 16 & 306.276 & 14.463440 & 56.24235 & 120.050900 & 0.000000 & ... & 1 & 5 & 0.8783 & 0.8783 & 0.2000 & 105.2087 & 3.2233 & 0.0000 & 11.1725 & -0.22 \\\\\n",
"\t 32.70 & 1 & 0 & 233.69200 & 6 & 250.362 & 51.282920 & 109.50990 & 13.192320 & 0.000000 & ... & 1 & 3 & 0.8717 & 0.8717 & 0.3333 & 0.0000 & 3.1150 & 0.0000 & 49.6928 & -0.02 \\\\\n",
"\t 3.24 & 0 & 0 & 343.24290 & 10 & 292.446 & 40.597020 & 104.67720 & 13.192320 & 0.000000 & ... & 0 & 1 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 4.6658 & 0.0000 & 0.0000 & 0.08 \\\\\n",
"\t 32.34 & 1 & 0 & 234.79200 & 6 & 261.389 & 75.116270 & 86.66676 & 0.000000 & 8.619013 & ... & 1 & 2 & 1.2276 & 1.2276 & 0.5000 & 0.0000 & 16.1765 & 54.3586 & 0.0000 & 0.25 \\\\\n",
"\t 37.30 & 0 & 0 & 124.25940 & 0 & 143.206 & 63.980790 & 14.70850 & 0.000000 & 0.000000 & ... & 1 & 2 & 0.9082 & 0.9082 & 0.5000 & 0.0000 & 0.0000 & 30.1014 & 15.9446 & -0.84 \\\\\n",
"\t 64.43 & 0 & 0 & 224.75310 & 10 & 319.385 & 74.423320 & 43.65297 & 29.686910 & 6.699551 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 26.6654 & 2.0261 & 40.4559 & 4.4697 & -0.25 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 12.03 | 1 | 0 | 167.06700 | 0 | 156.293 | 76.947490 | 43.44619 | 0.000000 | 0.000000 | ... | 1 | 1 | 0.9241 | 0.9241 | 1.0000 | 0.0000 | 6.0255 | 0.0000 | 0.0000 | 1.08 |\n",
"| 49.33 | 0 | 0 | 92.64243 | 6 | 151.165 | 38.243390 | 25.52006 | 0.000000 | 8.619013 | ... | 2 | 2 | 1.2685 | 1.0420 | 1.0000 | 0.0000 | 6.5681 | 32.0102 | 33.6135 | -0.40 |\n",
"| 50.53 | 1 | 0 | 295.16700 | 15 | 366.485 | 58.054730 | 124.74020 | 21.650840 | 8.619013 | ... | 1 | 4 | 1.2562 | 1.2562 | 0.2500 | 26.9733 | 10.8567 | 0.0000 | 27.5451 | 0.22 |\n",
"| 37.39 | 0 | 0 | 319.11220 | 15 | 382.552 | 62.239330 | 124.74020 | 13.192320 | 21.785640 | ... | 1 | 3 | 1.1962 | 1.1962 | 0.3333 | 21.7065 | 11.0017 | 0.0000 | 15.1316 | 0.14 |\n",
"| 37.39 | 1 | 0 | 299.65800 | 12 | 326.464 | 74.800640 | 118.04060 | 33.001900 | 0.000000 | ... | 1 | 3 | 1.2934 | 1.2934 | 0.3333 | 24.2061 | 10.8109 | 0.0000 | 15.1333 | 0.69 |\n",
"| 37.39 | 1 | 0 | 289.77770 | 11 | 332.492 | 74.800640 | 109.50990 | 13.192320 | 21.785640 | ... | 1 | 3 | 1.2021 | 1.2021 | 0.3333 | 25.5529 | 11.1218 | 0.0000 | 15.1333 | 0.44 |\n",
"| 52.57 | 1 | 0 | 218.98350 | 6 | 277.388 | 68.416720 | 97.55945 | 0.000000 | 8.619013 | ... | 2 | 3 | 1.2173 | 1.0155 | 0.6667 | 0.0000 | 11.1189 | 54.3645 | 29.7291 | -0.43 |\n",
"| 40.54 | 1 | 0 | 321.82410 | 12 | 421.330 | 73.389090 | 99.29238 | 9.020845 | 8.458519 | ... | 1 | 3 | 0.8619 | 0.8619 | 0.3333 | 0.0000 | 4.4417 | 30.6103 | 18.8192 | 1.38 |\n",
"| 15.27 | 1 | 0 | 304.65160 | 12 | 357.566 | 98.598770 | 72.39125 | 0.000000 | 0.000000 | ... | 1 | 1 | 0.9339 | 0.9339 | 1.0000 | 0.0000 | 6.7721 | 0.0000 | 0.0000 | 0.75 |\n",
"| 32.78 | 1 | 0 | 252.95690 | 6 | 251.350 | 85.558800 | 97.58976 | 7.411346 | 0.000000 | ... | 0 | 3 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 4.3804 | 23.1112 | 3.9461 | 0.88 |\n",
"| 64.16 | 0 | 0 | 280.43800 | 9 | 412.509 | 149.284300 | 95.57485 | 17.479360 | 6.699551 | ... | 0 | 5 | 0.0000 | 0.0000 | 0.0000 | 36.5567 | 5.5680 | 24.2643 | 27.6182 | 0.98 |\n",
"| 26.79 | 1 | 0 | 373.52830 | 12 | 411.614 | 88.091940 | 135.13780 | 52.769300 | 8.458519 | ... | 0 | 3 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 13.6002 | 17.6591 | 0.0000 | 0.83 |\n",
"| 41.46 | 0 | 0 | 185.28620 | 12 | 270.719 | 8.936826 | 56.05296 | 13.192320 | 8.619013 | ... | 1 | 2 | 1.2421 | 1.2421 | 0.5000 | 11.9628 | 5.7656 | 49.6203 | 0.0000 | 0.61 |\n",
"| 83.72 | 0 | 0 | 121.92400 | 11 | 204.237 | 44.546770 | 12.79616 | 11.190560 | 37.047600 | ... | 3 | 3 | 1.4549 | 1.2958 | 1.0000 | 68.9601 | 39.2666 | 0.0000 | 0.0000 | -1.17 |\n",
"| 83.85 | 0 | 0 | 209.53080 | 11 | 357.232 | 129.131900 | 28.02648 | 8.619013 | 19.809580 | ... | 2 | 4 | 1.3271 | 1.1014 | 0.5000 | 25.6341 | 15.4070 | 89.5176 | 0.0000 | -0.67 |\n",
"| 83.85 | 0 | 0 | 179.46220 | 11 | 278.336 | 126.879700 | 32.29187 | 8.619013 | 19.809580 | ... | 2 | 4 | 1.3275 | 1.1016 | 0.5000 | 25.6357 | 15.4070 | 89.5176 | 0.0000 | -0.66 |\n",
"| 83.85 | 0 | 0 | 262.92180 | 17 | 368.461 | 131.856900 | 51.56195 | 8.619013 | 19.809580 | ... | 2 | 4 | 1.3370 | 1.0947 | 0.5000 | 18.8411 | 14.6764 | 78.7703 | 0.0000 | -0.12 |\n",
"| 87.34 | 1 | 0 | 314.91220 | 16 | 415.538 | 115.110900 | 125.39060 | 30.269860 | 19.809580 | ... | 2 | 5 | 1.3375 | 1.0949 | 0.4000 | 0.0000 | 23.3469 | 78.7737 | 7.4357 | -0.73 |\n",
"| 87.34 | 1 | 0 | 221.26590 | 16 | 327.364 | 58.902470 | 123.18210 | 21.650840 | 28.428590 | ... | 2 | 5 | 1.0930 | 0.9701 | 0.4000 | 7.1296 | 20.6095 | 93.0297 | 4.9073 | -0.27 |\n",
"| 87.09 | 1 | 0 | 243.77400 | 17 | 338.391 | 77.856930 | 125.68850 | 13.192320 | 28.428590 | ... | 2 | 5 | 1.1464 | 1.0117 | 0.4000 | 21.4881 | 20.4656 | 89.6514 | 0.0000 | -0.28 |\n",
"| 41.57 | 1 | 0 | 313.18400 | 12 | 353.486 | 60.263260 | 122.30600 | 13.192320 | 8.619013 | ... | 1 | 3 | 1.4080 | 1.4080 | 0.3333 | 0.0000 | 9.4907 | 32.5912 | 15.1333 | -0.24 |\n",
"| 6.48 | 0 | 0 | 286.70850 | 12 | 281.423 | 69.415820 | 127.91590 | 0.000000 | 0.000000 | ... | 0 | 1 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 9.6105 | 0.0000 | 0.0000 | 1.17 |\n",
"| 9.72 | 0 | 0 | 357.27420 | 12 | 409.520 | 47.324380 | 137.34640 | 52.769300 | 0.000000 | ... | 0 | 2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 13.6000 | 0.0000 | 0.0000 | 1.38 |\n",
"| 38.77 | 0 | 0 | 317.15150 | 12 | 380.508 | 114.468900 | 107.42700 | 30.109360 | 8.458519 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 2.9591 | 27.6067 | 38.2986 | 0.89 |\n",
"| 77.05 | 0 | 0 | 223.75060 | 16 | 357.801 | 65.892550 | 54.64664 | 32.201860 | 12.949530 | ... | 0 | 5 | 0.0000 | 0.0000 | 0.0000 | 59.4528 | 1.8808 | 21.9324 | 13.1949 | -0.30 |\n",
"| 32.78 | 1 | 0 | 252.95690 | 6 | 251.350 | 85.558800 | 97.58976 | 7.411346 | 0.000000 | ... | 0 | 3 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 4.3804 | 23.1112 | 3.9461 | 0.88 |\n",
"| 166.75 | 1 | 0 | 450.76860 | 16 | 671.863 | 117.544500 | 108.51610 | 32.208150 | 46.241020 | ... | 6 | 7 | 1.5931 | 1.3557 | 0.8571 | 8.2330 | 26.0738 | 62.2338 | 14.6267 | 0.08 |\n",
"| 97.28 | 0 | 0 | 221.54210 | 16 | 373.800 | 61.627160 | 54.64664 | 32.201860 | 0.000000 | ... | 1 | 6 | 0.8415 | 0.8415 | 0.1667 | 52.4538 | 1.8808 | 21.9324 | 40.5716 | -1.34 |\n",
"| 21.26 | 1 | 0 | 194.19430 | 12 | 272.755 | 13.050520 | 90.22093 | 0.000000 | 0.000000 | ... | 1 | 2 | 0.9466 | 0.9466 | 0.5000 | 0.0000 | 19.2509 | 0.0000 | 11.8204 | 0.39 |\n",
"| 41.49 | 1 | 0 | 205.30960 | 12 | 282.363 | 36.502170 | 90.22093 | 0.000000 | 0.000000 | ... | 2 | 3 | 0.9466 | 0.9014 | 0.6667 | 0.0000 | 15.1032 | 0.0000 | 26.5173 | 0.52 |\n",
"| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |\n",
"| 36.42 | 1 | 0 | 186.29640 | 6 | 310.002 | 28.636860 | 25.59232 | 9.039493 | 17.238030 | ... | 2 | 1 | 1.4039 | 1.3534 | 2.0000 | 11.3976 | 8.5492 | 0.0000 | 0.0000 | 0.41 |\n",
"| 57.53 | 0 | 0 | 65.44252 | 6 | 136.106 | 0.000000 | 31.77004 | 0.000000 | 0.000000 | ... | 2 | 3 | 0.9224 | 0.8645 | 0.6667 | 0.0000 | 0.0000 | 35.8361 | 50.1493 | -1.10 |\n",
"| 135.00 | 1 | 0 | 171.86440 | 5 | 314.442 | 78.004730 | 21.64231 | 8.530772 | 94.244530 | ... | 6 | 4 | 1.5791 | 1.3176 | 1.5000 | 52.3030 | 53.6823 | 0.0000 | 0.0000 | -0.82 |\n",
"| 93.03 | 0 | 0 | 124.66460 | 5 | 236.231 | 17.061540 | 58.15469 | 50.354200 | 15.318560 | ... | 2 | 5 | 1.0009 | 0.9323 | 0.4000 | 57.1157 | 7.4561 | 51.0053 | 42.9693 | -1.30 |\n",
"| 92.79 | 1 | 0 | 277.14990 | 12 | 380.472 | 142.532700 | 55.75508 | 4.265386 | 33.983940 | ... | 2 | 5 | 1.2536 | 1.2298 | 0.4000 | 53.4199 | 17.3810 | 32.0536 | 9.3733 | -2.00 |\n",
"| 100.81 | 0 | 0 | 102.98770 | 11 | 234.307 | 23.139060 | 28.02648 | 17.238030 | 39.023660 | ... | 6 | 2 | 1.5820 | 1.4121 | 3.0000 | 30.8766 | 61.9793 | 0.0000 | 0.0000 | -1.15 |\n",
"| 135.00 | 1 | 0 | 161.67770 | 11 | 316.393 | 76.984160 | 28.02648 | 0.000000 | 81.052210 | ... | 6 | 4 | 1.5799 | 1.3119 | 1.5000 | 50.4879 | 50.7555 | 0.0000 | 0.0000 | -1.54 |\n",
"| 103.89 | 1 | 0 | 132.39610 | 11 | 276.344 | 54.682890 | 28.02648 | 0.000000 | 47.642680 | ... | 5 | 3 | 1.5804 | 1.3458 | 1.6667 | 31.4675 | 42.9190 | 30.2214 | 0.0000 | -1.57 |\n",
"| 87.34 | 1 | 0 | 231.45270 | 10 | 325.413 | 110.133800 | 106.12050 | 30.269860 | 19.809580 | ... | 2 | 5 | 1.3281 | 1.1018 | 0.4000 | 6.7970 | 25.3091 | 89.5176 | 14.4805 | -1.12 |\n",
"| 90.37 | 0 | 0 | 111.19150 | 0 | 211.221 | 33.807460 | 45.44854 | 20.586500 | 17.238030 | ... | 3 | 4 | 1.3981 | 1.2166 | 0.7500 | 21.9193 | 26.3906 | 24.3632 | 41.6460 | -0.72 |\n",
"| 41.93 | 0 | 0 | 214.95060 | 6 | 300.378 | 63.727210 | 100.41180 | 29.872860 | 0.000000 | ... | 1 | 4 | 0.8429 | 0.8429 | 0.2500 | 0.0000 | 7.7974 | 0.0000 | 41.5589 | 0.54 |\n",
"| 75.27 | 0 | 0 | 153.66790 | 0 | 238.287 | 55.450020 | 12.79616 | 0.000000 | 17.238030 | ... | 2 | 3 | 1.3622 | 1.3576 | 0.6667 | 0.0000 | 7.6330 | 107.6448 | 0.0000 | 0.20 |\n",
"| 58.20 | 0 | 0 | 137.85940 | 0 | 242.343 | 68.246180 | 13.16662 | 31.384510 | 17.238030 | ... | 2 | 2 | 1.1802 | 1.1790 | 1.0000 | 0.0000 | 5.3774 | 61.1740 | 0.0000 | -0.18 |\n",
"| 12.03 | 1 | 0 | 187.21860 | 12 | 222.311 | 36.653860 | 34.12309 | 7.411346 | 0.000000 | ... | 1 | 1 | 0.8369 | 0.8369 | 1.0000 | 0.0000 | 13.3151 | 0.0000 | 0.0000 | 1.11 |\n",
"| 41.57 | 1 | 0 | 261.34140 | 6 | 291.415 | 89.598560 | 100.97910 | 13.192320 | 8.619013 | ... | 1 | 3 | 1.4219 | 1.4219 | 0.3333 | 0.0000 | 9.4089 | 40.0660 | 15.1333 | -0.46 |\n",
"| 64.43 | 0 | 0 | 201.01990 | 11 | 303.293 | 48.831010 | 73.60896 | 34.523160 | 6.699551 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 26.6710 | 1.4254 | 51.6790 | 7.2770 | -0.29 |\n",
"| 12.03 | 0 | 0 | 259.91300 | 12 | 307.244 | 32.236780 | 74.93204 | 7.411346 | 0.000000 | ... | 1 | 1 | 0.9167 | 0.9167 | 1.0000 | 0.0000 | 5.6529 | 0.0000 | 0.0000 | 1.60 |\n",
"| 72.68 | 0 | 0 | 92.58944 | 5 | 180.167 | 72.069690 | 21.23693 | 4.265386 | 26.509130 | ... | 1 | 3 | 1.3242 | 1.3242 | 0.3333 | 22.9136 | 13.9752 | 78.1149 | 0.0000 | -0.30 |\n",
"| 53.01 | 0 | 0 | 333.10930 | 12 | 389.903 | 8.936826 | 142.71500 | 73.372970 | 0.000000 | ... | 1 | 5 | 0.9272 | 0.9272 | 0.2000 | 0.0000 | 2.4561 | 45.5920 | 38.3047 | -2.15 |\n",
"| 87.05 | 1 | 0 | 317.19470 | 11 | 415.562 | 113.613100 | 112.59450 | 25.916230 | 33.983940 | ... | 2 | 5 | 1.2593 | 1.2315 | 0.4000 | 35.3163 | 27.2831 | 32.0536 | 14.4806 | -1.06 |\n",
"| 64.43 | 0 | 0 | 267.14300 | 11 | 418.291 | 79.425320 | 35.81515 | 25.502310 | 6.699551 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 29.3531 | 1.5226 | 42.3641 | 4.9821 | -0.09 |\n",
"| 19.37 | 0 | 0 | 239.08210 | 12 | 266.368 | 42.508770 | 129.94240 | 11.190560 | 0.000000 | ... | 0 | 2 | 0.0000 | 0.0000 | 0.0000 | 6.5060 | 10.1542 | 0.0000 | 0.0000 | 0.53 |\n",
"| 12.47 | 1 | 0 | 228.09380 | 12 | 286.782 | 13.050520 | 126.25580 | 0.000000 | 0.000000 | ... | 0 | 2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 11.1883 | 0.0000 | 11.7987 | 1.03 |\n",
"| 83.56 | 1 | 0 | 303.17710 | 12 | 443.369 | 139.283000 | 23.53547 | 4.265386 | 33.983940 | ... | 2 | 4 | 1.2573 | 1.2312 | 0.5000 | 53.4258 | 17.3810 | 32.0536 | 0.0000 | -2.00 |\n",
"| 81.65 | 0 | 0 | 231.25410 | 16 | 306.276 | 14.463440 | 56.24235 | 120.050900 | 0.000000 | ... | 1 | 5 | 0.8783 | 0.8783 | 0.2000 | 105.2087 | 3.2233 | 0.0000 | 11.1725 | -0.22 |\n",
"| 32.70 | 1 | 0 | 233.69200 | 6 | 250.362 | 51.282920 | 109.50990 | 13.192320 | 0.000000 | ... | 1 | 3 | 0.8717 | 0.8717 | 0.3333 | 0.0000 | 3.1150 | 0.0000 | 49.6928 | -0.02 |\n",
"| 3.24 | 0 | 0 | 343.24290 | 10 | 292.446 | 40.597020 | 104.67720 | 13.192320 | 0.000000 | ... | 0 | 1 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 4.6658 | 0.0000 | 0.0000 | 0.08 |\n",
"| 32.34 | 1 | 0 | 234.79200 | 6 | 261.389 | 75.116270 | 86.66676 | 0.000000 | 8.619013 | ... | 1 | 2 | 1.2276 | 1.2276 | 0.5000 | 0.0000 | 16.1765 | 54.3586 | 0.0000 | 0.25 |\n",
"| 37.30 | 0 | 0 | 124.25940 | 0 | 143.206 | 63.980790 | 14.70850 | 0.000000 | 0.000000 | ... | 1 | 2 | 0.9082 | 0.9082 | 0.5000 | 0.0000 | 0.0000 | 30.1014 | 15.9446 | -0.84 |\n",
"| 64.43 | 0 | 0 | 224.75310 | 10 | 319.385 | 74.423320 | 43.65297 | 29.686910 | 6.699551 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 26.6654 | 2.0261 | 40.4559 | 4.4697 | -0.25 |\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0 peoe_vsa.1\n",
"1 12.03 1 0 167.06700 0 156.293 76.947490 43.44619 \n",
"2 49.33 0 0 92.64243 6 151.165 38.243390 25.52006 \n",
"3 50.53 1 0 295.16700 15 366.485 58.054730 124.74020 \n",
"4 37.39 0 0 319.11220 15 382.552 62.239330 124.74020 \n",
"5 37.39 1 0 299.65800 12 326.464 74.800640 118.04060 \n",
"6 37.39 1 0 289.77770 11 332.492 74.800640 109.50990 \n",
"7 52.57 1 0 218.98350 6 277.388 68.416720 97.55945 \n",
"8 40.54 1 0 321.82410 12 421.330 73.389090 99.29238 \n",
"9 15.27 1 0 304.65160 12 357.566 98.598770 72.39125 \n",
"10 32.78 1 0 252.95690 6 251.350 85.558800 97.58976 \n",
"11 64.16 0 0 280.43800 9 412.509 149.284300 95.57485 \n",
"12 26.79 1 0 373.52830 12 411.614 88.091940 135.13780 \n",
"13 41.46 0 0 185.28620 12 270.719 8.936826 56.05296 \n",
"14 83.72 0 0 121.92400 11 204.237 44.546770 12.79616 \n",
"15 83.85 0 0 209.53080 11 357.232 129.131900 28.02648 \n",
"16 83.85 0 0 179.46220 11 278.336 126.879700 32.29187 \n",
"17 83.85 0 0 262.92180 17 368.461 131.856900 51.56195 \n",
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"... ... ... ... ... ... ... ... ... \n",
"180 36.42 1 0 186.29640 6 310.002 28.636860 25.59232 \n",
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"190 41.93 0 0 214.95060 6 300.378 63.727210 100.41180 \n",
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"192 58.20 0 0 137.85940 0 242.343 68.246180 13.16662 \n",
"193 12.03 1 0 187.21860 12 222.311 36.653860 34.12309 \n",
"194 41.57 1 0 261.34140 6 291.415 89.598560 100.97910 \n",
"195 64.43 0 0 201.01990 11 303.293 48.831010 73.60896 \n",
"196 12.03 0 0 259.91300 12 307.244 32.236780 74.93204 \n",
"197 72.68 0 0 92.58944 5 180.167 72.069690 21.23693 \n",
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"201 19.37 0 0 239.08210 12 266.368 42.508770 129.94240 \n",
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"203 83.56 1 0 303.17710 12 443.369 139.283000 23.53547 \n",
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"208 37.30 0 0 124.25940 0 143.206 63.980790 14.70850 \n",
"209 64.43 0 0 224.75310 10 319.385 74.423320 43.65297 \n",
" peoe_vsa.2 peoe_vsa.3 ... ctdh ctaa mchg achg rdta n_sp2 n_sp3 \n",
"1 0.000000 0.000000 ... 1 1 0.9241 0.9241 1.0000 0.0000 6.0255\n",
"2 0.000000 8.619013 ... 2 2 1.2685 1.0420 1.0000 0.0000 6.5681\n",
"3 21.650840 8.619013 ... 1 4 1.2562 1.2562 0.2500 26.9733 10.8567\n",
"4 13.192320 21.785640 ... 1 3 1.1962 1.1962 0.3333 21.7065 11.0017\n",
"5 33.001900 0.000000 ... 1 3 1.2934 1.2934 0.3333 24.2061 10.8109\n",
"6 13.192320 21.785640 ... 1 3 1.2021 1.2021 0.3333 25.5529 11.1218\n",
"7 0.000000 8.619013 ... 2 3 1.2173 1.0155 0.6667 0.0000 11.1189\n",
"8 9.020845 8.458519 ... 1 3 0.8619 0.8619 0.3333 0.0000 4.4417\n",
"9 0.000000 0.000000 ... 1 1 0.9339 0.9339 1.0000 0.0000 6.7721\n",
"10 7.411346 0.000000 ... 0 3 0.0000 0.0000 0.0000 0.0000 4.3804\n",
"11 17.479360 6.699551 ... 0 5 0.0000 0.0000 0.0000 36.5567 5.5680\n",
"12 52.769300 8.458519 ... 0 3 0.0000 0.0000 0.0000 0.0000 13.6002\n",
"13 13.192320 8.619013 ... 1 2 1.2421 1.2421 0.5000 11.9628 5.7656\n",
"14 11.190560 37.047600 ... 3 3 1.4549 1.2958 1.0000 68.9601 39.2666\n",
"15 8.619013 19.809580 ... 2 4 1.3271 1.1014 0.5000 25.6341 15.4070\n",
"16 8.619013 19.809580 ... 2 4 1.3275 1.1016 0.5000 25.6357 15.4070\n",
"17 8.619013 19.809580 ... 2 4 1.3370 1.0947 0.5000 18.8411 14.6764\n",
"18 30.269860 19.809580 ... 2 5 1.3375 1.0949 0.4000 0.0000 23.3469\n",
"19 21.650840 28.428590 ... 2 5 1.0930 0.9701 0.4000 7.1296 20.6095\n",
"20 13.192320 28.428590 ... 2 5 1.1464 1.0117 0.4000 21.4881 20.4656\n",
"21 13.192320 8.619013 ... 1 3 1.4080 1.4080 0.3333 0.0000 9.4907\n",
"22 0.000000 0.000000 ... 0 1 0.0000 0.0000 0.0000 0.0000 9.6105\n",
"23 52.769300 0.000000 ... 0 2 0.0000 0.0000 0.0000 0.0000 13.6000\n",
"24 30.109360 8.458519 ... 0 4 0.0000 0.0000 0.0000 0.0000 2.9591\n",
"25 32.201860 12.949530 ... 0 5 0.0000 0.0000 0.0000 59.4528 1.8808\n",
"26 7.411346 0.000000 ... 0 3 0.0000 0.0000 0.0000 0.0000 4.3804\n",
"27 32.208150 46.241020 ... 6 7 1.5931 1.3557 0.8571 8.2330 26.0738\n",
"28 32.201860 0.000000 ... 1 6 0.8415 0.8415 0.1667 52.4538 1.8808\n",
"29 0.000000 0.000000 ... 1 2 0.9466 0.9466 0.5000 0.0000 19.2509\n",
"30 0.000000 0.000000 ... 2 3 0.9466 0.9014 0.6667 0.0000 15.1032\n",
"... ... ... ... ... ... ... ... ... ... \n",
"180 9.039493 17.238030 ... 2 1 1.4039 1.3534 2.0000 11.3976 8.5492\n",
"181 0.000000 0.000000 ... 2 3 0.9224 0.8645 0.6667 0.0000 0.0000\n",
"182 8.530772 94.244530 ... 6 4 1.5791 1.3176 1.5000 52.3030 53.6823\n",
"183 50.354200 15.318560 ... 2 5 1.0009 0.9323 0.4000 57.1157 7.4561\n",
"184 4.265386 33.983940 ... 2 5 1.2536 1.2298 0.4000 53.4199 17.3810\n",
"185 17.238030 39.023660 ... 6 2 1.5820 1.4121 3.0000 30.8766 61.9793\n",
"186 0.000000 81.052210 ... 6 4 1.5799 1.3119 1.5000 50.4879 50.7555\n",
"187 0.000000 47.642680 ... 5 3 1.5804 1.3458 1.6667 31.4675 42.9190\n",
"188 30.269860 19.809580 ... 2 5 1.3281 1.1018 0.4000 6.7970 25.3091\n",
"189 20.586500 17.238030 ... 3 4 1.3981 1.2166 0.7500 21.9193 26.3906\n",
"190 29.872860 0.000000 ... 1 4 0.8429 0.8429 0.2500 0.0000 7.7974\n",
"191 0.000000 17.238030 ... 2 3 1.3622 1.3576 0.6667 0.0000 7.6330\n",
"192 31.384510 17.238030 ... 2 2 1.1802 1.1790 1.0000 0.0000 5.3774\n",
"193 7.411346 0.000000 ... 1 1 0.8369 0.8369 1.0000 0.0000 13.3151\n",
"194 13.192320 8.619013 ... 1 3 1.4219 1.4219 0.3333 0.0000 9.4089\n",
"195 34.523160 6.699551 ... 0 4 0.0000 0.0000 0.0000 26.6710 1.4254\n",
"196 7.411346 0.000000 ... 1 1 0.9167 0.9167 1.0000 0.0000 5.6529\n",
"197 4.265386 26.509130 ... 1 3 1.3242 1.3242 0.3333 22.9136 13.9752\n",
"198 73.372970 0.000000 ... 1 5 0.9272 0.9272 0.2000 0.0000 2.4561\n",
"199 25.916230 33.983940 ... 2 5 1.2593 1.2315 0.4000 35.3163 27.2831\n",
"200 25.502310 6.699551 ... 0 4 0.0000 0.0000 0.0000 29.3531 1.5226\n",
"201 11.190560 0.000000 ... 0 2 0.0000 0.0000 0.0000 6.5060 10.1542\n",
"202 0.000000 0.000000 ... 0 2 0.0000 0.0000 0.0000 0.0000 11.1883\n",
"203 4.265386 33.983940 ... 2 4 1.2573 1.2312 0.5000 53.4258 17.3810\n",
"204 120.050900 0.000000 ... 1 5 0.8783 0.8783 0.2000 105.2087 3.2233\n",
"205 13.192320 0.000000 ... 1 3 0.8717 0.8717 0.3333 0.0000 3.1150\n",
"206 13.192320 0.000000 ... 0 1 0.0000 0.0000 0.0000 0.0000 4.6658\n",
"207 0.000000 8.619013 ... 1 2 1.2276 1.2276 0.5000 0.0000 16.1765\n",
"208 0.000000 0.000000 ... 1 2 0.9082 0.9082 0.5000 0.0000 0.0000\n",
"209 29.686910 6.699551 ... 0 4 0.0000 0.0000 0.0000 26.6654 2.0261\n",
" o_sp2 o_sp3 logBBB\n",
"1 0.0000 0.0000 1.08 \n",
"2 32.0102 33.6135 -0.40 \n",
"3 0.0000 27.5451 0.22 \n",
"4 0.0000 15.1316 0.14 \n",
"5 0.0000 15.1333 0.69 \n",
"6 0.0000 15.1333 0.44 \n",
"7 54.3645 29.7291 -0.43 \n",
"8 30.6103 18.8192 1.38 \n",
"9 0.0000 0.0000 0.75 \n",
"10 23.1112 3.9461 0.88 \n",
"11 24.2643 27.6182 0.98 \n",
"12 17.6591 0.0000 0.83 \n",
"13 49.6203 0.0000 0.61 \n",
"14 0.0000 0.0000 -1.17 \n",
"15 89.5176 0.0000 -0.67 \n",
"16 89.5176 0.0000 -0.66 \n",
"17 78.7703 0.0000 -0.12 \n",
"18 78.7737 7.4357 -0.73 \n",
"19 93.0297 4.9073 -0.27 \n",
"20 89.6514 0.0000 -0.28 \n",
"21 32.5912 15.1333 -0.24 \n",
"22 0.0000 0.0000 1.17 \n",
"23 0.0000 0.0000 1.38 \n",
"24 27.6067 38.2986 0.89 \n",
"25 21.9324 13.1949 -0.30 \n",
"26 23.1112 3.9461 0.88 \n",
"27 62.2338 14.6267 0.08 \n",
"28 21.9324 40.5716 -1.34 \n",
"29 0.0000 11.8204 0.39 \n",
"30 0.0000 26.5173 0.52 \n",
"... ... ... ... \n",
"180 0.0000 0.0000 0.41 \n",
"181 35.8361 50.1493 -1.10 \n",
"182 0.0000 0.0000 -0.82 \n",
"183 51.0053 42.9693 -1.30 \n",
"184 32.0536 9.3733 -2.00 \n",
"185 0.0000 0.0000 -1.15 \n",
"186 0.0000 0.0000 -1.54 \n",
"187 30.2214 0.0000 -1.57 \n",
"188 89.5176 14.4805 -1.12 \n",
"189 24.3632 41.6460 -0.72 \n",
"190 0.0000 41.5589 0.54 \n",
"191 107.6448 0.0000 0.20 \n",
"192 61.1740 0.0000 -0.18 \n",
"193 0.0000 0.0000 1.11 \n",
"194 40.0660 15.1333 -0.46 \n",
"195 51.6790 7.2770 -0.29 \n",
"196 0.0000 0.0000 1.60 \n",
"197 78.1149 0.0000 -0.30 \n",
"198 45.5920 38.3047 -2.15 \n",
"199 32.0536 14.4806 -1.06 \n",
"200 42.3641 4.9821 -0.09 \n",
"201 0.0000 0.0000 0.53 \n",
"202 0.0000 11.7987 1.03 \n",
"203 32.0536 0.0000 -2.00 \n",
"204 0.0000 11.1725 -0.22 \n",
"205 0.0000 49.6928 -0.02 \n",
"206 0.0000 0.0000 0.08 \n",
"207 54.3586 0.0000 0.25 \n",
"208 30.1014 15.9446 -0.84 \n",
"209 40.4559 4.4697 -0.25 "
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"<table>\n",
"<thead><tr><th scope=col>tpsa</th><th scope=col>nbasic</th><th scope=col>negative</th><th scope=col>vsa_hyd</th><th scope=col>a_aro</th><th scope=col>weight</th><th scope=col>peoe_vsa.0</th><th scope=col>peoe_vsa.1</th><th scope=col>peoe_vsa.2</th><th scope=col>peoe_vsa.3</th><th scope=col>...</th><th scope=col>ctdh</th><th scope=col>ctaa</th><th scope=col>mchg</th><th scope=col>achg</th><th scope=col>rdta</th><th scope=col>n_sp2</th><th scope=col>n_sp3</th><th scope=col>o_sp2</th><th scope=col>o_sp3</th><th scope=col>logBBB</th></tr></thead>\n",
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"\t<tr><td>12.03 </td><td>1 </td><td>0 </td><td>167.067 </td><td>0 </td><td>156.293 </td><td>76.94749</td><td>43.44619</td><td>0 </td><td>0 </td><td>... </td><td>1 </td><td>1 </td><td>0.9241 </td><td>0.9241 </td><td>1 </td><td>0 </td><td>6.0255 </td><td>0 </td><td>0 </td><td>1.08 </td></tr>\n",
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"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB\\\\\n",
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"\t 12.03 & 1 & 0 & 167.067 & 0 & 156.293 & 76.94749 & 43.44619 & 0 & 0 & ... & 1 & 1 & 0.9241 & 0.9241 & 1 & 0 & 6.0255 & 0 & 0 & 1.08 \\\\\n",
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"\n",
"| tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 12.03 | 1 | 0 | 167.067 | 0 | 156.293 | 76.94749 | 43.44619 | 0 | 0 | ... | 1 | 1 | 0.9241 | 0.9241 | 1 | 0 | 6.0255 | 0 | 0 | 1.08 |\n",
"\n"
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"text/plain": [
" tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0 peoe_vsa.1 peoe_vsa.2\n",
"1 12.03 1 0 167.067 0 156.293 76.94749 43.44619 0 \n",
" peoe_vsa.3 ... ctdh ctaa mchg achg rdta n_sp2 n_sp3 o_sp2 o_sp3 logBBB\n",
"1 0 ... 1 1 0.9241 0.9241 1 0 6.0255 0 0 1.08 "
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"</ol>\n"
],
"text/latex": [
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],
"text/markdown": [
"1. 12.03\n",
"2. 49.330002\n",
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"\n",
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],
"text/plain": [
" [1] 12.03000 49.33000 50.53000 37.39000 37.39000 37.39000 52.57000\n",
" [8] 40.54000 15.27000 32.78000 64.16000 26.79000 41.46000 83.72000\n",
" [15] 83.85000 83.85000 83.85000 87.34000 87.34000 87.09000 41.57000\n",
" [22] 6.48000 9.72000 38.77000 77.05000 32.78000 166.75000 97.28000\n",
" [29] 21.26000 41.49000 58.12000 117.51000 110.60000 55.56000 24.50000\n",
" [36] 32.70000 41.49000 36.42000 55.43000 39.68000 32.34000 75.27000\n",
" [43] 84.39000 33.29000 74.16000 33.29000 67.43000 33.29000 33.29000\n",
" [50] 42.52000 42.52000 42.52000 23.55000 29.95000 24.50000 40.62000\n",
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"123. 32.669998\n",
"124. 36.419998\n",
"125. 34.029999\n",
"126. 33.200001\n",
"127. 24.92\n",
"128. 75.269997\n",
"129. 40.619999\n",
"130. 55.84\n",
"131. 15.27\n",
"132. 3.24\n",
"133. 6.48\n",
"134. 6.48\n",
"135. 63.599998\n",
"136. 43.700001\n",
"137. 62.299999\n",
"138. 88.889999\n",
"139. 66.839996\n",
"140. 52.93\n",
"141. 75.269997\n",
"142. 75.269997\n",
"143. 40.540001\n",
"144. 73.099998\n",
"145. 41.490002\n",
"146. 55.84\n",
"147. 6.48\n",
"148. 68.529999\n",
"149. 43.779999\n",
"150. 16.129999\n",
"151. 24.92\n",
"152. 66.480003\n",
"153. 45.59\n",
"154. 37.299999\n",
"155. 24.92\n",
"156. 58.200001\n",
"157. 75.269997\n",
"158. 75.269997\n",
"159. 78.82\n",
"160. 61.82\n",
"161. 30.17\n",
"162. 72.68\n",
"163. 28.6\n",
"164. 36.419998\n",
"165. 36.419998\n",
"166. 36.419998\n",
"167. 30.18\n",
"168. 50.41\n",
"169. 50.41\n",
"170. 26.93\n",
"171. 61.689999\n",
"172. 72.68\n",
"173. 38.91\n",
"174. 16.129999\n",
"175. 50.720001\n",
"176. 36.419998\n",
"177. 83.580002\n",
"178. 70.589996\n",
"179. 35.939999\n",
"180. 36.419998\n",
"181. 57.529999\n",
"182. 135\n",
"183. 93.029999\n",
"184. 92.790001\n",
"185. 100.809998\n",
"186. 135\n",
"187. 103.889999\n",
"188. 87.339996\n",
"189. 90.370003\n",
"190. 41.93\n",
"191. 75.269997\n",
"192. 58.200001\n",
"193. 12.03\n",
"194. 41.57\n",
"195. 64.43\n",
"196. 12.03\n",
"197. 72.68\n",
"198. 53.009998\n",
"199. 87.050003\n",
"200. 64.43\n",
"201. 19.370001\n",
"202. 12.47\n",
"203. 83.559998\n",
"204. 81.650002\n",
"205. 32.700001\n",
"206. 3.24\n",
"207. 32.34\n",
"208. 37.299999\n",
"209. 64.43\n",
"\n",
"\n"
],
"text/plain": [
" [1] 12.03000 49.33000 50.53000 37.39000 37.39000 37.39000 52.57000\n",
" [8] 40.54000 15.27000 32.78000 64.16000 26.79000 41.46000 83.72000\n",
" [15] 83.85000 83.85000 83.85000 87.34000 87.34000 87.09000 41.57000\n",
" [22] 6.48000 9.72000 38.77000 77.05000 32.78000 166.75000 97.28000\n",
" [29] 21.26000 41.49000 58.12000 117.51000 110.60000 55.56000 24.50000\n",
" [36] 32.70000 41.49000 36.42000 55.43000 39.68000 32.34000 75.27000\n",
" [43] 84.39000 33.29000 74.16000 33.29000 67.43000 33.29000 33.29000\n",
" [50] 42.52000 42.52000 42.52000 23.55000 29.95000 24.50000 40.62000\n",
" [57] 118.03000 66.48000 89.75000 55.40000 98.54000 37.30000 101.90000\n",
" [64] 61.88000 70.67000 44.73000 46.18000 131.19000 75.81000 51.11000\n",
" [71] 46.18000 46.18000 46.18000 46.18000 46.18000 53.60000 83.56000\n",
" [78] 40.16000 38.91000 38.91000 64.63000 24.50000 59.32000 35.50000\n",
" [85] 52.05000 55.43000 91.48000 34.03000 29.26000 15.27000 29.26000\n",
" [92] 28.16000 69.26000 72.50000 12.03000 36.42000 72.42000 40.62000\n",
" [99] 49.41000 37.81000 36.42000 6.48000 74.79000 52.86543 43.07000\n",
"[106] 43.07000 84.58000 46.33000 133.08000 84.32000 23.55000 41.93000\n",
"[113] 36.42000 78.01000 58.86000 87.66000 36.42000 36.42000 36.42000\n",
"[120] 36.42000 36.42000 43.32000 32.67000 36.42000 34.03000 33.20000\n",
"[127] 24.92000 75.27000 40.62000 55.84000 15.27000 3.24000 6.48000\n",
"[134] 6.48000 63.60000 43.70000 62.30000 88.89000 66.84000 52.93000\n",
"[141] 75.27000 75.27000 40.54000 73.10000 41.49000 55.84000 6.48000\n",
"[148] 68.53000 43.78000 16.13000 24.92000 66.48000 45.59000 37.30000\n",
"[155] 24.92000 58.20000 75.27000 75.27000 78.82000 61.82000 30.17000\n",
"[162] 72.68000 28.60000 36.42000 36.42000 36.42000 30.18000 50.41000\n",
"[169] 50.41000 26.93000 61.69000 72.68000 38.91000 16.13000 50.72000\n",
"[176] 36.42000 83.58000 70.59000 35.94000 36.42000 57.53000 135.00000\n",
"[183] 93.03000 92.79000 100.81000 135.00000 103.89000 87.34000 90.37000\n",
"[190] 41.93000 75.27000 58.20000 12.03000 41.57000 64.43000 12.03000\n",
"[197] 72.68000 53.01000 87.05000 64.43000 19.37000 12.47000 83.56000\n",
"[204] 81.65000 32.70000 3.24000 32.34000 37.30000 64.43000"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Options to print/show just values from specific column - in our case its column nr 1\n",
"raw_data[,1]\n",
"raw_data$tpsa\n",
"raw_data[,\"tpsa\"]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>tpsa</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td> 12.03</td></tr>\n",
"\t<tr><td> 49.33</td></tr>\n",
"\t<tr><td> 50.53</td></tr>\n",
"\t<tr><td> 37.39</td></tr>\n",
"\t<tr><td> 37.39</td></tr>\n",
"\t<tr><td> 37.39</td></tr>\n",
"\t<tr><td> 52.57</td></tr>\n",
"\t<tr><td> 40.54</td></tr>\n",
"\t<tr><td> 15.27</td></tr>\n",
"\t<tr><td> 32.78</td></tr>\n",
"\t<tr><td> 64.16</td></tr>\n",
"\t<tr><td> 26.79</td></tr>\n",
"\t<tr><td> 41.46</td></tr>\n",
"\t<tr><td> 83.72</td></tr>\n",
"\t<tr><td> 83.85</td></tr>\n",
"\t<tr><td> 83.85</td></tr>\n",
"\t<tr><td> 83.85</td></tr>\n",
"\t<tr><td> 87.34</td></tr>\n",
"\t<tr><td> 87.34</td></tr>\n",
"\t<tr><td> 87.09</td></tr>\n",
"\t<tr><td> 41.57</td></tr>\n",
"\t<tr><td> 6.48</td></tr>\n",
"\t<tr><td> 9.72</td></tr>\n",
"\t<tr><td> 38.77</td></tr>\n",
"\t<tr><td> 77.05</td></tr>\n",
"\t<tr><td> 32.78</td></tr>\n",
"\t<tr><td>166.75</td></tr>\n",
"\t<tr><td> 97.28</td></tr>\n",
"\t<tr><td> 21.26</td></tr>\n",
"\t<tr><td> 41.49</td></tr>\n",
"\t<tr><td>...</td></tr>\n",
"\t<tr><td> 36.42</td></tr>\n",
"\t<tr><td> 57.53</td></tr>\n",
"\t<tr><td>135.00</td></tr>\n",
"\t<tr><td> 93.03</td></tr>\n",
"\t<tr><td> 92.79</td></tr>\n",
"\t<tr><td>100.81</td></tr>\n",
"\t<tr><td>135.00</td></tr>\n",
"\t<tr><td>103.89</td></tr>\n",
"\t<tr><td> 87.34</td></tr>\n",
"\t<tr><td> 90.37</td></tr>\n",
"\t<tr><td> 41.93</td></tr>\n",
"\t<tr><td> 75.27</td></tr>\n",
"\t<tr><td> 58.20</td></tr>\n",
"\t<tr><td> 12.03</td></tr>\n",
"\t<tr><td> 41.57</td></tr>\n",
"\t<tr><td> 64.43</td></tr>\n",
"\t<tr><td> 12.03</td></tr>\n",
"\t<tr><td> 72.68</td></tr>\n",
"\t<tr><td> 53.01</td></tr>\n",
"\t<tr><td> 87.05</td></tr>\n",
"\t<tr><td> 64.43</td></tr>\n",
"\t<tr><td> 19.37</td></tr>\n",
"\t<tr><td> 12.47</td></tr>\n",
"\t<tr><td> 83.56</td></tr>\n",
"\t<tr><td> 81.65</td></tr>\n",
"\t<tr><td> 32.70</td></tr>\n",
"\t<tr><td> 3.24</td></tr>\n",
"\t<tr><td> 32.34</td></tr>\n",
"\t<tr><td> 37.30</td></tr>\n",
"\t<tr><td> 64.43</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|l}\n",
" tpsa\\\\\n",
"\\hline\n",
"\t 12.03\\\\\n",
"\t 49.33\\\\\n",
"\t 50.53\\\\\n",
"\t 37.39\\\\\n",
"\t 37.39\\\\\n",
"\t 37.39\\\\\n",
"\t 52.57\\\\\n",
"\t 40.54\\\\\n",
"\t 15.27\\\\\n",
"\t 32.78\\\\\n",
"\t 64.16\\\\\n",
"\t 26.79\\\\\n",
"\t 41.46\\\\\n",
"\t 83.72\\\\\n",
"\t 83.85\\\\\n",
"\t 83.85\\\\\n",
"\t 83.85\\\\\n",
"\t 87.34\\\\\n",
"\t 87.34\\\\\n",
"\t 87.09\\\\\n",
"\t 41.57\\\\\n",
"\t 6.48\\\\\n",
"\t 9.72\\\\\n",
"\t 38.77\\\\\n",
"\t 77.05\\\\\n",
"\t 32.78\\\\\n",
"\t 166.75\\\\\n",
"\t 97.28\\\\\n",
"\t 21.26\\\\\n",
"\t 41.49\\\\\n",
"\t ...\\\\\n",
"\t 36.42\\\\\n",
"\t 57.53\\\\\n",
"\t 135.00\\\\\n",
"\t 93.03\\\\\n",
"\t 92.79\\\\\n",
"\t 100.81\\\\\n",
"\t 135.00\\\\\n",
"\t 103.89\\\\\n",
"\t 87.34\\\\\n",
"\t 90.37\\\\\n",
"\t 41.93\\\\\n",
"\t 75.27\\\\\n",
"\t 58.20\\\\\n",
"\t 12.03\\\\\n",
"\t 41.57\\\\\n",
"\t 64.43\\\\\n",
"\t 12.03\\\\\n",
"\t 72.68\\\\\n",
"\t 53.01\\\\\n",
"\t 87.05\\\\\n",
"\t 64.43\\\\\n",
"\t 19.37\\\\\n",
"\t 12.47\\\\\n",
"\t 83.56\\\\\n",
"\t 81.65\\\\\n",
"\t 32.70\\\\\n",
"\t 3.24\\\\\n",
"\t 32.34\\\\\n",
"\t 37.30\\\\\n",
"\t 64.43\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| tpsa |\n",
"|---|\n",
"| 12.03 |\n",
"| 49.33 |\n",
"| 50.53 |\n",
"| 37.39 |\n",
"| 37.39 |\n",
"| 37.39 |\n",
"| 52.57 |\n",
"| 40.54 |\n",
"| 15.27 |\n",
"| 32.78 |\n",
"| 64.16 |\n",
"| 26.79 |\n",
"| 41.46 |\n",
"| 83.72 |\n",
"| 83.85 |\n",
"| 83.85 |\n",
"| 83.85 |\n",
"| 87.34 |\n",
"| 87.34 |\n",
"| 87.09 |\n",
"| 41.57 |\n",
"| 6.48 |\n",
"| 9.72 |\n",
"| 38.77 |\n",
"| 77.05 |\n",
"| 32.78 |\n",
"| 166.75 |\n",
"| 97.28 |\n",
"| 21.26 |\n",
"| 41.49 |\n",
"| ... |\n",
"| 36.42 |\n",
"| 57.53 |\n",
"| 135.00 |\n",
"| 93.03 |\n",
"| 92.79 |\n",
"| 100.81 |\n",
"| 135.00 |\n",
"| 103.89 |\n",
"| 87.34 |\n",
"| 90.37 |\n",
"| 41.93 |\n",
"| 75.27 |\n",
"| 58.20 |\n",
"| 12.03 |\n",
"| 41.57 |\n",
"| 64.43 |\n",
"| 12.03 |\n",
"| 72.68 |\n",
"| 53.01 |\n",
"| 87.05 |\n",
"| 64.43 |\n",
"| 19.37 |\n",
"| 12.47 |\n",
"| 83.56 |\n",
"| 81.65 |\n",
"| 32.70 |\n",
"| 3.24 |\n",
"| 32.34 |\n",
"| 37.30 |\n",
"| 64.43 |\n",
"\n"
],
"text/plain": [
" tpsa \n",
"1 12.03\n",
"2 49.33\n",
"3 50.53\n",
"4 37.39\n",
"5 37.39\n",
"6 37.39\n",
"7 52.57\n",
"8 40.54\n",
"9 15.27\n",
"10 32.78\n",
"11 64.16\n",
"12 26.79\n",
"13 41.46\n",
"14 83.72\n",
"15 83.85\n",
"16 83.85\n",
"17 83.85\n",
"18 87.34\n",
"19 87.34\n",
"20 87.09\n",
"21 41.57\n",
"22 6.48\n",
"23 9.72\n",
"24 38.77\n",
"25 77.05\n",
"26 32.78\n",
"27 166.75\n",
"28 97.28\n",
"29 21.26\n",
"30 41.49\n",
"... ... \n",
"180 36.42\n",
"181 57.53\n",
"182 135.00\n",
"183 93.03\n",
"184 92.79\n",
"185 100.81\n",
"186 135.00\n",
"187 103.89\n",
"188 87.34\n",
"189 90.37\n",
"190 41.93\n",
"191 75.27\n",
"192 58.20\n",
"193 12.03\n",
"194 41.57\n",
"195 64.43\n",
"196 12.03\n",
"197 72.68\n",
"198 53.01\n",
"199 87.05\n",
"200 64.43\n",
"201 19.37\n",
"202 12.47\n",
"203 83.56\n",
"204 81.65\n",
"205 32.70\n",
"206 3.24\n",
"207 32.34\n",
"208 37.30\n",
"209 64.43"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raw_data[1]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>tpsa</th><th scope=col>nbasic</th><th scope=col>negative</th><th scope=col>vsa_hyd</th><th scope=col>a_aro</th><th scope=col>weight</th><th scope=col>peoe_vsa.0</th><th scope=col>peoe_vsa.1</th><th scope=col>peoe_vsa.2</th><th scope=col>peoe_vsa.3</th><th scope=col>...</th><th scope=col>ctdh</th><th scope=col>ctaa</th><th scope=col>mchg</th><th scope=col>achg</th><th scope=col>rdta</th><th scope=col>n_sp2</th><th scope=col>n_sp3</th><th scope=col>o_sp2</th><th scope=col>o_sp3</th><th scope=col>logBBB</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>32</th><td>117.51 </td><td> 0 </td><td> 0 </td><td>214.1921 </td><td>16 </td><td>389.799 </td><td> 48.831010</td><td> 78.12871 </td><td>32.201860 </td><td> 0.00000 </td><td>... </td><td> 2 </td><td> 7 </td><td>0.8613 </td><td>0.8424 </td><td>0.2857 </td><td>52.4516 </td><td> 1.8808 </td><td>21.9324 </td><td>62.8072 </td><td>-1.82 </td></tr>\n",
"\t<tr><th scope=row>38</th><td> 36.42 </td><td> 1 </td><td> 0 </td><td>119.6415 </td><td> 6 </td><td>162.216 </td><td> 50.894460</td><td> 38.38847 </td><td> 0.000000 </td><td>17.23803 </td><td>... </td><td> 2 </td><td> 1 </td><td>1.4176 </td><td>1.3658 </td><td>2.0000 </td><td>18.9187 </td><td>14.8208 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.89 </td></tr>\n",
"\t<tr><th scope=row>NA</th><td> NA </td><td>NA </td><td>NA </td><td> NA </td><td>NA </td><td> NA </td><td> NA</td><td> NA </td><td> NA </td><td> NA </td><td>... </td><td>NA </td><td>NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td></tr>\n",
"\t<tr><th scope=row>144</th><td> 73.10 </td><td> 1 </td><td> 0 </td><td>247.9213 </td><td> 6 </td><td>343.273 </td><td> 81.256290</td><td> 30.17308 </td><td> 8.530772 </td><td>55.22087 </td><td>... </td><td> 2 </td><td> 3 </td><td>1.4174 </td><td>1.2166 </td><td>0.6667 </td><td>36.0816 </td><td>14.6783 </td><td> 0.0000 </td><td> 0.0000 </td><td>-2.15 </td></tr>\n",
"\t<tr><th scope=row>184</th><td> 92.79 </td><td> 1 </td><td> 0 </td><td>277.1499 </td><td>12 </td><td>380.472 </td><td>142.532700</td><td> 55.75508 </td><td> 4.265386 </td><td>33.98394 </td><td>... </td><td> 2 </td><td> 5 </td><td>1.2536 </td><td>1.2298 </td><td>0.4000 </td><td>53.4199 </td><td>17.3810 </td><td>32.0536 </td><td> 9.3733 </td><td>-2.00 </td></tr>\n",
"\t<tr><th scope=row>186</th><td>135.00 </td><td> 1 </td><td> 0 </td><td>161.6777 </td><td>11 </td><td>316.393 </td><td> 76.984160</td><td> 28.02648 </td><td> 0.000000 </td><td>81.05221 </td><td>... </td><td> 6 </td><td> 4 </td><td>1.5799 </td><td>1.3119 </td><td>1.5000 </td><td>50.4879 </td><td>50.7555 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.54 </td></tr>\n",
"\t<tr><th scope=row>187</th><td>103.89 </td><td> 1 </td><td> 0 </td><td>132.3961 </td><td>11 </td><td>276.344 </td><td> 54.682890</td><td> 28.02648 </td><td> 0.000000 </td><td>47.64268 </td><td>... </td><td> 5 </td><td> 3 </td><td>1.5804 </td><td>1.3458 </td><td>1.6667 </td><td>31.4675 </td><td>42.9190 </td><td>30.2214 </td><td> 0.0000 </td><td>-1.57 </td></tr>\n",
"\t<tr><th scope=row>198</th><td> 53.01 </td><td> 0 </td><td> 0 </td><td>333.1093 </td><td>12 </td><td>389.903 </td><td> 8.936826</td><td>142.71500 </td><td>73.372970 </td><td> 0.00000 </td><td>... </td><td> 1 </td><td> 5 </td><td>0.9272 </td><td>0.9272 </td><td>0.2000 </td><td> 0.0000 </td><td> 2.4561 </td><td>45.5920 </td><td>38.3047 </td><td>-2.15 </td></tr>\n",
"\t<tr><th scope=row>203</th><td> 83.56 </td><td> 1 </td><td> 0 </td><td>303.1771 </td><td>12 </td><td>443.369 </td><td>139.283000</td><td> 23.53547 </td><td> 4.265386 </td><td>33.98394 </td><td>... </td><td> 2 </td><td> 4 </td><td>1.2573 </td><td>1.2312 </td><td>0.5000 </td><td>53.4258 </td><td>17.3810 </td><td>32.0536 </td><td> 0.0000 </td><td>-2.00 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" & tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB\\\\\n",
"\\hline\n",
"\t32 & 117.51 & 0 & 0 & 214.1921 & 16 & 389.799 & 48.831010 & 78.12871 & 32.201860 & 0.00000 & ... & 2 & 7 & 0.8613 & 0.8424 & 0.2857 & 52.4516 & 1.8808 & 21.9324 & 62.8072 & -1.82 \\\\\n",
"\t38 & 36.42 & 1 & 0 & 119.6415 & 6 & 162.216 & 50.894460 & 38.38847 & 0.000000 & 17.23803 & ... & 2 & 1 & 1.4176 & 1.3658 & 2.0000 & 18.9187 & 14.8208 & 0.0000 & 0.0000 & -1.89 \\\\\n",
"\tNA & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA & ... & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA \\\\\n",
"\t144 & 73.10 & 1 & 0 & 247.9213 & 6 & 343.273 & 81.256290 & 30.17308 & 8.530772 & 55.22087 & ... & 2 & 3 & 1.4174 & 1.2166 & 0.6667 & 36.0816 & 14.6783 & 0.0000 & 0.0000 & -2.15 \\\\\n",
"\t184 & 92.79 & 1 & 0 & 277.1499 & 12 & 380.472 & 142.532700 & 55.75508 & 4.265386 & 33.98394 & ... & 2 & 5 & 1.2536 & 1.2298 & 0.4000 & 53.4199 & 17.3810 & 32.0536 & 9.3733 & -2.00 \\\\\n",
"\t186 & 135.00 & 1 & 0 & 161.6777 & 11 & 316.393 & 76.984160 & 28.02648 & 0.000000 & 81.05221 & ... & 6 & 4 & 1.5799 & 1.3119 & 1.5000 & 50.4879 & 50.7555 & 0.0000 & 0.0000 & -1.54 \\\\\n",
"\t187 & 103.89 & 1 & 0 & 132.3961 & 11 & 276.344 & 54.682890 & 28.02648 & 0.000000 & 47.64268 & ... & 5 & 3 & 1.5804 & 1.3458 & 1.6667 & 31.4675 & 42.9190 & 30.2214 & 0.0000 & -1.57 \\\\\n",
"\t198 & 53.01 & 0 & 0 & 333.1093 & 12 & 389.903 & 8.936826 & 142.71500 & 73.372970 & 0.00000 & ... & 1 & 5 & 0.9272 & 0.9272 & 0.2000 & 0.0000 & 2.4561 & 45.5920 & 38.3047 & -2.15 \\\\\n",
"\t203 & 83.56 & 1 & 0 & 303.1771 & 12 & 443.369 & 139.283000 & 23.53547 & 4.265386 & 33.98394 & ... & 2 & 4 & 1.2573 & 1.2312 & 0.5000 & 53.4258 & 17.3810 & 32.0536 & 0.0000 & -2.00 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| <!--/--> | tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 32 | 117.51 | 0 | 0 | 214.1921 | 16 | 389.799 | 48.831010 | 78.12871 | 32.201860 | 0.00000 | ... | 2 | 7 | 0.8613 | 0.8424 | 0.2857 | 52.4516 | 1.8808 | 21.9324 | 62.8072 | -1.82 |\n",
"| 38 | 36.42 | 1 | 0 | 119.6415 | 6 | 162.216 | 50.894460 | 38.38847 | 0.000000 | 17.23803 | ... | 2 | 1 | 1.4176 | 1.3658 | 2.0000 | 18.9187 | 14.8208 | 0.0000 | 0.0000 | -1.89 |\n",
"| NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | ... | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
"| 144 | 73.10 | 1 | 0 | 247.9213 | 6 | 343.273 | 81.256290 | 30.17308 | 8.530772 | 55.22087 | ... | 2 | 3 | 1.4174 | 1.2166 | 0.6667 | 36.0816 | 14.6783 | 0.0000 | 0.0000 | -2.15 |\n",
"| 184 | 92.79 | 1 | 0 | 277.1499 | 12 | 380.472 | 142.532700 | 55.75508 | 4.265386 | 33.98394 | ... | 2 | 5 | 1.2536 | 1.2298 | 0.4000 | 53.4199 | 17.3810 | 32.0536 | 9.3733 | -2.00 |\n",
"| 186 | 135.00 | 1 | 0 | 161.6777 | 11 | 316.393 | 76.984160 | 28.02648 | 0.000000 | 81.05221 | ... | 6 | 4 | 1.5799 | 1.3119 | 1.5000 | 50.4879 | 50.7555 | 0.0000 | 0.0000 | -1.54 |\n",
"| 187 | 103.89 | 1 | 0 | 132.3961 | 11 | 276.344 | 54.682890 | 28.02648 | 0.000000 | 47.64268 | ... | 5 | 3 | 1.5804 | 1.3458 | 1.6667 | 31.4675 | 42.9190 | 30.2214 | 0.0000 | -1.57 |\n",
"| 198 | 53.01 | 0 | 0 | 333.1093 | 12 | 389.903 | 8.936826 | 142.71500 | 73.372970 | 0.00000 | ... | 1 | 5 | 0.9272 | 0.9272 | 0.2000 | 0.0000 | 2.4561 | 45.5920 | 38.3047 | -2.15 |\n",
"| 203 | 83.56 | 1 | 0 | 303.1771 | 12 | 443.369 | 139.283000 | 23.53547 | 4.265386 | 33.98394 | ... | 2 | 4 | 1.2573 | 1.2312 | 0.5000 | 53.4258 | 17.3810 | 32.0536 | 0.0000 | -2.00 |\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0 peoe_vsa.1\n",
"32 117.51 0 0 214.1921 16 389.799 48.831010 78.12871 \n",
"38 36.42 1 0 119.6415 6 162.216 50.894460 38.38847 \n",
"NA NA NA NA NA NA NA NA NA \n",
"144 73.10 1 0 247.9213 6 343.273 81.256290 30.17308 \n",
"184 92.79 1 0 277.1499 12 380.472 142.532700 55.75508 \n",
"186 135.00 1 0 161.6777 11 316.393 76.984160 28.02648 \n",
"187 103.89 1 0 132.3961 11 276.344 54.682890 28.02648 \n",
"198 53.01 0 0 333.1093 12 389.903 8.936826 142.71500 \n",
"203 83.56 1 0 303.1771 12 443.369 139.283000 23.53547 \n",
" peoe_vsa.2 peoe_vsa.3 ... ctdh ctaa mchg achg rdta n_sp2 n_sp3 \n",
"32 32.201860 0.00000 ... 2 7 0.8613 0.8424 0.2857 52.4516 1.8808\n",
"38 0.000000 17.23803 ... 2 1 1.4176 1.3658 2.0000 18.9187 14.8208\n",
"NA NA NA ... NA NA NA NA NA NA NA\n",
"144 8.530772 55.22087 ... 2 3 1.4174 1.2166 0.6667 36.0816 14.6783\n",
"184 4.265386 33.98394 ... 2 5 1.2536 1.2298 0.4000 53.4199 17.3810\n",
"186 0.000000 81.05221 ... 6 4 1.5799 1.3119 1.5000 50.4879 50.7555\n",
"187 0.000000 47.64268 ... 5 3 1.5804 1.3458 1.6667 31.4675 42.9190\n",
"198 73.372970 0.00000 ... 1 5 0.9272 0.9272 0.2000 0.0000 2.4561\n",
"203 4.265386 33.98394 ... 2 4 1.2573 1.2312 0.5000 53.4258 17.3810\n",
" o_sp2 o_sp3 logBBB\n",
"32 21.9324 62.8072 -1.82 \n",
"38 0.0000 0.0000 -1.89 \n",
"NA NA NA NA \n",
"144 0.0000 0.0000 -2.15 \n",
"184 32.0536 9.3733 -2.00 \n",
"186 0.0000 0.0000 -1.54 \n",
"187 30.2214 0.0000 -1.57 \n",
"198 45.5920 38.3047 -2.15 \n",
"203 32.0536 0.0000 -2.00 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>tpsa</th><th scope=col>nbasic</th><th scope=col>negative</th><th scope=col>vsa_hyd</th><th scope=col>a_aro</th><th scope=col>weight</th><th scope=col>peoe_vsa.0</th><th scope=col>peoe_vsa.1</th><th scope=col>peoe_vsa.2</th><th scope=col>peoe_vsa.3</th><th scope=col>...</th><th scope=col>ctdh</th><th scope=col>ctaa</th><th scope=col>mchg</th><th scope=col>achg</th><th scope=col>rdta</th><th scope=col>n_sp2</th><th scope=col>n_sp3</th><th scope=col>o_sp2</th><th scope=col>o_sp3</th><th scope=col>logBBB</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>32</th><td>117.51 </td><td> 0 </td><td> 0 </td><td>214.1921 </td><td>16 </td><td>389.799 </td><td> 48.831010</td><td> 78.12871 </td><td>32.201860 </td><td> 0.00000 </td><td>... </td><td> 2 </td><td> 7 </td><td>0.8613 </td><td>0.8424 </td><td>0.2857 </td><td>52.4516 </td><td> 1.8808 </td><td>21.9324 </td><td>62.8072 </td><td>-1.82 </td></tr>\n",
"\t<tr><th scope=row>38</th><td> 36.42 </td><td> 1 </td><td> 0 </td><td>119.6415 </td><td> 6 </td><td>162.216 </td><td> 50.894460</td><td> 38.38847 </td><td> 0.000000 </td><td>17.23803 </td><td>... </td><td> 2 </td><td> 1 </td><td>1.4176 </td><td>1.3658 </td><td>2.0000 </td><td>18.9187 </td><td>14.8208 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.89 </td></tr>\n",
"\t<tr><th scope=row>NA</th><td> NA </td><td>NA </td><td>NA </td><td> NA </td><td>NA </td><td> NA </td><td> NA</td><td> NA </td><td> NA </td><td> NA </td><td>... </td><td>NA </td><td>NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td><td> NA </td></tr>\n",
"\t<tr><th scope=row>144</th><td> 73.10 </td><td> 1 </td><td> 0 </td><td>247.9213 </td><td> 6 </td><td>343.273 </td><td> 81.256290</td><td> 30.17308 </td><td> 8.530772 </td><td>55.22087 </td><td>... </td><td> 2 </td><td> 3 </td><td>1.4174 </td><td>1.2166 </td><td>0.6667 </td><td>36.0816 </td><td>14.6783 </td><td> 0.0000 </td><td> 0.0000 </td><td>-2.15 </td></tr>\n",
"\t<tr><th scope=row>184</th><td> 92.79 </td><td> 1 </td><td> 0 </td><td>277.1499 </td><td>12 </td><td>380.472 </td><td>142.532700</td><td> 55.75508 </td><td> 4.265386 </td><td>33.98394 </td><td>... </td><td> 2 </td><td> 5 </td><td>1.2536 </td><td>1.2298 </td><td>0.4000 </td><td>53.4199 </td><td>17.3810 </td><td>32.0536 </td><td> 9.3733 </td><td>-2.00 </td></tr>\n",
"\t<tr><th scope=row>186</th><td>135.00 </td><td> 1 </td><td> 0 </td><td>161.6777 </td><td>11 </td><td>316.393 </td><td> 76.984160</td><td> 28.02648 </td><td> 0.000000 </td><td>81.05221 </td><td>... </td><td> 6 </td><td> 4 </td><td>1.5799 </td><td>1.3119 </td><td>1.5000 </td><td>50.4879 </td><td>50.7555 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.54 </td></tr>\n",
"\t<tr><th scope=row>187</th><td>103.89 </td><td> 1 </td><td> 0 </td><td>132.3961 </td><td>11 </td><td>276.344 </td><td> 54.682890</td><td> 28.02648 </td><td> 0.000000 </td><td>47.64268 </td><td>... </td><td> 5 </td><td> 3 </td><td>1.5804 </td><td>1.3458 </td><td>1.6667 </td><td>31.4675 </td><td>42.9190 </td><td>30.2214 </td><td> 0.0000 </td><td>-1.57 </td></tr>\n",
"\t<tr><th scope=row>198</th><td> 53.01 </td><td> 0 </td><td> 0 </td><td>333.1093 </td><td>12 </td><td>389.903 </td><td> 8.936826</td><td>142.71500 </td><td>73.372970 </td><td> 0.00000 </td><td>... </td><td> 1 </td><td> 5 </td><td>0.9272 </td><td>0.9272 </td><td>0.2000 </td><td> 0.0000 </td><td> 2.4561 </td><td>45.5920 </td><td>38.3047 </td><td>-2.15 </td></tr>\n",
"\t<tr><th scope=row>203</th><td> 83.56 </td><td> 1 </td><td> 0 </td><td>303.1771 </td><td>12 </td><td>443.369 </td><td>139.283000</td><td> 23.53547 </td><td> 4.265386 </td><td>33.98394 </td><td>... </td><td> 2 </td><td> 4 </td><td>1.2573 </td><td>1.2312 </td><td>0.5000 </td><td>53.4258 </td><td>17.3810 </td><td>32.0536 </td><td> 0.0000 </td><td>-2.00 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" & tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB\\\\\n",
"\\hline\n",
"\t32 & 117.51 & 0 & 0 & 214.1921 & 16 & 389.799 & 48.831010 & 78.12871 & 32.201860 & 0.00000 & ... & 2 & 7 & 0.8613 & 0.8424 & 0.2857 & 52.4516 & 1.8808 & 21.9324 & 62.8072 & -1.82 \\\\\n",
"\t38 & 36.42 & 1 & 0 & 119.6415 & 6 & 162.216 & 50.894460 & 38.38847 & 0.000000 & 17.23803 & ... & 2 & 1 & 1.4176 & 1.3658 & 2.0000 & 18.9187 & 14.8208 & 0.0000 & 0.0000 & -1.89 \\\\\n",
"\tNA & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA & ... & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA \\\\\n",
"\t144 & 73.10 & 1 & 0 & 247.9213 & 6 & 343.273 & 81.256290 & 30.17308 & 8.530772 & 55.22087 & ... & 2 & 3 & 1.4174 & 1.2166 & 0.6667 & 36.0816 & 14.6783 & 0.0000 & 0.0000 & -2.15 \\\\\n",
"\t184 & 92.79 & 1 & 0 & 277.1499 & 12 & 380.472 & 142.532700 & 55.75508 & 4.265386 & 33.98394 & ... & 2 & 5 & 1.2536 & 1.2298 & 0.4000 & 53.4199 & 17.3810 & 32.0536 & 9.3733 & -2.00 \\\\\n",
"\t186 & 135.00 & 1 & 0 & 161.6777 & 11 & 316.393 & 76.984160 & 28.02648 & 0.000000 & 81.05221 & ... & 6 & 4 & 1.5799 & 1.3119 & 1.5000 & 50.4879 & 50.7555 & 0.0000 & 0.0000 & -1.54 \\\\\n",
"\t187 & 103.89 & 1 & 0 & 132.3961 & 11 & 276.344 & 54.682890 & 28.02648 & 0.000000 & 47.64268 & ... & 5 & 3 & 1.5804 & 1.3458 & 1.6667 & 31.4675 & 42.9190 & 30.2214 & 0.0000 & -1.57 \\\\\n",
"\t198 & 53.01 & 0 & 0 & 333.1093 & 12 & 389.903 & 8.936826 & 142.71500 & 73.372970 & 0.00000 & ... & 1 & 5 & 0.9272 & 0.9272 & 0.2000 & 0.0000 & 2.4561 & 45.5920 & 38.3047 & -2.15 \\\\\n",
"\t203 & 83.56 & 1 & 0 & 303.1771 & 12 & 443.369 & 139.283000 & 23.53547 & 4.265386 & 33.98394 & ... & 2 & 4 & 1.2573 & 1.2312 & 0.5000 & 53.4258 & 17.3810 & 32.0536 & 0.0000 & -2.00 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| <!--/--> | tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 32 | 117.51 | 0 | 0 | 214.1921 | 16 | 389.799 | 48.831010 | 78.12871 | 32.201860 | 0.00000 | ... | 2 | 7 | 0.8613 | 0.8424 | 0.2857 | 52.4516 | 1.8808 | 21.9324 | 62.8072 | -1.82 |\n",
"| 38 | 36.42 | 1 | 0 | 119.6415 | 6 | 162.216 | 50.894460 | 38.38847 | 0.000000 | 17.23803 | ... | 2 | 1 | 1.4176 | 1.3658 | 2.0000 | 18.9187 | 14.8208 | 0.0000 | 0.0000 | -1.89 |\n",
"| NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | ... | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
"| 144 | 73.10 | 1 | 0 | 247.9213 | 6 | 343.273 | 81.256290 | 30.17308 | 8.530772 | 55.22087 | ... | 2 | 3 | 1.4174 | 1.2166 | 0.6667 | 36.0816 | 14.6783 | 0.0000 | 0.0000 | -2.15 |\n",
"| 184 | 92.79 | 1 | 0 | 277.1499 | 12 | 380.472 | 142.532700 | 55.75508 | 4.265386 | 33.98394 | ... | 2 | 5 | 1.2536 | 1.2298 | 0.4000 | 53.4199 | 17.3810 | 32.0536 | 9.3733 | -2.00 |\n",
"| 186 | 135.00 | 1 | 0 | 161.6777 | 11 | 316.393 | 76.984160 | 28.02648 | 0.000000 | 81.05221 | ... | 6 | 4 | 1.5799 | 1.3119 | 1.5000 | 50.4879 | 50.7555 | 0.0000 | 0.0000 | -1.54 |\n",
"| 187 | 103.89 | 1 | 0 | 132.3961 | 11 | 276.344 | 54.682890 | 28.02648 | 0.000000 | 47.64268 | ... | 5 | 3 | 1.5804 | 1.3458 | 1.6667 | 31.4675 | 42.9190 | 30.2214 | 0.0000 | -1.57 |\n",
"| 198 | 53.01 | 0 | 0 | 333.1093 | 12 | 389.903 | 8.936826 | 142.71500 | 73.372970 | 0.00000 | ... | 1 | 5 | 0.9272 | 0.9272 | 0.2000 | 0.0000 | 2.4561 | 45.5920 | 38.3047 | -2.15 |\n",
"| 203 | 83.56 | 1 | 0 | 303.1771 | 12 | 443.369 | 139.283000 | 23.53547 | 4.265386 | 33.98394 | ... | 2 | 4 | 1.2573 | 1.2312 | 0.5000 | 53.4258 | 17.3810 | 32.0536 | 0.0000 | -2.00 |\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0 peoe_vsa.1\n",
"32 117.51 0 0 214.1921 16 389.799 48.831010 78.12871 \n",
"38 36.42 1 0 119.6415 6 162.216 50.894460 38.38847 \n",
"NA NA NA NA NA NA NA NA NA \n",
"144 73.10 1 0 247.9213 6 343.273 81.256290 30.17308 \n",
"184 92.79 1 0 277.1499 12 380.472 142.532700 55.75508 \n",
"186 135.00 1 0 161.6777 11 316.393 76.984160 28.02648 \n",
"187 103.89 1 0 132.3961 11 276.344 54.682890 28.02648 \n",
"198 53.01 0 0 333.1093 12 389.903 8.936826 142.71500 \n",
"203 83.56 1 0 303.1771 12 443.369 139.283000 23.53547 \n",
" peoe_vsa.2 peoe_vsa.3 ... ctdh ctaa mchg achg rdta n_sp2 n_sp3 \n",
"32 32.201860 0.00000 ... 2 7 0.8613 0.8424 0.2857 52.4516 1.8808\n",
"38 0.000000 17.23803 ... 2 1 1.4176 1.3658 2.0000 18.9187 14.8208\n",
"NA NA NA ... NA NA NA NA NA NA NA\n",
"144 8.530772 55.22087 ... 2 3 1.4174 1.2166 0.6667 36.0816 14.6783\n",
"184 4.265386 33.98394 ... 2 5 1.2536 1.2298 0.4000 53.4199 17.3810\n",
"186 0.000000 81.05221 ... 6 4 1.5799 1.3119 1.5000 50.4879 50.7555\n",
"187 0.000000 47.64268 ... 5 3 1.5804 1.3458 1.6667 31.4675 42.9190\n",
"198 73.372970 0.00000 ... 1 5 0.9272 0.9272 0.2000 0.0000 2.4561\n",
"203 4.265386 33.98394 ... 2 4 1.2573 1.2312 0.5000 53.4258 17.3810\n",
" o_sp2 o_sp3 logBBB\n",
"32 21.9324 62.8072 -1.82 \n",
"38 0.0000 0.0000 -1.89 \n",
"NA NA NA NA \n",
"144 0.0000 0.0000 -2.15 \n",
"184 32.0536 9.3733 -2.00 \n",
"186 0.0000 0.0000 -1.54 \n",
"187 30.2214 0.0000 -1.57 \n",
"198 45.5920 38.3047 -2.15 \n",
"203 32.0536 0.0000 -2.00 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raw_data[raw_data$logBBB<(-1.5),]\n",
"raw_data[raw_data[,135]<(-1.5),]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<dl class=dl-horizontal>\n",
"\t<dt>tpsa</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>nbasic</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>negative</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>vsa_hyd</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>a_aro</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>weight</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.0</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.4</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.5</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.6</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.0.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.1.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.2.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.3.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.4.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.5.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>peoe_vsa.6.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>a_acc</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>a_acid</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>a_base</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>vsa_acc</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>vsa_acid</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>vsa_base</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>vsa_don</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>vsa_other</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>vsa_pol</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa0</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa4</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa5</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa6</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa7</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa8</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>slogp_vsa9</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa0</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa4</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa5</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa6</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>smr_vsa7</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>tpsa.1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>logp.o.w.</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>frac.anion7.</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>frac.cation7.</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>andrewbind</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>rotatablebonds</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>mlogp</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>clogp</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>mw</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>nocount</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>hbdnr</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>rule.of.5violations</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>alert</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>prx</dt>\n",
"\t\t<dd>'integer'</dd>\n",
"\t<dt>ub</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>pol</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>inthb</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>adistm</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>adistd</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>polar_area</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>nonpolar_area</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>psa_npsa</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>tcsa</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>tcpa</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>tcnp</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>ovality</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>surface_area</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>volume</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>most_negative_charge</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>most_positive_charge</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>sum_absolute_charge</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>dipole_moment</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>homo</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>lumo</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>hardness</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>ppsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>ppsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>ppsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>pnsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>pnsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>pnsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>fpsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>fpsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>fpsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>fnsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>fnsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>fnsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wpsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wpsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wpsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wnsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wnsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wnsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>dpsa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>dpsa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>dpsa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>rpcg</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>rncg</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wpcs</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>wncs</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>sadh1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>sadh2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>sadh3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>chdh1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>chdh2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>chdh3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>scdh1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>scdh2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>scdh3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>saaa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>saaa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>saaa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>chaa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>chaa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>chaa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>scaa1</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>scaa2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>scaa3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>ctdh</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>ctaa</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>mchg</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>achg</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>rdta</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>n_sp2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>n_sp3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>o_sp2</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>o_sp3</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"\t<dt>logBBB</dt>\n",
"\t\t<dd>'numeric'</dd>\n",
"</dl>\n"
],
"text/latex": [
"\\begin{description*}\n",
"\\item[tpsa] 'numeric'\n",
"\\item[nbasic] 'numeric'\n",
"\\item[negative] 'numeric'\n",
"\\item[vsa\\textbackslash{}\\_hyd] 'numeric'\n",
"\\item[a\\textbackslash{}\\_aro] 'numeric'\n",
"\\item[weight] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.0] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.1] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.2] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.3] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.4] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.5] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.6] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.0.1] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.1.1] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.2.1] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.3.1] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.4.1] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.5.1] 'numeric'\n",
"\\item[peoe\\textbackslash{}\\_vsa.6.1] 'numeric'\n",
"\\item[a\\textbackslash{}\\_acc] 'numeric'\n",
"\\item[a\\textbackslash{}\\_acid] 'numeric'\n",
"\\item[a\\textbackslash{}\\_base] 'numeric'\n",
"\\item[vsa\\textbackslash{}\\_acc] 'numeric'\n",
"\\item[vsa\\textbackslash{}\\_acid] 'numeric'\n",
"\\item[vsa\\textbackslash{}\\_base] 'numeric'\n",
"\\item[vsa\\textbackslash{}\\_don] 'numeric'\n",
"\\item[vsa\\textbackslash{}\\_other] 'numeric'\n",
"\\item[vsa\\textbackslash{}\\_pol] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa0] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa1] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa2] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa3] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa4] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa5] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa6] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa7] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa8] 'numeric'\n",
"\\item[slogp\\textbackslash{}\\_vsa9] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa0] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa1] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa2] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa3] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa4] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa5] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa6] 'numeric'\n",
"\\item[smr\\textbackslash{}\\_vsa7] 'numeric'\n",
"\\item[tpsa.1] 'numeric'\n",
"\\item[logp.o.w.] 'numeric'\n",
"\\item[frac.anion7.] 'numeric'\n",
"\\item[frac.cation7.] 'numeric'\n",
"\\item[andrewbind] 'numeric'\n",
"\\item[rotatablebonds] 'numeric'\n",
"\\item[mlogp] 'numeric'\n",
"\\item[clogp] 'numeric'\n",
"\\item[mw] 'numeric'\n",
"\\item[nocount] 'numeric'\n",
"\\item[hbdnr] 'numeric'\n",
"\\item[rule.of.5violations] 'numeric'\n",
"\\item[alert] 'numeric'\n",
"\\item[prx] 'integer'\n",
"\\item[ub] 'numeric'\n",
"\\item[pol] 'numeric'\n",
"\\item[inthb] 'numeric'\n",
"\\item[adistm] 'numeric'\n",
"\\item[adistd] 'numeric'\n",
"\\item[polar\\textbackslash{}\\_area] 'numeric'\n",
"\\item[nonpolar\\textbackslash{}\\_area] 'numeric'\n",
"\\item[psa\\textbackslash{}\\_npsa] 'numeric'\n",
"\\item[tcsa] 'numeric'\n",
"\\item[tcpa] 'numeric'\n",
"\\item[tcnp] 'numeric'\n",
"\\item[ovality] 'numeric'\n",
"\\item[surface\\textbackslash{}\\_area] 'numeric'\n",
"\\item[volume] 'numeric'\n",
"\\item[most\\textbackslash{}\\_negative\\textbackslash{}\\_charge] 'numeric'\n",
"\\item[most\\textbackslash{}\\_positive\\textbackslash{}\\_charge] 'numeric'\n",
"\\item[sum\\textbackslash{}\\_absolute\\textbackslash{}\\_charge] 'numeric'\n",
"\\item[dipole\\textbackslash{}\\_moment] 'numeric'\n",
"\\item[homo] 'numeric'\n",
"\\item[lumo] 'numeric'\n",
"\\item[hardness] 'numeric'\n",
"\\item[ppsa1] 'numeric'\n",
"\\item[ppsa2] 'numeric'\n",
"\\item[ppsa3] 'numeric'\n",
"\\item[pnsa1] 'numeric'\n",
"\\item[pnsa2] 'numeric'\n",
"\\item[pnsa3] 'numeric'\n",
"\\item[fpsa1] 'numeric'\n",
"\\item[fpsa2] 'numeric'\n",
"\\item[fpsa3] 'numeric'\n",
"\\item[fnsa1] 'numeric'\n",
"\\item[fnsa2] 'numeric'\n",
"\\item[fnsa3] 'numeric'\n",
"\\item[wpsa1] 'numeric'\n",
"\\item[wpsa2] 'numeric'\n",
"\\item[wpsa3] 'numeric'\n",
"\\item[wnsa1] 'numeric'\n",
"\\item[wnsa2] 'numeric'\n",
"\\item[wnsa3] 'numeric'\n",
"\\item[dpsa1] 'numeric'\n",
"\\item[dpsa2] 'numeric'\n",
"\\item[dpsa3] 'numeric'\n",
"\\item[rpcg] 'numeric'\n",
"\\item[rncg] 'numeric'\n",
"\\item[wpcs] 'numeric'\n",
"\\item[wncs] 'numeric'\n",
"\\item[sadh1] 'numeric'\n",
"\\item[sadh2] 'numeric'\n",
"\\item[sadh3] 'numeric'\n",
"\\item[chdh1] 'numeric'\n",
"\\item[chdh2] 'numeric'\n",
"\\item[chdh3] 'numeric'\n",
"\\item[scdh1] 'numeric'\n",
"\\item[scdh2] 'numeric'\n",
"\\item[scdh3] 'numeric'\n",
"\\item[saaa1] 'numeric'\n",
"\\item[saaa2] 'numeric'\n",
"\\item[saaa3] 'numeric'\n",
"\\item[chaa1] 'numeric'\n",
"\\item[chaa2] 'numeric'\n",
"\\item[chaa3] 'numeric'\n",
"\\item[scaa1] 'numeric'\n",
"\\item[scaa2] 'numeric'\n",
"\\item[scaa3] 'numeric'\n",
"\\item[ctdh] 'numeric'\n",
"\\item[ctaa] 'numeric'\n",
"\\item[mchg] 'numeric'\n",
"\\item[achg] 'numeric'\n",
"\\item[rdta] 'numeric'\n",
"\\item[n\\textbackslash{}\\_sp2] 'numeric'\n",
"\\item[n\\textbackslash{}\\_sp3] 'numeric'\n",
"\\item[o\\textbackslash{}\\_sp2] 'numeric'\n",
"\\item[o\\textbackslash{}\\_sp3] 'numeric'\n",
"\\item[logBBB] 'numeric'\n",
"\\end{description*}\n"
],
"text/markdown": [
"tpsa\n",
": 'numeric'nbasic\n",
": 'numeric'negative\n",
": 'numeric'vsa_hyd\n",
": 'numeric'a_aro\n",
": 'numeric'weight\n",
": 'numeric'peoe_vsa.0\n",
": 'numeric'peoe_vsa.1\n",
": 'numeric'peoe_vsa.2\n",
": 'numeric'peoe_vsa.3\n",
": 'numeric'peoe_vsa.4\n",
": 'numeric'peoe_vsa.5\n",
": 'numeric'peoe_vsa.6\n",
": 'numeric'peoe_vsa.0.1\n",
": 'numeric'peoe_vsa.1.1\n",
": 'numeric'peoe_vsa.2.1\n",
": 'numeric'peoe_vsa.3.1\n",
": 'numeric'peoe_vsa.4.1\n",
": 'numeric'peoe_vsa.5.1\n",
": 'numeric'peoe_vsa.6.1\n",
": 'numeric'a_acc\n",
": 'numeric'a_acid\n",
": 'numeric'a_base\n",
": 'numeric'vsa_acc\n",
": 'numeric'vsa_acid\n",
": 'numeric'vsa_base\n",
": 'numeric'vsa_don\n",
": 'numeric'vsa_other\n",
": 'numeric'vsa_pol\n",
": 'numeric'slogp_vsa0\n",
": 'numeric'slogp_vsa1\n",
": 'numeric'slogp_vsa2\n",
": 'numeric'slogp_vsa3\n",
": 'numeric'slogp_vsa4\n",
": 'numeric'slogp_vsa5\n",
": 'numeric'slogp_vsa6\n",
": 'numeric'slogp_vsa7\n",
": 'numeric'slogp_vsa8\n",
": 'numeric'slogp_vsa9\n",
": 'numeric'smr_vsa0\n",
": 'numeric'smr_vsa1\n",
": 'numeric'smr_vsa2\n",
": 'numeric'smr_vsa3\n",
": 'numeric'smr_vsa4\n",
": 'numeric'smr_vsa5\n",
": 'numeric'smr_vsa6\n",
": 'numeric'smr_vsa7\n",
": 'numeric'tpsa.1\n",
": 'numeric'logp.o.w.\n",
": 'numeric'frac.anion7.\n",
": 'numeric'frac.cation7.\n",
": 'numeric'andrewbind\n",
": 'numeric'rotatablebonds\n",
": 'numeric'mlogp\n",
": 'numeric'clogp\n",
": 'numeric'mw\n",
": 'numeric'nocount\n",
": 'numeric'hbdnr\n",
": 'numeric'rule.of.5violations\n",
": 'numeric'alert\n",
": 'numeric'prx\n",
": 'integer'ub\n",
": 'numeric'pol\n",
": 'numeric'inthb\n",
": 'numeric'adistm\n",
": 'numeric'adistd\n",
": 'numeric'polar_area\n",
": 'numeric'nonpolar_area\n",
": 'numeric'psa_npsa\n",
": 'numeric'tcsa\n",
": 'numeric'tcpa\n",
": 'numeric'tcnp\n",
": 'numeric'ovality\n",
": 'numeric'surface_area\n",
": 'numeric'volume\n",
": 'numeric'most_negative_charge\n",
": 'numeric'most_positive_charge\n",
": 'numeric'sum_absolute_charge\n",
": 'numeric'dipole_moment\n",
": 'numeric'homo\n",
": 'numeric'lumo\n",
": 'numeric'hardness\n",
": 'numeric'ppsa1\n",
": 'numeric'ppsa2\n",
": 'numeric'ppsa3\n",
": 'numeric'pnsa1\n",
": 'numeric'pnsa2\n",
": 'numeric'pnsa3\n",
": 'numeric'fpsa1\n",
": 'numeric'fpsa2\n",
": 'numeric'fpsa3\n",
": 'numeric'fnsa1\n",
": 'numeric'fnsa2\n",
": 'numeric'fnsa3\n",
": 'numeric'wpsa1\n",
": 'numeric'wpsa2\n",
": 'numeric'wpsa3\n",
": 'numeric'wnsa1\n",
": 'numeric'wnsa2\n",
": 'numeric'wnsa3\n",
": 'numeric'dpsa1\n",
": 'numeric'dpsa2\n",
": 'numeric'dpsa3\n",
": 'numeric'rpcg\n",
": 'numeric'rncg\n",
": 'numeric'wpcs\n",
": 'numeric'wncs\n",
": 'numeric'sadh1\n",
": 'numeric'sadh2\n",
": 'numeric'sadh3\n",
": 'numeric'chdh1\n",
": 'numeric'chdh2\n",
": 'numeric'chdh3\n",
": 'numeric'scdh1\n",
": 'numeric'scdh2\n",
": 'numeric'scdh3\n",
": 'numeric'saaa1\n",
": 'numeric'saaa2\n",
": 'numeric'saaa3\n",
": 'numeric'chaa1\n",
": 'numeric'chaa2\n",
": 'numeric'chaa3\n",
": 'numeric'scaa1\n",
": 'numeric'scaa2\n",
": 'numeric'scaa3\n",
": 'numeric'ctdh\n",
": 'numeric'ctaa\n",
": 'numeric'mchg\n",
": 'numeric'achg\n",
": 'numeric'rdta\n",
": 'numeric'n_sp2\n",
": 'numeric'n_sp3\n",
": 'numeric'o_sp2\n",
": 'numeric'o_sp3\n",
": 'numeric'logBBB\n",
": 'numeric'\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" vsa_hyd a_aro weight \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" peoe_vsa.0 peoe_vsa.1 peoe_vsa.2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" peoe_vsa.3 peoe_vsa.4 peoe_vsa.5 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" peoe_vsa.6 peoe_vsa.0.1 peoe_vsa.1.1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" peoe_vsa.2.1 peoe_vsa.3.1 peoe_vsa.4.1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" peoe_vsa.5.1 peoe_vsa.6.1 a_acc \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" a_acid a_base vsa_acc \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" vsa_acid vsa_base vsa_don \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" vsa_other vsa_pol slogp_vsa0 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" slogp_vsa1 slogp_vsa2 slogp_vsa3 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" slogp_vsa4 slogp_vsa5 slogp_vsa6 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" slogp_vsa7 slogp_vsa8 slogp_vsa9 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" smr_vsa0 smr_vsa1 smr_vsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" smr_vsa3 smr_vsa4 smr_vsa5 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" smr_vsa6 smr_vsa7 tpsa.1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" logp.o.w. frac.anion7. frac.cation7. \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" andrewbind rotatablebonds mlogp \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" clogp mw nocount \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" hbdnr rule.of.5violations alert \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" prx ub pol \n",
" \"integer\" \"numeric\" \"numeric\" \n",
" inthb adistm adistd \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" polar_area nonpolar_area psa_npsa \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" tcsa tcpa tcnp \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" ovality surface_area volume \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
"most_negative_charge most_positive_charge sum_absolute_charge \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" dipole_moment homo lumo \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" hardness ppsa1 ppsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" ppsa3 pnsa1 pnsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" pnsa3 fpsa1 fpsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" fpsa3 fnsa1 fnsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" fnsa3 wpsa1 wpsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" wpsa3 wnsa1 wnsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" wnsa3 dpsa1 dpsa2 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" dpsa3 rpcg rncg \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" wpcs wncs sadh1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" sadh2 sadh3 chdh1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" chdh2 chdh3 scdh1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" scdh2 scdh3 saaa1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" saaa2 saaa3 chaa1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" chaa2 chaa3 scaa1 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" scaa2 scaa3 ctdh \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" ctaa mchg achg \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" rdta n_sp2 n_sp3 \n",
" \"numeric\" \"numeric\" \"numeric\" \n",
" o_sp2 o_sp3 logBBB \n",
" \"numeric\" \"numeric\" \"numeric\" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sapply(raw_data, class)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" tpsa nbasic negative vsa_hyd \n",
" Min. : 3.24 Min. :0.0000 Min. :0.000000 Min. : 65.44 \n",
" 1st Qu.: 35.94 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:164.33 \n",
" Median : 46.18 Median :0.0000 Median :0.000000 Median :231.45 \n",
" Mean : 52.87 Mean :0.3654 Mean :0.004808 Mean :234.94 \n",
" 3rd Qu.: 72.68 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:299.66 \n",
" Max. :166.75 Max. :1.0000 Max. :1.000000 Max. :493.00 \n",
" \n",
" a_aro weight peoe_vsa.0 peoe_vsa.1 \n",
" Min. : 0.000 Min. :129.2 Min. : 0.00 Min. : 0.00 \n",
" 1st Qu.: 6.000 1st Qu.:250.4 1st Qu.: 38.73 1st Qu.: 41.22 \n",
" Median :11.000 Median :304.3 Median : 63.84 Median : 75.77 \n",
" Mean : 9.707 Mean :310.6 Mean : 63.18 Mean : 75.77 \n",
" 3rd Qu.:12.000 3rd Qu.:376.9 3rd Qu.: 84.87 3rd Qu.:107.08 \n",
" Max. :21.000 Max. :671.9 Max. :149.28 Max. :162.36 \n",
" \n",
" peoe_vsa.2 peoe_vsa.3 peoe_vsa.4 peoe_vsa.5 \n",
" Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0.00 \n",
" 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.00 \n",
" Median : 9.81 Median : 6.70 Median : 0.000 Median : 0.00 \n",
" Mean : 14.95 Mean :10.98 Mean : 5.786 Mean : 3.96 \n",
" 3rd Qu.: 24.87 3rd Qu.:17.24 3rd Qu.:10.324 3rd Qu.: 6.70 \n",
" Max. :120.05 Max. :94.24 Max. :44.788 Max. :29.42 \n",
" \n",
" peoe_vsa.6 peoe_vsa.0.1 peoe_vsa.1.1 peoe_vsa.2.1 \n",
" Min. : 0.000 Min. : 0.00 Min. : 0.00 Min. : 0.000 \n",
" 1st Qu.: 8.619 1st Qu.: 24.51 1st Qu.: 24.51 1st Qu.: 0.000 \n",
" Median :17.238 Median : 39.84 Median : 54.09 Median : 0.000 \n",
" Mean :16.365 Mean : 44.49 Mean : 55.57 Mean : 2.992 \n",
" 3rd Qu.:24.301 3rd Qu.: 61.27 3rd Qu.: 73.53 3rd Qu.: 0.000 \n",
" Max. :68.301 Max. :143.62 Max. :227.81 Max. :44.603 \n",
" \n",
" peoe_vsa.3.1 peoe_vsa.4.1 peoe_vsa.5.1 peoe_vsa.6.1 \n",
" Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. : 0.000 \n",
" 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000 \n",
" Median : 0.000 Median : 0.000 Median : 2.504 Median : 2.504 \n",
" Mean : 3.008 Mean : 4.090 Mean : 8.295 Mean : 6.419 \n",
" 3rd Qu.: 0.000 3rd Qu.: 5.683 3rd Qu.:13.567 3rd Qu.:10.015 \n",
" Max. :35.863 Max. :35.182 Max. :54.268 Max. :49.076 \n",
" \n",
" a_acc a_acid a_base vsa_acc \n",
" Min. :0.000 Min. :0.00000 Min. :0.000 Min. : 0.000 \n",
" 1st Qu.:1.000 1st Qu.:0.00000 1st Qu.:0.000 1st Qu.: 5.008 \n",
" Median :2.000 Median :0.00000 Median :1.000 Median :13.567 \n",
" Mean :2.082 Mean :0.07212 Mean :1.154 Mean :17.652 \n",
" 3rd Qu.:3.000 3rd Qu.:0.00000 3rd Qu.:2.000 3rd Qu.:29.638 \n",
" Max. :6.000 Max. :3.00000 Max. :6.000 Max. :63.569 \n",
" \n",
" vsa_acid vsa_base vsa_don vsa_other \n",
" Min. : 0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.00 \n",
" 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.:15.16 \n",
" Median : 0.0000 Median : 0.000 Median : 5.683 Median :24.14 \n",
" Mean : 0.9784 Mean : 5.326 Mean : 8.262 Mean :26.85 \n",
" 3rd Qu.: 0.0000 3rd Qu.: 5.683 3rd Qu.:11.365 3rd Qu.:36.57 \n",
" Max. :40.7008 Max. :58.215 Max. :58.910 Max. :70.45 \n",
" \n",
" vsa_pol slogp_vsa0 slogp_vsa1 slogp_vsa2 \n",
" Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. : 0.00 \n",
" 1st Qu.: 0.000 1st Qu.: 9.373 1st Qu.: 5.259 1st Qu.: 0.00 \n",
" Median : 0.000 Median : 32.135 Median :16.786 Median :10.45 \n",
" Mean : 3.415 Mean : 31.122 Mean :18.399 Mean :16.02 \n",
" 3rd Qu.: 0.000 3rd Qu.: 47.021 3rd Qu.:28.528 3rd Qu.:23.86 \n",
" Max. :27.134 Max. :117.376 Max. :70.450 Max. :90.00 \n",
" \n",
" slogp_vsa3 slogp_vsa4 slogp_vsa5 slogp_vsa6 \n",
" Min. : 0.00 Min. : 0.000 Min. : 0.00 Min. : 0.000 \n",
" 1st Qu.: 17.03 1st Qu.: 3.186 1st Qu.: 0.00 1st Qu.: 0.000 \n",
" Median : 35.67 Median : 6.371 Median : 19.85 Median : 0.000 \n",
" Mean : 33.40 Mean : 9.723 Mean : 29.03 Mean : 1.396 \n",
" 3rd Qu.: 41.85 3rd Qu.:10.898 3rd Qu.: 38.14 3rd Qu.: 3.501 \n",
" Max. :154.98 Max. :56.423 Max. :110.53 Max. :12.322 \n",
" \n",
" slogp_vsa7 slogp_vsa8 slogp_vsa9 smr_vsa0 \n",
" Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.000 \n",
" 1st Qu.: 64.08 1st Qu.: 0.00 1st Qu.: 28.93 1st Qu.: 3.124 \n",
" Median :109.97 Median : 18.87 Median : 55.46 Median : 19.717 \n",
" Mean :103.55 Mean : 29.20 Mean : 60.23 Mean : 25.514 \n",
" 3rd Qu.:141.15 3rd Qu.: 41.72 3rd Qu.: 90.34 3rd Qu.: 47.724 \n",
" Max. :247.00 Max. :150.95 Max. :179.41 Max. :109.229 \n",
" \n",
" smr_vsa1 smr_vsa2 smr_vsa3 smr_vsa4 \n",
" Min. : 0.00 Min. : 0.000 Min. : 0.000 Min. : 0.000 \n",
" 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 3.982 1st Qu.: 0.000 \n",
" Median : 25.39 Median : 4.411 Median : 9.872 Median : 2.757 \n",
" Mean : 29.35 Mean :13.913 Mean :12.267 Mean : 8.367 \n",
" 3rd Qu.: 47.84 3rd Qu.:19.910 3rd Qu.:18.880 3rd Qu.: 7.841 \n",
" Max. :132.82 Max. :86.957 Max. :43.161 Max. :78.119 \n",
" \n",
" smr_vsa5 smr_vsa6 smr_vsa7 tpsa.1 \n",
" Min. : 16.79 Min. : 0.00 Min. : 0.00 Min. : 4.44 \n",
" 1st Qu.: 88.15 1st Qu.: 15.35 1st Qu.: 33.33 1st Qu.: 38.03 \n",
" Median :141.94 Median : 35.67 Median : 66.65 Median : 50.41 \n",
" Mean :140.81 Mean : 35.15 Mean : 66.71 Mean : 55.08 \n",
" 3rd Qu.:196.53 3rd Qu.: 42.14 3rd Qu.: 99.98 3rd Qu.: 72.68 \n",
" Max. :326.15 Max. :154.98 Max. :171.65 Max. :167.95 \n",
" \n",
" logp.o.w. frac.anion7. frac.cation7. andrewbind \n",
" Min. :-2.075 Min. :0.00000 Min. :0.0000 Min. :-3.700 \n",
" 1st Qu.: 1.811 1st Qu.:0.00000 1st Qu.:0.0020 1st Qu.: 4.900 \n",
" Median : 2.792 Median :0.00000 Median :0.9610 Median : 9.500 \n",
" Mean : 2.865 Mean :0.04536 Mean :0.6313 Mean : 9.738 \n",
" 3rd Qu.: 3.836 3rd Qu.:0.00000 3rd Qu.:0.9960 3rd Qu.:14.400 \n",
" Max. : 7.653 Max. :0.99900 Max. :0.9990 Max. :35.500 \n",
" \n",
" rotatablebonds mlogp clogp mw \n",
" Min. : 0.000 Min. :-0.6995 Min. :-2.715 Min. :128.2 \n",
" 1st Qu.: 2.000 1st Qu.: 1.9604 1st Qu.: 1.365 1st Qu.:249.4 \n",
" Median : 4.000 Median : 2.8461 Median : 2.573 Median :303.4 \n",
" Mean : 4.659 Mean : 2.7255 Mean : 2.685 Mean :309.7 \n",
" 3rd Qu.: 7.000 3rd Qu.: 3.4965 3rd Qu.: 4.180 3rd Qu.:374.9 \n",
" Max. :14.000 Max. : 5.2125 Max. : 7.397 Max. :670.9 \n",
" \n",
" nocount hbdnr rule.of.5violations alert \n",
" Min. : 1.000 Min. :0.000 Min. :0.0000 Min. :0.000000 \n",
" 1st Qu.: 3.000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:0.000000 \n",
" Median : 4.000 Median :1.000 Median :0.0000 Median :0.000000 \n",
" Mean : 4.303 Mean :1.452 Mean :0.2212 Mean :0.009615 \n",
" 3rd Qu.: 6.000 3rd Qu.:2.000 3rd Qu.:0.0000 3rd Qu.:0.000000 \n",
" Max. :11.000 Max. :6.000 Max. :3.0000 Max. :1.000000 \n",
" \n",
" prx ub pol inthb adistm \n",
" Min. : 0 Min. :0.000 Min. :0.00 Min. :0.00000 Min. : 0.0 \n",
" 1st Qu.: 0 1st Qu.:3.000 1st Qu.:1.00 1st Qu.:0.00000 1st Qu.: 147.5 \n",
" Median : 2 Median :4.200 Median :2.00 Median :0.00000 Median : 618.1 \n",
" Mean : 3 Mean :4.203 Mean :1.75 Mean :0.05288 Mean :1011.6 \n",
" 3rd Qu.: 5 3rd Qu.:5.300 3rd Qu.:3.00 3rd Qu.:0.00000 3rd Qu.:1244.9 \n",
" Max. :12 Max. :7.300 Max. :4.00 Max. :1.00000 Max. :7231.5 \n",
" \n",
" adistd polar_area nonpolar_area psa_npsa \n",
" Min. : 0.000 Min. : 3.577 Min. :179.7 Min. :0.0056 \n",
" 1st Qu.: 7.309 1st Qu.: 52.416 1st Qu.:371.8 1st Qu.:0.1042 \n",
" Median : 18.968 Median : 78.129 Median :471.6 Median :0.1665 \n",
" Mean : 31.378 Mean : 89.958 Mean :474.5 Mean :0.2312 \n",
" 3rd Qu.: 46.307 3rd Qu.:124.295 3rd Qu.:588.5 3rd Qu.:0.2708 \n",
" Max. :245.085 Max. :281.792 Max. :870.2 Max. :1.1730 \n",
" \n",
" tcsa tcpa tcnp ovality \n",
" Min. :0.0072 Min. :0.0278 Min. :0.00820 Min. :1.074 \n",
" 1st Qu.:0.0109 1st Qu.:0.0604 1st Qu.:0.01210 1st Qu.:1.138 \n",
" Median :0.0122 Median :0.0891 Median :0.01420 Median :1.183 \n",
" Mean :0.0128 Mean :0.1445 Mean :0.01623 Mean :1.187 \n",
" 3rd Qu.:0.0141 3rd Qu.:0.1304 3rd Qu.:0.01820 3rd Qu.:1.230 \n",
" Max. :0.0218 Max. :1.8284 Max. :0.04330 Max. :1.360 \n",
" \n",
" surface_area volume most_negative_charge most_positive_charge\n",
" Min. : 321.0 Min. : 481.1 Min. :-1.4191 Min. :0.1391 \n",
" 1st Qu.: 465.1 1st Qu.: 769.1 1st Qu.:-0.8820 1st Qu.:0.3547 \n",
" Median : 553.0 Median : 950.5 Median :-0.7076 Median :0.4794 \n",
" Mean : 564.5 Mean : 974.4 Mean :-0.7291 Mean :0.5312 \n",
" 3rd Qu.: 652.3 3rd Qu.:1163.6 3rd Qu.:-0.5934 3rd Qu.:0.7292 \n",
" Max. :1041.3 Max. :1992.4 Max. :-0.3203 Max. :1.4963 \n",
" \n",
" sum_absolute_charge dipole_moment homo lumo \n",
" Min. : 3.063 Min. :0.4893 Min. :-11.347 Min. :-1.4550 \n",
" 1st Qu.: 5.716 1st Qu.:1.9741 1st Qu.: -9.404 1st Qu.:-0.5042 \n",
" Median : 6.960 Median :2.8940 Median : -8.969 Median :-0.1592 \n",
" Mean : 7.215 Mean :3.1565 Mean : -9.025 Mean :-0.1690 \n",
" 3rd Qu.: 8.002 3rd Qu.:3.9493 3rd Qu.: -8.640 3rd Qu.: 0.1229 \n",
" Max. :20.300 Max. :9.9364 Max. : -7.325 Max. : 3.4038 \n",
" \n",
" hardness ppsa1 ppsa2 ppsa3 \n",
" Min. :3.363 Min. :168.5 Min. : 289.0 Min. : 29.13 \n",
" 1st Qu.:4.182 1st Qu.:282.6 1st Qu.: 878.7 1st Qu.: 41.63 \n",
" Median :4.401 Median :363.0 Median :1219.2 Median : 46.99 \n",
" Mean :4.428 Mean :369.3 Mean :1412.4 Mean : 49.80 \n",
" 3rd Qu.:4.631 3rd Qu.:432.9 3rd Qu.:1744.1 3rd Qu.: 55.32 \n",
" Max. :6.535 Max. :739.5 Max. :7496.0 Max. :106.33 \n",
" \n",
" pnsa1 pnsa2 pnsa3 fpsa1 \n",
" Min. : 51.06 Min. :-3072.94 Min. :-113.80 Min. :0.3946 \n",
" 1st Qu.:153.97 1st Qu.: -890.60 1st Qu.: -55.64 1st Qu.:0.5933 \n",
" Median :185.88 Median : -669.23 Median : -40.59 Median :0.6651 \n",
" Mean :195.20 Mean : -733.18 Mean : -43.89 Mean :0.6511 \n",
" 3rd Qu.:234.57 3rd Qu.: -470.11 3rd Qu.: -29.98 3rd Qu.:0.7191 \n",
" Max. :326.19 Max. : -99.35 Max. : -10.49 Max. :0.8724 \n",
" \n",
" fpsa2 fpsa3 fnsa1 fnsa2 \n",
" Min. :0.8717 Min. :0.0570 Min. :0.1276 Min. :-2.9512 \n",
" 1st Qu.:1.8125 1st Qu.:0.0776 1st Qu.:0.2809 1st Qu.:-1.5386 \n",
" Median :2.2576 Median :0.0850 Median :0.3349 Median :-1.1772 \n",
" Mean :2.3579 Mean :0.0896 Mean :0.3489 Mean :-1.2496 \n",
" 3rd Qu.:2.7364 3rd Qu.:0.0963 3rd Qu.:0.4067 3rd Qu.:-0.9331 \n",
" Max. :7.1990 Max. :0.1851 Max. :0.6054 Max. :-0.2482 \n",
" \n",
" fnsa3 wpsa1 wpsa2 wpsa3 \n",
" Min. :-0.21190 Min. : 54.11 Min. : 95.32 Min. : 11.57 \n",
" 1st Qu.:-0.09420 1st Qu.:130.53 1st Qu.: 412.64 1st Qu.: 19.21 \n",
" Median :-0.07130 Median :199.64 Median : 673.07 Median : 26.12 \n",
" Mean :-0.08017 Mean :220.36 Mean : 893.38 Mean : 29.19 \n",
" 3rd Qu.:-0.05190 3rd Qu.:281.80 3rd Qu.:1152.77 3rd Qu.: 35.15 \n",
" Max. :-0.02620 Max. :768.99 Max. :7805.33 Max. :110.71 \n",
" \n",
" wnsa1 wnsa2 wnsa3 dpsa1 \n",
" Min. : 20.43 Min. :-3199.73 Min. :-92.489 Min. :-100.12 \n",
" 1st Qu.: 76.22 1st Qu.: -556.79 1st Qu.:-30.813 1st Qu.: 98.55 \n",
" Median :108.18 Median : -356.74 Median :-22.560 Median : 178.79 \n",
" Mean :114.48 Mean : -452.91 Mean :-25.329 Mean : 174.08 \n",
" 3rd Qu.:147.53 3rd Qu.: -248.51 3rd Qu.:-15.123 3rd Qu.: 248.24 \n",
" Max. :315.24 Max. : -39.76 Max. : -4.197 Max. : 485.27 \n",
" \n",
" dpsa2 dpsa3 rpcg rncg \n",
" Min. : 505.2 Min. : 41.46 Min. :0.0405 Min. :0.1005 \n",
" 1st Qu.: 1375.2 1st Qu.: 75.27 1st Qu.:0.1106 1st Qu.:0.1604 \n",
" Median : 1871.5 Median : 87.73 Median :0.1400 Median :0.2051 \n",
" Mean : 2145.6 Mean : 93.69 Mean :0.1499 Mean :0.2137 \n",
" 3rd Qu.: 2555.9 3rd Qu.:105.72 3rd Qu.:0.1892 3rd Qu.:0.2428 \n",
" Max. :10569.0 Max. :212.13 Max. :0.2839 Max. :0.5338 \n",
" \n",
" wpcs wncs sadh1 sadh2 \n",
" Min. :0.0000 Min. : 0.000 Min. : 0.00 Min. : 0.000 \n",
" 1st Qu.:0.3406 1st Qu.: 0.478 1st Qu.: 11.45 1st Qu.: 8.699 \n",
" Median :0.8879 Median : 1.272 Median : 20.96 Median :16.096 \n",
" Mean :1.2163 Mean : 2.087 Mean : 25.34 Mean :13.888 \n",
" 3rd Qu.:1.6324 3rd Qu.: 2.780 3rd Qu.: 36.29 3rd Qu.:21.361 \n",
" Max. :5.8819 Max. :14.050 Max. :134.74 Max. :30.809 \n",
" \n",
" sadh3 chdh1 chdh2 chdh3 \n",
" Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.000000 \n",
" 1st Qu.:0.01670 1st Qu.:0.3069 1st Qu.:0.3068 1st Qu.:0.000500 \n",
" Median :0.03690 Median :0.4550 Median :0.3589 Median :0.000900 \n",
" Mean :0.04909 Mean :0.5737 Mean :0.3057 Mean :0.001069 \n",
" 3rd Qu.:0.07730 3rd Qu.:0.8536 3rd Qu.:0.4283 3rd Qu.:0.001600 \n",
" Max. :0.28920 Max. :2.6433 Max. :0.4822 Max. :0.005600 \n",
" \n",
" scdh1 scdh2 scdh3 saaa1 \n",
" Min. : 0.000 Min. : 0.000 Min. :0.00000 Min. : 2.716 \n",
" 1st Qu.: 4.106 1st Qu.: 2.859 1st Qu.:0.00600 1st Qu.: 30.292 \n",
" Median : 7.516 Median : 5.793 Median :0.01410 Median : 56.474 \n",
" Mean :10.161 Mean : 5.459 Mean :0.01976 Mean : 58.284 \n",
" 3rd Qu.:15.920 3rd Qu.: 8.767 3rd Qu.:0.03110 3rd Qu.: 84.202 \n",
" Max. :58.806 Max. :12.668 Max. :0.12620 Max. :203.102 \n",
" \n",
" saaa2 saaa3 chaa1 chaa2 \n",
" Min. : 1.52 Min. :0.0043 Min. :-2.9676 Min. :-0.8156 \n",
" 1st Qu.:11.40 1st Qu.:0.0502 1st Qu.:-1.5525 1st Qu.:-0.4616 \n",
" Median :17.60 Median :0.0961 Median :-1.1561 Median :-0.4111 \n",
" Mean :18.61 Mean :0.1077 Mean :-1.2148 Mean :-0.4247 \n",
" 3rd Qu.:24.40 3rd Qu.:0.1411 3rd Qu.:-0.7568 3rd Qu.:-0.3623 \n",
" Max. :43.43 Max. :0.4133 Max. :-0.3993 Max. :-0.1083 \n",
" \n",
" chaa3 scaa1 scaa2 scaa3 \n",
" Min. :-0.005200 Min. :-77.547 Min. :-21.4632 Min. :-0.1578 \n",
" 1st Qu.:-0.002700 1st Qu.:-33.353 1st Qu.:-10.8576 1st Qu.:-0.0566 \n",
" Median :-0.002100 Median :-21.840 Median : -7.1882 Median :-0.0405 \n",
" Mean :-0.002169 Mean :-23.398 Mean : -7.8518 Mean :-0.0436 \n",
" 3rd Qu.:-0.001500 3rd Qu.:-12.277 3rd Qu.: -5.0568 3rd Qu.:-0.0220 \n",
" Max. :-0.000600 Max. : -1.189 Max. : -0.4237 Max. :-0.0017 \n",
" \n",
" ctdh ctaa mchg achg \n",
" Min. :0.000 Min. :1.000 Min. :0.0000 Min. :0.0000 \n",
" 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:0.8501 1st Qu.:0.8456 \n",
" Median :1.000 Median :3.000 Median :0.9250 Median :0.9226 \n",
" Mean :1.452 Mean :3.106 Mean :0.8985 Mean :0.8539 \n",
" 3rd Qu.:2.000 3rd Qu.:4.000 3rd Qu.:1.3319 3rd Qu.:1.2276 \n",
" Max. :6.000 Max. :7.000 Max. :1.6196 Max. :1.6189 \n",
" \n",
" rdta n_sp2 n_sp3 o_sp2 \n",
" Min. :0.0000 Min. : 0.00 Min. : 0.000 Min. : 0.00 \n",
" 1st Qu.:0.2000 1st Qu.: 0.00 1st Qu.: 4.423 1st Qu.: 0.00 \n",
" Median :0.5000 Median : 0.00 Median : 7.728 Median : 21.93 \n",
" Mean :0.5845 Mean : 12.54 Mean :10.660 Mean : 28.78 \n",
" 3rd Qu.:0.6667 3rd Qu.: 21.42 3rd Qu.:14.810 3rd Qu.: 49.40 \n",
" Max. :3.0000 Max. :105.21 Max. :61.979 Max. :151.82 \n",
" \n",
" o_sp3 logBBB \n",
" Min. : 0.000 Min. :-2.15000 \n",
" 1st Qu.: 0.000 1st Qu.:-0.42250 \n",
" Median : 3.411 Median : 0.02000 \n",
" Mean :11.576 Mean :-0.01889 \n",
" 3rd Qu.:18.819 3rd Qu.: 0.53000 \n",
" Max. :78.612 Max. : 1.64000 \n",
" NA's :1 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summary(raw_data)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>tpsa</th><th scope=col>nbasic</th><th scope=col>negative</th><th scope=col>vsa_hyd</th><th scope=col>a_aro</th><th scope=col>weight</th><th scope=col>peoe_vsa.0</th><th scope=col>peoe_vsa.1</th><th scope=col>peoe_vsa.2</th><th scope=col>peoe_vsa.3</th><th scope=col>...</th><th scope=col>ctdh</th><th scope=col>ctaa</th><th scope=col>mchg</th><th scope=col>achg</th><th scope=col>rdta</th><th scope=col>n_sp2</th><th scope=col>n_sp3</th><th scope=col>o_sp2</th><th scope=col>o_sp3</th><th scope=col>logBBB</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td> </td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"\t<tr><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>... </td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td><td>FALSE</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB\\\\\n",
"\\hline\n",
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"\t FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & ... & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE\\\\\n",
"\t ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
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"\t FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & ... & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE\\\\\n",
"\t FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & ... & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE & FALSE\\\\\n",
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"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
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"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"| FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | ... | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE | FALSE |\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0 peoe_vsa.1\n",
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"[58,] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE \n",
"[59,] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE \n",
"[60,] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE \n",
"[61,] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE \n",
" peoe_vsa.2 peoe_vsa.3 ... ctdh ctaa mchg achg rdta n_sp2 n_sp3 o_sp2\n",
" [1,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
" [2,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
" [3,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
" [4,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
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"[11,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
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"[14,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[15,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[16,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[17,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[18,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[19,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[20,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[21,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[22,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[23,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[24,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[25,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[26,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[27,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[28,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[29,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[30,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[31,] ... ... ... ... ... ... ... ... ... ... \n",
"[32,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[33,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[34,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[35,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[36,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[37,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[38,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[39,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[40,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[41,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[42,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[43,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[44,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[45,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[46,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[47,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[48,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[49,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[50,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[51,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[52,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[53,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[54,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[55,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[56,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[57,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[58,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[59,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[60,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
"[61,] FALSE FALSE ... FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n",
" o_sp3 logBBB\n",
" [1,] FALSE FALSE \n",
" [2,] FALSE FALSE \n",
" [3,] FALSE FALSE \n",
" [4,] FALSE FALSE \n",
" [5,] FALSE FALSE \n",
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"[31,] ... ... \n",
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"[58,] FALSE FALSE \n",
"[59,] FALSE FALSE \n",
"[60,] FALSE FALSE \n",
"[61,] FALSE FALSE "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Let's search for missing values in our dataset\n",
"is.na(raw_data)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"1"
],
"text/latex": [
"1"
],
"text/markdown": [
"1"
],
"text/plain": [
"[1] 1"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##As searching visually is not easy and efficient let's try mathematic: FALSE is 0 whereas TRUE is 1 so...\n",
"sum(is.na(raw_data))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>tpsa</th><th scope=col>nbasic</th><th scope=col>negative</th><th scope=col>vsa_hyd</th><th scope=col>a_aro</th><th scope=col>weight</th><th scope=col>peoe_vsa.0</th><th scope=col>peoe_vsa.1</th><th scope=col>peoe_vsa.2</th><th scope=col>peoe_vsa.3</th><th scope=col>...</th><th scope=col>ctdh</th><th scope=col>ctaa</th><th scope=col>mchg</th><th scope=col>achg</th><th scope=col>rdta</th><th scope=col>n_sp2</th><th scope=col>n_sp3</th><th scope=col>o_sp2</th><th scope=col>o_sp3</th><th scope=col>logBBB</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>104</th><td>52.86543 </td><td>0.3653846 </td><td>0.004807692</td><td>234.9443 </td><td>9.706731 </td><td>310.5765 </td><td>63.17546 </td><td>75.77459 </td><td>14.95481 </td><td>10.97748 </td><td>... </td><td>1.451923 </td><td>3.105769 </td><td>0.8984755 </td><td>0.8538813 </td><td>0.5845351 </td><td>12.5415 </td><td>10.66003 </td><td>28.77909 </td><td>11.57613 </td><td>NA </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" & tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB\\\\\n",
"\\hline\n",
"\t104 & 52.86543 & 0.3653846 & 0.004807692 & 234.9443 & 9.706731 & 310.5765 & 63.17546 & 75.77459 & 14.95481 & 10.97748 & ... & 1.451923 & 3.105769 & 0.8984755 & 0.8538813 & 0.5845351 & 12.5415 & 10.66003 & 28.77909 & 11.57613 & NA \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| <!--/--> | tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 104 | 52.86543 | 0.3653846 | 0.004807692 | 234.9443 | 9.706731 | 310.5765 | 63.17546 | 75.77459 | 14.95481 | 10.97748 | ... | 1.451923 | 3.105769 | 0.8984755 | 0.8538813 | 0.5845351 | 12.5415 | 10.66003 | 28.77909 | 11.57613 | NA |\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0\n",
"104 52.86543 0.3653846 0.004807692 234.9443 9.706731 310.5765 63.17546 \n",
" peoe_vsa.1 peoe_vsa.2 peoe_vsa.3 ... ctdh ctaa mchg achg \n",
"104 75.77459 14.95481 10.97748 ... 1.451923 3.105769 0.8984755 0.8538813\n",
" rdta n_sp2 n_sp3 o_sp2 o_sp3 logBBB\n",
"104 0.5845351 12.5415 10.66003 28.77909 11.57613 NA "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raw_data[is.na(raw_data[,\"logBBB\"]),]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<dl class=dl-horizontal>\n",
"\t<dt>tpsa</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>nbasic</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>negative</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>vsa_hyd</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>a_aro</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>weight</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.0</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.4</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.5</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.6</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.0.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.1.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.2.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.3.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.4.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.5.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>peoe_vsa.6.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>a_acc</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>a_acid</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>a_base</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>vsa_acc</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>vsa_acid</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>vsa_base</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>vsa_don</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>vsa_other</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>vsa_pol</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa0</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa4</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa5</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa6</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa7</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa8</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>slogp_vsa9</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa0</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa4</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa5</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa6</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>smr_vsa7</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>tpsa.1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>logp.o.w.</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>frac.anion7.</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>frac.cation7.</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>andrewbind</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>rotatablebonds</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>mlogp</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>clogp</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>mw</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>nocount</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>hbdnr</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>rule.of.5violations</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>alert</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>prx</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>ub</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>pol</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>inthb</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>adistm</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>adistd</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>polar_area</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>nonpolar_area</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>psa_npsa</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>tcsa</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>tcpa</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>tcnp</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>ovality</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>surface_area</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>volume</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>most_negative_charge</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>most_positive_charge</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>sum_absolute_charge</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>dipole_moment</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>homo</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>lumo</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>hardness</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>ppsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>ppsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>ppsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>pnsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>pnsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>pnsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>fpsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>fpsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>fpsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>fnsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>fnsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>fnsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wpsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wpsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wpsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wnsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wnsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wnsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>dpsa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>dpsa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>dpsa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>rpcg</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>rncg</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wpcs</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>wncs</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>sadh1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>sadh2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>sadh3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>chdh1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>chdh2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>chdh3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>scdh1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>scdh2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>scdh3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>saaa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>saaa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>saaa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>chaa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>chaa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>chaa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>scaa1</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>scaa2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>scaa3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>ctdh</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>ctaa</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>mchg</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>achg</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>rdta</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>n_sp2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>n_sp3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>o_sp2</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>o_sp3</dt>\n",
"\t\t<dd>0</dd>\n",
"\t<dt>logBBB</dt>\n",
"\t\t<dd>1</dd>\n",
"</dl>\n"
],
"text/latex": [
"\\begin{description*}\n",
"\\item[tpsa] 0\n",
"\\item[nbasic] 0\n",
"\\item[negative] 0\n",
"\\item[vsa\\textbackslash{}\\_hyd] 0\n",
"\\item[a\\textbackslash{}\\_aro] 0\n",
"\\item[weight] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.0] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.1] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.2] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.3] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.4] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.5] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.6] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.0.1] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.1.1] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.2.1] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.3.1] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.4.1] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.5.1] 0\n",
"\\item[peoe\\textbackslash{}\\_vsa.6.1] 0\n",
"\\item[a\\textbackslash{}\\_acc] 0\n",
"\\item[a\\textbackslash{}\\_acid] 0\n",
"\\item[a\\textbackslash{}\\_base] 0\n",
"\\item[vsa\\textbackslash{}\\_acc] 0\n",
"\\item[vsa\\textbackslash{}\\_acid] 0\n",
"\\item[vsa\\textbackslash{}\\_base] 0\n",
"\\item[vsa\\textbackslash{}\\_don] 0\n",
"\\item[vsa\\textbackslash{}\\_other] 0\n",
"\\item[vsa\\textbackslash{}\\_pol] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa0] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa1] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa2] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa3] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa4] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa5] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa6] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa7] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa8] 0\n",
"\\item[slogp\\textbackslash{}\\_vsa9] 0\n",
"\\item[smr\\textbackslash{}\\_vsa0] 0\n",
"\\item[smr\\textbackslash{}\\_vsa1] 0\n",
"\\item[smr\\textbackslash{}\\_vsa2] 0\n",
"\\item[smr\\textbackslash{}\\_vsa3] 0\n",
"\\item[smr\\textbackslash{}\\_vsa4] 0\n",
"\\item[smr\\textbackslash{}\\_vsa5] 0\n",
"\\item[smr\\textbackslash{}\\_vsa6] 0\n",
"\\item[smr\\textbackslash{}\\_vsa7] 0\n",
"\\item[tpsa.1] 0\n",
"\\item[logp.o.w.] 0\n",
"\\item[frac.anion7.] 0\n",
"\\item[frac.cation7.] 0\n",
"\\item[andrewbind] 0\n",
"\\item[rotatablebonds] 0\n",
"\\item[mlogp] 0\n",
"\\item[clogp] 0\n",
"\\item[mw] 0\n",
"\\item[nocount] 0\n",
"\\item[hbdnr] 0\n",
"\\item[rule.of.5violations] 0\n",
"\\item[alert] 0\n",
"\\item[prx] 0\n",
"\\item[ub] 0\n",
"\\item[pol] 0\n",
"\\item[inthb] 0\n",
"\\item[adistm] 0\n",
"\\item[adistd] 0\n",
"\\item[polar\\textbackslash{}\\_area] 0\n",
"\\item[nonpolar\\textbackslash{}\\_area] 0\n",
"\\item[psa\\textbackslash{}\\_npsa] 0\n",
"\\item[tcsa] 0\n",
"\\item[tcpa] 0\n",
"\\item[tcnp] 0\n",
"\\item[ovality] 0\n",
"\\item[surface\\textbackslash{}\\_area] 0\n",
"\\item[volume] 0\n",
"\\item[most\\textbackslash{}\\_negative\\textbackslash{}\\_charge] 0\n",
"\\item[most\\textbackslash{}\\_positive\\textbackslash{}\\_charge] 0\n",
"\\item[sum\\textbackslash{}\\_absolute\\textbackslash{}\\_charge] 0\n",
"\\item[dipole\\textbackslash{}\\_moment] 0\n",
"\\item[homo] 0\n",
"\\item[lumo] 0\n",
"\\item[hardness] 0\n",
"\\item[ppsa1] 0\n",
"\\item[ppsa2] 0\n",
"\\item[ppsa3] 0\n",
"\\item[pnsa1] 0\n",
"\\item[pnsa2] 0\n",
"\\item[pnsa3] 0\n",
"\\item[fpsa1] 0\n",
"\\item[fpsa2] 0\n",
"\\item[fpsa3] 0\n",
"\\item[fnsa1] 0\n",
"\\item[fnsa2] 0\n",
"\\item[fnsa3] 0\n",
"\\item[wpsa1] 0\n",
"\\item[wpsa2] 0\n",
"\\item[wpsa3] 0\n",
"\\item[wnsa1] 0\n",
"\\item[wnsa2] 0\n",
"\\item[wnsa3] 0\n",
"\\item[dpsa1] 0\n",
"\\item[dpsa2] 0\n",
"\\item[dpsa3] 0\n",
"\\item[rpcg] 0\n",
"\\item[rncg] 0\n",
"\\item[wpcs] 0\n",
"\\item[wncs] 0\n",
"\\item[sadh1] 0\n",
"\\item[sadh2] 0\n",
"\\item[sadh3] 0\n",
"\\item[chdh1] 0\n",
"\\item[chdh2] 0\n",
"\\item[chdh3] 0\n",
"\\item[scdh1] 0\n",
"\\item[scdh2] 0\n",
"\\item[scdh3] 0\n",
"\\item[saaa1] 0\n",
"\\item[saaa2] 0\n",
"\\item[saaa3] 0\n",
"\\item[chaa1] 0\n",
"\\item[chaa2] 0\n",
"\\item[chaa3] 0\n",
"\\item[scaa1] 0\n",
"\\item[scaa2] 0\n",
"\\item[scaa3] 0\n",
"\\item[ctdh] 0\n",
"\\item[ctaa] 0\n",
"\\item[mchg] 0\n",
"\\item[achg] 0\n",
"\\item[rdta] 0\n",
"\\item[n\\textbackslash{}\\_sp2] 0\n",
"\\item[n\\textbackslash{}\\_sp3] 0\n",
"\\item[o\\textbackslash{}\\_sp2] 0\n",
"\\item[o\\textbackslash{}\\_sp3] 0\n",
"\\item[logBBB] 1\n",
"\\end{description*}\n"
],
"text/markdown": [
"tpsa\n",
": 0nbasic\n",
": 0negative\n",
": 0vsa_hyd\n",
": 0a_aro\n",
": 0weight\n",
": 0peoe_vsa.0\n",
": 0peoe_vsa.1\n",
": 0peoe_vsa.2\n",
": 0peoe_vsa.3\n",
": 0peoe_vsa.4\n",
": 0peoe_vsa.5\n",
": 0peoe_vsa.6\n",
": 0peoe_vsa.0.1\n",
": 0peoe_vsa.1.1\n",
": 0peoe_vsa.2.1\n",
": 0peoe_vsa.3.1\n",
": 0peoe_vsa.4.1\n",
": 0peoe_vsa.5.1\n",
": 0peoe_vsa.6.1\n",
": 0a_acc\n",
": 0a_acid\n",
": 0a_base\n",
": 0vsa_acc\n",
": 0vsa_acid\n",
": 0vsa_base\n",
": 0vsa_don\n",
": 0vsa_other\n",
": 0vsa_pol\n",
": 0slogp_vsa0\n",
": 0slogp_vsa1\n",
": 0slogp_vsa2\n",
": 0slogp_vsa3\n",
": 0slogp_vsa4\n",
": 0slogp_vsa5\n",
": 0slogp_vsa6\n",
": 0slogp_vsa7\n",
": 0slogp_vsa8\n",
": 0slogp_vsa9\n",
": 0smr_vsa0\n",
": 0smr_vsa1\n",
": 0smr_vsa2\n",
": 0smr_vsa3\n",
": 0smr_vsa4\n",
": 0smr_vsa5\n",
": 0smr_vsa6\n",
": 0smr_vsa7\n",
": 0tpsa.1\n",
": 0logp.o.w.\n",
": 0frac.anion7.\n",
": 0frac.cation7.\n",
": 0andrewbind\n",
": 0rotatablebonds\n",
": 0mlogp\n",
": 0clogp\n",
": 0mw\n",
": 0nocount\n",
": 0hbdnr\n",
": 0rule.of.5violations\n",
": 0alert\n",
": 0prx\n",
": 0ub\n",
": 0pol\n",
": 0inthb\n",
": 0adistm\n",
": 0adistd\n",
": 0polar_area\n",
": 0nonpolar_area\n",
": 0psa_npsa\n",
": 0tcsa\n",
": 0tcpa\n",
": 0tcnp\n",
": 0ovality\n",
": 0surface_area\n",
": 0volume\n",
": 0most_negative_charge\n",
": 0most_positive_charge\n",
": 0sum_absolute_charge\n",
": 0dipole_moment\n",
": 0homo\n",
": 0lumo\n",
": 0hardness\n",
": 0ppsa1\n",
": 0ppsa2\n",
": 0ppsa3\n",
": 0pnsa1\n",
": 0pnsa2\n",
": 0pnsa3\n",
": 0fpsa1\n",
": 0fpsa2\n",
": 0fpsa3\n",
": 0fnsa1\n",
": 0fnsa2\n",
": 0fnsa3\n",
": 0wpsa1\n",
": 0wpsa2\n",
": 0wpsa3\n",
": 0wnsa1\n",
": 0wnsa2\n",
": 0wnsa3\n",
": 0dpsa1\n",
": 0dpsa2\n",
": 0dpsa3\n",
": 0rpcg\n",
": 0rncg\n",
": 0wpcs\n",
": 0wncs\n",
": 0sadh1\n",
": 0sadh2\n",
": 0sadh3\n",
": 0chdh1\n",
": 0chdh2\n",
": 0chdh3\n",
": 0scdh1\n",
": 0scdh2\n",
": 0scdh3\n",
": 0saaa1\n",
": 0saaa2\n",
": 0saaa3\n",
": 0chaa1\n",
": 0chaa2\n",
": 0chaa3\n",
": 0scaa1\n",
": 0scaa2\n",
": 0scaa3\n",
": 0ctdh\n",
": 0ctaa\n",
": 0mchg\n",
": 0achg\n",
": 0rdta\n",
": 0n_sp2\n",
": 0n_sp3\n",
": 0o_sp2\n",
": 0o_sp3\n",
": 0logBBB\n",
": 1\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative \n",
" 0 0 0 \n",
" vsa_hyd a_aro weight \n",
" 0 0 0 \n",
" peoe_vsa.0 peoe_vsa.1 peoe_vsa.2 \n",
" 0 0 0 \n",
" peoe_vsa.3 peoe_vsa.4 peoe_vsa.5 \n",
" 0 0 0 \n",
" peoe_vsa.6 peoe_vsa.0.1 peoe_vsa.1.1 \n",
" 0 0 0 \n",
" peoe_vsa.2.1 peoe_vsa.3.1 peoe_vsa.4.1 \n",
" 0 0 0 \n",
" peoe_vsa.5.1 peoe_vsa.6.1 a_acc \n",
" 0 0 0 \n",
" a_acid a_base vsa_acc \n",
" 0 0 0 \n",
" vsa_acid vsa_base vsa_don \n",
" 0 0 0 \n",
" vsa_other vsa_pol slogp_vsa0 \n",
" 0 0 0 \n",
" slogp_vsa1 slogp_vsa2 slogp_vsa3 \n",
" 0 0 0 \n",
" slogp_vsa4 slogp_vsa5 slogp_vsa6 \n",
" 0 0 0 \n",
" slogp_vsa7 slogp_vsa8 slogp_vsa9 \n",
" 0 0 0 \n",
" smr_vsa0 smr_vsa1 smr_vsa2 \n",
" 0 0 0 \n",
" smr_vsa3 smr_vsa4 smr_vsa5 \n",
" 0 0 0 \n",
" smr_vsa6 smr_vsa7 tpsa.1 \n",
" 0 0 0 \n",
" logp.o.w. frac.anion7. frac.cation7. \n",
" 0 0 0 \n",
" andrewbind rotatablebonds mlogp \n",
" 0 0 0 \n",
" clogp mw nocount \n",
" 0 0 0 \n",
" hbdnr rule.of.5violations alert \n",
" 0 0 0 \n",
" prx ub pol \n",
" 0 0 0 \n",
" inthb adistm adistd \n",
" 0 0 0 \n",
" polar_area nonpolar_area psa_npsa \n",
" 0 0 0 \n",
" tcsa tcpa tcnp \n",
" 0 0 0 \n",
" ovality surface_area volume \n",
" 0 0 0 \n",
"most_negative_charge most_positive_charge sum_absolute_charge \n",
" 0 0 0 \n",
" dipole_moment homo lumo \n",
" 0 0 0 \n",
" hardness ppsa1 ppsa2 \n",
" 0 0 0 \n",
" ppsa3 pnsa1 pnsa2 \n",
" 0 0 0 \n",
" pnsa3 fpsa1 fpsa2 \n",
" 0 0 0 \n",
" fpsa3 fnsa1 fnsa2 \n",
" 0 0 0 \n",
" fnsa3 wpsa1 wpsa2 \n",
" 0 0 0 \n",
" wpsa3 wnsa1 wnsa2 \n",
" 0 0 0 \n",
" wnsa3 dpsa1 dpsa2 \n",
" 0 0 0 \n",
" dpsa3 rpcg rncg \n",
" 0 0 0 \n",
" wpcs wncs sadh1 \n",
" 0 0 0 \n",
" sadh2 sadh3 chdh1 \n",
" 0 0 0 \n",
" chdh2 chdh3 scdh1 \n",
" 0 0 0 \n",
" scdh2 scdh3 saaa1 \n",
" 0 0 0 \n",
" saaa2 saaa3 chaa1 \n",
" 0 0 0 \n",
" chaa2 chaa3 scaa1 \n",
" 0 0 0 \n",
" scaa2 scaa3 ctdh \n",
" 0 0 0 \n",
" ctaa mchg achg \n",
" 0 0 0 \n",
" rdta n_sp2 n_sp3 \n",
" 0 0 0 \n",
" o_sp2 o_sp3 logBBB \n",
" 0 0 1 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colSums(is.na(raw_data))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"colsNA<-colnames(raw_data)[colSums(is.na(raw_data)) > 0]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"'logBBB'"
],
"text/latex": [
"'logBBB'"
],
"text/markdown": [
"'logBBB'"
],
"text/plain": [
"[1] \"logBBB\""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colsNA"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"rowsNA<-rownames(raw_data)[rowSums(is.na(raw_data)) > 0]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"'104'"
],
"text/latex": [
"'104'"
],
"text/markdown": [
"'104'"
],
"text/plain": [
"[1] \"104\""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##It's not numeric value so it must be converted - as.numeric() is an option here\n",
"rowsNA"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"rowsNA<-which(rowSums(is.na(raw_data)) > 0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"104"
],
"text/latex": [
"104"
],
"text/markdown": [
"104"
],
"text/plain": [
"[1] 104"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rowsNA"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"data<-raw_data[-rowsNA,]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/latex": [],
"text/markdown": [],
"text/plain": [
"character(0)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Check if any row contains missing value\n",
"rownames(data)[rowSums(is.na(data)) > 0]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/latex": [],
"text/markdown": [],
"text/plain": [
"character(0)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Check if any column contains missing value\n",
"colnames(data)[colSums(is.na(data)) > 0]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>208</li>\n",
"\t<li>135</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 208\n",
"\\item 135\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 208\n",
"2. 135\n",
"\n",
"\n"
],
"text/plain": [
"[1] 208 135"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Check dimensions of newly created data\n",
"dim(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# What could go wrong and how to solve common problems with data loading"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"#Lets make it wrong \n",
"\n",
"data_bad<-read.csv(\"BBB_raw_data_tabSep.txt\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>tpsa.nbasic.negative.vsa_hyd.a_aro.weight.peoe_vsa.0.peoe_vsa.1.peoe_vsa.2.peoe_vsa.3.peoe_vsa.4.peoe_vsa.5.peoe_vsa.6.peoe_vsa.0.1.peoe_vsa.1.1.peoe_vsa.2.1.peoe_vsa.3.1.peoe_vsa.4.1.peoe_vsa.5.1.peoe_vsa.6.1.a_acc.a_acid.a_base.vsa_acc.vsa_acid.vsa_base.vsa_don.vsa_other.vsa_pol.slogp_vsa0.slogp_vsa1.slogp_vsa2.slogp_vsa3.slogp_vsa4.slogp_vsa5.slogp_vsa6.slogp_vsa7.slogp_vsa8.slogp_vsa9.smr_vsa0.smr_vsa1.smr_vsa2.smr_vsa3.smr_vsa4.smr_vsa5.smr_vsa6.smr_vsa7.tpsa.1.logp.o.w..frac.anion7..frac.cation7..andrewbind.rotatablebonds.mlogp.clogp.mw.nocount.hbdnr.rule.of.5violations.alert.prx.ub.pol.inthb.adistm.adistd.polar_area.nonpolar_area.psa_npsa.tcsa.tcpa.tcnp.ovality.surface_area.volume.most_negative_charge.most_positive_charge.sum_absolute_charge.dipole_moment.homo.lumo.hardness.ppsa1.ppsa2.ppsa3.pnsa1.pnsa2.pnsa3.fpsa1.fpsa2.fpsa3.fnsa1.fnsa2.fnsa3.wpsa1.wpsa2.wpsa3.wnsa1.wnsa2.wnsa3.dpsa1.dpsa2.dpsa3.rpcg.rncg.wpcs.wncs.sadh1.sadh2.sadh3.chdh1.chdh2.chdh3.scdh1.scdh2.scdh3.saaa1.saaa2.saaa3.chaa1.chaa2.chaa3.scaa1.scaa2.scaa3.ctdh.ctaa.mchg.achg.rdta.n_sp2.n_sp3.o_sp2.o_sp3.logBBB</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>12.03\t1\t0\t167.067\t0\t156.293\t76.94749\t43.44619\t0\t0\t0\t0\t17.23803\t18.74768\t43.50657\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t3.981969\t0\t4.410796\t32.89719\t0\t0\t113.2104\t33.32602\t0\t18.01075\t4.410796\t3.981969\t0\t113.2104\t0\t66.22321\t16.61\t2.948\t0\t0.999\t3.4\t3\t2.50245\t2.97\t155.285568\t1\t1\t0\t0\t0\t0\t0\t0\t0\t0\t21.124201\t379.07019\t0.0557\t0.0097\t0.1842\t0.0103\t1.096\t400.194397\t656.065002\t-0.6174\t0.3068\t3.8918\t1.1898\t-9.6672\t3.4038\t6.5355\t349.139008\t679.383179\t30.970501\t51.055401\t-99.347702\t-10.4876\t0.8724\t1.6976\t0.0774\t0.1276\t-0.2482\t-0.0262\t139.723495\t271.885406\t12.3942\t20.4321\t-39.7584\t-4.1971\t298.083588\t778.731018\t41.458\t0.1577\t0.3173\t2.3805\t1.9117\t15.0988\t15.0988\t0.0377\t0.3068\t0.3068\t0\t0008\t4.6321\t4.6321\t0.0116\t6.0255\t6.0255\t0.0151\t-0.6174\t-0.6174\t-0.0015\t-3.7199\t-3.7199\t-0.0093\t1\t1\t0.9241\t0.9241\t1\t0\t6.0255\t0\t0\t1.08 </td></tr>\n",
"\t<tr><td>49.330002\t0\t0\t92.64243\t6\t151.165\t38.24339\t25.52006\t0\t8.619013\t23.2737\t0\t0\t49.01962\t0\t0\t0\t0\t13.56692\t7.904431\t2\t0\t0\t13.56692\t0\t0\t5.682576\t28.1076\t13.56692\t25.38523\t23.26954\t23.86222\t0\t0\t0\t0\t70.57274\t0\t41.32619\t23.86222\t25.38523\t0\t5.243428\t20.7675\t70.57274\t5.258784\t33.32602\t49.33\t0.889\t0.001\t0\t-3.3\t2\t1.05973\t0.494\t151.166428\t3\t2\t0\t0\t1\t3\t2\t0\t395.375702\t10.8921\t117.408096\t247.537094\t0.4743\t0.0134\t0.0417\t0.0198\t1.1173\t364.945312\t555.096924\t-0.8397\t0.4967\t4.8925\t4.2109\t-8.9618\t0.1942\t4.578\t223.130997\t545.832825\t42.303001\t141.814301\t-346.912292\t-44.0368\t0.6114\t1.4957\t0.1159\t0.3886\t-0.9506\t-0.1207\t81.430603\t199.199097\t15.4383\t51.754398\t-126.603996\t-16.070999\t81.316704\t892.745117\t86.339798\t0.203\t0.3433\t1.3116\t2.2546\t45.216301\t22.6082\t0.1239\t0.796\t0.398\t0.0022\t17.619499\t8.8098\t0.0483\t65.623596\t32.811798\t0.1798\t-0.8371\t-0.4185\t-0.0023\t-27.514299\t-13.7571\t-0.0754\t2\t2\t1.2685\t1.042\t1\t0\t6.5681\t32.010201\t33.613499\t-0.4 </td></tr>\n",
"\t<tr><td>50.529999\t1\t0\t295.167\t15\t366.485\t58.05473\t124.7402\t21.65084\t8.619013\t17.44054\t0\t8.619013\t83.82487\t49.01962\t0\t0\t5.682576\t2.503756\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t43.56089\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t9.507346\t0\t148.1258\t75.47363\t28.27417\t12.63166\t27.78542\t0\t8.429003\t29.58226\t235.0587\t76.245\t0\t51.73\t4.439\t0\t0.986\t12.8\t8\t4.66091\t5.136999\t365.479401\t5\t1\t1\t0\t6\t5.3\t3\t0\t1364.551392\t25.6784\t82.094299\t637.724182\t0.1287\t0.0111\t0.0972\t0.0125\t1.3005\t719.818481\t1224.455322\t-0.8012\t0.5414\t7.9796\t3.5234\t-8.6271\t0.0589\t4.343\t517.821777\t2066.018555\t63.950298\t201.996704\t-805.931091\t-43.758701\t0.7194\t2.8702\t0.0888\t0.2806\t-1.1196\t-0.0608\t372.737701\t1487.158325\t46.0326\t145.401001\t-580.124084\t-31.498301\t315.825104\t2871.949707\t107.7089\t0.1357\t0.2008\t1.1351\t1.5725\t16.7192\t16.7192\t0.0232\t0.455\t0.455\t0\t0006\t7.6077\t7.6077\t0.0106\t57.543999\t14.386\t0.0799\t-1.3671\t-0.3418\t-0.0019\t-21.789801\t-5.4475\t-0.0303\t1\t4\t1.2562\t1.2562\t0.25\t26.973301\t10.8567\t0\t27.545099\t0.22 </td></tr>\n",
"\t<tr><td>37.389999\t0\t0\t319.1122\t15\t382.552\t62.23933\t124.7402\t13.19232\t21.78564\t0\t0\t8.619013\t83.82487\t68.78024\t0\t0\t5.682576\t0\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t28.3247\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t144.0354\t75.47363\t55.46144\t3.124314\t27.78542\t0\t8.429003\t21.40142\t235.0587\t76.245\t31.27769\t38.59\t5.254\t0\t0.986\t12.8\t8\t3.82458\t5.877599\t381.543976\t4\t1\t1\t0\t2\t5.3\t3\t0\t702.638672\t10.0232\t65.088997\t667.971313\t0.0974\t0.0108\t0.1218\t0.0119\t1.3013\t733.060303\t1257.200195\t-0.7608\t0.48\t7.9308\t3.1463\t-8.5592\t-0.2651\t4.1471\t507.61441\t2012.906006\t61.688999\t225.445908\t-893.987976\t-42.032799\t0.6925\t2.7459\t0.0842\t0.3075\t-1.2195\t-0.0573\t372.112\t1475.581543\t45.221802\t165.265396\t-655.347107\t-30.812599\t282.168488\t2906.894043\t103.721802\t0.121\t0.1919\t0.7623\t1.5302\t17.2491\t17.2491\t0.0235\t0.4354\t0.4354\t0\t0006\t7.5102\t7.5102\t0.0102\t39.8638\t13.2879\t0.0544\t-1.2332\t-0.4111\t-0.0017\t-17.595699\t-5.8652\t-0.024\t1\t3\t1.1962\t1.1962\t0.3333\t21.706499\t11.0017\t0\t15.1316\t0.14 </td></tr>\n",
"\t<tr><td>37.389999\t1\t0\t299.658\t12\t326.464\t74.80064\t118.0406\t33.0019\t0\t0\t0\t8.619013\t83.82487\t36.76471\t0\t0\t5.682576\t0.136891\t2.503756\t2\t0\t1\t8.186332\t0\t0\t5.682576\t19.64908\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t140.7166\t75.47363\t26.01093\t3.124314\t27.78542\t0\t8.429003\t20.33867\t234.6299\t76.245\t0\t38.59\t3.8\t0\t0.986\t10.3\t8\t3.27214\t4.367\t325.457703\t4\t1\t0\t0\t2\t4.2\t2\t0\t745.509583\t10.5753\t66.1754\t601.746277\t0.11\t0.0118\t0.1186\t0.013\t1.2711\t667.921814\t1132.682617\t-0.8567\t0.4547\t7.8516\t3.2676\t-8.6732\t0.3149\t4.494\t509.163513\t1998.874268\t61.564499\t158.758194\t-623.25293\t-39.841301\t0.7623\t2.9927\t0.0922\t0.2377\t-0.9331\t-0.0596\t340.08139\t1335.091675\t41.1203\t106.038101\t-416.28421\t-26.610901\t350.405304\t2622.127197\t101.4058\t0.1158\t0.2182\t0.7884\t1.6795\t16.0252\t16.0252\t0.024\t0.4366\t0.4366\t0\t0007\t6.997\t6.997\t0.0105\t42.454399\t14.1515\t0.0636\t-1.148\t-0.3827\t-0.0017\t-17.044701\t-5.6816\t-0.0255\t1\t3\t1.2934\t1.2934\t0.3333\t24.2061\t10.8109\t0\t15.1333\t0.69 </td></tr>\n",
"\t<tr><td>37.389999\t1\t0\t289.7777\t11\t332.492\t74.80064\t109.5099\t13.19232\t21.78564\t0\t0\t8.619013\t73.54603\t44.27042\t0\t0\t5.682576\t0\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t21.62514\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t103.6031\t75.47363\t55.46144\t3.124314\t27.78542\t0\t8.429003\t18.5115\t197.5163\t76.245\t31.27769\t38.59\t3.608\t0\t0.986\t10\t8\t2.89481\t4.2836\t331.483459\t4\t1\t0\t0\t2\t3.6\t2\t0\t779.291382\t10.7712\t69.0895\t588.656921\t0.1174\t0.0111\t0.1061\t0.0125\t1.2642\t657.746521\t1115.867188\t-0.7672\t0.4349\t7.3305\t3.2845\t-8.6843\t-0.031\t4.3266\t473.568115\t1735.742554\t58.499298\t184.178406\t-675.058777\t-41.209999\t0.72\t2.6389\t0.0889\t0.28\t-1.0263\t-0.0627\t311.487793\t1141.678467\t38.477699\t121.1427\t-444.017487\t-27.1057\t289.389709\t2410.80127\t99.709297\t0.1187\t0.2093\t2.0505\t1.676\t17.2815\t17.2815\t0.0263\t0.4349\t0.4349\t0\t0007\t7.5157\t7.5157\t0.0114\t43.801201\t14.6004\t0.0666\t-1.2317\t-0.4106\t-0.0019\t-19.851299\t-6.6171\t-0.0302\t1\t3\t1.2021\t1.2021\t0.3333\t25.5529\t11.1218\t0\t15.1333\t0.44 </td></tr>\n",
"\t<tr><td>52.57\t1\t0\t218.9835\t6\t277.388\t68.41672\t97.55945\t0\t8.619013\t23.2737\t0\t8.619013\t34.07461\t49.75026\t0\t0\t0\t13.56692\t7.904431\t2\t0\t1\t13.56692\t0\t0\t5.682576\t28.1076\t13.56692\t28.50954\t23.26954\t23.86222\t55.31873\t6.37115\t37.73681\t0\t35.28637\t37.73681\t74.65221\t26.98653\t25.38523\t0\t11.61458\t20.7675\t110.76\t60.57752\t66.65203\t53.77\t2.712\t0.001\t0.996\t10.4\t8\t2.60491\t2.129\t276.381866\t4\t2\t0\t0\t1\t3\t2\t1\t1145.173828\t25.6134\t142.094101\t438.778687\t0.3238\t0.0123\t0.0501\t0.0162\t1.2166\t580.872803\t981.022095\t-0.7834\t0.5021\t7.1199\t3.8032\t-9.1355\t-0.1047\t4.5154\t411.311798\t1464.259033\t56.180698\t169.561005\t-603.632324\t-53.221401\t0.7081\t2.5208\t0.0967\t0.2919\t-1.0392\t-0.0916\t238.9198\t850.548279\t32.633801\t98.493401\t-350.633606\t-30.9149\t241.750793\t2067.891357\t109.4021\t0.1411\t0.22\t1.2064\t2.2431\t46.881699\t23.4408\t0.0807\t0.8018\t0.4009\t0.0014\t18.538099\t9.269\t0.0319\t85.0186\t28.3395\t0.1464\t-1.2403\t-0.4134\t-0.0021\t-33.6633\t-11.2211\t-0.058\t2\t3\t1.2173\t1.0155\t0.6667\t0\t11.1189\t54.364498\t29.729099\t-0.43 </td></tr>\n",
"\t<tr><td>40.540001\t1\t0\t321.8241\t12\t421.33\t73.38909\t99.29238\t9.020845\t8.458519\t10.32417\t0\t8.619013\t75.73796\t68.13466\t0\t0\t11.90864\t13.56692\t7.76754\t2\t0\t1\t13.56692\t0\t0\t0\t8.458519\t13.56692\t28.50954\t5.687611\t9.121018\t55.31873\t30.23337\t3.055104\t0\t141.1455\t75.47363\t60.91421\t26.98653\t40.34534\t12.17612\t6.37115\t0\t216.6191\t61.00634\t45.95409\t41.74\t4.804\t0\t0.946\t15.9\t7\t4.11279\t3.9986\t420.330353\t3\t1\t0\t0\t0\t4.7\t3\t0\t683.641418\t18.801201\t65.322197\t621.086304\t0.1052\t0.0099\t0.1044\t0.011\t1.2657\t686.408508\t1187.55896\t-0.5033\t0.3586\t6.819\t2.2008\t-9.6532\t-0.6577\t4.4977\t360.221893\t1228.17749\t46.542099\t326.186798\t-1112.133911\t-42.756199\t0.5248\t1.7893\t0.0678\t0.4752\t-1.6202\t-0.0623\t247.259293\t843.031494\t31.946899\t223.8974\t-763.378174\t-29.3482\t34.035099\t2340.311523\t89.298203\t0.1052\t0.1476\t1.2044\t2.778\t11.451\t11.451\t0.0167\t0.3586\t0.3586\t0\t0005\t4.1064\t4.1064\t0.006\t53.871201\t17.9571\t0.0785\t-1.2752\t-0.4251\t-0.0019\t-21.926001\t-7.3087\t-0.0319\t1\t3\t0.8619\t0.8619\t0.3333\t0\t4.4417\t30.6103\t18.819201\t1.38 </td></tr>\n",
"\t<tr><td>15.27\t1\t0\t304.6516\t12\t357.566\t98.59877\t72.39125\t0\t0\t0\t0\t17.23803\t99.40089\t44.27042\t19.76062\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t13.3991\t0\t21.13507\t0\t3.981969\t36.87916\t0\t36.34338\t0\t123.5023\t75.47363\t69.95258\t0\t18.01075\t7.776516\t3.981969\t5.513495\t198.9759\t36.87916\t96.13026\t19.85\t5.451\t0\t0.999\t12.9\t4\t4.63975\t6.167\t356.555695\t2\t1\t1\t0\t0\t4.2\t4\t0\t0\t0\t15.4712\t614.863525\t0.0252\t0.0106\t0.4319\t0.0109\t1.2183\t630.334717\t1106.561523\t-0.6276\t0.3063\t6.6824\t1.6747\t-7.5469\t-0.0835\t3.7317\t395.785492\t1322.404785\t44.164501\t234.549194\t-783.679077\t-24.876301\t0.6279\t2.0979\t0.0701\t0.3721\t-1.2433\t-0.0395\t249.477295\t833.557617\t27.8384\t147.844498\t-493.980103\t-15.6804\t161.236298\t2106.083984\t69.040802\t0.0917\t0.1878\t0.7974\t1.2721\t8.699\t8.699\t0.0138\t0.3063\t0.3063\t0\t0005\t2.6643\t2.6643\t0.0042\t6.7721\t6.7721\t0.0107\t-0.6276\t-0.6276\t-0.001\t-4.2504\t-4.2504\t-0.0067\t1\t1\t0.9339\t0.9339\t1\t0\t6.7721\t0\t0\t0.75 </td></tr>\n",
"\t<tr><td>32.779999\t1\t0\t252.9569\t6\t251.35\t85.5588\t97.58976\t7.411346\t0\t0\t0\t27.81852\t62.00516\t24.50981\t0\t0\t13.56692\t2.503756\t0\t2\t0\t1\t16.07068\t0\t0\t0\t27.65803\t0\t14.1242\t10.44095\t0\t18.43958\t3.185575\t98.69156\t0\t70.57274\t3.981969\t95.75768\t26.98653\t14.1242\t0\t12.41097\t0\t70.57274\t25.75621\t165.3436\t33.98\t2.569\t0\t0.976\t9.5\t5\t2.93039\t2.099\t250.343643\t4\t0\t0\t0\t4\t3\t1\t0\t292.907593\t17.035\t31.4377\t507.435211\t0.062\t0.0115\t0.1965\t0.0122\t1.1899\t538.872925\t906.223999\t-0.7811\t0.6368\t6.1777\t2.1458\t-9.4164\t0.2131\t4.8147\t423.563507\t1308.332886\t41.8162\t115.309402\t-356.175598\t-25.3741\t0.786\t2.4279\t0.0776\t0.214\t-0.661\t-0.0471\t228.246902\t705.025208\t22.5336\t62.1371\t-191.933395\t-13.6734\t308.254211\t1664.508423\t67.1903\t0.2062\t0.2529\t0.6876\t0.2897\t0\t0\t0\t0\t0\t0\t0\t0\t0\t30.292\t10.0973\t0.0562\t-1.1467\t-0.3822\t-0.0021\t-12.6059\t-4.202\t-0.0234\t0\t3\t0\t0\t0\t0\t4.3804\t23.1112\t3.9461\t0.88 </td></tr>\n",
"\t<tr><td>64.160004\t0\t0\t280.438\t9\t412.509\t149.2843\t95.57485\t17.47936\t6.699551\t0\t24.14009\t17.23803\t41.91243\t0\t10.88526\t0.136891\t17.811\t13.56692\t0\t2\t0\t3\t24.45218\t0\t5.682576\t5.682576\t51.90007\t0\t19.90984\t30.30762\t32.98323\t73.75832\t2.756747\t15.67644\t4.410796\t60.33873\t113.2104\t48.28613\t53.50618\t37.68102\t9.121018\t13.10987\t7.409175\t166.14\t81.34502\t33.32602\t64.75\t3.273\t0\t0.89\t20.700001\t4\t3.53582\t2.711024\t410.495636\t6\t0\t0\t0\t5\t5.3\t2\t0\t2746.165527\t78.362198\t94.007202\t623.217224\t0.1508\t0.0119\t0.0906\t0.0137\t1.2707\t717.224426\t1260.964478\t-0.5454\t0.473\t8.5215\t6.7321\t-9.07\t-0.5634\t4.2533\t482.730103\t2056.781006\t56.1437\t234.494202\t-999.115723\t-42.820499\t0.6731\t2.8677\t0.0783\t0.3269\t-1.393\t-0.0597\t346.2258\t1475.173462\t40.267601\t168.184906\t-716.590088\t-30.711901\t248.235901\t3055.896729\t98.964203\t0.111\t0.128\t0.6629\t1.8461\t0\t0\t0\t0\t0\t0\t0\t0\t0\t92.526398\t18.505301\t0.129\t-1.6204\t-0.3241\t-0.0023\t-25.283899\t-5.0568\t-0.0353\t0\t5\t0\t0\t0\t36.556702\t5.568\t24.264299\t27.6182\t0.98 </td></tr>\n",
"\t<tr><td>26.790001\t1\t0\t373.5283\t12\t411.614\t88.09194\t135.1378\t52.7693\t8.458519\t0\t0\t17.23803\t57.72093\t75.27301\t0\t0\t0\t13.56692\t0\t1\t0\t2\t13.56692\t0\t0\t0\t21.85762\t0\t9.372942\t5.687611\t0\t110.6375\t27.04779\t35.99866\t0\t123.5023\t56.60522\t71.05905\t30.11084\t0\t6.225782\t3.185575\t5.513495\t180.1075\t116.3251\t98.44274\t29.19\t4.327\t0\t0.868\t16.700001\t7\t3.7841\t4.8027\t409.598175\t4\t0\t0\t0\t0\t4.7\t4\t0\t350.144409\t12.4373\t31.2593\t699.21698\t0.0447\t0.0108\t0.253\t0.0113\t1.264\t730.476318\t1306.354126\t-0.5972\t0.3224\t7.9102\t0.5139\t-7.7622\t-0.608\t3.5771\t559.337097\t2212.221924\t53.064999\t171.139206\t-676.868713\t-27.910999\t0.7657\t3.0285\t0.0726\t0.2343\t-0.9266\t-0.0382\t408.582489\t1615.975708\t38.762699\t125.0131\t-494.436493\t-20.3883\t388.197906\t2889.090576\t80.975899\t0.0815\t0.151\t0.5327\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t31.2593\t10.4198\t0.0428\t-1.2188\t-0.4063\t-0.0017\t-12.0997\t-4.0332\t-0.0166\t0\t3\t0\t0\t0\t0\t13.6002\t17.6591\t0\t0.83 </td></tr>\n",
"\t<tr><td>41.459999\t0\t0\t185.2862\t12\t270.719\t8.936826\t56.05296\t13.19232\t8.619013\t12.94953\t0\t0\t36.76471\t90.85647\t0\t0\t0\t19.2495\t0.136891\t2\t0\t0\t19.2495\t0\t0\t5.682576\t26.34863\t0\t0\t26.02628\t23.86222\t18.43958\t6.37115\t16.78553\t3.500607\t141.1455\t0\t41.90539\t23.86222\t16.78553\t0\t9.871757\t20.7675\t141.1455\t26.45511\t39.14864\t41.46\t2.912\t0\t0\t2.3\t1\t3.11198\t3.02076\t270.720734\t3\t1\t0\t0\t1\t5.3\t4\t0\t203.799194\t18.6089\t85.916496\t410.538605\t0.2093\t0.0111\t0.0642\t0.0134\t1.1659\t496.455109\t826.208374\t-0.8081\t0.4877\t5.5137\t3.0913\t-9.5524\t-0.7409\t4.4058\t233.356796\t643.325012\t40.397099\t263.098389\t-725.318115\t-44.1287\t0.47\t1.2958\t0.0814\t0.53\t-1.461\t-0.0889\t115.851196\t319.381989\t20.0553\t130.616501\t-360.087891\t-21.9079\t-29.7416\t1368.643066\t84.525803\t0.1769\t0.2931\t1.0939\t1.69\t18.567801\t18.567801\t0.0374\t0.434\t0.434\t0\t0009\t8.0589\t8.0589\t0.0162\t61.583099\t30.7915\t0.124\t-0.7607\t-0.3803\t-0.0015\t-23.3262\t-11.6631\t-0.047\t1\t2\t1.2421\t1.2421\t0.5\t11.9628\t5.7656\t49.6203\t0\t0.61 </td></tr>\n",
"\t<tr><td>83.720001\t0\t0\t121.924\t11\t204.237\t44.54677\t12.79616\t11.19056\t37.0476\t15.68157\t0\t0\t70.98718\t0\t18.84208\t0\t5.682576\t0\t6.788011\t3\t0\t0\t24.52465\t0\t0\t23.42507\t38.0627\t0\t36.0215\t50.11155\t16.78553\t0\t0\t65.79437\t0\t58.01422\t0\t4.227013\t0\t50.11155\t19.90984\t0\t9.740508\t85.39791\t0\t65.79437\t83.72\t0.391\t0.007\t0.006\t-2.4\t3\t2.99758\t0.686975\t204.236191\t6\t3\t0\t0\t12\t3.6\t2\t0\t649.794617\t33.4249\t173.518906\t268.601105\t0.646\t0.0162\t0.0412\t0.0266\t1.1542\t442.119995\t704.952515\t-0.9909\t0.464\t7.147\t1.5696\t-8.4941\t-0.0779\t4.2081\t310.746613\t1110.44873\t57.9478\t131.373505\t-469.461487\t-55.9161\t0.7029\t2.5116\t0.1311\t0.2971\t-1.0618\t-0.1265\t137.387299\t490.951599\t25.6199\t58.082802\t-207.558304\t-24.7216\t179.373093\t1579.910156\t113.863899\t0.1298\t0.2773\t3.4369\t7.4191\t65.292198\t21.764099\t0.1477\t1.3064\t0.4355\t0.003\t28.816799\t9.6056\t0.0652\t68.960098\t22.9867\t0.156\t-0.8124\t-0.2708\t-0.0018\t-16.217199\t-5.4057\t-0.0367\t3\t3\t1.4549\t1.2958\t1\t68.960098\t39.266602\t0\t0\t-1.17 </td></tr>\n",
"\t<tr><td>83.849998\t0\t0\t209.5308\t11\t357.232\t129.1319\t28.02648\t8.619013\t19.80958\t0\t6.699551\t0\t68.13466\t0\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t2.756747\t3.055104\t0\t87.35827\t0\t100.4919\t7.085616\t16.78553\t70.77564\t2.756747\t23.09542\t104.5918\t35.67314\t78.17364\t86.53\t2.693\t0\t0.023\t-0.8\t7\t3.09506\t2.938\t357.236023\t6\t2\t0\t0\t6\t3.6\t3\t1\t2232.461426\t76.213203\t149.490402\t425.384796\t0.3514\t0.0137\t0.0527\t0.0185\t1.2172\t574.875183\t965.183289\t-0.8575\t0.8585\t7.8807\t7.4941\t-8.8234\t-0.7176\t4.0529\t260.315613\t1025.739502\t47.386002\t314.559601\t-1239.480713\t-74.6269\t0.4528\t1.7843\t0.0824\t0.5472\t-2.1561\t-0.1298\t149.649002\t589.67218\t27.240999\t180.832504\t-712.546692\t-42.901199\t-54.243999\t2265.220215\t122.012901\t0.2179\t0.2176\t1.4809\t1.4052\t18.9317\t9.4658\t0.0329\t0.8565\t0.4283\t0.0015\t7.5165\t3.7582\t0.0131\t115.151703\t28.787901\t0.2003\t-0.4442\t-0.111\t-0\t0008\t-44.0825\t-11.0206\t-0.0767\t2\t4\t1.3271\t1.1014\t0.5\t25.6341\t15.407\t89.517601\t0\t-0.67 </td></tr>\n",
"\t<tr><td>83.849998\t0\t0\t179.4622\t11\t278.336\t126.8797\t32.29187\t8.619013\t19.80958\t0\t6.699551\t0\t24.50981\t12.2549\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t2.756747\t0\t0\t105.0014\t0\t54.53777\t7.085616\t16.78553\t67.72054\t2.756747\t23.09542\t122.235\t35.67314\t32.21954\t86.53\t1.897\t0\t0.028\t-2.1\t7\t2.42248\t1.991\t278.334991\t6\t2\t0\t0\t6\t3.6\t2\t1\t2232.493164\t76.213997\t149.492004\t404.548492\t0.3695\t0.0145\t0.0536\t0.0198\t1.223\t554.040527\t906.614685\t-0.8579\t0.8586\t8.0083\t7.1325\t-8.8308\t-0.4626\t4.1841\t303.060211\t1213.494629\t52.047699\t250.980301\t-1004.960205\t-77.631401\t0.547\t2.1903\t0.0939\t0.453\t-1.8139\t-0.1401\t167.907593\t672.325195\t28.836599\t139.053299\t-556.788696\t-43.010899\t52.0798\t2218.454834\t129.679092\t0.2144\t0.2143\t1.4574\t1.3836\t18.9317\t9.4658\t0.0342\t0.8565\t0.4283\t0.0015\t7.5165\t3.7583\t0.0136\t115.153397\t28.7883\t0.2078\t-0.4593\t-0.1148\t-0\t0008\t-44.370098\t-11.0925\t-0.0801\t2\t4\t1.3275\t1.1016\t0.5\t25.6357\t15.407\t89.517601\t0\t-0.66 </td></tr>\n",
"\t<tr><td>83.849998\t0\t0\t262.9218\t17\t368.461\t131.8569\t51.56195\t8.619013\t19.80958\t0\t0\t6.699551\t26.71835\t73.52943\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t9.127897\t18.86841\t0\t175.5742\t0\t54.53777\t7.085616\t16.78553\t67.72054\t9.127897\t23.09542\t211.6762\t35.67314\t32.21954\t86.53\t3.942\t0\t0.045\t1.5\t9\t3.93669\t3.978\t368.460846\t6\t2\t0\t0\t6\t5.3\t2\t1\t1770.068848\t99.360901\t136.270798\t552.896606\t0.2465\t0.0133\t0.0673\t0.0166\t1.2746\t689.167419\t1182.155518\t-0.8815\t0.8035\t9.1772\t6.358\t-8.719\t-0.4666\t4.1262\t401.891602\t1844.123291\t58.5662\t287.275696\t-1318.195435\t-73.530899\t0.5832\t2.6759\t0.085\t0.4168\t-1.9127\t-0.1067\t276.970612\t1270.90979\t40.3619\t197.981003\t-908.457397\t-50.675098\t114.615898\t3162.318848\t132.097107\t0.1751\t0.1921\t0\t1.1004\t23.983\t11.9915\t0.0348\t0.8395\t0.4198\t0.0012\t9.737\t4.8685\t0.0141\t97.611504\t24.402901\t0.1416\t-0.4333\t-0.1083\t-0\t0006\t-41.929699\t-10.4824\t-0.0608\t2\t4\t1.337\t1.0947\t0.5\t18.841101\t14.6764\t78.770302\t0\t-0.12 </td></tr>\n",
"\t<tr><td>87.339996\t1\t0\t314.9122\t16\t415.538\t115.1109\t125.3906\t30.26986\t19.80958\t0\t0\t15.31856\t26.71835\t61.27452\t0\t19.76062\t0\t0.136891\t19.60617\t2\t0\t1\t33.93105\t0\t0\t11.36515\t41.33894\t0\t3.124314\t25.09637\t16.78553\t86.60815\t17.26879\t94.17013\t0\t140.7166\t0\t72.97735\t19.71728\t0\t67.72054\t17.26879\t23.09542\t195.2582\t35.67314\t98.01392\t91.22\t3.856\t0\t0.961\t13.2\t11\t3.62804\t4.485\t414.530365\t7\t2\t0\t0\t6\t5.3\t2\t1\t2980.362061\t106.682098\t133.520996\t646.186584\t0.2066\t0.0126\t0.0736\t0.0152\t1.3223\t779.707581\t1346.428589\t-0.882\t0.8033\t9.826\t6.0831\t-8.7478\t-0.2727\t4.2376\t476.293396\t2340.030762\t62.757198\t303.414215\t-1490.675537\t-73.481697\t0.6109\t3.0012\t0.0805\t0.3891\t-1.9118\t-0.0942\t371.369598\t1824.539917\t48.932301\t236.574402\t-1162.291138\t-57.2943\t172.879196\t3830.706299\t136.238907\t0.1635\t0.1795\t0\t1.0271\t23.9646\t11.9823\t0.0307\t0.8395\t0.4198\t0.0011\t9.7286\t4.8643\t0.0125\t94.885902\t18.9772\t0.1217\t-0.6442\t-0.1288\t-0\t0008\t-40.229198\t-8.0458\t-0.0516\t2\t5\t1.3375\t1.0949\t0.4\t0\t23.346901\t78.773697\t7.4357\t-0.73 </td></tr>\n",
"\t<tr><td>87.339996\t1\t0\t221.2659\t16\t327.364\t58.90247\t123.1821\t21.65084\t28.42859\t0\t0\t15.31856\t49.01962\t24.50981\t0\t0\t0\t0\t19.74306\t2\t0\t1\t33.93105\t0\t0\t11.36515\t48.03849\t0\t3.124314\t25.09637\t16.78553\t50.93501\t5.448821\t75.30172\t0\t149.351\t0\t26.28099\t19.71728\t0\t67.72054\t5.448821\t34.48656\t159.1562\t0\t65.79437\t91.22\t3.201\t0\t0.961\t12.4\t6\t2.97562\t4.019\t326.358002\t7\t2\t0\t0\t6\t5.3\t3\t1\t3035.184082\t91.619499\t140.515594\t474.108093\t0.2964\t0.0133\t0.058\t0.0172\t1.2403\t614.623718\t1037.328613\t-0.6421\t0.6692\t8.1562\t6.9036\t-8.6218\t-0.8707\t3.8755\t345.402588\t1408.589233\t51.355801\t269.2211\t-1097.91272\t-70.429802\t0.562\t2.2918\t0.0836\t0.438\t-1.7863\t-0.1146\t212.292694\t865.75238\t31.564501\t165.469696\t-674.803223\t-43.287899\t76.181602\t2506.501953\t121.785698\t0.1641\t0.1574\t1.1699\t0.9985\t14.8394\t7.4197\t0.0241\t0.8439\t0.422\t0.0014\t6.0714\t3.0357\t0.0099\t113.7342\t22.746799\t0.185\t-0.7449\t-0.149\t-0.0012\t-39.543499\t-7.9087\t-0.0643\t2\t5\t1.093\t0.9701\t0.4\t7.1296\t20.609501\t93.029701\t4.9073\t-0.27 </td></tr>\n",
"\t<tr><td>87.089996\t1\t0\t243.774\t17\t338.391\t77.85693\t125.6885\t13.19232\t28.42859\t0\t0\t15.31856\t49.01962\t24.50981\t0\t0\t0\t5.682576\t17.23931\t3\t0\t1\t39.61362\t0\t0\t11.36515\t35.31725\t0\t3.124314\t41.8819\t16.78553\t50.93501\t3.185575\t65.79437\t0\t163.8733\t0\t26.28099\t10.20993\t16.78553\t67.72054\t3.185575\t31.79449\t176.3706\t0\t65.79437\t90.97\t3.373\t0\t0.81\t13.2\t6\t3.2132\t3.41404\t337.38443\t7\t2\t0\t0\t6\t5.3\t3\t1\t3450.486084\t95.579697\t147.735794\t470.086914\t0.3143\t0.0144\t0.0604\t0.019\t1.2314\t617.822693\t1056.682251\t-0.6946\t0.8447\t8.9273\t8.8368\t-8.7077\t-0.7529\t3.9774\t356.584412\t1591.668945\t53.344398\t261.238312\t-1166.076538\t-75.540802\t0.5772\t2.5763\t0.0863\t0.4228\t-1.8874\t-0.1223\t220.305893\t983.369202\t32.957401\t161.399002\t-720.428589\t-46.670898\t95.3461\t2757.745605\t128.885193\t0.1892\t0.1556\t1.2926\t1.0208\t16.1306\t8.0653\t0.0261\t0.8463\t0.4231\t0.0014\t6.6754\t3.3377\t0.0108\t119.297302\t23.859501\t0.1931\t-0.8827\t-0.1765\t-0.0014\t-45.925098\t-9.185\t-0.0743\t2\t5\t1.1464\t1.0117\t0.4\t21.4881\t20.465599\t89.651398\t0\t-0.28 </td></tr>\n",
"\t<tr><td>41.57\t1\t0\t313.184\t12\t353.486\t60.26326\t122.306\t13.19232\t8.619013\t0\t12.94953\t8.619013\t83.82487\t61.27452\t0\t0\t0\t13.56692\t2.640647\t2\t0\t1\t16.07068\t0\t0\t5.682576\t21.40805\t0\t32.13495\t5.258784\t0\t76.245\t30.23337\t0\t0\t158.7887\t75.47363\t23.68301\t26.98653\t10.99989\t18.01075\t11.61458\t0\t252.7019\t81.50378\t0\t42.77\t4.279\t0\t0.986\t13.2\t8\t3.22812\t4.268\t352.480652\t4\t1\t0\t0\t1\t4.7\t2\t0\t843.062622\t13.4243\t61.043201\t646.898315\t0.0944\t0.0115\t0.1334\t0.0126\t1.2912\t707.941528\t1207.226807\t-0.9643\t0.5746\t8.1421\t1.0578\t-9.1323\t-0.1768\t4.4777\t504.688812\t2054.607178\t58.180801\t203.252701\t-827.449585\t-41.974098\t0.7129\t2.9022\t0.0822\t0.2871\t-1.1688\t-0.0593\t357.290192\t1454.541748\t41.188599\t143.891006\t-585.785889\t-29.7152\t301.436096\t2882.056641\t100.1549\t0.1411\t0.2369\t1.1426\t1.5103\t3.8279\t3.8279\t0.0054\t0.4436\t0.4436\t0\t0006\t1.6982\t1.6982\t0.0024\t50.8396\t16.946501\t0.0718\t-1.051\t-0.3503\t-0.0015\t-18.0282\t-6.0094\t-0.0255\t1\t3\t1.408\t1.408\t0.3333\t0\t9.4907\t32.591202\t15.1333\t-0.24 </td></tr>\n",
"\t<tr><td>6.48\t0\t0\t286.7085\t12\t281.423\t69.41582\t127.9159\t0\t0\t0\t0\t8.619013\t46.32951\t73.52943\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t0\t0\t13.3991\t0\t6.248628\t0\t0\t36.87916\t6.37115\t103.5312\t0\t141.1455\t18.86841\t5.513495\t3.124314\t0\t3.124314\t6.37115\t5.513495\t197.7507\t36.87916\t65.79437\t7.68\t4.104\t0\t0.996\t9.9\t4\t3.87624\t5.037\t280.416534\t2\t0\t1\t0\t0\t4.2\t2\t0\t0\t0\t9.6105\t550.636292\t0.0175\t0.0105\t0.6134\t0.0107\t1.1806\t560.246826\t972.001709\t-0.6822\t0.2391\t5.8951\t1.2561\t-8.2995\t0.4849\t4.3922\t405.734406\t1195.915894\t42.197102\t154.512405\t-455.430603\t-21.259199\t0.7242\t2.1346\t0.0753\t0.2758\t-0.8129\t-0.0379\t227.311401\t670.007996\t23.6408\t86.565102\t-255.153503\t-11.9104\t251.222\t1651.346558\t63.456299\t0.0811\t0.2315\t0.062\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t9.6105\t9.6105\t0.0172\t-0.4209\t-0.4209\t-0\t0008\t-4.0454\t-4.0454\t-0.0072\t0\t1\t0\t0\t0\t0\t9.6105\t0\t0\t1.17 </td></tr>\n",
"\t<tr><td>9.72\t0\t0\t357.2742\t12\t409.52\t47.32438\t137.3464\t52.7693\t0\t0\t0\t26.28353\t61.27452\t44.27042\t0\t35.72591\t0\t0\t0\t0\t0\t2\t0\t0\t0\t0\t13.3991\t0\t9.372942\t0\t0\t110.6375\t3.185575\t35.99866\t7.759516\t123.5023\t18.86841\t82.61337\t6.248628\t44.88034\t13.9853\t3.185575\t5.513495\t142.3707\t110.6375\t65.11673\t12.12\t4.49176\t0\t0.868\t17\t5\t4.35364\t5.1923\t407.50473\t3\t0\t1\t0\t0\t4.2\t4\t0\t39.455299\t4.6878\t13.6\t644.991272\t0.0211\t0.0104\t0.5057\t0.0107\t1.2194\t658.591309\t1180.210938\t-0.5947\t0.4029\t6.8771\t2.6983\t-7.9105\t-0.5159\t3.6973\t417.365295\t1435.129883\t40.330299\t241.226105\t-829.467102\t-32.105202\t0.6337\t2.1791\t0.0612\t0.3663\t-1.2595\t-0.0487\t274.873108\t945.164124\t26.561199\t158.8694\t-546.279785\t-21.144199\t176.139099\t2264.596924\t72.4356\t0.1172\t0.1729\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t13.6\t6.8\t0.0207\t-0.8663\t-0.4331\t-0.0013\t-5.899\t-2.9495\t-0.009\t0\t2\t0\t0\t0\t0\t13.6\t0\t0\t1.38 </td></tr>\n",
"\t<tr><td>38.77\t0\t0\t317.1515\t12\t380.508\t114.4689\t107.427\t30.10936\t8.458519\t0\t0\t8.619013\t44.12098\t61.27452\t0\t0\t0\t13.56692\t5.007512\t3\t0\t1\t18.57443\t0\t0\t0\t25.37556\t0\t25.12409\t5.687611\t0\t36.87916\t42.24053\t89.63614\t0\t123.5023\t56.60522\t28.92643\t26.98653\t21.99977\t8.821592\t20.04358\t0\t217.4155\t42.56677\t70.76774\t39.97\t4.14574\t0\t0.985\t16.1\t6\t3.5161\t4.597589\t379.503632\t4\t0\t0\t0\t0\t4.7\t3\t0\t1431.785889\t33.0177\t68.864304\t630.212219\t0.1093\t0.01\t0.1011\t0.011\t1.2638\t699.076477\t1223.397583\t-0.4133\t0.3438\t6.9604\t2.0646\t-8.9334\t-0.3861\t4.2736\t489.962311\t1705.174683\t50.2486\t209.114197\t-727.762329\t-34.801998\t0.7009\t2.4392\t0.0719\t0.2991\t-1.041\t-0.0498\t342.521088\t1192.047607\t35.127602\t146.186905\t-508.761505\t-24.3293\t280.847992\t2432.937012\t85.050598\t0.0988\t0.1187\t0.4473\t0.3514\t0\t0\t0\t0\t0\t0\t0\t0\t0\t68.864304\t17.216101\t0.0985\t-1.2016\t-0.3004\t-0.0017\t-19.210501\t-4.8026\t-0.0275\t0\t4\t0\t0\t0\t0\t2.9591\t27.606701\t38.298599\t0.89 </td></tr>\n",
"\t<tr><td>77.050003\t0\t0\t223.7506\t16\t357.801\t65.89255\t54.64664\t32.20186\t12.94953\t11.19056\t12.94953\t0\t24.50981\t79.33221\t10.88526\t5.902359\t11.36515\t13.56692\t0\t4\t0\t0\t35.81733\t0\t0\t0\t63.09064\t0\t0\t63.44984\t0\t0\t34.82453\t42.63131\t7.911403\t77.5565\t0\t124.2402\t33.59634\t58.19106\t0\t18.87372\t7.841415\t88.15466\t5.258784\t138.6979\t77.05\t2.45206\t0\t0\t8.1\t2\t3.10258\t2.373726\t357.802368\t7\t0\t0\t0\t9\t5.8\t2\t0\t1925.833008\t85.392799\t96.460899\t507.066986\t0.1902\t0.011\t0.0689\t0.0131\t1.2141\t603.527771\t1042.193237\t-0.7698\t0.5422\t6.6488\t3.3321\t-9.5099\t-0.8399\t4.335\t378.695312\t1258.940063\t41.9702\t224.832596\t-747.43689\t-39.620701\t0.6275\t2.086\t0.0695\t0.3725\t-1.2384\t-0.0656\t228.553207\t759.80542\t25.3302\t135.692703\t-451.098999\t-23.912201\t153.862793\t2006.376953\t81.591003\t0.1631\t0.2316\t0.3692\t0.2393\t0\t0\t0\t0\t0\t0\t0\t0\t0\t94.580002\t18.916\t0.1567\t-1.2906\t-0.2581\t-0.0021\t-26.1922\t-5.2384\t-0.0434\t0\t5\t0\t0\t0\t59.452801\t1.8808\t21.9324\t13.1949\t-0.3 </td></tr>\n",
"\t<tr><td>32.779999\t1\t0\t252.9569\t6\t251.35\t85.5588\t97.58976\t7.411346\t0\t0\t0\t27.81852\t62.00516\t24.50981\t0\t0\t13.56692\t2.503756\t0\t2\t0\t1\t16.07068\t0\t0\t0\t27.65803\t0\t14.1242\t10.44095\t0\t18.43958\t3.185575\t98.69156\t0\t70.57274\t3.981969\t95.75768\t26.98653\t14.1242\t0\t12.41097\t0\t70.57274\t25.75621\t165.3436\t33.98\t2.569\t0\t0.976\t9.5\t5\t2.93039\t2.099\t250.343643\t4\t0\t0\t0\t4\t3\t1\t0\t292.907593\t17.035\t31.4377\t507.435211\t0.062\t0.0115\t0.1965\t0.0122\t1.1899\t538.872925\t906.223999\t-0.7811\t0.6368\t6.1777\t2.1458\t-9.4164\t0.2131\t4.8147\t423.563507\t1308.332886\t41.8162\t115.309402\t-356.175598\t-25.3741\t0.786\t2.4279\t0.0776\t0.214\t-0.661\t-0.0471\t228.246902\t705.025208\t22.5336\t62.1371\t-191.933395\t-13.6734\t308.254211\t1664.508423\t67.1903\t0.2062\t0.2529\t0.6876\t0.2897\t0\t0\t0\t0\t0\t0\t0\t0\t0\t30.292\t10.0973\t0.0562\t-1.1467\t-0.3822\t-0.0021\t-12.6059\t-4.202\t-0.0234\t0\t3\t0\t0\t0\t0\t4.3804\t23.1112\t3.9461\t0.88 </td></tr>\n",
"\t<tr><td>166.75\t1\t0\t450.7686\t16\t671.863\t117.5445\t108.5161\t32.20815\t46.24102\t36.22324\t25.89906\t8.619013\t109.0653\t127.6968\t0\t0\t5.682576\t54.26768\t14.82933\t6\t0\t1\t59.95026\t0\t0\t34.79022\t65.19723\t13.56692\t115.439\t37.82066\t90.00121\t36.87916\t38.62613\t18.86841\t0\t198.7921\t113.2104\t99.97804\t98.57318\t42.17076\t62.85384\t24.35688\t37.61429\t326.1539\t57.91429\t99.97804\t167.95\t3.314\t0\t0.802\t35.5\t14\t1.63151\t4.727299\t670.859375\t11\t6\t3\t1\t4\t7.3\t1\t0\t3499.893799\t84.456802\t190.6082\t850.652405\t0.2241\t0.0195\t0.1065\t0.0239\t1.3598\t1041.26062\t1992.408813\t-1.1278\t0.5854\t20.300301\t2.894\t-8.9827\t-0.6187\t4.182\t738.513611\t7496.038086\t106.326302\t302.747192\t-3072.935791\t-88.824303\t0.7092\t7.199\t0.1021\t0.2908\t-2.9512\t-0.0853\t768.985107\t7805.32959\t110.713402\t315.238708\t-3199.727051\t-92.489304\t435.766388\t10568.97363\t195.150696\t0.0577\t0.1111\t0.0064\t2.7891\t79.441002\t13.2402\t0.0763\t2.6039\t0.434\t0.0025\t35.271999\t5.8787\t0.0339\t85.093498\t12.1562\t0.0817\t-2.7275\t-0.3896\t-0.0026\t-34.085602\t-4.8694\t-0.0327\t6\t7\t1.5931\t1.3557\t0.8571\t8.233\t26.073799\t62.233799\t14.6267\t0.08</td></tr>\n",
"\t<tr><td>97.279999\t0\t0\t221.5421\t16\t373.8\t61.62716\t54.64664\t32.20186\t0\t34.46427\t12.94953\t0\t62.00516\t41.83685\t10.88526\t11.58494\t5.682576\t13.56692\t7.76754\t5\t0\t0\t35.81733\t0\t0\t0\t63.09064\t13.56692\t25.38523\t63.44984\t0\t0\t34.82453\t42.63131\t3.500607\t77.5565\t0\t124.2402\t33.59634\t83.57629\t0\t14.46292\t7.841415\t88.15466\t5.258784\t138.6979\t97.28\t1.65606\t0\t0\t9.9\t3\t2.35425\t0.846726\t373.801758\t8\t1\t0\t0\t9\t5.8\t2\t0\t3182.811768\t119.915604\t137.797195\t474.674286\t0.2903\t0.0122\t0.0542\t0.0157\t1.2151\t612.471619\t1064.052856\t-0.7705\t0.5423\t7.465\t2.737\t-9.5792\t-0.8797\t4.3498\t370.445801\t1382.698242\t47.165001\t242.025894\t-903.367126\t-48.742001\t0.6048\t2.2576\t0.077\t0.3952\t-1.475\t-0.0796\t226.887497\t846.863403\t28.887199\t148.233994\t-553.286621\t-29.8531\t128.4198\t2286.06543\t95.906998\t0.1453\t0.2064\t0.3289\t0.2133\t20.958599\t20.958599\t0.0342\t0.3649\t0.3649\t0\t0006\t7.6475\t7.6475\t0.0125\t114.957703\t19.159599\t0.1877\t-1.7039\t-0.284\t-0.0028\t-35.719501\t-5.9532\t-0.0583\t1\t6\t0.8415\t0.8415\t0.1667\t52.4538\t1.8808\t21.9324\t40.571602\t-1.34 </td></tr>\n",
"\t<tr><td>21.26\t1\t0\t194.1943\t12\t272.755\t13.05052\t90.22093\t0\t0\t0\t0\t17.23803\t53.4367\t66.34666\t0\t0\t0\t0\t2.503756\t1\t0\t1\t2.503756\t0\t5.682576\t5.682576\t16.91704\t0\t29.01064\t0\t0\t36.87916\t6.37115\t0\t12.3222\t123.5023\t0\t49.6355\t0\t29.01064\t0\t29.1802\t0\t123.5023\t36.87916\t39.14864\t25.84\t3.28\t0\t0.998\t11.5\t0\t3.67432\t4.131\t271.749084\t2\t1\t0\t0\t0\t4.2\t3\t0\t154.342407\t6.2551\t52.529499\t431.081909\t0.1219\t0.0087\t0.0805\t0.0098\t1.139\t483.611511\t822.701904\t-0.6356\t0.311\t4.2287\t1.9845\t-9.3715\t-0.1969\t4.5873\t269.002991\t568.766785\t36.052299\t214.608398\t-453.75769\t-31.027201\t0.5562\t1.1761\t0.0745\t0.4438\t-0.9383\t-0.0642\t130.092896\t275.062195\t17.435301\t103.787102\t-219.442398\t-15.0051\t54.3946\t1022.524475\t67.079498\t0.1471\t0.3006\t3.1565\t5.787\t21.4582\t21.4582\t0.0444\t0.311\t0.311\t0\t0006\t6.6739\t6.6739\t0.0138\t31.071301\t15.5357\t0.0642\t-0.8499\t-0.425\t-0.0018\t-14.7692\t-7.3846\t-0.0305\t1\t2\t0.9466\t0.9466\t0.5\t0\t19.2509\t0\t11.8204\t0.39 </td></tr>\n",
"\t<tr><td>41.490002\t1\t0\t205.3096\t12\t282.363\t36.50217\t90.22093\t0\t0\t10.32417\t0\t17.23803\t35.41966\t73.52943\t0\t0\t0\t0\t10.2713\t2\t0\t1\t2.503756\t0\t5.682576\t5.682576\t16.91704\t13.56692\t54.39587\t0\t0\t36.87916\t9.556725\t0\t4.410796\t123.5023\t18.86841\t43.81287\t0\t54.39587\t0\t24.45438\t0\t142.3707\t36.87916\t33.32602\t46.07\t2.937\t0\t0.997\t13.6\t1\t2.80812\t3.3055\t281.357635\t3\t2\t0\t0\t0\t4.2\t2\t0\t367.171112\t18.9683\t80.3647\t405.203613\t0.1983\t0.012\t0.0723\t0.0143\t1.1107\t485.568298\t859.512024\t-0.6324\t0.3589\t5.81\t2.0917\t-9.2784\t0.1427\t4.7106\t335.748108\t975.348816\t46.777\t149.820297\t-435.228394\t-34.366299\t0.6915\t2.0087\t0.0963\t0.3085\t-0.8963\t-0.0708\t163.028595\t473.598511\t22.7134\t72.748001\t-211.333099\t-16.687201\t185.927795\t1410.577148\t81.143303\t0.1235\t0.2177\t1.9443\t3.2879\t38.744202\t19.372101\t0.0798\t0.6731\t0.3366\t0.0014\t12.8773\t6.4386\t0.0265\t41.620499\t13.8735\t0.0857\t-1.3394\t-0.4465\t-0.0028\t-21.0564\t-7.0188\t-0.0434\t2\t3\t0.9466\t0.9014\t0.6667\t0\t15.1032\t0\t26.5173\t0.52 </td></tr>\n",
"\t<tr><td>...</td></tr>\n",
"\t<tr><td>36.419998\t1\t0\t186.2964\t6\t310.002\t28.63686\t25.59232\t9.039493\t17.23803\t6.699551\t0\t24.30059\t24.50981\t102.7887\t0\t0.136891\t0\t0\t0.273782\t0\t0\t3\t0\t0\t17.04773\t17.04773\t22.38112\t0\t52.80703\t1.899093\t0\t36.87916\t0\t3.055104\t7.001213\t35.28637\t0\t127.0081\t16.78553\t0\t39.07661\t7.001213\t2.756747\t35.28637\t38.77825\t124.2514\t38.03\t3.735\t0\t0.7\t9.6\t1\t4.15782\t2.33922\t308.999207\t3\t2\t1\t0\t5\t3\t4\t0\t0\t0\t58.4575\t416.53949\t0.1403\t0.0123\t0.0997\t0.014\t1.1551\t474.997009\t784.115479\t-0.9284\t0.8276\t5.8291\t6.1048\t-9.0057\t-0.1467\t4.4295\t187.438797\t546.30127\t34.8395\t287.558289\t-838.10553\t-24.552401\t0.3946\t1.1501\t0.0733\t0.6054\t-1.7644\t-0.0517\t89.032898\t259.491486\t16.5487\t136.589294\t-398.097687\t-11.6623\t-100.119499\t1384.40686\t59.391998\t0.2839\t0.3185\t0\t0.365\t38.5107\t19.255301\t0.0811\t0.9436\t0.4718\t0.002\t18.1157\t9.0579\t0.0381\t11.3976\t11.3976\t0.024\t-0.6838\t-0.6838\t-0.0014\t-7.7936\t-7.7936\t-0.0164\t2\t1\t1.4039\t1.3534\t2\t11.3976\t8.5492\t0\t0\t0.41 </td></tr>\n",
"\t<tr><td>57.529999\t0\t0\t65.44252\t6\t136.106\t0\t31.77004\t0\t0\t0\t0\t0\t2.20854\t49.01962\t8.458519\t0\t0\t0\t40.70076\t0\t3\t0\t40.70076\t40.70076\t0\t0\t23.16702\t0\t42.68334\t1.464008\t42.68334\t0\t27.04779\t0\t0\t70.57274\t0\t0\t109.2289\t0\t0\t3.185575\t0\t70.57274\t1.464008\t0\t63.19\t1.515\t0.999\t0\t-0.5\t2\t1.64321\t2.1872\t138.124069\t3\t2\t0\t0\t2\t3\t2\t1\t538.496704\t59.512299\t141.331696\t179.682693\t0.7866\t0.0122\t0.0278\t0.0218\t1.0812\t321.014496\t481.055389\t-0.5131\t0.4469\t3.9241\t3.1648\t-9.9289\t-0.4671\t4.7309\t168.547394\t330.700012\t41.436199\t152.467102\t-299.149811\t-46.153999\t0.525\t1.0302\t0.1291\t0.475\t-0.9319\t-0.1438\t54.106098\t106.1595\t13.3016\t48.944199\t-96.031403\t-14.8161\t16.0802\t629.849915\t87.590302\t0.2278\t0.2615\t2.4706\t6.6783\t55.346298\t27.673201\t0.1724\t0.79\t0.395\t0.0025\t21.9506\t10.9753\t0.0684\t85.985397\t28.6618\t0.2679\t-1.3434\t-0.4478\t-0.0042\t-38.077499\t-12.6925\t-0.1186\t2\t3\t0.9224\t0.8645\t0.6667\t0\t0\t35.836102\t50.1493\t-1.1 </td></tr>\n",
"\t<tr><td>135\t1\t0\t171.8644\t5\t314.442\t78.00473\t21.64231\t8.530772\t94.24453\t0\t0\t57.22019\t0\t19.76062\t19.76062\t17.74249\t12.60748\t0.136891\t6.788011\t2\t0\t6\t23.42507\t0\t58.21528\t58.21528\t51.22932\t0\t117.3762\t38.59447\t0\t82.90542\t2.756747\t32.89719\t0\t15.81601\t0\t81.23154\t16.78553\t79.51685\t36.0215\t18.92967\t51.40868\t33.04958\t39.47133\t96.39442\t138.35\t0.575\t0\t0.802\t7.1\t11\t1.5255\t-0.12278\t312.420624\t8\t6\t1\t0\t12\t3.6\t1\t0\t3061.252686\t39.570099\t281.792114\t321.355286\t0.8769\t0.0211\t0.0452\t0.0396\t1.2494\t603.1474\t997.410706\t-1.1067\t0.8238\t12.7382\t4.1141\t-8.3826\t-0.0496\t4.1665\t391.3526\t2492.570557\t98.323196\t211.794693\t-1348.945557\t-113.8041\t0.6489\t4.1326\t0.163\t0.3511\t-2.2365\t-0.1887\t236.043304\t1503.387451\t59.303398\t127.743401\t-813.612976\t-68.640602\t179.557907\t3841.516113\t212.127197\t0.1293\t0.1738\t1.0804\t4.5777\t123.172302\t20.5287\t0.2042\t2.642\t0.4403\t0.0044\t54.027401\t9.0046\t0.0896\t104.937599\t26.2344\t0.174\t-2.525\t-0.6312\t-0.0042\t-56.549\t-14.1372\t-0.0938\t6\t4\t1.5791\t1.3176\t1.5\t52.303001\t53.682301\t0\t0\t-0.82 </td></tr>\n",
"\t<tr><td>93.029999\t0\t0\t124.6646\t5\t236.231\t17.06154\t58.15469\t50.3542\t15.31856\t10.32417\t0\t12.94953\t17.40263\t0\t0\t5.682576\t5.682576\t13.56692\t10.40819\t5\t0\t0\t27.43583\t0\t0\t5.682576\t30.83965\t13.56692\t25.38523\t41.95415\t34.25407\t20.92626\t26.61896\t16.78553\t0\t16.78553\t43.77663\t2.32792\t34.8621\t60.85538\t0\t15.26522\t20.33867\t54.52234\t26.18504\t16.78553\t88.74\t0.129\t0\t0.011\t2.5\t3\t1.51474\t-1.648887\t236.232147\t7\t2\t0\t0\t8\t3\t2\t1\t3503.019043\t125.400902\t203.949493\t238.943298\t0.8535\t0.0156\t0.0338\t0.0289\t1.127\t442.892792\t732.578979\t-0.613\t0.5119\t6.8942\t9.9364\t-8.9828\t-0.0432\t4.4698\t273.193695\t941.727478\t53.386002\t169.699005\t-584.970398\t-64.592796\t0.6168\t2.1263\t0.1205\t0.3832\t-1.3208\t-0.1458\t120.995499\t417.08429\t23.6443\t75.158501\t-259.079193\t-28.6077\t103.494698\t1526.697876\t117.978798\t0.1485\t0.1778\t1.3522\t1.3258\t45.403\t22.7015\t0.1025\t0.7508\t0.3754\t0.0017\t16.860001\t8.43\t0.0381\t151.090393\t30.2181\t0.3411\t-1.9225\t-0.3845\t-0.0043\t-58.241798\t-11.6484\t-0.1315\t2\t5\t1.0009\t0.9323\t0.4\t57.1157\t7.4561\t51.005299\t42.969299\t-1.3 </td></tr>\n",
"\t<tr><td>92.790001\t1\t0\t277.1499\t12\t380.472\t142.5327\t55.75508\t4.265386\t33.98394\t0\t12.94953\t24.30059\t83.82487\t12.2549\t0\t0.136891\t0\t25.06896\t2.640647\t4\t0\t3\t27.43583\t0\t17.04773\t17.04773\t50.48873\t0\t63.80692\t40.72894\t23.86222\t18.43958\t8.69907\t76.30625\t0\t122.2158\t37.73681\t38.56944\t40.64775\t44.57095\t36.0215\t17.12807\t0\t197.6894\t25.59745\t68.70988\t90.11\t2.034\t0\t0.058\t15.2\t9\t2.29941\t2.368\t379.465698\t7\t2\t0\t0\t6\t5.8\t1\t0\t3356.055176\t51.382401\t144.667999\t588.530273\t0.2458\t0.0144\t0.0732\t0.018\t1.3046\t733.198181\t1252.780762\t-0.8252\t0.7452\t10.5939\t6.0422\t-8.7164\t-0.0913\t4.3126\t504.132294\t2670.362793\t74.3004\t229.065903\t-1213.349976\t-64.753899\t0.6876\t3.6421\t0.1013\t0.3124\t-1.6549\t-0.0883\t369.628906\t1957.905273\t54.476898\t167.950699\t-889.625977\t-47.477402\t275.066406\t3883.712891\t139.054306\t0.1407\t0.1558\t1.0667\t1.1846\t32.440102\t16.2201\t0.0442\t0.8536\t0.4268\t0.0012\t13.8374\t6.9187\t0.0189\t94.846802\t18.9694\t0.1294\t-1.9611\t-0.3922\t-0.0027\t-37.333199\t-7.4666\t-0.0509\t2\t5\t1.2536\t1.2298\t0.4\t53.419899\t17.381001\t32.0536\t9.3733\t-2</td></tr>\n",
"\t<tr><td>100.809998\t0\t0\t102.9877\t11\t234.307\t23.13906\t28.02648\t17.23803\t39.02366\t0\t0\t32.9196\t24.50981\t44.27042\t0\t0\t12.3337\t0.136891\t13.30224\t1\t0\t3\t5.682576\t0\t41.16756\t58.91005\t42.2473\t0\t97.46634\t36.69537\t0\t0\t0\t0\t0\t92.33107\t0\t34.53518\t0\t48.4575\t0\t0\t60.10775\t119.2859\t1.899093\t31.27769\t102.55\t1.396\t0\t0.787\t6.9\t5\t1.96041\t0.9716\t233.296677\t5\t6\t1\t0\t7\t4.2\t2\t0\t124.682899\t7.6463\t227.595398\t238.245499\t0.9553\t0.0217\t0.0445\t0.0425\t1.1636\t465.840912\t753.259216\t-1.1093\t0.8195\t10.1249\t3.7112\t-8.1209\t-0.072\t4.0244\t302.223206\t1529.982788\t86.231903\t163.617599\t-828.301819\t-98.711601\t0.6488\t3.2843\t0.1851\t0.3512\t-1.7781\t-0.2119\t140.787903\t712.728516\t40.1703\t76.219803\t-385.856812\t-45.983898\t138.605606\t2358.284668\t184.943497\t0.1619\t0.2191\t1.3483\t5.7222\t134.739395\t22.4566\t0.2892\t2.6137\t0.4356\t0.0056\t58.805801\t9.801\t0.1262\t30.8766\t15.4383\t0.0663\t-1.4627\t-0.7314\t-0.0031\t-24.575199\t-12.2876\t-0.0528\t6\t2\t1.582\t1.4121\t3\t30.8766\t61.979301\t0\t0\t-1.15 </td></tr>\n",
"\t<tr><td>135\t1\t0\t161.6777\t11\t316.393\t76.98416\t28.02648\t0\t81.05221\t6.699551\t0\t57.22019\t0\t44.27042\t0\t17.87938\t12.47059\t0.136891\t6.788011\t2\t0\t6\t23.42507\t0\t58.21528\t58.21528\t57.92887\t0\t117.3762\t38.59447\t0\t47.23227\t0\t32.89719\t0\t92.33107\t0\t34.53518\t16.78553\t79.51685\t36.0215\t16.17292\t60.10775\t86.38875\t3.798186\t64.17487\t138.35\t1.884\t0\t0.742\t9.9\t8\t2.39798\t0.5426\t314.374115\t8\t6\t1\t0\t12\t5.3\t2\t0\t2627.029053\t42.839901\t273.362793\t310.957886\t0.8791\t0.0218\t0.0466\t0.041\t1.2302\t584.320679\t973.336975\t-1.1074\t0.8207\t12.7519\t3.1759\t-8.3574\t-0.175\t4.0912\t370.295105\t2360.974121\t94.280098\t214.025604\t-1364.611816\t-107.5364\t0.6337\t4.0405\t0.1613\t0.3663\t-2.3354\t-0.184\t216.371094\t1379.56604\t55.089802\t125.059601\t-797.370789\t-62.835701\t156.269501\t3725.585938\t201.816406\t0.1287\t0.1737\t1.0768\t4.5754\t119.600304\t19.933399\t0.2047\t2.6433\t0.4406\t0.0045\t52.362701\t8.7271\t0.0896\t103.007004\t25.751801\t0.1763\t-2.4224\t-0.6056\t-0.0041\t-53.6091\t-13.4023\t-0.0917\t6\t4\t1.5799\t1.3119\t1.5\t50.4879\t50.755501\t0\t0\t-1.54 </td></tr>\n",
"\t<tr><td>103.889999\t1\t0\t132.3961\t11\t276.344\t54.68289\t28.02648\t0\t47.64268\t12.94953\t0\t32.9196\t24.50981\t44.27042\t0\t0\t12.3337\t13.70381\t6.788011\t2\t0\t3\t19.2495\t0\t41.16756\t46.85013\t55.19683\t0\t64.56915\t59.96491\t23.86222\t0\t0\t0\t0\t92.33107\t0\t67.8612\t23.86222\t48.4575\t0\t0\t78.11851\t86.38875\t7.157876\t64.60371\t105.63\t1.359\t0\t0.742\t11.1\t5\t2.08717\t1.20208\t275.33432\t6\t5\t0\t0\t8\t4.7\t2\t0\t749.437805\t22.142799\t209.779404\t322.240692\t0.651\t0.02\t0.0508\t0.0331\t1.2043\t532.020081\t873.081909\t-1.1082\t0.8212\t10.6564\t4.073\t-8.3\t-0.0764\t4.1118\t346.153412\t1844.369385\t82.152\t185.866699\t-990.33252\t-90.464401\t0.6506\t3.4667\t0.1544\t0.3494\t-1.8615\t-0.17\t184.160599\t981.241577\t43.706501\t98.884804\t-526.87677\t-48.128899\t160.286697\t2834.701904\t172.616394\t0.1541\t0.208\t1.2893\t5.4798\t105.171402\t21.0343\t0.1977\t2.1634\t0.4327\t0.0041\t45.641201\t9.1282\t0.0858\t61.688999\t20.563\t0.116\t-1.8373\t-0.6124\t-0.0035\t-36.424702\t-12.1416\t-0.0685\t5\t3\t1.5804\t1.3458\t1.6667\t31.467501\t42.918999\t30.221399\t0\t-1.57 </td></tr>\n",
"\t<tr><td>87.339996\t1\t0\t231.4527\t10\t325.413\t110.1338\t106.1205\t30.26986\t19.80958\t0\t6.699551\t8.619013\t24.50981\t0\t0\t19.76062\t0\t0.136891\t19.60617\t2\t0\t1\t33.93105\t0\t0\t11.36515\t41.33894\t0\t3.124314\t25.09637\t16.78553\t86.60815\t10.89764\t75.30172\t0\t70.14391\t0\t72.97735\t19.71728\t0\t67.72054\t10.89764\t23.09542\t105.8171\t35.67314\t98.01392\t91.22\t1.811\t0\t0.961\t9.6\t9\t2.19872\t2.498\t324.40451\t7\t2\t0\t0\t6\t3.6\t2\t1\t4032.577148\t86.727501\t155.035904\t476.21109\t0.3256\t0.0137\t0.0558\t0.0182\t1.257\t631.246887\t1058.231079\t-0.8584\t0.8584\t8.6586\t7.6709\t-8.8457\t-0.2461\t4.2998\t364.570801\t1578.332153\t54.304798\t266.676086\t-1154.517822\t-77.837196\t0.5775\t2.5003\t0.086\t0.4225\t-1.8289\t-0.1233\t230.134201\t996.317383\t34.279701\t168.338501\t-728.785889\t-49.134499\t97.894699\t2732.850098\t132.141907\t0.1983\t0.1983\t1.3477\t1.2804\t18.9317\t9.4658\t0.03\t0.8566\t0.4283\t0.0014\t7.5162\t3.7581\t0.0119\t120.697304\t24.1395\t0.1912\t-0.6444\t-0.1289\t-0.001\t-43.7099\t-8.742\t-0.0692\t2\t5\t1.3281\t1.1018\t0.4\t6.797\t25.309099\t89.517601\t14.4805\t-1.12 </td></tr>\n",
"\t<tr><td>90.370003\t0\t0\t111.1915\t0\t211.221\t33.80746\t45.44854\t20.5865\t17.23803\t10.32417\t0\t17.44054\t29.65753\t0\t0\t5.682576\t13.56692\t0\t16.92242\t4\t0\t0\t21.75325\t0\t0\t17.74249\t28.63111\t13.56692\t58.28241\t10.28219\t23.50836\t20.92626\t0\t16.78553\t0\t34.85754\t37.73681\t23.86222\t34.8621\t45.29507\t0\t12.50847\t32.89719\t72.59435\t28.08414\t0\t88.15\t-0.499\t0\t0.002\t-0.1\t4\t1.41985\t-1.2469\t211.22226\t6\t3\t0\t0\t9\t2.4\t0\t0\t1156.322266\t66.393501\t192.711899\t238.372604\t0.8084\t0.0192\t0.043\t0.0347\t1.1376\t431.084503\t693.622009\t-0.9549\t0.6618\t8.2805\t5.215\t-9.3275\t-0.1277\t4.5999\t291.432892\t1206.610229\t62.9935\t139.651596\t-578.195312\t-75.4319\t0.676\t2.799\t0.1461\t0.324\t-1.3413\t-0.175\t125.632202\t520.150879\t27.1555\t60.201698\t-249.251007\t-32.517502\t151.781296\t1784.805542\t138.4254\t0.1598\t0.2306\t0.9901\t5.9932\t78.392799\t26.130899\t0.1819\t1.2347\t0.4116\t0.0029\t31.9589\t10.653\t0.0741\t87.928497\t21.9821\t0.204\t-1.8778\t-0.4695\t-0.0044\t-43.457802\t-10.8645\t-0.1008\t3\t4\t1.3981\t1.2166\t0.75\t21.9193\t26.3906\t24.363199\t41.646\t-0.72 </td></tr>\n",
"\t<tr><td>41.93\t0\t0\t214.9506\t6\t300.378\t63.72721\t100.4118\t29.87286\t0\t10.32417\t0\t8.619013\t16.67198\t36.76471\t0\t0\t0\t0\t12.77505\t3\t0\t1\t5.007512\t0\t0\t0\t16.91704\t13.56692\t50.50932\t0\t16.91927\t18.43958\t10.78195\t87.14946\t0\t70.57274\t18.86841\t10.48686\t3.124314\t47.385\t4.410796\t33.77728\t0\t108.3095\t18.43958\t68.28106\t43.13\t1.201\t0\t0.939\t14.4\t2\t2.16872\t0.9775\t299.372955\t4\t1\t0\t0\t0\t3\t2\t0\t690.755676\t36.4398\t73.597801\t412.414398\t0.1785\t0.0115\t0.0759\t0.0135\t1.1075\t486.012207\t864.412903\t-0.4853\t0.3576\t5.584\t2.6774\t-8.3134\t0.5824\t4.4479\t364.189789\t1016.809875\t43.166199\t121.822304\t-340.125397\t-23.322201\t0.7493\t2.0921\t0.0888\t0.2507\t-0.6998\t-0.048\t177.000702\t494.182007\t20.9793\t59.2071\t-165.305099\t-11.3349\t242.367493\t1356.935303\t66.488403\t0.1281\t0.1738\t3.105\t1.2819\t24.241501\t24.241501\t0.0499\t0.3576\t0.3576\t0\t0007\t8.6692\t8.6692\t0.0178\t49.3563\t12.3391\t0.1016\t-1.3833\t-0.3458\t-0.0028\t-14.8513\t-3.7128\t-0.0306\t1\t4\t0.8429\t0.8429\t0.25\t0\t7.7974\t0\t41.558899\t0.54 </td></tr>\n",
"\t<tr><td>75.269997\t0\t0\t153.6679\t0\t238.287\t55.45002\t12.79616\t0\t17.23803\t25.89906\t0\t17.44054\t17.40263\t58.45157\t22.30127\t0\t13.56692\t27.40762\t0\t3\t0\t0\t40.70076\t0\t0\t11.36515\t43.3396\t0\t36.0215\t15.34752\t47.72443\t0\t4.410796\t0\t0\t17.64318\t56.60522\t122.615\t71.58665\t0\t40.4323\t0\t0\t74.2484\t15.34752\t98.75282\t75.27\t1.922\t0\t0\t2.1\t5\t1.35334\t2.157\t238.288864\t5\t2\t0\t0\t5\t3\t0\t0\t1050.779541\t44.124199\t158.004898\t305.183105\t0.5177\t0.0187\t0.0548\t0.0284\t1.1282\t463.187988\t782.274719\t-0.8884\t0.7624\t8.6608\t1.9987\t-10.6557\t-0.0057\t5.325\t285.332489\t1235.606201\t46.488499\t177.855499\t-770.187317\t-58.839901\t0.616\t2.6676\t0.1004\t0.384\t-1.6628\t-0.127\t132.162598\t572.317993\t21.5329\t82.380501\t-356.741486\t-27.253901\t107.476997\t2005.793457\t105.3283\t0.1761\t0.2051\t0.7446\t0.751\t42.7271\t21.363501\t0.0922\t0.9471\t0.4736\t0.002\t20.233801\t10.1169\t0.0437\t107.644798\t35.881599\t0.2324\t-1.0851\t-0.3617\t-0.0023\t-39.566299\t-13.1888\t-0.0854\t2\t3\t1.3622\t1.3576\t0.6667\t0\t7.633\t107.644798\t0\t0.2 </td></tr>\n",
"\t<tr><td>58.200001\t0\t0\t137.8594\t0\t242.343\t68.24618\t13.16662\t31.38451\t17.23803\t25.89906\t0\t0\t17.40263\t64.94434\t0\t0\t0\t27.13384\t0.273782\t2\t0\t0\t27.13384\t0\t0\t11.36515\t70.4502\t0\t36.0215\t10.80209\t47.72443\t0\t4.410796\t0\t0\t0\t56.60522\t145.1701\t47.72443\t0\t40.4323\t0\t0\t56.60522\t10.80209\t145.1701\t90.29\t1.983\t0\t0\t0.6\t4\t1.13833\t2.982\t242.342316\t4\t2\t0\t0\t3\t2.4\t0\t0\t289.72821\t12.9164\t101.395103\t366.565399\t0.2766\t0.0164\t0.0758\t0.021\t1.1333\t467.960388\t788.978882\t-0.7234\t0.5195\t7.6843\t3.3621\t-9.1126\t-1.3362\t3.8882\t269.251587\t1034.507202\t36.2187\t198.708893\t-763.471008\t-66.889603\t0.5754\t2.2107\t0.0774\t0.4246\t-1.6315\t-0.1429\t125.9991\t484.108398\t16.9489\t92.9879\t-357.2742\t-31.301701\t70.542702\t1797.978271\t103.108299\t0.1352\t0.1883\t0\t0.4976\t34.8437\t17.4219\t0.0745\t0.9138\t0.4569\t0.002\t15.92\t7.96\t0.034\t61.174\t30.587\t0.1307\t-0.6721\t-0.3361\t-0.0014\t-20.553301\t-10.2767\t-0.0439\t2\t2\t1.1802\t1.179\t1\t0\t5.3774\t61.174\t0\t-0.18 </td></tr>\n",
"\t<tr><td>12.03\t1\t0\t187.2186\t12\t222.311\t36.65386\t34.12309\t7.411346\t0\t0\t0\t17.23803\t20.95622\t98.03923\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t0\t0\t12.7423\t18.86841\t0\t141.1455\t3.981969\t33.32602\t0\t18.01075\t0\t16.72427\t0\t160.0139\t0\t33.32602\t16.61\t3.848\t0\t0.851\t9.1\t0\t3.50789\t3.088\t221.304657\t1\t1\t0\t0\t0\t4.2\t0\t0\t0\t0\t29.410999\t412.043488\t0.0714\t0.0095\t0.1433\t0.0102\t1.1145\t441.45459\t741.308716\t-0.5419\t0.295\t4.2132\t1.1341\t-9.2094\t0.2953\t4.7524\t303.935089\t640.266479\t38.4953\t137.519501\t-289.697296\t-22.7223\t0.6885\t1.4504\t0.0872\t0.3115\t-0.6562\t-0.0515\t134.173492\t282.64859\t16.9939\t60.708599\t-127.888199\t-10.0309\t166.415497\t929.963806\t61.217602\t0.14\t0.2572\t2.254\t3.425\t16.0959\t16.0959\t0.0365\t0.295\t0.295\t0\t0007\t4.7483\t4.7483\t0.0108\t13.3151\t13.3151\t0.0302\t-0.5419\t-0.5419\t-0.0012\t-7.2152\t-7.2152\t-0.0163\t1\t1\t0.8369\t0.8369\t1\t0\t13.3151\t0\t0\t1.11 </td></tr>\n",
"\t<tr><td>41.57\t1\t0\t261.3414\t6\t291.415\t89.59856\t100.9791\t13.19232\t8.619013\t12.94953\t0\t8.619013\t59.31506\t24.50981\t0\t0\t0\t13.56692\t2.640647\t2\t0\t1\t16.07068\t0\t0\t5.682576\t21.40805\t0\t32.13495\t5.258784\t23.86222\t76.245\t3.185575\t0\t0\t70.57274\t75.47363\t57.00902\t26.98653\t10.99989\t18.01075\t8.429003\t0\t164.4859\t81.50378\t33.32602\t42.77\t2.617\t0\t0.986\t10.5\t7\t2.06914\t2.509\t290.408966\t4\t1\t0\t0\t1\t3\t1\t0\t980.151184\t15.2141\t78.128998\t542.668518\t0.144\t0.0118\t0.0935\t0.0135\t1.2505\t620.797424\t1040.114014\t-0.9773\t0.529\t7.3031\t1.3993\t-9.1348\t0.3582\t4.7465\t475.718689\t1737.102539\t53.979\t145.078796\t-529.759583\t-39.620998\t0.7663\t2.7982\t0.087\t0.2337\t-0.8534\t-0.0638\t295.325012\t1078.388794\t33.509998\t90.064598\t-328.873413\t-24.5966\t330.639893\t2266.862305\t93.599998\t0.1449\t0.2676\t1.0605\t1.6844\t13.5208\t13.5208\t0.0218\t0.4446\t0.4446\t0\t0007\t6.0115\t6.0115\t0.0097\t58.3144\t19.438101\t0.0939\t-1.0504\t-0.3501\t-0.0017\t-21.0009\t-7.0003\t-0.0338\t1\t3\t1.4219\t1.4219\t0.3333\t0\t9.4089\t40.066002\t15.1333\t-0.46 </td></tr>\n",
"\t<tr><td>64.43\t0\t0\t201.0199\t11\t303.293\t48.83101\t73.60896\t34.52316\t6.699551\t0\t12.94953\t14.7085\t55.51239\t0\t0\t0\t17.59121\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t20.12091\t20.92626\t56.4235\t32.89719\t0\t72.47183\t0\t66.72571\t58.72432\t36.76905\t9.121018\t8.69907\t2.756747\t88.15466\t33.93051\t66.22321\t64.43\t1.392\t0\t0\t6.2\t3\t2.05419\t1.091089\t303.295532\t6\t0\t0\t0\t5\t4.7\t3\t0\t1359.713013\t56.5023\t87.052299\t451.605988\t0.1928\t0.0117\t0.0725\t0.014\t1.1883\t538.658325\t907.51593\t-0.7686\t0.5426\t6.314\t2.4453\t-9.8406\t-1.0142\t4.4132\t337.798615\t1066.424316\t40.695801\t200.859695\t-634.111023\t-42.694\t0.6271\t1.9798\t0.0756\t0.3729\t-1.1772\t-0.0793\t181.957993\t574.438293\t21.921101\t108.194702\t-341.569214\t-22.997499\t136.938904\t1700.535278\t83.389801\t0.1719\t0.2435\t0.7866\t0.1439\t0\t0\t0\t0\t0\t0\t0\t0\t0\t85.6269\t21.4067\t0.159\t-1.3984\t-0.3496\t-0.0026\t-30.4137\t-7.6034\t-0.0565\t0\t4\t0\t0\t0\t26.671\t1.4254\t51.679001\t7.277\t-0.29 </td></tr>\n",
"\t<tr><td>12.03\t0\t0\t259.913\t12\t307.244\t32.23678\t74.93204\t7.411346\t0\t0\t0\t17.23803\t37.6282\t120.4384\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t0\t0\t9.556725\t32.89719\t11.41201\t123.5023\t41.71878\t78.29729\t0\t18.01075\t0\t24.9507\t0\t161.2391\t0\t111.1945\t16.61\t5.462\t0\t0.996\t11.1\t2\t5.14904\t5.347\t306.237732\t1\t1\t1\t0\t0\t4.2\t2\t0\t0\t0\t19.3508\t511.346405\t0.0378\t0.0081\t0.2216\t0.0084\t1.1489\t530.697205\t933.506714\t-0.6105\t0.3062\t4.2891\t4.2459\t-9.4284\t-0.0697\t4.6794\t274.601105\t588.889404\t32.657001\t256.096191\t-549.2052\t-20.7031\t0.5174\t1.1097\t0.0615\t0.4826\t-1.0349\t-0.039\t145.729996\t312.522003\t17.330999\t135.9095\t-291.4617\t-10.9871\t18.5049\t1138.094604\t53.3601\t0.1428\t0.2847\t1.956\t1.6092\t13.6979\t13.6979\t0.0258\t0.3062\t0.3062\t0\t0006\t4.1947\t4.1947\t0.0079\t5.6529\t5.6529\t0.0107\t-0.6105\t-0.6105\t-0.0012\t-3.451\t-3.451\t-0.0065\t1\t1\t0.9167\t0.9167\t1\t0\t5.6529\t0\t0\t1.6 </td></tr>\n",
"\t<tr><td>72.68\t0\t0\t92.58944\t5\t180.167\t72.06969\t21.23693\t4.265386\t26.50913\t0\t12.94953\t17.44054\t0\t0\t0\t0\t19.2495\t13.70381\t0\t3\t0\t0\t32.81642\t0\t0\t5.682576\t48.28019\t0\t21.13507\t28.77336\t0\t0\t26.61896\t32.89719\t0\t16.78553\t0\t59.08732\t47.72443\t18.68462\t21.13507\t2.756747\t2.32792\t16.78553\t10.08874\t65.79437\t67.23\t-0.801\t0\t0\t1.3\t0\t0.808765\t-0.672225\t180.167404\t6\t1\t0\t0\t8\t3\t2\t0\t977.123474\t41.973\t136.699203\t230.832993\t0.5922\t0.0168\t0.0452\t0.0267\t1.0998\t367.532196\t574.439087\t-0.8519\t0.7099\t6.1722\t4.3073\t-9.2549\t-0.2489\t4.503\t232.128098\t716.374817\t45.759899\t135.404099\t-417.873108\t-52.952702\t0.6316\t1.9491\t0.1245\t0.3684\t-1.137\t-0.1441\t85.314499\t263.290802\t16.818199\t49.7654\t-153.581802\t-19.4618\t96.723999\t1134.247925\t98.712601\t0.23\t0.276\t2.2136\t2.7195\t21.695499\t21.695499\t0.059\t0.4723\t0.4723\t0.0013\t10.2475\t10.2475\t0.0279\t101.028503\t33.676201\t0.2749\t-1.2258\t-0.4086\t-0.0033\t-41.140202\t-13.7134\t-0.1119\t1\t3\t1.3242\t1.3242\t0.3333\t22.913601\t13.9752\t78.114899\t0\t-0.3 </td></tr>\n",
"\t<tr><td>53.009998\t0\t0\t333.1093\t12\t389.903\t8.936826\t142.715\t73.37297\t0\t0\t0\t17.23803\t24.50981\t115.3663\t0\t0\t0\t0\t29.6376\t1\t2\t2\t29.6376\t27.13384\t0\t0\t14.7085\t0\t48.93197\t1.464008\t34.8621\t134.0504\t6.37115\t0\t3.500607\t158.7887\t3.981969\t39.14864\t83.79408\t0\t0\t13.85373\t0\t158.7887\t135.5144\t39.14864\t58.24\t3.525\t0.999\t0.172\t18.5\t8\t2.57845\t2.0804\t388.89801\t5\t1\t0\t0\t2\t4.7\t1\t0\t1812.204956\t75.8284\t117.151703\t582.320984\t0.2012\t0.01\t0.0596\t0.012\t1.2705\t699.472717\t1214.749756\t-0.5159\t0.4113\t6.977\t2.6831\t-9.4134\t0.0895\t4.7515\t412.939392\t1440.545776\t57.5\t286.533112\t-999.575623\t-54.980701\t0.5904\t2.0595\t0.0822\t0.4096\t-1.429\t-0.0786\t288.839813\t1007.622375\t40.2197\t200.422104\t-699.17572\t-38.4575\t126.406303\t2440.121338\t112.480698\t0.1179\t0.1479\t3.6315\t4.9399\t30.7988\t30.7988\t0.044\t0.4113\t0.4113\t0\t0006\t12.6684\t12.6684\t0.0181\t86.352898\t17.270599\t0.1235\t-2.0063\t-0.4013\t-0.0029\t-37.023998\t-7.4048\t-0.0529\t1\t5\t0.9272\t0.9272\t0.2\t0\t2.4561\t45.591999\t38.304699\t-2.15 </td></tr>\n",
"\t<tr><td>87.050003\t1\t0\t317.1947\t11\t415.562\t113.6131\t112.5945\t25.91623\t33.98394\t0\t12.94953\t32.9196\t57.72093\t12.2549\t0\t19.89751\t0\t19.38639\t2.640647\t2\t0\t4\t19.2495\t0\t17.04773\t17.04773\t54.75145\t0\t55.93134\t23.94341\t23.86222\t35.67314\t16.83996\t97.35571\t0\t105.0014\t0\t101.2187\t53.27941\t16.78553\t36.0215\t20.02554\t0\t159.543\t42.83102\t131.3399\t85.57\t1.576\t0\t0.961\t15.7\t10\t2.10704\t2.006\t413.545654\t7\t2\t0\t0\t6\t5.3\t0\t0\t3655.939453\t47.006001\t141.573807\t640.062927\t0.2212\t0.0139\t0.0768\t0.017\t1.3243\t781.636719\t1348.421021\t-0.8305\t0.7444\t10.8713\t5.3342\t-8.8191\t-0.2532\t4.283\t528.019104\t2870.132324\t75.719803\t253.617493\t-1378.577759\t-69.126297\t0.6755\t3.672\t0.0969\t0.3245\t-1.7637\t-0.0884\t412.719086\t2243.400635\t59.185398\t198.236694\t-1077.546875\t-54.031601\t274.401611\t4248.709961\t144.8461\t0.1369\t0.1528\t1.0383\t1.1618\t32.440102\t16.2201\t0.0415\t0.8536\t0.4268\t0.0011\t13.8352\t6.9176\t0.0177\t91.752602\t18.3505\t0.1174\t-1.9386\t-0.3877\t-0.0025\t-35.2299\t-7.046\t-0.0451\t2\t5\t1.2593\t1.2315\t0.4\t35.316299\t27.2831\t32.0536\t14.4806\t-1.06 </td></tr>\n",
"\t<tr><td>64.43\t0\t0\t267.143\t11\t418.291\t79.42532\t35.81515\t25.50231\t6.699551\t0\t12.94953\t14.7085\t141.7803\t12.2549\t0\t0\t5.682576\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t10.99989\t18.43958\t56.4235\t3.055104\t0\t72.47183\t41.71878\t145.9321\t58.72432\t21.80894\t3.055104\t12.68104\t2.756747\t107.4519\t31.44383\t145.9321\t64.43\t3.52\t0\t0\t9.4\t3\t3.23076\t2.873089\t418.298553\t6\t0\t0\t0\t5\t4.7\t3\t0\t1185.140137\t52.009201\t78.221901\t517.655029\t0.1511\t0.0133\t0.101\t0.0153\t1.1623\t595.876892\t1091.551514\t-0.7809\t0.5553\t7.8975\t1.7455\t-9.7901\t-0.8789\t4.4556\t431.842896\t1705.249146\t43.064999\t164.033997\t-647.732727\t-39.686699\t0.7247\t2.8617\t0.0723\t0.2753\t-1.087\t-0.0666\t257.325195\t1016.118591\t25.661501\t97.744003\t-385.968994\t-23.648399\t267.808899\t2352.981934\t82.751801\t0.1406\t0.1978\t0.321\t0.1355\t0\t0\t0\t0\t0\t0\t0\t0\t0\t76.699303\t19.174801\t0.1287\t-1.3694\t-0.3423\t-0.0023\t-25.9517\t-6.4879\t-0.0436\t0\t4\t0\t0\t0\t29.3531\t1.5226\t42.364101\t4.9821\t-0.09 </td></tr>\n",
"\t<tr><td>19.370001\t0\t0\t239.0821\t12\t266.368\t42.50877\t129.9424\t11.19056\t0\t0\t0\t8.619013\t18.88052\t61.27452\t0\t0\t5.682576\t0\t0\t1\t0\t1\t5.682576\t0\t0\t0\t11.19056\t0\t6.248628\t16.78553\t0\t55.31873\t9.556725\t51.76559\t0\t123.0735\t3.981969\t2.32792\t3.124314\t16.78553\t3.124314\t13.53869\t2.32792\t141.9419\t55.31873\t32.89719\t20.57\t2.504\t0\t0.926\t12.4\t0\t3.11454\t3.318\t265.361084\t3\t0\t0\t0\t2\t4.2\t1\t0\t67.056503\t3.3407\t16.6602\t483.709412\t0.0344\t0.0099\t0.2988\t0.0103\t1.1503\t500.369598\t853.093689\t-0.4496\t0.2488\t4.9779\t1.1187\t-9.0715\t0.1735\t4.6225\t367.910187\t915.706177\t41.601799\t132.459503\t-329.683594\t-20.659201\t0.7353\t1.8301\t0.0831\t0.2647\t-0.6589\t-0.0413\t184.091095\t458.191589\t20.816299\t66.278702\t-164.963593\t-10.3372\t235.450806\t1245.389771\t62.261002\t0.1\t0.1806\t0.1868\t1.1752\t0\t0\t0\t0\t0\t0\t0\t0\t0\t14.9672\t7.4836\t0.0299\t-0.8784\t-0.4392\t-0.0018\t-6.5533\t-3.2766\t-0.0131\t0\t2\t0\t0\t0\t6.506\t10.1542\t0\t0\t0.53 </td></tr>\n",
"\t<tr><td>12.47\t1\t0\t228.0938\t12\t286.782\t13.05052\t126.2558\t0\t0\t0\t0\t8.619013\t53.4367\t66.34666\t0\t0\t0\t0\t2.503756\t1\t0\t1\t2.503756\t0\t0\t0\t16.91704\t0\t14.1242\t0\t0\t36.87916\t6.37115\t32.89719\t12.3222\t123.5023\t0\t49.6355\t3.124314\t10.99989\t0\t29.1802\t0\t123.5023\t36.87916\t72.04583\t13.67\t3.548\t0\t0.994\t12.3\t0\t3.9119\t4.577\t285.776184\t2\t0\t0\t0\t0\t4.2\t3\t0\t114.223602\t4.626\t22.987\t485.146698\t0.0474\t0.008\t0.1771\t0.0084\t1.1519\t508.133698\t871.226379\t-0.4352\t0.1517\t4.07\t1.8856\t-9.3572\t-0.1823\t4.5875\t284.667999\t579.295227\t32.985401\t223.465698\t-454.74939\t-24.841101\t0.5602\t1.14\t0.0649\t0.4398\t-0.8949\t-0.0489\t144.649399\t294.359406\t16.761\t113.550499\t-231.073502\t-12.6226\t61.202301\t1034.044556\t57.8265\t0.0746\t0.2138\t0.5478\t2.3925\t0\t0\t0\t0\t0\t0\t0\t0\t0\t22.987\t11.4935\t0.0452\t-0.6501\t-0.325\t-0.0013\t-7.4044\t-3.7022\t-0.0146\t0\t2\t0\t0\t0\t0\t11.1883\t0\t11.7987\t1.03 </td></tr>\n",
"\t<tr><td>83.559998\t1\t0\t303.1771\t12\t443.369\t139.283\t23.53547\t4.265386\t33.98394\t0\t12.94953\t24.30059\t136.151\t12.2549\t0\t0.136891\t0\t25.06896\t0.136891\t3\t0\t3\t24.93207\t0\t17.04773\t17.04773\t42.03021\t0\t52.80703\t40.72894\t23.86222\t18.43958\t11.88465\t43.97749\t0\t104.5726\t37.73681\t112.6061\t40.64775\t33.57106\t39.07661\t15.07022\t0\t180.0462\t25.59745\t112.6061\t80.88\t3.21\t0\t0.058\t16.1\t8\t3.38524\t3.344\t442.36734\t6\t2\t0\t0\t6\t5.8\t1\t0\t2130.390625\t36.551102\t135.300598\t620.408875\t0.2181\t0.0139\t0.0775\t0.0169\t1.3093\t755.709473\t1303.968384\t-0.8283\t0.7451\t10.4824\t4.1937\t-8.8022\t-0.3987\t4.2017\t466.345612\t2444.220459\t69.6586\t289.363708\t-1516.619385\t-63.095699\t0.6171\t3.2343\t0.0922\t0.3829\t-2.0069\t-0.0835\t352.421814\t1847.120728\t52.641701\t218.674896\t-1146.123779\t-47.681999\t176.981903\t3960.839844\t132.754303\t0.1422\t0.158\t1.0778\t1.2017\t32.440102\t16.2201\t0.0429\t0.854\t0.427\t0.0011\t13.8426\t6.9213\t0.0183\t85.479401\t21.3699\t0.1131\t-1.7659\t-0.4415\t-0.0023\t-35.846298\t-8.9616\t-0.0474\t2\t4\t1.2573\t1.2312\t0.5\t53.4258\t17.381001\t32.0536\t0\t-2 </td></tr>\n",
"\t<tr><td>81.650002\t0\t0\t231.2541\t16\t306.276\t14.46344\t56.24235\t120.0509\t0\t10.32417\t0\t0\t12.2549\t12.2549\t0\t18.84208\t35.18242\t0\t7.76754\t5\t0\t0\t30.20723\t0\t0\t0\t0\t13.56692\t25.38523\t70.45022\t18.24204\t0\t3.185575\t0\t0\t120.0717\t0\t66.79939\t0\t125.7557\t18.24204\t3.185575\t0\t156.9508\t0\t0\t81.65\t-1.124\t0\t0.009\t3.5\t6\t3.40987\t-0.44\t306.276978\t7\t1\t0\t0\t12\t5.3\t2\t0\t2486.154297\t101.876602\t123.839401\t380.464386\t0.3255\t0.0132\t0.0536\t0.0174\t1.1492\t504.303802\t864.450928\t-0.5103\t0.3724\t6.6339\t2.7151\t-10.1095\t-0.6305\t4.7395\t281.387787\t933.347717\t48.1936\t222.915894\t-739.399719\t-57.526901\t0.558\t1.8508\t0.0956\t0.442\t-1.4662\t-0.1141\t141.904999\t470.690796\t24.304199\t112.417397\t-372.881989\t-29.011101\t58.471901\t1672.747314\t105.720497\t0.1123\t0.1539\t0.4755\t5.3106\t4.2349\t4.2349\t0.0084\t0.3724\t0.3724\t0\t0007\t1.5772\t1.5772\t0.0031\t116.381104\t23.276199\t0.2308\t-1.8653\t-0.3731\t-0.0037\t-46.640099\t-9.328\t-0.0925\t1\t5\t0.8783\t0.8783\t0.2\t105.208702\t3.2233\t0\t11.1725\t-0.22 </td></tr>\n",
"\t<tr><td>32.700001\t1\t0\t233.692\t6\t250.362\t51.28292\t109.5099\t13.19232\t0\t10.32417\t0\t8.619013\t59.31506\t24.50981\t0\t0\t0\t0\t10.2713\t2\t0\t1\t2.503756\t0\t0\t0\t8.458519\t13.56692\t39.50943\t0\t0\t78.73167\t3.185575\t0\t0\t70.57274\t75.47363\t23.68301\t3.124314\t36.38511\t0\t8.429003\t0\t164.4859\t78.73167\t0\t33.9\t2.67\t0\t0.986\t7.6\t7\t2.06872\t2.609\t249.356064\t3\t1\t0\t0\t0\t2.4\t1\t0\t744.301086\t16.9512\t82.820396\t460.201813\t0.18\t0.0093\t0.0612\t0.011\t1.2036\t543.022217\t901.159973\t-0.5117\t0.36\t5.0649\t2.9432\t-9.0953\t0.3845\t4.7399\t424.847992\t1075.908569\t47.109299\t118.174202\t-299.270691\t-31.3976\t0.7824\t1.9813\t0.0868\t0.2176\t-0.5511\t-0.0578\t230.701904\t584.242188\t25.5814\t64.171204\t-162.510605\t-17.049601\t306.673798\t1375.179321\t78.506897\t0.1422\t0.2021\t4.2664\t6.9831\t30.0126\t30.0126\t0.0553\t0.36\t0.36\t0\t0007\t10.8044\t10.8044\t0.0199\t52.8078\t17.6026\t0.0972\t-1.1561\t-0.3854\t-0.0021\t-22.565399\t-7.5218\t-0.0416\t1\t3\t0.8717\t0.8717\t0.3333\t0\t3.115\t0\t49.692799\t-0.02 </td></tr>\n",
"\t<tr><td>3.24\t0\t0\t343.2429\t10\t292.446\t40.59702\t104.6772\t13.19232\t0\t0\t0\t8.619013\t85.16992\t117.4013\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t0\t0\t0\t0\t3.124314\t0\t0\t52.50072\t3.185575\t32.89719\t0\t163.9346\t0\t118.4176\t3.124314\t0\t0\t37.24672\t5.145929\t177.2282\t18.43958\t132.8752\t4.44\t5.892\t0\t0.54\t7.3\t6\t4.98373\t5.96\t291.440094\t1\t0\t1\t0\t0\t4.7\t0\t0\t0\t0\t4.6658\t623.476318\t0.0075\t0.0081\t1.0935\t0.0082\t1.2396\t628.142212\t1072.641113\t-0.3993\t0.1443\t5.1021\t0.4893\t-8.7193\t-0.3624\t4.1784\t443.861786\t1132.322144\t45.535702\t184.280304\t-470.112701\t-24.7229\t0.7066\t1.8027\t0.0725\t0.2934\t-0.7484\t-0.0394\t278.808289\t711.259277\t28.6029\t115.754204\t-295.297607\t-15.5295\t259.581512\t1602.434814\t70.258598\t0.0566\t0.1565\t1.1484\t0.7303\t0\t0\t0\t0\t0\t0\t0\t0\t0\t4.6658\t4.6658\t0.0074\t-0.3993\t-0.3993\t-0\t0006\t-1.8631\t-1.8631\t-0.003\t0\t1\t0\t0\t0\t0\t4.6658\t0\t0\t0.08 </td></tr>\n",
"\t<tr><td>32.34\t1\t0\t234.792\t6\t261.389\t75.11627\t86.66676\t0\t8.619013\t12.94953\t0\t8.619013\t34.07461\t62.00516\t0\t0\t0\t13.56692\t0.136891\t1\t0\t1\t13.56692\t0\t0\t5.682576\t19.64908\t0\t3.124314\t23.26954\t23.86222\t55.31873\t6.37115\t37.73681\t0\t52.92955\t37.73681\t69.40878\t26.98653\t0\t0\t6.37115\t20.7675\t128.4032\t60.57752\t66.65203\t33.54\t3.022\t0\t0.996\t8.6\t7\t2.63374\t2.796\t260.382477\t3\t1\t0\t0\t1\t3\t1\t0\t419.758911\t8.415\t93.7071\t452.703796\t0.207\t0.0122\t0.071\t0.0147\t1.1849\t546.410889\t931.184021\t-0.7972\t0.5045\t6.6576\t4.1372\t-9.0778\t0.1036\t4.5907\t382.317291\t1272.658813\t48.955502\t164.093597\t-546.235474\t-44.862301\t0.6997\t2.3291\t0.0896\t0.3003\t-0.9997\t-0.0821\t208.902298\t695.394714\t26.7498\t89.662498\t-298.468994\t-24.513201\t218.223602\t1818.894287\t93.817802\t0.1516\t0.2395\t1.296\t2.659\t23.172001\t23.172001\t0.0424\t0.4304\t0.4304\t0\t0008\t9.9733\t9.9733\t0.0183\t59.4328\t29.7164\t0.1088\t-0.786\t-0.393\t-0.0014\t-22.2111\t-11.1055\t-0.0406\t1\t2\t1.2276\t1.2276\t0.5\t0\t16.1765\t54.358601\t0\t0.25 </td></tr>\n",
"\t<tr><td>37.299999\t0\t0\t124.2594\t0\t143.206\t63.98079\t14.7085\t0\t0\t0\t0\t0\t17.40263\t54.89798\t0\t0\t0\t0\t27.13384\t0\t2\t0\t27.13384\t27.13384\t0\t0\t14.7085\t0\t42.68334\t1.464008\t23.86222\t0\t4.410796\t0\t0\t0\t75.47363\t66.65203\t66.54556\t0\t4.410796\t0\t0\t75.47363\t1.464008\t66.65203\t40.13\t2.655\t0.993\t0\t-3.7\t5\t2.06006\t2.76\t144.215515\t2\t1\t0\t0\t2\t1\t0\t0\t101.756401\t20.836399\t76.845001\t292.736603\t0.2625\t0.0114\t0.0548\t0.0144\t1.0907\t369.581604\t586.542786\t-0.5075\t0.4057\t4.2108\t1.6055\t-10.9038\t1.3095\t6.1066\t287.303802\t604.887817\t34.138599\t82.277802\t-173.227203\t-27.9695\t0.7774\t1.6367\t0.0924\t0.2226\t-0.4687\t-0.0757\t106.182198\t223.555405\t12.617\t30.4084\t-64.021599\t-10.337\t205.026001\t778.115112\t62.108101\t0.1927\t0.2411\t0.8575\t3.8435\t30.798901\t30.798901\t0.0833\t0.4007\t0.4007\t0.0011\t12.3418\t12.3418\t0.0334\t46.046101\t23.023001\t0.1246\t-0.9271\t-0.4636\t-0.0025\t-20.7234\t-10.3617\t-0.0561\t1\t2\t0.9082\t0.9082\t0.5\t0\t0\t30.1014\t15.9446\t-0.84 </td></tr>\n",
"\t<tr><td>64.43\t0\t0\t224.7531\t10\t319.385\t74.42332\t43.65297\t29.68691\t6.699551\t0\t12.94953\t14.7085\t82.7289\t19.76062\t0\t0\t5.682576\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t10.99989\t0\t54.59633\t32.89719\t0\t53.00147\t0\t149.6953\t58.72432\t21.80894\t0\t6.871896\t2.756747\t68.6843\t13.00425\t164.1529\t64.43\t1.601\t0\t0\t6.2\t3\t1.66069\t1.363974\t319.38504\t6\t0\t0\t0\t5\t4.7\t2\t0\t1208.283691\t43.163502\t73.617104\t482.033386\t0.1527\t0.0128\t0.0969\t0.0148\t1.1808\t555.650513\t959.843323\t-0.7684\t0.5861\t7.1343\t2.9307\t-9.6458\t-1.2067\t4.2195\t407.3591\t1453.102295\t47.5798\t148.291397\t-528.974487\t-38.4762\t0.7331\t2.6151\t0.0856\t0.2669\t-0.952\t-0.0692\t226.349304\t807.417114\t26.4377\t82.398201\t-293.924896\t-21.379299\t259.067688\t1982.076782\t86.056\t0.1643\t0.2154\t0.9243\t0.1331\t0\t0\t0\t0\t0\t0\t0\t0\t0\t71.591003\t17.897699\t0.1288\t-1.4\t-0.35\t-0.0025\t-24.5756\t-6.1439\t-0.0442\t0\t4\t0\t0\t0\t26.6654\t2.0261\t40.455898\t4.4697\t-0.25 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|l}\n",
" tpsa.nbasic.negative.vsa\\_hyd.a\\_aro.weight.peoe\\_vsa.0.peoe\\_vsa.1.peoe\\_vsa.2.peoe\\_vsa.3.peoe\\_vsa.4.peoe\\_vsa.5.peoe\\_vsa.6.peoe\\_vsa.0.1.peoe\\_vsa.1.1.peoe\\_vsa.2.1.peoe\\_vsa.3.1.peoe\\_vsa.4.1.peoe\\_vsa.5.1.peoe\\_vsa.6.1.a\\_acc.a\\_acid.a\\_base.vsa\\_acc.vsa\\_acid.vsa\\_base.vsa\\_don.vsa\\_other.vsa\\_pol.slogp\\_vsa0.slogp\\_vsa1.slogp\\_vsa2.slogp\\_vsa3.slogp\\_vsa4.slogp\\_vsa5.slogp\\_vsa6.slogp\\_vsa7.slogp\\_vsa8.slogp\\_vsa9.smr\\_vsa0.smr\\_vsa1.smr\\_vsa2.smr\\_vsa3.smr\\_vsa4.smr\\_vsa5.smr\\_vsa6.smr\\_vsa7.tpsa.1.logp.o.w..frac.anion7..frac.cation7..andrewbind.rotatablebonds.mlogp.clogp.mw.nocount.hbdnr.rule.of.5violations.alert.prx.ub.pol.inthb.adistm.adistd.polar\\_area.nonpolar\\_area.psa\\_npsa.tcsa.tcpa.tcnp.ovality.surface\\_area.volume.most\\_negative\\_charge.most\\_positive\\_charge.sum\\_absolute\\_charge.dipole\\_moment.homo.lumo.hardness.ppsa1.ppsa2.ppsa3.pnsa1.pnsa2.pnsa3.fpsa1.fpsa2.fpsa3.fnsa1.fnsa2.fnsa3.wpsa1.wpsa2.wpsa3.wnsa1.wnsa2.wnsa3.dpsa1.dpsa2.dpsa3.rpcg.rncg.wpcs.wncs.sadh1.sadh2.sadh3.chdh1.chdh2.chdh3.scdh1.scdh2.scdh3.saaa1.saaa2.saaa3.chaa1.chaa2.chaa3.scaa1.scaa2.scaa3.ctdh.ctaa.mchg.achg.rdta.n\\_sp2.n\\_sp3.o\\_sp2.o\\_sp3.logBBB\\\\\n",
"\\hline\n",
"\t 12.03\t1\t0\t167.067\t0\t156.293\t76.94749\t43.44619\t0\t0\t0\t0\t17.23803\t18.74768\t43.50657\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t3.981969\t0\t4.410796\t32.89719\t0\t0\t113.2104\t33.32602\t0\t18.01075\t4.410796\t3.981969\t0\t113.2104\t0\t66.22321\t16.61\t2.948\t0\t0.999\t3.4\t3\t2.50245\t2.97\t155.285568\t1\t1\t0\t0\t0\t0\t0\t0\t0\t0\t21.124201\t379.07019\t0.0557\t0.0097\t0.1842\t0.0103\t1.096\t400.194397\t656.065002\t-0.6174\t0.3068\t3.8918\t1.1898\t-9.6672\t3.4038\t6.5355\t349.139008\t679.383179\t30.970501\t51.055401\t-99.347702\t-10.4876\t0.8724\t1.6976\t0.0774\t0.1276\t-0.2482\t-0.0262\t139.723495\t271.885406\t12.3942\t20.4321\t-39.7584\t-4.1971\t298.083588\t778.731018\t41.458\t0.1577\t0.3173\t2.3805\t1.9117\t15.0988\t15.0988\t0.0377\t0.3068\t0.3068\t0\t0008\t4.6321\t4.6321\t0.0116\t6.0255\t6.0255\t0.0151\t-0.6174\t-0.6174\t-0.0015\t-3.7199\t-3.7199\t-0.0093\t1\t1\t0.9241\t0.9241\t1\t0\t6.0255\t0\t0\t1.08 \\\\\n",
"\t 49.330002\t0\t0\t92.64243\t6\t151.165\t38.24339\t25.52006\t0\t8.619013\t23.2737\t0\t0\t49.01962\t0\t0\t0\t0\t13.56692\t7.904431\t2\t0\t0\t13.56692\t0\t0\t5.682576\t28.1076\t13.56692\t25.38523\t23.26954\t23.86222\t0\t0\t0\t0\t70.57274\t0\t41.32619\t23.86222\t25.38523\t0\t5.243428\t20.7675\t70.57274\t5.258784\t33.32602\t49.33\t0.889\t0.001\t0\t-3.3\t2\t1.05973\t0.494\t151.166428\t3\t2\t0\t0\t1\t3\t2\t0\t395.375702\t10.8921\t117.408096\t247.537094\t0.4743\t0.0134\t0.0417\t0.0198\t1.1173\t364.945312\t555.096924\t-0.8397\t0.4967\t4.8925\t4.2109\t-8.9618\t0.1942\t4.578\t223.130997\t545.832825\t42.303001\t141.814301\t-346.912292\t-44.0368\t0.6114\t1.4957\t0.1159\t0.3886\t-0.9506\t-0.1207\t81.430603\t199.199097\t15.4383\t51.754398\t-126.603996\t-16.070999\t81.316704\t892.745117\t86.339798\t0.203\t0.3433\t1.3116\t2.2546\t45.216301\t22.6082\t0.1239\t0.796\t0.398\t0.0022\t17.619499\t8.8098\t0.0483\t65.623596\t32.811798\t0.1798\t-0.8371\t-0.4185\t-0.0023\t-27.514299\t-13.7571\t-0.0754\t2\t2\t1.2685\t1.042\t1\t0\t6.5681\t32.010201\t33.613499\t-0.4 \\\\\n",
"\t 50.529999\t1\t0\t295.167\t15\t366.485\t58.05473\t124.7402\t21.65084\t8.619013\t17.44054\t0\t8.619013\t83.82487\t49.01962\t0\t0\t5.682576\t2.503756\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t43.56089\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t9.507346\t0\t148.1258\t75.47363\t28.27417\t12.63166\t27.78542\t0\t8.429003\t29.58226\t235.0587\t76.245\t0\t51.73\t4.439\t0\t0.986\t12.8\t8\t4.66091\t5.136999\t365.479401\t5\t1\t1\t0\t6\t5.3\t3\t0\t1364.551392\t25.6784\t82.094299\t637.724182\t0.1287\t0.0111\t0.0972\t0.0125\t1.3005\t719.818481\t1224.455322\t-0.8012\t0.5414\t7.9796\t3.5234\t-8.6271\t0.0589\t4.343\t517.821777\t2066.018555\t63.950298\t201.996704\t-805.931091\t-43.758701\t0.7194\t2.8702\t0.0888\t0.2806\t-1.1196\t-0.0608\t372.737701\t1487.158325\t46.0326\t145.401001\t-580.124084\t-31.498301\t315.825104\t2871.949707\t107.7089\t0.1357\t0.2008\t1.1351\t1.5725\t16.7192\t16.7192\t0.0232\t0.455\t0.455\t0\t0006\t7.6077\t7.6077\t0.0106\t57.543999\t14.386\t0.0799\t-1.3671\t-0.3418\t-0.0019\t-21.789801\t-5.4475\t-0.0303\t1\t4\t1.2562\t1.2562\t0.25\t26.973301\t10.8567\t0\t27.545099\t0.22 \\\\\n",
"\t 37.389999\t0\t0\t319.1122\t15\t382.552\t62.23933\t124.7402\t13.19232\t21.78564\t0\t0\t8.619013\t83.82487\t68.78024\t0\t0\t5.682576\t0\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t28.3247\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t144.0354\t75.47363\t55.46144\t3.124314\t27.78542\t0\t8.429003\t21.40142\t235.0587\t76.245\t31.27769\t38.59\t5.254\t0\t0.986\t12.8\t8\t3.82458\t5.877599\t381.543976\t4\t1\t1\t0\t2\t5.3\t3\t0\t702.638672\t10.0232\t65.088997\t667.971313\t0.0974\t0.0108\t0.1218\t0.0119\t1.3013\t733.060303\t1257.200195\t-0.7608\t0.48\t7.9308\t3.1463\t-8.5592\t-0.2651\t4.1471\t507.61441\t2012.906006\t61.688999\t225.445908\t-893.987976\t-42.032799\t0.6925\t2.7459\t0.0842\t0.3075\t-1.2195\t-0.0573\t372.112\t1475.581543\t45.221802\t165.265396\t-655.347107\t-30.812599\t282.168488\t2906.894043\t103.721802\t0.121\t0.1919\t0.7623\t1.5302\t17.2491\t17.2491\t0.0235\t0.4354\t0.4354\t0\t0006\t7.5102\t7.5102\t0.0102\t39.8638\t13.2879\t0.0544\t-1.2332\t-0.4111\t-0.0017\t-17.595699\t-5.8652\t-0.024\t1\t3\t1.1962\t1.1962\t0.3333\t21.706499\t11.0017\t0\t15.1316\t0.14 \\\\\n",
"\t 37.389999\t1\t0\t299.658\t12\t326.464\t74.80064\t118.0406\t33.0019\t0\t0\t0\t8.619013\t83.82487\t36.76471\t0\t0\t5.682576\t0.136891\t2.503756\t2\t0\t1\t8.186332\t0\t0\t5.682576\t19.64908\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t140.7166\t75.47363\t26.01093\t3.124314\t27.78542\t0\t8.429003\t20.33867\t234.6299\t76.245\t0\t38.59\t3.8\t0\t0.986\t10.3\t8\t3.27214\t4.367\t325.457703\t4\t1\t0\t0\t2\t4.2\t2\t0\t745.509583\t10.5753\t66.1754\t601.746277\t0.11\t0.0118\t0.1186\t0.013\t1.2711\t667.921814\t1132.682617\t-0.8567\t0.4547\t7.8516\t3.2676\t-8.6732\t0.3149\t4.494\t509.163513\t1998.874268\t61.564499\t158.758194\t-623.25293\t-39.841301\t0.7623\t2.9927\t0.0922\t0.2377\t-0.9331\t-0.0596\t340.08139\t1335.091675\t41.1203\t106.038101\t-416.28421\t-26.610901\t350.405304\t2622.127197\t101.4058\t0.1158\t0.2182\t0.7884\t1.6795\t16.0252\t16.0252\t0.024\t0.4366\t0.4366\t0\t0007\t6.997\t6.997\t0.0105\t42.454399\t14.1515\t0.0636\t-1.148\t-0.3827\t-0.0017\t-17.044701\t-5.6816\t-0.0255\t1\t3\t1.2934\t1.2934\t0.3333\t24.2061\t10.8109\t0\t15.1333\t0.69 \\\\\n",
"\t 37.389999\t1\t0\t289.7777\t11\t332.492\t74.80064\t109.5099\t13.19232\t21.78564\t0\t0\t8.619013\t73.54603\t44.27042\t0\t0\t5.682576\t0\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t21.62514\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t103.6031\t75.47363\t55.46144\t3.124314\t27.78542\t0\t8.429003\t18.5115\t197.5163\t76.245\t31.27769\t38.59\t3.608\t0\t0.986\t10\t8\t2.89481\t4.2836\t331.483459\t4\t1\t0\t0\t2\t3.6\t2\t0\t779.291382\t10.7712\t69.0895\t588.656921\t0.1174\t0.0111\t0.1061\t0.0125\t1.2642\t657.746521\t1115.867188\t-0.7672\t0.4349\t7.3305\t3.2845\t-8.6843\t-0.031\t4.3266\t473.568115\t1735.742554\t58.499298\t184.178406\t-675.058777\t-41.209999\t0.72\t2.6389\t0.0889\t0.28\t-1.0263\t-0.0627\t311.487793\t1141.678467\t38.477699\t121.1427\t-444.017487\t-27.1057\t289.389709\t2410.80127\t99.709297\t0.1187\t0.2093\t2.0505\t1.676\t17.2815\t17.2815\t0.0263\t0.4349\t0.4349\t0\t0007\t7.5157\t7.5157\t0.0114\t43.801201\t14.6004\t0.0666\t-1.2317\t-0.4106\t-0.0019\t-19.851299\t-6.6171\t-0.0302\t1\t3\t1.2021\t1.2021\t0.3333\t25.5529\t11.1218\t0\t15.1333\t0.44 \\\\\n",
"\t 52.57\t1\t0\t218.9835\t6\t277.388\t68.41672\t97.55945\t0\t8.619013\t23.2737\t0\t8.619013\t34.07461\t49.75026\t0\t0\t0\t13.56692\t7.904431\t2\t0\t1\t13.56692\t0\t0\t5.682576\t28.1076\t13.56692\t28.50954\t23.26954\t23.86222\t55.31873\t6.37115\t37.73681\t0\t35.28637\t37.73681\t74.65221\t26.98653\t25.38523\t0\t11.61458\t20.7675\t110.76\t60.57752\t66.65203\t53.77\t2.712\t0.001\t0.996\t10.4\t8\t2.60491\t2.129\t276.381866\t4\t2\t0\t0\t1\t3\t2\t1\t1145.173828\t25.6134\t142.094101\t438.778687\t0.3238\t0.0123\t0.0501\t0.0162\t1.2166\t580.872803\t981.022095\t-0.7834\t0.5021\t7.1199\t3.8032\t-9.1355\t-0.1047\t4.5154\t411.311798\t1464.259033\t56.180698\t169.561005\t-603.632324\t-53.221401\t0.7081\t2.5208\t0.0967\t0.2919\t-1.0392\t-0.0916\t238.9198\t850.548279\t32.633801\t98.493401\t-350.633606\t-30.9149\t241.750793\t2067.891357\t109.4021\t0.1411\t0.22\t1.2064\t2.2431\t46.881699\t23.4408\t0.0807\t0.8018\t0.4009\t0.0014\t18.538099\t9.269\t0.0319\t85.0186\t28.3395\t0.1464\t-1.2403\t-0.4134\t-0.0021\t-33.6633\t-11.2211\t-0.058\t2\t3\t1.2173\t1.0155\t0.6667\t0\t11.1189\t54.364498\t29.729099\t-0.43 \\\\\n",
"\t 40.540001\t1\t0\t321.8241\t12\t421.33\t73.38909\t99.29238\t9.020845\t8.458519\t10.32417\t0\t8.619013\t75.73796\t68.13466\t0\t0\t11.90864\t13.56692\t7.76754\t2\t0\t1\t13.56692\t0\t0\t0\t8.458519\t13.56692\t28.50954\t5.687611\t9.121018\t55.31873\t30.23337\t3.055104\t0\t141.1455\t75.47363\t60.91421\t26.98653\t40.34534\t12.17612\t6.37115\t0\t216.6191\t61.00634\t45.95409\t41.74\t4.804\t0\t0.946\t15.9\t7\t4.11279\t3.9986\t420.330353\t3\t1\t0\t0\t0\t4.7\t3\t0\t683.641418\t18.801201\t65.322197\t621.086304\t0.1052\t0.0099\t0.1044\t0.011\t1.2657\t686.408508\t1187.55896\t-0.5033\t0.3586\t6.819\t2.2008\t-9.6532\t-0.6577\t4.4977\t360.221893\t1228.17749\t46.542099\t326.186798\t-1112.133911\t-42.756199\t0.5248\t1.7893\t0.0678\t0.4752\t-1.6202\t-0.0623\t247.259293\t843.031494\t31.946899\t223.8974\t-763.378174\t-29.3482\t34.035099\t2340.311523\t89.298203\t0.1052\t0.1476\t1.2044\t2.778\t11.451\t11.451\t0.0167\t0.3586\t0.3586\t0\t0005\t4.1064\t4.1064\t0.006\t53.871201\t17.9571\t0.0785\t-1.2752\t-0.4251\t-0.0019\t-21.926001\t-7.3087\t-0.0319\t1\t3\t0.8619\t0.8619\t0.3333\t0\t4.4417\t30.6103\t18.819201\t1.38 \\\\\n",
"\t 15.27\t1\t0\t304.6516\t12\t357.566\t98.59877\t72.39125\t0\t0\t0\t0\t17.23803\t99.40089\t44.27042\t19.76062\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t13.3991\t0\t21.13507\t0\t3.981969\t36.87916\t0\t36.34338\t0\t123.5023\t75.47363\t69.95258\t0\t18.01075\t7.776516\t3.981969\t5.513495\t198.9759\t36.87916\t96.13026\t19.85\t5.451\t0\t0.999\t12.9\t4\t4.63975\t6.167\t356.555695\t2\t1\t1\t0\t0\t4.2\t4\t0\t0\t0\t15.4712\t614.863525\t0.0252\t0.0106\t0.4319\t0.0109\t1.2183\t630.334717\t1106.561523\t-0.6276\t0.3063\t6.6824\t1.6747\t-7.5469\t-0.0835\t3.7317\t395.785492\t1322.404785\t44.164501\t234.549194\t-783.679077\t-24.876301\t0.6279\t2.0979\t0.0701\t0.3721\t-1.2433\t-0.0395\t249.477295\t833.557617\t27.8384\t147.844498\t-493.980103\t-15.6804\t161.236298\t2106.083984\t69.040802\t0.0917\t0.1878\t0.7974\t1.2721\t8.699\t8.699\t0.0138\t0.3063\t0.3063\t0\t0005\t2.6643\t2.6643\t0.0042\t6.7721\t6.7721\t0.0107\t-0.6276\t-0.6276\t-0.001\t-4.2504\t-4.2504\t-0.0067\t1\t1\t0.9339\t0.9339\t1\t0\t6.7721\t0\t0\t0.75 \\\\\n",
"\t 32.779999\t1\t0\t252.9569\t6\t251.35\t85.5588\t97.58976\t7.411346\t0\t0\t0\t27.81852\t62.00516\t24.50981\t0\t0\t13.56692\t2.503756\t0\t2\t0\t1\t16.07068\t0\t0\t0\t27.65803\t0\t14.1242\t10.44095\t0\t18.43958\t3.185575\t98.69156\t0\t70.57274\t3.981969\t95.75768\t26.98653\t14.1242\t0\t12.41097\t0\t70.57274\t25.75621\t165.3436\t33.98\t2.569\t0\t0.976\t9.5\t5\t2.93039\t2.099\t250.343643\t4\t0\t0\t0\t4\t3\t1\t0\t292.907593\t17.035\t31.4377\t507.435211\t0.062\t0.0115\t0.1965\t0.0122\t1.1899\t538.872925\t906.223999\t-0.7811\t0.6368\t6.1777\t2.1458\t-9.4164\t0.2131\t4.8147\t423.563507\t1308.332886\t41.8162\t115.309402\t-356.175598\t-25.3741\t0.786\t2.4279\t0.0776\t0.214\t-0.661\t-0.0471\t228.246902\t705.025208\t22.5336\t62.1371\t-191.933395\t-13.6734\t308.254211\t1664.508423\t67.1903\t0.2062\t0.2529\t0.6876\t0.2897\t0\t0\t0\t0\t0\t0\t0\t0\t0\t30.292\t10.0973\t0.0562\t-1.1467\t-0.3822\t-0.0021\t-12.6059\t-4.202\t-0.0234\t0\t3\t0\t0\t0\t0\t4.3804\t23.1112\t3.9461\t0.88 \\\\\n",
"\t 64.160004\t0\t0\t280.438\t9\t412.509\t149.2843\t95.57485\t17.47936\t6.699551\t0\t24.14009\t17.23803\t41.91243\t0\t10.88526\t0.136891\t17.811\t13.56692\t0\t2\t0\t3\t24.45218\t0\t5.682576\t5.682576\t51.90007\t0\t19.90984\t30.30762\t32.98323\t73.75832\t2.756747\t15.67644\t4.410796\t60.33873\t113.2104\t48.28613\t53.50618\t37.68102\t9.121018\t13.10987\t7.409175\t166.14\t81.34502\t33.32602\t64.75\t3.273\t0\t0.89\t20.700001\t4\t3.53582\t2.711024\t410.495636\t6\t0\t0\t0\t5\t5.3\t2\t0\t2746.165527\t78.362198\t94.007202\t623.217224\t0.1508\t0.0119\t0.0906\t0.0137\t1.2707\t717.224426\t1260.964478\t-0.5454\t0.473\t8.5215\t6.7321\t-9.07\t-0.5634\t4.2533\t482.730103\t2056.781006\t56.1437\t234.494202\t-999.115723\t-42.820499\t0.6731\t2.8677\t0.0783\t0.3269\t-1.393\t-0.0597\t346.2258\t1475.173462\t40.267601\t168.184906\t-716.590088\t-30.711901\t248.235901\t3055.896729\t98.964203\t0.111\t0.128\t0.6629\t1.8461\t0\t0\t0\t0\t0\t0\t0\t0\t0\t92.526398\t18.505301\t0.129\t-1.6204\t-0.3241\t-0.0023\t-25.283899\t-5.0568\t-0.0353\t0\t5\t0\t0\t0\t36.556702\t5.568\t24.264299\t27.6182\t0.98 \\\\\n",
"\t 26.790001\t1\t0\t373.5283\t12\t411.614\t88.09194\t135.1378\t52.7693\t8.458519\t0\t0\t17.23803\t57.72093\t75.27301\t0\t0\t0\t13.56692\t0\t1\t0\t2\t13.56692\t0\t0\t0\t21.85762\t0\t9.372942\t5.687611\t0\t110.6375\t27.04779\t35.99866\t0\t123.5023\t56.60522\t71.05905\t30.11084\t0\t6.225782\t3.185575\t5.513495\t180.1075\t116.3251\t98.44274\t29.19\t4.327\t0\t0.868\t16.700001\t7\t3.7841\t4.8027\t409.598175\t4\t0\t0\t0\t0\t4.7\t4\t0\t350.144409\t12.4373\t31.2593\t699.21698\t0.0447\t0.0108\t0.253\t0.0113\t1.264\t730.476318\t1306.354126\t-0.5972\t0.3224\t7.9102\t0.5139\t-7.7622\t-0.608\t3.5771\t559.337097\t2212.221924\t53.064999\t171.139206\t-676.868713\t-27.910999\t0.7657\t3.0285\t0.0726\t0.2343\t-0.9266\t-0.0382\t408.582489\t1615.975708\t38.762699\t125.0131\t-494.436493\t-20.3883\t388.197906\t2889.090576\t80.975899\t0.0815\t0.151\t0.5327\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t31.2593\t10.4198\t0.0428\t-1.2188\t-0.4063\t-0.0017\t-12.0997\t-4.0332\t-0.0166\t0\t3\t0\t0\t0\t0\t13.6002\t17.6591\t0\t0.83 \\\\\n",
"\t 41.459999\t0\t0\t185.2862\t12\t270.719\t8.936826\t56.05296\t13.19232\t8.619013\t12.94953\t0\t0\t36.76471\t90.85647\t0\t0\t0\t19.2495\t0.136891\t2\t0\t0\t19.2495\t0\t0\t5.682576\t26.34863\t0\t0\t26.02628\t23.86222\t18.43958\t6.37115\t16.78553\t3.500607\t141.1455\t0\t41.90539\t23.86222\t16.78553\t0\t9.871757\t20.7675\t141.1455\t26.45511\t39.14864\t41.46\t2.912\t0\t0\t2.3\t1\t3.11198\t3.02076\t270.720734\t3\t1\t0\t0\t1\t5.3\t4\t0\t203.799194\t18.6089\t85.916496\t410.538605\t0.2093\t0.0111\t0.0642\t0.0134\t1.1659\t496.455109\t826.208374\t-0.8081\t0.4877\t5.5137\t3.0913\t-9.5524\t-0.7409\t4.4058\t233.356796\t643.325012\t40.397099\t263.098389\t-725.318115\t-44.1287\t0.47\t1.2958\t0.0814\t0.53\t-1.461\t-0.0889\t115.851196\t319.381989\t20.0553\t130.616501\t-360.087891\t-21.9079\t-29.7416\t1368.643066\t84.525803\t0.1769\t0.2931\t1.0939\t1.69\t18.567801\t18.567801\t0.0374\t0.434\t0.434\t0\t0009\t8.0589\t8.0589\t0.0162\t61.583099\t30.7915\t0.124\t-0.7607\t-0.3803\t-0.0015\t-23.3262\t-11.6631\t-0.047\t1\t2\t1.2421\t1.2421\t0.5\t11.9628\t5.7656\t49.6203\t0\t0.61 \\\\\n",
"\t 83.720001\t0\t0\t121.924\t11\t204.237\t44.54677\t12.79616\t11.19056\t37.0476\t15.68157\t0\t0\t70.98718\t0\t18.84208\t0\t5.682576\t0\t6.788011\t3\t0\t0\t24.52465\t0\t0\t23.42507\t38.0627\t0\t36.0215\t50.11155\t16.78553\t0\t0\t65.79437\t0\t58.01422\t0\t4.227013\t0\t50.11155\t19.90984\t0\t9.740508\t85.39791\t0\t65.79437\t83.72\t0.391\t0.007\t0.006\t-2.4\t3\t2.99758\t0.686975\t204.236191\t6\t3\t0\t0\t12\t3.6\t2\t0\t649.794617\t33.4249\t173.518906\t268.601105\t0.646\t0.0162\t0.0412\t0.0266\t1.1542\t442.119995\t704.952515\t-0.9909\t0.464\t7.147\t1.5696\t-8.4941\t-0.0779\t4.2081\t310.746613\t1110.44873\t57.9478\t131.373505\t-469.461487\t-55.9161\t0.7029\t2.5116\t0.1311\t0.2971\t-1.0618\t-0.1265\t137.387299\t490.951599\t25.6199\t58.082802\t-207.558304\t-24.7216\t179.373093\t1579.910156\t113.863899\t0.1298\t0.2773\t3.4369\t7.4191\t65.292198\t21.764099\t0.1477\t1.3064\t0.4355\t0.003\t28.816799\t9.6056\t0.0652\t68.960098\t22.9867\t0.156\t-0.8124\t-0.2708\t-0.0018\t-16.217199\t-5.4057\t-0.0367\t3\t3\t1.4549\t1.2958\t1\t68.960098\t39.266602\t0\t0\t-1.17 \\\\\n",
"\t 83.849998\t0\t0\t209.5308\t11\t357.232\t129.1319\t28.02648\t8.619013\t19.80958\t0\t6.699551\t0\t68.13466\t0\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t2.756747\t3.055104\t0\t87.35827\t0\t100.4919\t7.085616\t16.78553\t70.77564\t2.756747\t23.09542\t104.5918\t35.67314\t78.17364\t86.53\t2.693\t0\t0.023\t-0.8\t7\t3.09506\t2.938\t357.236023\t6\t2\t0\t0\t6\t3.6\t3\t1\t2232.461426\t76.213203\t149.490402\t425.384796\t0.3514\t0.0137\t0.0527\t0.0185\t1.2172\t574.875183\t965.183289\t-0.8575\t0.8585\t7.8807\t7.4941\t-8.8234\t-0.7176\t4.0529\t260.315613\t1025.739502\t47.386002\t314.559601\t-1239.480713\t-74.6269\t0.4528\t1.7843\t0.0824\t0.5472\t-2.1561\t-0.1298\t149.649002\t589.67218\t27.240999\t180.832504\t-712.546692\t-42.901199\t-54.243999\t2265.220215\t122.012901\t0.2179\t0.2176\t1.4809\t1.4052\t18.9317\t9.4658\t0.0329\t0.8565\t0.4283\t0.0015\t7.5165\t3.7582\t0.0131\t115.151703\t28.787901\t0.2003\t-0.4442\t-0.111\t-0\t0008\t-44.0825\t-11.0206\t-0.0767\t2\t4\t1.3271\t1.1014\t0.5\t25.6341\t15.407\t89.517601\t0\t-0.67 \\\\\n",
"\t 83.849998\t0\t0\t179.4622\t11\t278.336\t126.8797\t32.29187\t8.619013\t19.80958\t0\t6.699551\t0\t24.50981\t12.2549\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t2.756747\t0\t0\t105.0014\t0\t54.53777\t7.085616\t16.78553\t67.72054\t2.756747\t23.09542\t122.235\t35.67314\t32.21954\t86.53\t1.897\t0\t0.028\t-2.1\t7\t2.42248\t1.991\t278.334991\t6\t2\t0\t0\t6\t3.6\t2\t1\t2232.493164\t76.213997\t149.492004\t404.548492\t0.3695\t0.0145\t0.0536\t0.0198\t1.223\t554.040527\t906.614685\t-0.8579\t0.8586\t8.0083\t7.1325\t-8.8308\t-0.4626\t4.1841\t303.060211\t1213.494629\t52.047699\t250.980301\t-1004.960205\t-77.631401\t0.547\t2.1903\t0.0939\t0.453\t-1.8139\t-0.1401\t167.907593\t672.325195\t28.836599\t139.053299\t-556.788696\t-43.010899\t52.0798\t2218.454834\t129.679092\t0.2144\t0.2143\t1.4574\t1.3836\t18.9317\t9.4658\t0.0342\t0.8565\t0.4283\t0.0015\t7.5165\t3.7583\t0.0136\t115.153397\t28.7883\t0.2078\t-0.4593\t-0.1148\t-0\t0008\t-44.370098\t-11.0925\t-0.0801\t2\t4\t1.3275\t1.1016\t0.5\t25.6357\t15.407\t89.517601\t0\t-0.66 \\\\\n",
"\t 83.849998\t0\t0\t262.9218\t17\t368.461\t131.8569\t51.56195\t8.619013\t19.80958\t0\t0\t6.699551\t26.71835\t73.52943\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t9.127897\t18.86841\t0\t175.5742\t0\t54.53777\t7.085616\t16.78553\t67.72054\t9.127897\t23.09542\t211.6762\t35.67314\t32.21954\t86.53\t3.942\t0\t0.045\t1.5\t9\t3.93669\t3.978\t368.460846\t6\t2\t0\t0\t6\t5.3\t2\t1\t1770.068848\t99.360901\t136.270798\t552.896606\t0.2465\t0.0133\t0.0673\t0.0166\t1.2746\t689.167419\t1182.155518\t-0.8815\t0.8035\t9.1772\t6.358\t-8.719\t-0.4666\t4.1262\t401.891602\t1844.123291\t58.5662\t287.275696\t-1318.195435\t-73.530899\t0.5832\t2.6759\t0.085\t0.4168\t-1.9127\t-0.1067\t276.970612\t1270.90979\t40.3619\t197.981003\t-908.457397\t-50.675098\t114.615898\t3162.318848\t132.097107\t0.1751\t0.1921\t0\t1.1004\t23.983\t11.9915\t0.0348\t0.8395\t0.4198\t0.0012\t9.737\t4.8685\t0.0141\t97.611504\t24.402901\t0.1416\t-0.4333\t-0.1083\t-0\t0006\t-41.929699\t-10.4824\t-0.0608\t2\t4\t1.337\t1.0947\t0.5\t18.841101\t14.6764\t78.770302\t0\t-0.12 \\\\\n",
"\t 87.339996\t1\t0\t314.9122\t16\t415.538\t115.1109\t125.3906\t30.26986\t19.80958\t0\t0\t15.31856\t26.71835\t61.27452\t0\t19.76062\t0\t0.136891\t19.60617\t2\t0\t1\t33.93105\t0\t0\t11.36515\t41.33894\t0\t3.124314\t25.09637\t16.78553\t86.60815\t17.26879\t94.17013\t0\t140.7166\t0\t72.97735\t19.71728\t0\t67.72054\t17.26879\t23.09542\t195.2582\t35.67314\t98.01392\t91.22\t3.856\t0\t0.961\t13.2\t11\t3.62804\t4.485\t414.530365\t7\t2\t0\t0\t6\t5.3\t2\t1\t2980.362061\t106.682098\t133.520996\t646.186584\t0.2066\t0.0126\t0.0736\t0.0152\t1.3223\t779.707581\t1346.428589\t-0.882\t0.8033\t9.826\t6.0831\t-8.7478\t-0.2727\t4.2376\t476.293396\t2340.030762\t62.757198\t303.414215\t-1490.675537\t-73.481697\t0.6109\t3.0012\t0.0805\t0.3891\t-1.9118\t-0.0942\t371.369598\t1824.539917\t48.932301\t236.574402\t-1162.291138\t-57.2943\t172.879196\t3830.706299\t136.238907\t0.1635\t0.1795\t0\t1.0271\t23.9646\t11.9823\t0.0307\t0.8395\t0.4198\t0.0011\t9.7286\t4.8643\t0.0125\t94.885902\t18.9772\t0.1217\t-0.6442\t-0.1288\t-0\t0008\t-40.229198\t-8.0458\t-0.0516\t2\t5\t1.3375\t1.0949\t0.4\t0\t23.346901\t78.773697\t7.4357\t-0.73 \\\\\n",
"\t 87.339996\t1\t0\t221.2659\t16\t327.364\t58.90247\t123.1821\t21.65084\t28.42859\t0\t0\t15.31856\t49.01962\t24.50981\t0\t0\t0\t0\t19.74306\t2\t0\t1\t33.93105\t0\t0\t11.36515\t48.03849\t0\t3.124314\t25.09637\t16.78553\t50.93501\t5.448821\t75.30172\t0\t149.351\t0\t26.28099\t19.71728\t0\t67.72054\t5.448821\t34.48656\t159.1562\t0\t65.79437\t91.22\t3.201\t0\t0.961\t12.4\t6\t2.97562\t4.019\t326.358002\t7\t2\t0\t0\t6\t5.3\t3\t1\t3035.184082\t91.619499\t140.515594\t474.108093\t0.2964\t0.0133\t0.058\t0.0172\t1.2403\t614.623718\t1037.328613\t-0.6421\t0.6692\t8.1562\t6.9036\t-8.6218\t-0.8707\t3.8755\t345.402588\t1408.589233\t51.355801\t269.2211\t-1097.91272\t-70.429802\t0.562\t2.2918\t0.0836\t0.438\t-1.7863\t-0.1146\t212.292694\t865.75238\t31.564501\t165.469696\t-674.803223\t-43.287899\t76.181602\t2506.501953\t121.785698\t0.1641\t0.1574\t1.1699\t0.9985\t14.8394\t7.4197\t0.0241\t0.8439\t0.422\t0.0014\t6.0714\t3.0357\t0.0099\t113.7342\t22.746799\t0.185\t-0.7449\t-0.149\t-0.0012\t-39.543499\t-7.9087\t-0.0643\t2\t5\t1.093\t0.9701\t0.4\t7.1296\t20.609501\t93.029701\t4.9073\t-0.27 \\\\\n",
"\t 87.089996\t1\t0\t243.774\t17\t338.391\t77.85693\t125.6885\t13.19232\t28.42859\t0\t0\t15.31856\t49.01962\t24.50981\t0\t0\t0\t5.682576\t17.23931\t3\t0\t1\t39.61362\t0\t0\t11.36515\t35.31725\t0\t3.124314\t41.8819\t16.78553\t50.93501\t3.185575\t65.79437\t0\t163.8733\t0\t26.28099\t10.20993\t16.78553\t67.72054\t3.185575\t31.79449\t176.3706\t0\t65.79437\t90.97\t3.373\t0\t0.81\t13.2\t6\t3.2132\t3.41404\t337.38443\t7\t2\t0\t0\t6\t5.3\t3\t1\t3450.486084\t95.579697\t147.735794\t470.086914\t0.3143\t0.0144\t0.0604\t0.019\t1.2314\t617.822693\t1056.682251\t-0.6946\t0.8447\t8.9273\t8.8368\t-8.7077\t-0.7529\t3.9774\t356.584412\t1591.668945\t53.344398\t261.238312\t-1166.076538\t-75.540802\t0.5772\t2.5763\t0.0863\t0.4228\t-1.8874\t-0.1223\t220.305893\t983.369202\t32.957401\t161.399002\t-720.428589\t-46.670898\t95.3461\t2757.745605\t128.885193\t0.1892\t0.1556\t1.2926\t1.0208\t16.1306\t8.0653\t0.0261\t0.8463\t0.4231\t0.0014\t6.6754\t3.3377\t0.0108\t119.297302\t23.859501\t0.1931\t-0.8827\t-0.1765\t-0.0014\t-45.925098\t-9.185\t-0.0743\t2\t5\t1.1464\t1.0117\t0.4\t21.4881\t20.465599\t89.651398\t0\t-0.28 \\\\\n",
"\t 41.57\t1\t0\t313.184\t12\t353.486\t60.26326\t122.306\t13.19232\t8.619013\t0\t12.94953\t8.619013\t83.82487\t61.27452\t0\t0\t0\t13.56692\t2.640647\t2\t0\t1\t16.07068\t0\t0\t5.682576\t21.40805\t0\t32.13495\t5.258784\t0\t76.245\t30.23337\t0\t0\t158.7887\t75.47363\t23.68301\t26.98653\t10.99989\t18.01075\t11.61458\t0\t252.7019\t81.50378\t0\t42.77\t4.279\t0\t0.986\t13.2\t8\t3.22812\t4.268\t352.480652\t4\t1\t0\t0\t1\t4.7\t2\t0\t843.062622\t13.4243\t61.043201\t646.898315\t0.0944\t0.0115\t0.1334\t0.0126\t1.2912\t707.941528\t1207.226807\t-0.9643\t0.5746\t8.1421\t1.0578\t-9.1323\t-0.1768\t4.4777\t504.688812\t2054.607178\t58.180801\t203.252701\t-827.449585\t-41.974098\t0.7129\t2.9022\t0.0822\t0.2871\t-1.1688\t-0.0593\t357.290192\t1454.541748\t41.188599\t143.891006\t-585.785889\t-29.7152\t301.436096\t2882.056641\t100.1549\t0.1411\t0.2369\t1.1426\t1.5103\t3.8279\t3.8279\t0.0054\t0.4436\t0.4436\t0\t0006\t1.6982\t1.6982\t0.0024\t50.8396\t16.946501\t0.0718\t-1.051\t-0.3503\t-0.0015\t-18.0282\t-6.0094\t-0.0255\t1\t3\t1.408\t1.408\t0.3333\t0\t9.4907\t32.591202\t15.1333\t-0.24 \\\\\n",
"\t 6.48\t0\t0\t286.7085\t12\t281.423\t69.41582\t127.9159\t0\t0\t0\t0\t8.619013\t46.32951\t73.52943\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t0\t0\t13.3991\t0\t6.248628\t0\t0\t36.87916\t6.37115\t103.5312\t0\t141.1455\t18.86841\t5.513495\t3.124314\t0\t3.124314\t6.37115\t5.513495\t197.7507\t36.87916\t65.79437\t7.68\t4.104\t0\t0.996\t9.9\t4\t3.87624\t5.037\t280.416534\t2\t0\t1\t0\t0\t4.2\t2\t0\t0\t0\t9.6105\t550.636292\t0.0175\t0.0105\t0.6134\t0.0107\t1.1806\t560.246826\t972.001709\t-0.6822\t0.2391\t5.8951\t1.2561\t-8.2995\t0.4849\t4.3922\t405.734406\t1195.915894\t42.197102\t154.512405\t-455.430603\t-21.259199\t0.7242\t2.1346\t0.0753\t0.2758\t-0.8129\t-0.0379\t227.311401\t670.007996\t23.6408\t86.565102\t-255.153503\t-11.9104\t251.222\t1651.346558\t63.456299\t0.0811\t0.2315\t0.062\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t9.6105\t9.6105\t0.0172\t-0.4209\t-0.4209\t-0\t0008\t-4.0454\t-4.0454\t-0.0072\t0\t1\t0\t0\t0\t0\t9.6105\t0\t0\t1.17 \\\\\n",
"\t 9.72\t0\t0\t357.2742\t12\t409.52\t47.32438\t137.3464\t52.7693\t0\t0\t0\t26.28353\t61.27452\t44.27042\t0\t35.72591\t0\t0\t0\t0\t0\t2\t0\t0\t0\t0\t13.3991\t0\t9.372942\t0\t0\t110.6375\t3.185575\t35.99866\t7.759516\t123.5023\t18.86841\t82.61337\t6.248628\t44.88034\t13.9853\t3.185575\t5.513495\t142.3707\t110.6375\t65.11673\t12.12\t4.49176\t0\t0.868\t17\t5\t4.35364\t5.1923\t407.50473\t3\t0\t1\t0\t0\t4.2\t4\t0\t39.455299\t4.6878\t13.6\t644.991272\t0.0211\t0.0104\t0.5057\t0.0107\t1.2194\t658.591309\t1180.210938\t-0.5947\t0.4029\t6.8771\t2.6983\t-7.9105\t-0.5159\t3.6973\t417.365295\t1435.129883\t40.330299\t241.226105\t-829.467102\t-32.105202\t0.6337\t2.1791\t0.0612\t0.3663\t-1.2595\t-0.0487\t274.873108\t945.164124\t26.561199\t158.8694\t-546.279785\t-21.144199\t176.139099\t2264.596924\t72.4356\t0.1172\t0.1729\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t13.6\t6.8\t0.0207\t-0.8663\t-0.4331\t-0.0013\t-5.899\t-2.9495\t-0.009\t0\t2\t0\t0\t0\t0\t13.6\t0\t0\t1.38 \\\\\n",
"\t 38.77\t0\t0\t317.1515\t12\t380.508\t114.4689\t107.427\t30.10936\t8.458519\t0\t0\t8.619013\t44.12098\t61.27452\t0\t0\t0\t13.56692\t5.007512\t3\t0\t1\t18.57443\t0\t0\t0\t25.37556\t0\t25.12409\t5.687611\t0\t36.87916\t42.24053\t89.63614\t0\t123.5023\t56.60522\t28.92643\t26.98653\t21.99977\t8.821592\t20.04358\t0\t217.4155\t42.56677\t70.76774\t39.97\t4.14574\t0\t0.985\t16.1\t6\t3.5161\t4.597589\t379.503632\t4\t0\t0\t0\t0\t4.7\t3\t0\t1431.785889\t33.0177\t68.864304\t630.212219\t0.1093\t0.01\t0.1011\t0.011\t1.2638\t699.076477\t1223.397583\t-0.4133\t0.3438\t6.9604\t2.0646\t-8.9334\t-0.3861\t4.2736\t489.962311\t1705.174683\t50.2486\t209.114197\t-727.762329\t-34.801998\t0.7009\t2.4392\t0.0719\t0.2991\t-1.041\t-0.0498\t342.521088\t1192.047607\t35.127602\t146.186905\t-508.761505\t-24.3293\t280.847992\t2432.937012\t85.050598\t0.0988\t0.1187\t0.4473\t0.3514\t0\t0\t0\t0\t0\t0\t0\t0\t0\t68.864304\t17.216101\t0.0985\t-1.2016\t-0.3004\t-0.0017\t-19.210501\t-4.8026\t-0.0275\t0\t4\t0\t0\t0\t0\t2.9591\t27.606701\t38.298599\t0.89 \\\\\n",
"\t 77.050003\t0\t0\t223.7506\t16\t357.801\t65.89255\t54.64664\t32.20186\t12.94953\t11.19056\t12.94953\t0\t24.50981\t79.33221\t10.88526\t5.902359\t11.36515\t13.56692\t0\t4\t0\t0\t35.81733\t0\t0\t0\t63.09064\t0\t0\t63.44984\t0\t0\t34.82453\t42.63131\t7.911403\t77.5565\t0\t124.2402\t33.59634\t58.19106\t0\t18.87372\t7.841415\t88.15466\t5.258784\t138.6979\t77.05\t2.45206\t0\t0\t8.1\t2\t3.10258\t2.373726\t357.802368\t7\t0\t0\t0\t9\t5.8\t2\t0\t1925.833008\t85.392799\t96.460899\t507.066986\t0.1902\t0.011\t0.0689\t0.0131\t1.2141\t603.527771\t1042.193237\t-0.7698\t0.5422\t6.6488\t3.3321\t-9.5099\t-0.8399\t4.335\t378.695312\t1258.940063\t41.9702\t224.832596\t-747.43689\t-39.620701\t0.6275\t2.086\t0.0695\t0.3725\t-1.2384\t-0.0656\t228.553207\t759.80542\t25.3302\t135.692703\t-451.098999\t-23.912201\t153.862793\t2006.376953\t81.591003\t0.1631\t0.2316\t0.3692\t0.2393\t0\t0\t0\t0\t0\t0\t0\t0\t0\t94.580002\t18.916\t0.1567\t-1.2906\t-0.2581\t-0.0021\t-26.1922\t-5.2384\t-0.0434\t0\t5\t0\t0\t0\t59.452801\t1.8808\t21.9324\t13.1949\t-0.3 \\\\\n",
"\t 32.779999\t1\t0\t252.9569\t6\t251.35\t85.5588\t97.58976\t7.411346\t0\t0\t0\t27.81852\t62.00516\t24.50981\t0\t0\t13.56692\t2.503756\t0\t2\t0\t1\t16.07068\t0\t0\t0\t27.65803\t0\t14.1242\t10.44095\t0\t18.43958\t3.185575\t98.69156\t0\t70.57274\t3.981969\t95.75768\t26.98653\t14.1242\t0\t12.41097\t0\t70.57274\t25.75621\t165.3436\t33.98\t2.569\t0\t0.976\t9.5\t5\t2.93039\t2.099\t250.343643\t4\t0\t0\t0\t4\t3\t1\t0\t292.907593\t17.035\t31.4377\t507.435211\t0.062\t0.0115\t0.1965\t0.0122\t1.1899\t538.872925\t906.223999\t-0.7811\t0.6368\t6.1777\t2.1458\t-9.4164\t0.2131\t4.8147\t423.563507\t1308.332886\t41.8162\t115.309402\t-356.175598\t-25.3741\t0.786\t2.4279\t0.0776\t0.214\t-0.661\t-0.0471\t228.246902\t705.025208\t22.5336\t62.1371\t-191.933395\t-13.6734\t308.254211\t1664.508423\t67.1903\t0.2062\t0.2529\t0.6876\t0.2897\t0\t0\t0\t0\t0\t0\t0\t0\t0\t30.292\t10.0973\t0.0562\t-1.1467\t-0.3822\t-0.0021\t-12.6059\t-4.202\t-0.0234\t0\t3\t0\t0\t0\t0\t4.3804\t23.1112\t3.9461\t0.88 \\\\\n",
"\t 166.75\t1\t0\t450.7686\t16\t671.863\t117.5445\t108.5161\t32.20815\t46.24102\t36.22324\t25.89906\t8.619013\t109.0653\t127.6968\t0\t0\t5.682576\t54.26768\t14.82933\t6\t0\t1\t59.95026\t0\t0\t34.79022\t65.19723\t13.56692\t115.439\t37.82066\t90.00121\t36.87916\t38.62613\t18.86841\t0\t198.7921\t113.2104\t99.97804\t98.57318\t42.17076\t62.85384\t24.35688\t37.61429\t326.1539\t57.91429\t99.97804\t167.95\t3.314\t0\t0.802\t35.5\t14\t1.63151\t4.727299\t670.859375\t11\t6\t3\t1\t4\t7.3\t1\t0\t3499.893799\t84.456802\t190.6082\t850.652405\t0.2241\t0.0195\t0.1065\t0.0239\t1.3598\t1041.26062\t1992.408813\t-1.1278\t0.5854\t20.300301\t2.894\t-8.9827\t-0.6187\t4.182\t738.513611\t7496.038086\t106.326302\t302.747192\t-3072.935791\t-88.824303\t0.7092\t7.199\t0.1021\t0.2908\t-2.9512\t-0.0853\t768.985107\t7805.32959\t110.713402\t315.238708\t-3199.727051\t-92.489304\t435.766388\t10568.97363\t195.150696\t0.0577\t0.1111\t0.0064\t2.7891\t79.441002\t13.2402\t0.0763\t2.6039\t0.434\t0.0025\t35.271999\t5.8787\t0.0339\t85.093498\t12.1562\t0.0817\t-2.7275\t-0.3896\t-0.0026\t-34.085602\t-4.8694\t-0.0327\t6\t7\t1.5931\t1.3557\t0.8571\t8.233\t26.073799\t62.233799\t14.6267\t0.08\\\\\n",
"\t 97.279999\t0\t0\t221.5421\t16\t373.8\t61.62716\t54.64664\t32.20186\t0\t34.46427\t12.94953\t0\t62.00516\t41.83685\t10.88526\t11.58494\t5.682576\t13.56692\t7.76754\t5\t0\t0\t35.81733\t0\t0\t0\t63.09064\t13.56692\t25.38523\t63.44984\t0\t0\t34.82453\t42.63131\t3.500607\t77.5565\t0\t124.2402\t33.59634\t83.57629\t0\t14.46292\t7.841415\t88.15466\t5.258784\t138.6979\t97.28\t1.65606\t0\t0\t9.9\t3\t2.35425\t0.846726\t373.801758\t8\t1\t0\t0\t9\t5.8\t2\t0\t3182.811768\t119.915604\t137.797195\t474.674286\t0.2903\t0.0122\t0.0542\t0.0157\t1.2151\t612.471619\t1064.052856\t-0.7705\t0.5423\t7.465\t2.737\t-9.5792\t-0.8797\t4.3498\t370.445801\t1382.698242\t47.165001\t242.025894\t-903.367126\t-48.742001\t0.6048\t2.2576\t0.077\t0.3952\t-1.475\t-0.0796\t226.887497\t846.863403\t28.887199\t148.233994\t-553.286621\t-29.8531\t128.4198\t2286.06543\t95.906998\t0.1453\t0.2064\t0.3289\t0.2133\t20.958599\t20.958599\t0.0342\t0.3649\t0.3649\t0\t0006\t7.6475\t7.6475\t0.0125\t114.957703\t19.159599\t0.1877\t-1.7039\t-0.284\t-0.0028\t-35.719501\t-5.9532\t-0.0583\t1\t6\t0.8415\t0.8415\t0.1667\t52.4538\t1.8808\t21.9324\t40.571602\t-1.34 \\\\\n",
"\t 21.26\t1\t0\t194.1943\t12\t272.755\t13.05052\t90.22093\t0\t0\t0\t0\t17.23803\t53.4367\t66.34666\t0\t0\t0\t0\t2.503756\t1\t0\t1\t2.503756\t0\t5.682576\t5.682576\t16.91704\t0\t29.01064\t0\t0\t36.87916\t6.37115\t0\t12.3222\t123.5023\t0\t49.6355\t0\t29.01064\t0\t29.1802\t0\t123.5023\t36.87916\t39.14864\t25.84\t3.28\t0\t0.998\t11.5\t0\t3.67432\t4.131\t271.749084\t2\t1\t0\t0\t0\t4.2\t3\t0\t154.342407\t6.2551\t52.529499\t431.081909\t0.1219\t0.0087\t0.0805\t0.0098\t1.139\t483.611511\t822.701904\t-0.6356\t0.311\t4.2287\t1.9845\t-9.3715\t-0.1969\t4.5873\t269.002991\t568.766785\t36.052299\t214.608398\t-453.75769\t-31.027201\t0.5562\t1.1761\t0.0745\t0.4438\t-0.9383\t-0.0642\t130.092896\t275.062195\t17.435301\t103.787102\t-219.442398\t-15.0051\t54.3946\t1022.524475\t67.079498\t0.1471\t0.3006\t3.1565\t5.787\t21.4582\t21.4582\t0.0444\t0.311\t0.311\t0\t0006\t6.6739\t6.6739\t0.0138\t31.071301\t15.5357\t0.0642\t-0.8499\t-0.425\t-0.0018\t-14.7692\t-7.3846\t-0.0305\t1\t2\t0.9466\t0.9466\t0.5\t0\t19.2509\t0\t11.8204\t0.39 \\\\\n",
"\t 41.490002\t1\t0\t205.3096\t12\t282.363\t36.50217\t90.22093\t0\t0\t10.32417\t0\t17.23803\t35.41966\t73.52943\t0\t0\t0\t0\t10.2713\t2\t0\t1\t2.503756\t0\t5.682576\t5.682576\t16.91704\t13.56692\t54.39587\t0\t0\t36.87916\t9.556725\t0\t4.410796\t123.5023\t18.86841\t43.81287\t0\t54.39587\t0\t24.45438\t0\t142.3707\t36.87916\t33.32602\t46.07\t2.937\t0\t0.997\t13.6\t1\t2.80812\t3.3055\t281.357635\t3\t2\t0\t0\t0\t4.2\t2\t0\t367.171112\t18.9683\t80.3647\t405.203613\t0.1983\t0.012\t0.0723\t0.0143\t1.1107\t485.568298\t859.512024\t-0.6324\t0.3589\t5.81\t2.0917\t-9.2784\t0.1427\t4.7106\t335.748108\t975.348816\t46.777\t149.820297\t-435.228394\t-34.366299\t0.6915\t2.0087\t0.0963\t0.3085\t-0.8963\t-0.0708\t163.028595\t473.598511\t22.7134\t72.748001\t-211.333099\t-16.687201\t185.927795\t1410.577148\t81.143303\t0.1235\t0.2177\t1.9443\t3.2879\t38.744202\t19.372101\t0.0798\t0.6731\t0.3366\t0.0014\t12.8773\t6.4386\t0.0265\t41.620499\t13.8735\t0.0857\t-1.3394\t-0.4465\t-0.0028\t-21.0564\t-7.0188\t-0.0434\t2\t3\t0.9466\t0.9014\t0.6667\t0\t15.1032\t0\t26.5173\t0.52 \\\\\n",
"\t ...\\\\\n",
"\t 36.419998\t1\t0\t186.2964\t6\t310.002\t28.63686\t25.59232\t9.039493\t17.23803\t6.699551\t0\t24.30059\t24.50981\t102.7887\t0\t0.136891\t0\t0\t0.273782\t0\t0\t3\t0\t0\t17.04773\t17.04773\t22.38112\t0\t52.80703\t1.899093\t0\t36.87916\t0\t3.055104\t7.001213\t35.28637\t0\t127.0081\t16.78553\t0\t39.07661\t7.001213\t2.756747\t35.28637\t38.77825\t124.2514\t38.03\t3.735\t0\t0.7\t9.6\t1\t4.15782\t2.33922\t308.999207\t3\t2\t1\t0\t5\t3\t4\t0\t0\t0\t58.4575\t416.53949\t0.1403\t0.0123\t0.0997\t0.014\t1.1551\t474.997009\t784.115479\t-0.9284\t0.8276\t5.8291\t6.1048\t-9.0057\t-0.1467\t4.4295\t187.438797\t546.30127\t34.8395\t287.558289\t-838.10553\t-24.552401\t0.3946\t1.1501\t0.0733\t0.6054\t-1.7644\t-0.0517\t89.032898\t259.491486\t16.5487\t136.589294\t-398.097687\t-11.6623\t-100.119499\t1384.40686\t59.391998\t0.2839\t0.3185\t0\t0.365\t38.5107\t19.255301\t0.0811\t0.9436\t0.4718\t0.002\t18.1157\t9.0579\t0.0381\t11.3976\t11.3976\t0.024\t-0.6838\t-0.6838\t-0.0014\t-7.7936\t-7.7936\t-0.0164\t2\t1\t1.4039\t1.3534\t2\t11.3976\t8.5492\t0\t0\t0.41 \\\\\n",
"\t 57.529999\t0\t0\t65.44252\t6\t136.106\t0\t31.77004\t0\t0\t0\t0\t0\t2.20854\t49.01962\t8.458519\t0\t0\t0\t40.70076\t0\t3\t0\t40.70076\t40.70076\t0\t0\t23.16702\t0\t42.68334\t1.464008\t42.68334\t0\t27.04779\t0\t0\t70.57274\t0\t0\t109.2289\t0\t0\t3.185575\t0\t70.57274\t1.464008\t0\t63.19\t1.515\t0.999\t0\t-0.5\t2\t1.64321\t2.1872\t138.124069\t3\t2\t0\t0\t2\t3\t2\t1\t538.496704\t59.512299\t141.331696\t179.682693\t0.7866\t0.0122\t0.0278\t0.0218\t1.0812\t321.014496\t481.055389\t-0.5131\t0.4469\t3.9241\t3.1648\t-9.9289\t-0.4671\t4.7309\t168.547394\t330.700012\t41.436199\t152.467102\t-299.149811\t-46.153999\t0.525\t1.0302\t0.1291\t0.475\t-0.9319\t-0.1438\t54.106098\t106.1595\t13.3016\t48.944199\t-96.031403\t-14.8161\t16.0802\t629.849915\t87.590302\t0.2278\t0.2615\t2.4706\t6.6783\t55.346298\t27.673201\t0.1724\t0.79\t0.395\t0.0025\t21.9506\t10.9753\t0.0684\t85.985397\t28.6618\t0.2679\t-1.3434\t-0.4478\t-0.0042\t-38.077499\t-12.6925\t-0.1186\t2\t3\t0.9224\t0.8645\t0.6667\t0\t0\t35.836102\t50.1493\t-1.1 \\\\\n",
"\t 135\t1\t0\t171.8644\t5\t314.442\t78.00473\t21.64231\t8.530772\t94.24453\t0\t0\t57.22019\t0\t19.76062\t19.76062\t17.74249\t12.60748\t0.136891\t6.788011\t2\t0\t6\t23.42507\t0\t58.21528\t58.21528\t51.22932\t0\t117.3762\t38.59447\t0\t82.90542\t2.756747\t32.89719\t0\t15.81601\t0\t81.23154\t16.78553\t79.51685\t36.0215\t18.92967\t51.40868\t33.04958\t39.47133\t96.39442\t138.35\t0.575\t0\t0.802\t7.1\t11\t1.5255\t-0.12278\t312.420624\t8\t6\t1\t0\t12\t3.6\t1\t0\t3061.252686\t39.570099\t281.792114\t321.355286\t0.8769\t0.0211\t0.0452\t0.0396\t1.2494\t603.1474\t997.410706\t-1.1067\t0.8238\t12.7382\t4.1141\t-8.3826\t-0.0496\t4.1665\t391.3526\t2492.570557\t98.323196\t211.794693\t-1348.945557\t-113.8041\t0.6489\t4.1326\t0.163\t0.3511\t-2.2365\t-0.1887\t236.043304\t1503.387451\t59.303398\t127.743401\t-813.612976\t-68.640602\t179.557907\t3841.516113\t212.127197\t0.1293\t0.1738\t1.0804\t4.5777\t123.172302\t20.5287\t0.2042\t2.642\t0.4403\t0.0044\t54.027401\t9.0046\t0.0896\t104.937599\t26.2344\t0.174\t-2.525\t-0.6312\t-0.0042\t-56.549\t-14.1372\t-0.0938\t6\t4\t1.5791\t1.3176\t1.5\t52.303001\t53.682301\t0\t0\t-0.82 \\\\\n",
"\t 93.029999\t0\t0\t124.6646\t5\t236.231\t17.06154\t58.15469\t50.3542\t15.31856\t10.32417\t0\t12.94953\t17.40263\t0\t0\t5.682576\t5.682576\t13.56692\t10.40819\t5\t0\t0\t27.43583\t0\t0\t5.682576\t30.83965\t13.56692\t25.38523\t41.95415\t34.25407\t20.92626\t26.61896\t16.78553\t0\t16.78553\t43.77663\t2.32792\t34.8621\t60.85538\t0\t15.26522\t20.33867\t54.52234\t26.18504\t16.78553\t88.74\t0.129\t0\t0.011\t2.5\t3\t1.51474\t-1.648887\t236.232147\t7\t2\t0\t0\t8\t3\t2\t1\t3503.019043\t125.400902\t203.949493\t238.943298\t0.8535\t0.0156\t0.0338\t0.0289\t1.127\t442.892792\t732.578979\t-0.613\t0.5119\t6.8942\t9.9364\t-8.9828\t-0.0432\t4.4698\t273.193695\t941.727478\t53.386002\t169.699005\t-584.970398\t-64.592796\t0.6168\t2.1263\t0.1205\t0.3832\t-1.3208\t-0.1458\t120.995499\t417.08429\t23.6443\t75.158501\t-259.079193\t-28.6077\t103.494698\t1526.697876\t117.978798\t0.1485\t0.1778\t1.3522\t1.3258\t45.403\t22.7015\t0.1025\t0.7508\t0.3754\t0.0017\t16.860001\t8.43\t0.0381\t151.090393\t30.2181\t0.3411\t-1.9225\t-0.3845\t-0.0043\t-58.241798\t-11.6484\t-0.1315\t2\t5\t1.0009\t0.9323\t0.4\t57.1157\t7.4561\t51.005299\t42.969299\t-1.3 \\\\\n",
"\t 92.790001\t1\t0\t277.1499\t12\t380.472\t142.5327\t55.75508\t4.265386\t33.98394\t0\t12.94953\t24.30059\t83.82487\t12.2549\t0\t0.136891\t0\t25.06896\t2.640647\t4\t0\t3\t27.43583\t0\t17.04773\t17.04773\t50.48873\t0\t63.80692\t40.72894\t23.86222\t18.43958\t8.69907\t76.30625\t0\t122.2158\t37.73681\t38.56944\t40.64775\t44.57095\t36.0215\t17.12807\t0\t197.6894\t25.59745\t68.70988\t90.11\t2.034\t0\t0.058\t15.2\t9\t2.29941\t2.368\t379.465698\t7\t2\t0\t0\t6\t5.8\t1\t0\t3356.055176\t51.382401\t144.667999\t588.530273\t0.2458\t0.0144\t0.0732\t0.018\t1.3046\t733.198181\t1252.780762\t-0.8252\t0.7452\t10.5939\t6.0422\t-8.7164\t-0.0913\t4.3126\t504.132294\t2670.362793\t74.3004\t229.065903\t-1213.349976\t-64.753899\t0.6876\t3.6421\t0.1013\t0.3124\t-1.6549\t-0.0883\t369.628906\t1957.905273\t54.476898\t167.950699\t-889.625977\t-47.477402\t275.066406\t3883.712891\t139.054306\t0.1407\t0.1558\t1.0667\t1.1846\t32.440102\t16.2201\t0.0442\t0.8536\t0.4268\t0.0012\t13.8374\t6.9187\t0.0189\t94.846802\t18.9694\t0.1294\t-1.9611\t-0.3922\t-0.0027\t-37.333199\t-7.4666\t-0.0509\t2\t5\t1.2536\t1.2298\t0.4\t53.419899\t17.381001\t32.0536\t9.3733\t-2\\\\\n",
"\t 100.809998\t0\t0\t102.9877\t11\t234.307\t23.13906\t28.02648\t17.23803\t39.02366\t0\t0\t32.9196\t24.50981\t44.27042\t0\t0\t12.3337\t0.136891\t13.30224\t1\t0\t3\t5.682576\t0\t41.16756\t58.91005\t42.2473\t0\t97.46634\t36.69537\t0\t0\t0\t0\t0\t92.33107\t0\t34.53518\t0\t48.4575\t0\t0\t60.10775\t119.2859\t1.899093\t31.27769\t102.55\t1.396\t0\t0.787\t6.9\t5\t1.96041\t0.9716\t233.296677\t5\t6\t1\t0\t7\t4.2\t2\t0\t124.682899\t7.6463\t227.595398\t238.245499\t0.9553\t0.0217\t0.0445\t0.0425\t1.1636\t465.840912\t753.259216\t-1.1093\t0.8195\t10.1249\t3.7112\t-8.1209\t-0.072\t4.0244\t302.223206\t1529.982788\t86.231903\t163.617599\t-828.301819\t-98.711601\t0.6488\t3.2843\t0.1851\t0.3512\t-1.7781\t-0.2119\t140.787903\t712.728516\t40.1703\t76.219803\t-385.856812\t-45.983898\t138.605606\t2358.284668\t184.943497\t0.1619\t0.2191\t1.3483\t5.7222\t134.739395\t22.4566\t0.2892\t2.6137\t0.4356\t0.0056\t58.805801\t9.801\t0.1262\t30.8766\t15.4383\t0.0663\t-1.4627\t-0.7314\t-0.0031\t-24.575199\t-12.2876\t-0.0528\t6\t2\t1.582\t1.4121\t3\t30.8766\t61.979301\t0\t0\t-1.15 \\\\\n",
"\t 135\t1\t0\t161.6777\t11\t316.393\t76.98416\t28.02648\t0\t81.05221\t6.699551\t0\t57.22019\t0\t44.27042\t0\t17.87938\t12.47059\t0.136891\t6.788011\t2\t0\t6\t23.42507\t0\t58.21528\t58.21528\t57.92887\t0\t117.3762\t38.59447\t0\t47.23227\t0\t32.89719\t0\t92.33107\t0\t34.53518\t16.78553\t79.51685\t36.0215\t16.17292\t60.10775\t86.38875\t3.798186\t64.17487\t138.35\t1.884\t0\t0.742\t9.9\t8\t2.39798\t0.5426\t314.374115\t8\t6\t1\t0\t12\t5.3\t2\t0\t2627.029053\t42.839901\t273.362793\t310.957886\t0.8791\t0.0218\t0.0466\t0.041\t1.2302\t584.320679\t973.336975\t-1.1074\t0.8207\t12.7519\t3.1759\t-8.3574\t-0.175\t4.0912\t370.295105\t2360.974121\t94.280098\t214.025604\t-1364.611816\t-107.5364\t0.6337\t4.0405\t0.1613\t0.3663\t-2.3354\t-0.184\t216.371094\t1379.56604\t55.089802\t125.059601\t-797.370789\t-62.835701\t156.269501\t3725.585938\t201.816406\t0.1287\t0.1737\t1.0768\t4.5754\t119.600304\t19.933399\t0.2047\t2.6433\t0.4406\t0.0045\t52.362701\t8.7271\t0.0896\t103.007004\t25.751801\t0.1763\t-2.4224\t-0.6056\t-0.0041\t-53.6091\t-13.4023\t-0.0917\t6\t4\t1.5799\t1.3119\t1.5\t50.4879\t50.755501\t0\t0\t-1.54 \\\\\n",
"\t 103.889999\t1\t0\t132.3961\t11\t276.344\t54.68289\t28.02648\t0\t47.64268\t12.94953\t0\t32.9196\t24.50981\t44.27042\t0\t0\t12.3337\t13.70381\t6.788011\t2\t0\t3\t19.2495\t0\t41.16756\t46.85013\t55.19683\t0\t64.56915\t59.96491\t23.86222\t0\t0\t0\t0\t92.33107\t0\t67.8612\t23.86222\t48.4575\t0\t0\t78.11851\t86.38875\t7.157876\t64.60371\t105.63\t1.359\t0\t0.742\t11.1\t5\t2.08717\t1.20208\t275.33432\t6\t5\t0\t0\t8\t4.7\t2\t0\t749.437805\t22.142799\t209.779404\t322.240692\t0.651\t0.02\t0.0508\t0.0331\t1.2043\t532.020081\t873.081909\t-1.1082\t0.8212\t10.6564\t4.073\t-8.3\t-0.0764\t4.1118\t346.153412\t1844.369385\t82.152\t185.866699\t-990.33252\t-90.464401\t0.6506\t3.4667\t0.1544\t0.3494\t-1.8615\t-0.17\t184.160599\t981.241577\t43.706501\t98.884804\t-526.87677\t-48.128899\t160.286697\t2834.701904\t172.616394\t0.1541\t0.208\t1.2893\t5.4798\t105.171402\t21.0343\t0.1977\t2.1634\t0.4327\t0.0041\t45.641201\t9.1282\t0.0858\t61.688999\t20.563\t0.116\t-1.8373\t-0.6124\t-0.0035\t-36.424702\t-12.1416\t-0.0685\t5\t3\t1.5804\t1.3458\t1.6667\t31.467501\t42.918999\t30.221399\t0\t-1.57 \\\\\n",
"\t 87.339996\t1\t0\t231.4527\t10\t325.413\t110.1338\t106.1205\t30.26986\t19.80958\t0\t6.699551\t8.619013\t24.50981\t0\t0\t19.76062\t0\t0.136891\t19.60617\t2\t0\t1\t33.93105\t0\t0\t11.36515\t41.33894\t0\t3.124314\t25.09637\t16.78553\t86.60815\t10.89764\t75.30172\t0\t70.14391\t0\t72.97735\t19.71728\t0\t67.72054\t10.89764\t23.09542\t105.8171\t35.67314\t98.01392\t91.22\t1.811\t0\t0.961\t9.6\t9\t2.19872\t2.498\t324.40451\t7\t2\t0\t0\t6\t3.6\t2\t1\t4032.577148\t86.727501\t155.035904\t476.21109\t0.3256\t0.0137\t0.0558\t0.0182\t1.257\t631.246887\t1058.231079\t-0.8584\t0.8584\t8.6586\t7.6709\t-8.8457\t-0.2461\t4.2998\t364.570801\t1578.332153\t54.304798\t266.676086\t-1154.517822\t-77.837196\t0.5775\t2.5003\t0.086\t0.4225\t-1.8289\t-0.1233\t230.134201\t996.317383\t34.279701\t168.338501\t-728.785889\t-49.134499\t97.894699\t2732.850098\t132.141907\t0.1983\t0.1983\t1.3477\t1.2804\t18.9317\t9.4658\t0.03\t0.8566\t0.4283\t0.0014\t7.5162\t3.7581\t0.0119\t120.697304\t24.1395\t0.1912\t-0.6444\t-0.1289\t-0.001\t-43.7099\t-8.742\t-0.0692\t2\t5\t1.3281\t1.1018\t0.4\t6.797\t25.309099\t89.517601\t14.4805\t-1.12 \\\\\n",
"\t 90.370003\t0\t0\t111.1915\t0\t211.221\t33.80746\t45.44854\t20.5865\t17.23803\t10.32417\t0\t17.44054\t29.65753\t0\t0\t5.682576\t13.56692\t0\t16.92242\t4\t0\t0\t21.75325\t0\t0\t17.74249\t28.63111\t13.56692\t58.28241\t10.28219\t23.50836\t20.92626\t0\t16.78553\t0\t34.85754\t37.73681\t23.86222\t34.8621\t45.29507\t0\t12.50847\t32.89719\t72.59435\t28.08414\t0\t88.15\t-0.499\t0\t0.002\t-0.1\t4\t1.41985\t-1.2469\t211.22226\t6\t3\t0\t0\t9\t2.4\t0\t0\t1156.322266\t66.393501\t192.711899\t238.372604\t0.8084\t0.0192\t0.043\t0.0347\t1.1376\t431.084503\t693.622009\t-0.9549\t0.6618\t8.2805\t5.215\t-9.3275\t-0.1277\t4.5999\t291.432892\t1206.610229\t62.9935\t139.651596\t-578.195312\t-75.4319\t0.676\t2.799\t0.1461\t0.324\t-1.3413\t-0.175\t125.632202\t520.150879\t27.1555\t60.201698\t-249.251007\t-32.517502\t151.781296\t1784.805542\t138.4254\t0.1598\t0.2306\t0.9901\t5.9932\t78.392799\t26.130899\t0.1819\t1.2347\t0.4116\t0.0029\t31.9589\t10.653\t0.0741\t87.928497\t21.9821\t0.204\t-1.8778\t-0.4695\t-0.0044\t-43.457802\t-10.8645\t-0.1008\t3\t4\t1.3981\t1.2166\t0.75\t21.9193\t26.3906\t24.363199\t41.646\t-0.72 \\\\\n",
"\t 41.93\t0\t0\t214.9506\t6\t300.378\t63.72721\t100.4118\t29.87286\t0\t10.32417\t0\t8.619013\t16.67198\t36.76471\t0\t0\t0\t0\t12.77505\t3\t0\t1\t5.007512\t0\t0\t0\t16.91704\t13.56692\t50.50932\t0\t16.91927\t18.43958\t10.78195\t87.14946\t0\t70.57274\t18.86841\t10.48686\t3.124314\t47.385\t4.410796\t33.77728\t0\t108.3095\t18.43958\t68.28106\t43.13\t1.201\t0\t0.939\t14.4\t2\t2.16872\t0.9775\t299.372955\t4\t1\t0\t0\t0\t3\t2\t0\t690.755676\t36.4398\t73.597801\t412.414398\t0.1785\t0.0115\t0.0759\t0.0135\t1.1075\t486.012207\t864.412903\t-0.4853\t0.3576\t5.584\t2.6774\t-8.3134\t0.5824\t4.4479\t364.189789\t1016.809875\t43.166199\t121.822304\t-340.125397\t-23.322201\t0.7493\t2.0921\t0.0888\t0.2507\t-0.6998\t-0.048\t177.000702\t494.182007\t20.9793\t59.2071\t-165.305099\t-11.3349\t242.367493\t1356.935303\t66.488403\t0.1281\t0.1738\t3.105\t1.2819\t24.241501\t24.241501\t0.0499\t0.3576\t0.3576\t0\t0007\t8.6692\t8.6692\t0.0178\t49.3563\t12.3391\t0.1016\t-1.3833\t-0.3458\t-0.0028\t-14.8513\t-3.7128\t-0.0306\t1\t4\t0.8429\t0.8429\t0.25\t0\t7.7974\t0\t41.558899\t0.54 \\\\\n",
"\t 75.269997\t0\t0\t153.6679\t0\t238.287\t55.45002\t12.79616\t0\t17.23803\t25.89906\t0\t17.44054\t17.40263\t58.45157\t22.30127\t0\t13.56692\t27.40762\t0\t3\t0\t0\t40.70076\t0\t0\t11.36515\t43.3396\t0\t36.0215\t15.34752\t47.72443\t0\t4.410796\t0\t0\t17.64318\t56.60522\t122.615\t71.58665\t0\t40.4323\t0\t0\t74.2484\t15.34752\t98.75282\t75.27\t1.922\t0\t0\t2.1\t5\t1.35334\t2.157\t238.288864\t5\t2\t0\t0\t5\t3\t0\t0\t1050.779541\t44.124199\t158.004898\t305.183105\t0.5177\t0.0187\t0.0548\t0.0284\t1.1282\t463.187988\t782.274719\t-0.8884\t0.7624\t8.6608\t1.9987\t-10.6557\t-0.0057\t5.325\t285.332489\t1235.606201\t46.488499\t177.855499\t-770.187317\t-58.839901\t0.616\t2.6676\t0.1004\t0.384\t-1.6628\t-0.127\t132.162598\t572.317993\t21.5329\t82.380501\t-356.741486\t-27.253901\t107.476997\t2005.793457\t105.3283\t0.1761\t0.2051\t0.7446\t0.751\t42.7271\t21.363501\t0.0922\t0.9471\t0.4736\t0.002\t20.233801\t10.1169\t0.0437\t107.644798\t35.881599\t0.2324\t-1.0851\t-0.3617\t-0.0023\t-39.566299\t-13.1888\t-0.0854\t2\t3\t1.3622\t1.3576\t0.6667\t0\t7.633\t107.644798\t0\t0.2 \\\\\n",
"\t 58.200001\t0\t0\t137.8594\t0\t242.343\t68.24618\t13.16662\t31.38451\t17.23803\t25.89906\t0\t0\t17.40263\t64.94434\t0\t0\t0\t27.13384\t0.273782\t2\t0\t0\t27.13384\t0\t0\t11.36515\t70.4502\t0\t36.0215\t10.80209\t47.72443\t0\t4.410796\t0\t0\t0\t56.60522\t145.1701\t47.72443\t0\t40.4323\t0\t0\t56.60522\t10.80209\t145.1701\t90.29\t1.983\t0\t0\t0.6\t4\t1.13833\t2.982\t242.342316\t4\t2\t0\t0\t3\t2.4\t0\t0\t289.72821\t12.9164\t101.395103\t366.565399\t0.2766\t0.0164\t0.0758\t0.021\t1.1333\t467.960388\t788.978882\t-0.7234\t0.5195\t7.6843\t3.3621\t-9.1126\t-1.3362\t3.8882\t269.251587\t1034.507202\t36.2187\t198.708893\t-763.471008\t-66.889603\t0.5754\t2.2107\t0.0774\t0.4246\t-1.6315\t-0.1429\t125.9991\t484.108398\t16.9489\t92.9879\t-357.2742\t-31.301701\t70.542702\t1797.978271\t103.108299\t0.1352\t0.1883\t0\t0.4976\t34.8437\t17.4219\t0.0745\t0.9138\t0.4569\t0.002\t15.92\t7.96\t0.034\t61.174\t30.587\t0.1307\t-0.6721\t-0.3361\t-0.0014\t-20.553301\t-10.2767\t-0.0439\t2\t2\t1.1802\t1.179\t1\t0\t5.3774\t61.174\t0\t-0.18 \\\\\n",
"\t 12.03\t1\t0\t187.2186\t12\t222.311\t36.65386\t34.12309\t7.411346\t0\t0\t0\t17.23803\t20.95622\t98.03923\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t0\t0\t12.7423\t18.86841\t0\t141.1455\t3.981969\t33.32602\t0\t18.01075\t0\t16.72427\t0\t160.0139\t0\t33.32602\t16.61\t3.848\t0\t0.851\t9.1\t0\t3.50789\t3.088\t221.304657\t1\t1\t0\t0\t0\t4.2\t0\t0\t0\t0\t29.410999\t412.043488\t0.0714\t0.0095\t0.1433\t0.0102\t1.1145\t441.45459\t741.308716\t-0.5419\t0.295\t4.2132\t1.1341\t-9.2094\t0.2953\t4.7524\t303.935089\t640.266479\t38.4953\t137.519501\t-289.697296\t-22.7223\t0.6885\t1.4504\t0.0872\t0.3115\t-0.6562\t-0.0515\t134.173492\t282.64859\t16.9939\t60.708599\t-127.888199\t-10.0309\t166.415497\t929.963806\t61.217602\t0.14\t0.2572\t2.254\t3.425\t16.0959\t16.0959\t0.0365\t0.295\t0.295\t0\t0007\t4.7483\t4.7483\t0.0108\t13.3151\t13.3151\t0.0302\t-0.5419\t-0.5419\t-0.0012\t-7.2152\t-7.2152\t-0.0163\t1\t1\t0.8369\t0.8369\t1\t0\t13.3151\t0\t0\t1.11 \\\\\n",
"\t 41.57\t1\t0\t261.3414\t6\t291.415\t89.59856\t100.9791\t13.19232\t8.619013\t12.94953\t0\t8.619013\t59.31506\t24.50981\t0\t0\t0\t13.56692\t2.640647\t2\t0\t1\t16.07068\t0\t0\t5.682576\t21.40805\t0\t32.13495\t5.258784\t23.86222\t76.245\t3.185575\t0\t0\t70.57274\t75.47363\t57.00902\t26.98653\t10.99989\t18.01075\t8.429003\t0\t164.4859\t81.50378\t33.32602\t42.77\t2.617\t0\t0.986\t10.5\t7\t2.06914\t2.509\t290.408966\t4\t1\t0\t0\t1\t3\t1\t0\t980.151184\t15.2141\t78.128998\t542.668518\t0.144\t0.0118\t0.0935\t0.0135\t1.2505\t620.797424\t1040.114014\t-0.9773\t0.529\t7.3031\t1.3993\t-9.1348\t0.3582\t4.7465\t475.718689\t1737.102539\t53.979\t145.078796\t-529.759583\t-39.620998\t0.7663\t2.7982\t0.087\t0.2337\t-0.8534\t-0.0638\t295.325012\t1078.388794\t33.509998\t90.064598\t-328.873413\t-24.5966\t330.639893\t2266.862305\t93.599998\t0.1449\t0.2676\t1.0605\t1.6844\t13.5208\t13.5208\t0.0218\t0.4446\t0.4446\t0\t0007\t6.0115\t6.0115\t0.0097\t58.3144\t19.438101\t0.0939\t-1.0504\t-0.3501\t-0.0017\t-21.0009\t-7.0003\t-0.0338\t1\t3\t1.4219\t1.4219\t0.3333\t0\t9.4089\t40.066002\t15.1333\t-0.46 \\\\\n",
"\t 64.43\t0\t0\t201.0199\t11\t303.293\t48.83101\t73.60896\t34.52316\t6.699551\t0\t12.94953\t14.7085\t55.51239\t0\t0\t0\t17.59121\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t20.12091\t20.92626\t56.4235\t32.89719\t0\t72.47183\t0\t66.72571\t58.72432\t36.76905\t9.121018\t8.69907\t2.756747\t88.15466\t33.93051\t66.22321\t64.43\t1.392\t0\t0\t6.2\t3\t2.05419\t1.091089\t303.295532\t6\t0\t0\t0\t5\t4.7\t3\t0\t1359.713013\t56.5023\t87.052299\t451.605988\t0.1928\t0.0117\t0.0725\t0.014\t1.1883\t538.658325\t907.51593\t-0.7686\t0.5426\t6.314\t2.4453\t-9.8406\t-1.0142\t4.4132\t337.798615\t1066.424316\t40.695801\t200.859695\t-634.111023\t-42.694\t0.6271\t1.9798\t0.0756\t0.3729\t-1.1772\t-0.0793\t181.957993\t574.438293\t21.921101\t108.194702\t-341.569214\t-22.997499\t136.938904\t1700.535278\t83.389801\t0.1719\t0.2435\t0.7866\t0.1439\t0\t0\t0\t0\t0\t0\t0\t0\t0\t85.6269\t21.4067\t0.159\t-1.3984\t-0.3496\t-0.0026\t-30.4137\t-7.6034\t-0.0565\t0\t4\t0\t0\t0\t26.671\t1.4254\t51.679001\t7.277\t-0.29 \\\\\n",
"\t 12.03\t0\t0\t259.913\t12\t307.244\t32.23678\t74.93204\t7.411346\t0\t0\t0\t17.23803\t37.6282\t120.4384\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t0\t0\t9.556725\t32.89719\t11.41201\t123.5023\t41.71878\t78.29729\t0\t18.01075\t0\t24.9507\t0\t161.2391\t0\t111.1945\t16.61\t5.462\t0\t0.996\t11.1\t2\t5.14904\t5.347\t306.237732\t1\t1\t1\t0\t0\t4.2\t2\t0\t0\t0\t19.3508\t511.346405\t0.0378\t0.0081\t0.2216\t0.0084\t1.1489\t530.697205\t933.506714\t-0.6105\t0.3062\t4.2891\t4.2459\t-9.4284\t-0.0697\t4.6794\t274.601105\t588.889404\t32.657001\t256.096191\t-549.2052\t-20.7031\t0.5174\t1.1097\t0.0615\t0.4826\t-1.0349\t-0.039\t145.729996\t312.522003\t17.330999\t135.9095\t-291.4617\t-10.9871\t18.5049\t1138.094604\t53.3601\t0.1428\t0.2847\t1.956\t1.6092\t13.6979\t13.6979\t0.0258\t0.3062\t0.3062\t0\t0006\t4.1947\t4.1947\t0.0079\t5.6529\t5.6529\t0.0107\t-0.6105\t-0.6105\t-0.0012\t-3.451\t-3.451\t-0.0065\t1\t1\t0.9167\t0.9167\t1\t0\t5.6529\t0\t0\t1.6 \\\\\n",
"\t 72.68\t0\t0\t92.58944\t5\t180.167\t72.06969\t21.23693\t4.265386\t26.50913\t0\t12.94953\t17.44054\t0\t0\t0\t0\t19.2495\t13.70381\t0\t3\t0\t0\t32.81642\t0\t0\t5.682576\t48.28019\t0\t21.13507\t28.77336\t0\t0\t26.61896\t32.89719\t0\t16.78553\t0\t59.08732\t47.72443\t18.68462\t21.13507\t2.756747\t2.32792\t16.78553\t10.08874\t65.79437\t67.23\t-0.801\t0\t0\t1.3\t0\t0.808765\t-0.672225\t180.167404\t6\t1\t0\t0\t8\t3\t2\t0\t977.123474\t41.973\t136.699203\t230.832993\t0.5922\t0.0168\t0.0452\t0.0267\t1.0998\t367.532196\t574.439087\t-0.8519\t0.7099\t6.1722\t4.3073\t-9.2549\t-0.2489\t4.503\t232.128098\t716.374817\t45.759899\t135.404099\t-417.873108\t-52.952702\t0.6316\t1.9491\t0.1245\t0.3684\t-1.137\t-0.1441\t85.314499\t263.290802\t16.818199\t49.7654\t-153.581802\t-19.4618\t96.723999\t1134.247925\t98.712601\t0.23\t0.276\t2.2136\t2.7195\t21.695499\t21.695499\t0.059\t0.4723\t0.4723\t0.0013\t10.2475\t10.2475\t0.0279\t101.028503\t33.676201\t0.2749\t-1.2258\t-0.4086\t-0.0033\t-41.140202\t-13.7134\t-0.1119\t1\t3\t1.3242\t1.3242\t0.3333\t22.913601\t13.9752\t78.114899\t0\t-0.3 \\\\\n",
"\t 53.009998\t0\t0\t333.1093\t12\t389.903\t8.936826\t142.715\t73.37297\t0\t0\t0\t17.23803\t24.50981\t115.3663\t0\t0\t0\t0\t29.6376\t1\t2\t2\t29.6376\t27.13384\t0\t0\t14.7085\t0\t48.93197\t1.464008\t34.8621\t134.0504\t6.37115\t0\t3.500607\t158.7887\t3.981969\t39.14864\t83.79408\t0\t0\t13.85373\t0\t158.7887\t135.5144\t39.14864\t58.24\t3.525\t0.999\t0.172\t18.5\t8\t2.57845\t2.0804\t388.89801\t5\t1\t0\t0\t2\t4.7\t1\t0\t1812.204956\t75.8284\t117.151703\t582.320984\t0.2012\t0.01\t0.0596\t0.012\t1.2705\t699.472717\t1214.749756\t-0.5159\t0.4113\t6.977\t2.6831\t-9.4134\t0.0895\t4.7515\t412.939392\t1440.545776\t57.5\t286.533112\t-999.575623\t-54.980701\t0.5904\t2.0595\t0.0822\t0.4096\t-1.429\t-0.0786\t288.839813\t1007.622375\t40.2197\t200.422104\t-699.17572\t-38.4575\t126.406303\t2440.121338\t112.480698\t0.1179\t0.1479\t3.6315\t4.9399\t30.7988\t30.7988\t0.044\t0.4113\t0.4113\t0\t0006\t12.6684\t12.6684\t0.0181\t86.352898\t17.270599\t0.1235\t-2.0063\t-0.4013\t-0.0029\t-37.023998\t-7.4048\t-0.0529\t1\t5\t0.9272\t0.9272\t0.2\t0\t2.4561\t45.591999\t38.304699\t-2.15 \\\\\n",
"\t 87.050003\t1\t0\t317.1947\t11\t415.562\t113.6131\t112.5945\t25.91623\t33.98394\t0\t12.94953\t32.9196\t57.72093\t12.2549\t0\t19.89751\t0\t19.38639\t2.640647\t2\t0\t4\t19.2495\t0\t17.04773\t17.04773\t54.75145\t0\t55.93134\t23.94341\t23.86222\t35.67314\t16.83996\t97.35571\t0\t105.0014\t0\t101.2187\t53.27941\t16.78553\t36.0215\t20.02554\t0\t159.543\t42.83102\t131.3399\t85.57\t1.576\t0\t0.961\t15.7\t10\t2.10704\t2.006\t413.545654\t7\t2\t0\t0\t6\t5.3\t0\t0\t3655.939453\t47.006001\t141.573807\t640.062927\t0.2212\t0.0139\t0.0768\t0.017\t1.3243\t781.636719\t1348.421021\t-0.8305\t0.7444\t10.8713\t5.3342\t-8.8191\t-0.2532\t4.283\t528.019104\t2870.132324\t75.719803\t253.617493\t-1378.577759\t-69.126297\t0.6755\t3.672\t0.0969\t0.3245\t-1.7637\t-0.0884\t412.719086\t2243.400635\t59.185398\t198.236694\t-1077.546875\t-54.031601\t274.401611\t4248.709961\t144.8461\t0.1369\t0.1528\t1.0383\t1.1618\t32.440102\t16.2201\t0.0415\t0.8536\t0.4268\t0.0011\t13.8352\t6.9176\t0.0177\t91.752602\t18.3505\t0.1174\t-1.9386\t-0.3877\t-0.0025\t-35.2299\t-7.046\t-0.0451\t2\t5\t1.2593\t1.2315\t0.4\t35.316299\t27.2831\t32.0536\t14.4806\t-1.06 \\\\\n",
"\t 64.43\t0\t0\t267.143\t11\t418.291\t79.42532\t35.81515\t25.50231\t6.699551\t0\t12.94953\t14.7085\t141.7803\t12.2549\t0\t0\t5.682576\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t10.99989\t18.43958\t56.4235\t3.055104\t0\t72.47183\t41.71878\t145.9321\t58.72432\t21.80894\t3.055104\t12.68104\t2.756747\t107.4519\t31.44383\t145.9321\t64.43\t3.52\t0\t0\t9.4\t3\t3.23076\t2.873089\t418.298553\t6\t0\t0\t0\t5\t4.7\t3\t0\t1185.140137\t52.009201\t78.221901\t517.655029\t0.1511\t0.0133\t0.101\t0.0153\t1.1623\t595.876892\t1091.551514\t-0.7809\t0.5553\t7.8975\t1.7455\t-9.7901\t-0.8789\t4.4556\t431.842896\t1705.249146\t43.064999\t164.033997\t-647.732727\t-39.686699\t0.7247\t2.8617\t0.0723\t0.2753\t-1.087\t-0.0666\t257.325195\t1016.118591\t25.661501\t97.744003\t-385.968994\t-23.648399\t267.808899\t2352.981934\t82.751801\t0.1406\t0.1978\t0.321\t0.1355\t0\t0\t0\t0\t0\t0\t0\t0\t0\t76.699303\t19.174801\t0.1287\t-1.3694\t-0.3423\t-0.0023\t-25.9517\t-6.4879\t-0.0436\t0\t4\t0\t0\t0\t29.3531\t1.5226\t42.364101\t4.9821\t-0.09 \\\\\n",
"\t 19.370001\t0\t0\t239.0821\t12\t266.368\t42.50877\t129.9424\t11.19056\t0\t0\t0\t8.619013\t18.88052\t61.27452\t0\t0\t5.682576\t0\t0\t1\t0\t1\t5.682576\t0\t0\t0\t11.19056\t0\t6.248628\t16.78553\t0\t55.31873\t9.556725\t51.76559\t0\t123.0735\t3.981969\t2.32792\t3.124314\t16.78553\t3.124314\t13.53869\t2.32792\t141.9419\t55.31873\t32.89719\t20.57\t2.504\t0\t0.926\t12.4\t0\t3.11454\t3.318\t265.361084\t3\t0\t0\t0\t2\t4.2\t1\t0\t67.056503\t3.3407\t16.6602\t483.709412\t0.0344\t0.0099\t0.2988\t0.0103\t1.1503\t500.369598\t853.093689\t-0.4496\t0.2488\t4.9779\t1.1187\t-9.0715\t0.1735\t4.6225\t367.910187\t915.706177\t41.601799\t132.459503\t-329.683594\t-20.659201\t0.7353\t1.8301\t0.0831\t0.2647\t-0.6589\t-0.0413\t184.091095\t458.191589\t20.816299\t66.278702\t-164.963593\t-10.3372\t235.450806\t1245.389771\t62.261002\t0.1\t0.1806\t0.1868\t1.1752\t0\t0\t0\t0\t0\t0\t0\t0\t0\t14.9672\t7.4836\t0.0299\t-0.8784\t-0.4392\t-0.0018\t-6.5533\t-3.2766\t-0.0131\t0\t2\t0\t0\t0\t6.506\t10.1542\t0\t0\t0.53 \\\\\n",
"\t 12.47\t1\t0\t228.0938\t12\t286.782\t13.05052\t126.2558\t0\t0\t0\t0\t8.619013\t53.4367\t66.34666\t0\t0\t0\t0\t2.503756\t1\t0\t1\t2.503756\t0\t0\t0\t16.91704\t0\t14.1242\t0\t0\t36.87916\t6.37115\t32.89719\t12.3222\t123.5023\t0\t49.6355\t3.124314\t10.99989\t0\t29.1802\t0\t123.5023\t36.87916\t72.04583\t13.67\t3.548\t0\t0.994\t12.3\t0\t3.9119\t4.577\t285.776184\t2\t0\t0\t0\t0\t4.2\t3\t0\t114.223602\t4.626\t22.987\t485.146698\t0.0474\t0.008\t0.1771\t0.0084\t1.1519\t508.133698\t871.226379\t-0.4352\t0.1517\t4.07\t1.8856\t-9.3572\t-0.1823\t4.5875\t284.667999\t579.295227\t32.985401\t223.465698\t-454.74939\t-24.841101\t0.5602\t1.14\t0.0649\t0.4398\t-0.8949\t-0.0489\t144.649399\t294.359406\t16.761\t113.550499\t-231.073502\t-12.6226\t61.202301\t1034.044556\t57.8265\t0.0746\t0.2138\t0.5478\t2.3925\t0\t0\t0\t0\t0\t0\t0\t0\t0\t22.987\t11.4935\t0.0452\t-0.6501\t-0.325\t-0.0013\t-7.4044\t-3.7022\t-0.0146\t0\t2\t0\t0\t0\t0\t11.1883\t0\t11.7987\t1.03 \\\\\n",
"\t 83.559998\t1\t0\t303.1771\t12\t443.369\t139.283\t23.53547\t4.265386\t33.98394\t0\t12.94953\t24.30059\t136.151\t12.2549\t0\t0.136891\t0\t25.06896\t0.136891\t3\t0\t3\t24.93207\t0\t17.04773\t17.04773\t42.03021\t0\t52.80703\t40.72894\t23.86222\t18.43958\t11.88465\t43.97749\t0\t104.5726\t37.73681\t112.6061\t40.64775\t33.57106\t39.07661\t15.07022\t0\t180.0462\t25.59745\t112.6061\t80.88\t3.21\t0\t0.058\t16.1\t8\t3.38524\t3.344\t442.36734\t6\t2\t0\t0\t6\t5.8\t1\t0\t2130.390625\t36.551102\t135.300598\t620.408875\t0.2181\t0.0139\t0.0775\t0.0169\t1.3093\t755.709473\t1303.968384\t-0.8283\t0.7451\t10.4824\t4.1937\t-8.8022\t-0.3987\t4.2017\t466.345612\t2444.220459\t69.6586\t289.363708\t-1516.619385\t-63.095699\t0.6171\t3.2343\t0.0922\t0.3829\t-2.0069\t-0.0835\t352.421814\t1847.120728\t52.641701\t218.674896\t-1146.123779\t-47.681999\t176.981903\t3960.839844\t132.754303\t0.1422\t0.158\t1.0778\t1.2017\t32.440102\t16.2201\t0.0429\t0.854\t0.427\t0.0011\t13.8426\t6.9213\t0.0183\t85.479401\t21.3699\t0.1131\t-1.7659\t-0.4415\t-0.0023\t-35.846298\t-8.9616\t-0.0474\t2\t4\t1.2573\t1.2312\t0.5\t53.4258\t17.381001\t32.0536\t0\t-2 \\\\\n",
"\t 81.650002\t0\t0\t231.2541\t16\t306.276\t14.46344\t56.24235\t120.0509\t0\t10.32417\t0\t0\t12.2549\t12.2549\t0\t18.84208\t35.18242\t0\t7.76754\t5\t0\t0\t30.20723\t0\t0\t0\t0\t13.56692\t25.38523\t70.45022\t18.24204\t0\t3.185575\t0\t0\t120.0717\t0\t66.79939\t0\t125.7557\t18.24204\t3.185575\t0\t156.9508\t0\t0\t81.65\t-1.124\t0\t0.009\t3.5\t6\t3.40987\t-0.44\t306.276978\t7\t1\t0\t0\t12\t5.3\t2\t0\t2486.154297\t101.876602\t123.839401\t380.464386\t0.3255\t0.0132\t0.0536\t0.0174\t1.1492\t504.303802\t864.450928\t-0.5103\t0.3724\t6.6339\t2.7151\t-10.1095\t-0.6305\t4.7395\t281.387787\t933.347717\t48.1936\t222.915894\t-739.399719\t-57.526901\t0.558\t1.8508\t0.0956\t0.442\t-1.4662\t-0.1141\t141.904999\t470.690796\t24.304199\t112.417397\t-372.881989\t-29.011101\t58.471901\t1672.747314\t105.720497\t0.1123\t0.1539\t0.4755\t5.3106\t4.2349\t4.2349\t0.0084\t0.3724\t0.3724\t0\t0007\t1.5772\t1.5772\t0.0031\t116.381104\t23.276199\t0.2308\t-1.8653\t-0.3731\t-0.0037\t-46.640099\t-9.328\t-0.0925\t1\t5\t0.8783\t0.8783\t0.2\t105.208702\t3.2233\t0\t11.1725\t-0.22 \\\\\n",
"\t 32.700001\t1\t0\t233.692\t6\t250.362\t51.28292\t109.5099\t13.19232\t0\t10.32417\t0\t8.619013\t59.31506\t24.50981\t0\t0\t0\t0\t10.2713\t2\t0\t1\t2.503756\t0\t0\t0\t8.458519\t13.56692\t39.50943\t0\t0\t78.73167\t3.185575\t0\t0\t70.57274\t75.47363\t23.68301\t3.124314\t36.38511\t0\t8.429003\t0\t164.4859\t78.73167\t0\t33.9\t2.67\t0\t0.986\t7.6\t7\t2.06872\t2.609\t249.356064\t3\t1\t0\t0\t0\t2.4\t1\t0\t744.301086\t16.9512\t82.820396\t460.201813\t0.18\t0.0093\t0.0612\t0.011\t1.2036\t543.022217\t901.159973\t-0.5117\t0.36\t5.0649\t2.9432\t-9.0953\t0.3845\t4.7399\t424.847992\t1075.908569\t47.109299\t118.174202\t-299.270691\t-31.3976\t0.7824\t1.9813\t0.0868\t0.2176\t-0.5511\t-0.0578\t230.701904\t584.242188\t25.5814\t64.171204\t-162.510605\t-17.049601\t306.673798\t1375.179321\t78.506897\t0.1422\t0.2021\t4.2664\t6.9831\t30.0126\t30.0126\t0.0553\t0.36\t0.36\t0\t0007\t10.8044\t10.8044\t0.0199\t52.8078\t17.6026\t0.0972\t-1.1561\t-0.3854\t-0.0021\t-22.565399\t-7.5218\t-0.0416\t1\t3\t0.8717\t0.8717\t0.3333\t0\t3.115\t0\t49.692799\t-0.02 \\\\\n",
"\t 3.24\t0\t0\t343.2429\t10\t292.446\t40.59702\t104.6772\t13.19232\t0\t0\t0\t8.619013\t85.16992\t117.4013\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t0\t0\t0\t0\t3.124314\t0\t0\t52.50072\t3.185575\t32.89719\t0\t163.9346\t0\t118.4176\t3.124314\t0\t0\t37.24672\t5.145929\t177.2282\t18.43958\t132.8752\t4.44\t5.892\t0\t0.54\t7.3\t6\t4.98373\t5.96\t291.440094\t1\t0\t1\t0\t0\t4.7\t0\t0\t0\t0\t4.6658\t623.476318\t0.0075\t0.0081\t1.0935\t0.0082\t1.2396\t628.142212\t1072.641113\t-0.3993\t0.1443\t5.1021\t0.4893\t-8.7193\t-0.3624\t4.1784\t443.861786\t1132.322144\t45.535702\t184.280304\t-470.112701\t-24.7229\t0.7066\t1.8027\t0.0725\t0.2934\t-0.7484\t-0.0394\t278.808289\t711.259277\t28.6029\t115.754204\t-295.297607\t-15.5295\t259.581512\t1602.434814\t70.258598\t0.0566\t0.1565\t1.1484\t0.7303\t0\t0\t0\t0\t0\t0\t0\t0\t0\t4.6658\t4.6658\t0.0074\t-0.3993\t-0.3993\t-0\t0006\t-1.8631\t-1.8631\t-0.003\t0\t1\t0\t0\t0\t0\t4.6658\t0\t0\t0.08 \\\\\n",
"\t 32.34\t1\t0\t234.792\t6\t261.389\t75.11627\t86.66676\t0\t8.619013\t12.94953\t0\t8.619013\t34.07461\t62.00516\t0\t0\t0\t13.56692\t0.136891\t1\t0\t1\t13.56692\t0\t0\t5.682576\t19.64908\t0\t3.124314\t23.26954\t23.86222\t55.31873\t6.37115\t37.73681\t0\t52.92955\t37.73681\t69.40878\t26.98653\t0\t0\t6.37115\t20.7675\t128.4032\t60.57752\t66.65203\t33.54\t3.022\t0\t0.996\t8.6\t7\t2.63374\t2.796\t260.382477\t3\t1\t0\t0\t1\t3\t1\t0\t419.758911\t8.415\t93.7071\t452.703796\t0.207\t0.0122\t0.071\t0.0147\t1.1849\t546.410889\t931.184021\t-0.7972\t0.5045\t6.6576\t4.1372\t-9.0778\t0.1036\t4.5907\t382.317291\t1272.658813\t48.955502\t164.093597\t-546.235474\t-44.862301\t0.6997\t2.3291\t0.0896\t0.3003\t-0.9997\t-0.0821\t208.902298\t695.394714\t26.7498\t89.662498\t-298.468994\t-24.513201\t218.223602\t1818.894287\t93.817802\t0.1516\t0.2395\t1.296\t2.659\t23.172001\t23.172001\t0.0424\t0.4304\t0.4304\t0\t0008\t9.9733\t9.9733\t0.0183\t59.4328\t29.7164\t0.1088\t-0.786\t-0.393\t-0.0014\t-22.2111\t-11.1055\t-0.0406\t1\t2\t1.2276\t1.2276\t0.5\t0\t16.1765\t54.358601\t0\t0.25 \\\\\n",
"\t 37.299999\t0\t0\t124.2594\t0\t143.206\t63.98079\t14.7085\t0\t0\t0\t0\t0\t17.40263\t54.89798\t0\t0\t0\t0\t27.13384\t0\t2\t0\t27.13384\t27.13384\t0\t0\t14.7085\t0\t42.68334\t1.464008\t23.86222\t0\t4.410796\t0\t0\t0\t75.47363\t66.65203\t66.54556\t0\t4.410796\t0\t0\t75.47363\t1.464008\t66.65203\t40.13\t2.655\t0.993\t0\t-3.7\t5\t2.06006\t2.76\t144.215515\t2\t1\t0\t0\t2\t1\t0\t0\t101.756401\t20.836399\t76.845001\t292.736603\t0.2625\t0.0114\t0.0548\t0.0144\t1.0907\t369.581604\t586.542786\t-0.5075\t0.4057\t4.2108\t1.6055\t-10.9038\t1.3095\t6.1066\t287.303802\t604.887817\t34.138599\t82.277802\t-173.227203\t-27.9695\t0.7774\t1.6367\t0.0924\t0.2226\t-0.4687\t-0.0757\t106.182198\t223.555405\t12.617\t30.4084\t-64.021599\t-10.337\t205.026001\t778.115112\t62.108101\t0.1927\t0.2411\t0.8575\t3.8435\t30.798901\t30.798901\t0.0833\t0.4007\t0.4007\t0.0011\t12.3418\t12.3418\t0.0334\t46.046101\t23.023001\t0.1246\t-0.9271\t-0.4636\t-0.0025\t-20.7234\t-10.3617\t-0.0561\t1\t2\t0.9082\t0.9082\t0.5\t0\t0\t30.1014\t15.9446\t-0.84 \\\\\n",
"\t 64.43\t0\t0\t224.7531\t10\t319.385\t74.42332\t43.65297\t29.68691\t6.699551\t0\t12.94953\t14.7085\t82.7289\t19.76062\t0\t0\t5.682576\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t10.99989\t0\t54.59633\t32.89719\t0\t53.00147\t0\t149.6953\t58.72432\t21.80894\t0\t6.871896\t2.756747\t68.6843\t13.00425\t164.1529\t64.43\t1.601\t0\t0\t6.2\t3\t1.66069\t1.363974\t319.38504\t6\t0\t0\t0\t5\t4.7\t2\t0\t1208.283691\t43.163502\t73.617104\t482.033386\t0.1527\t0.0128\t0.0969\t0.0148\t1.1808\t555.650513\t959.843323\t-0.7684\t0.5861\t7.1343\t2.9307\t-9.6458\t-1.2067\t4.2195\t407.3591\t1453.102295\t47.5798\t148.291397\t-528.974487\t-38.4762\t0.7331\t2.6151\t0.0856\t0.2669\t-0.952\t-0.0692\t226.349304\t807.417114\t26.4377\t82.398201\t-293.924896\t-21.379299\t259.067688\t1982.076782\t86.056\t0.1643\t0.2154\t0.9243\t0.1331\t0\t0\t0\t0\t0\t0\t0\t0\t0\t71.591003\t17.897699\t0.1288\t-1.4\t-0.35\t-0.0025\t-24.5756\t-6.1439\t-0.0442\t0\t4\t0\t0\t0\t26.6654\t2.0261\t40.455898\t4.4697\t-0.25 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| tpsa.nbasic.negative.vsa_hyd.a_aro.weight.peoe_vsa.0.peoe_vsa.1.peoe_vsa.2.peoe_vsa.3.peoe_vsa.4.peoe_vsa.5.peoe_vsa.6.peoe_vsa.0.1.peoe_vsa.1.1.peoe_vsa.2.1.peoe_vsa.3.1.peoe_vsa.4.1.peoe_vsa.5.1.peoe_vsa.6.1.a_acc.a_acid.a_base.vsa_acc.vsa_acid.vsa_base.vsa_don.vsa_other.vsa_pol.slogp_vsa0.slogp_vsa1.slogp_vsa2.slogp_vsa3.slogp_vsa4.slogp_vsa5.slogp_vsa6.slogp_vsa7.slogp_vsa8.slogp_vsa9.smr_vsa0.smr_vsa1.smr_vsa2.smr_vsa3.smr_vsa4.smr_vsa5.smr_vsa6.smr_vsa7.tpsa.1.logp.o.w..frac.anion7..frac.cation7..andrewbind.rotatablebonds.mlogp.clogp.mw.nocount.hbdnr.rule.of.5violations.alert.prx.ub.pol.inthb.adistm.adistd.polar_area.nonpolar_area.psa_npsa.tcsa.tcpa.tcnp.ovality.surface_area.volume.most_negative_charge.most_positive_charge.sum_absolute_charge.dipole_moment.homo.lumo.hardness.ppsa1.ppsa2.ppsa3.pnsa1.pnsa2.pnsa3.fpsa1.fpsa2.fpsa3.fnsa1.fnsa2.fnsa3.wpsa1.wpsa2.wpsa3.wnsa1.wnsa2.wnsa3.dpsa1.dpsa2.dpsa3.rpcg.rncg.wpcs.wncs.sadh1.sadh2.sadh3.chdh1.chdh2.chdh3.scdh1.scdh2.scdh3.saaa1.saaa2.saaa3.chaa1.chaa2.chaa3.scaa1.scaa2.scaa3.ctdh.ctaa.mchg.achg.rdta.n_sp2.n_sp3.o_sp2.o_sp3.logBBB |\n",
"|---|\n",
"| 12.03\t1\t0\t167.067\t0\t156.293\t76.94749\t43.44619\t0\t0\t0\t0\t17.23803\t18.74768\t43.50657\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t3.981969\t0\t4.410796\t32.89719\t0\t0\t113.2104\t33.32602\t0\t18.01075\t4.410796\t3.981969\t0\t113.2104\t0\t66.22321\t16.61\t2.948\t0\t0.999\t3.4\t3\t2.50245\t2.97\t155.285568\t1\t1\t0\t0\t0\t0\t0\t0\t0\t0\t21.124201\t379.07019\t0.0557\t0.0097\t0.1842\t0.0103\t1.096\t400.194397\t656.065002\t-0.6174\t0.3068\t3.8918\t1.1898\t-9.6672\t3.4038\t6.5355\t349.139008\t679.383179\t30.970501\t51.055401\t-99.347702\t-10.4876\t0.8724\t1.6976\t0.0774\t0.1276\t-0.2482\t-0.0262\t139.723495\t271.885406\t12.3942\t20.4321\t-39.7584\t-4.1971\t298.083588\t778.731018\t41.458\t0.1577\t0.3173\t2.3805\t1.9117\t15.0988\t15.0988\t0.0377\t0.3068\t0.3068\t0\t0008\t4.6321\t4.6321\t0.0116\t6.0255\t6.0255\t0.0151\t-0.6174\t-0.6174\t-0.0015\t-3.7199\t-3.7199\t-0.0093\t1\t1\t0.9241\t0.9241\t1\t0\t6.0255\t0\t0\t1.08 |\n",
"| 49.330002\t0\t0\t92.64243\t6\t151.165\t38.24339\t25.52006\t0\t8.619013\t23.2737\t0\t0\t49.01962\t0\t0\t0\t0\t13.56692\t7.904431\t2\t0\t0\t13.56692\t0\t0\t5.682576\t28.1076\t13.56692\t25.38523\t23.26954\t23.86222\t0\t0\t0\t0\t70.57274\t0\t41.32619\t23.86222\t25.38523\t0\t5.243428\t20.7675\t70.57274\t5.258784\t33.32602\t49.33\t0.889\t0.001\t0\t-3.3\t2\t1.05973\t0.494\t151.166428\t3\t2\t0\t0\t1\t3\t2\t0\t395.375702\t10.8921\t117.408096\t247.537094\t0.4743\t0.0134\t0.0417\t0.0198\t1.1173\t364.945312\t555.096924\t-0.8397\t0.4967\t4.8925\t4.2109\t-8.9618\t0.1942\t4.578\t223.130997\t545.832825\t42.303001\t141.814301\t-346.912292\t-44.0368\t0.6114\t1.4957\t0.1159\t0.3886\t-0.9506\t-0.1207\t81.430603\t199.199097\t15.4383\t51.754398\t-126.603996\t-16.070999\t81.316704\t892.745117\t86.339798\t0.203\t0.3433\t1.3116\t2.2546\t45.216301\t22.6082\t0.1239\t0.796\t0.398\t0.0022\t17.619499\t8.8098\t0.0483\t65.623596\t32.811798\t0.1798\t-0.8371\t-0.4185\t-0.0023\t-27.514299\t-13.7571\t-0.0754\t2\t2\t1.2685\t1.042\t1\t0\t6.5681\t32.010201\t33.613499\t-0.4 |\n",
"| 50.529999\t1\t0\t295.167\t15\t366.485\t58.05473\t124.7402\t21.65084\t8.619013\t17.44054\t0\t8.619013\t83.82487\t49.01962\t0\t0\t5.682576\t2.503756\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t43.56089\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t9.507346\t0\t148.1258\t75.47363\t28.27417\t12.63166\t27.78542\t0\t8.429003\t29.58226\t235.0587\t76.245\t0\t51.73\t4.439\t0\t0.986\t12.8\t8\t4.66091\t5.136999\t365.479401\t5\t1\t1\t0\t6\t5.3\t3\t0\t1364.551392\t25.6784\t82.094299\t637.724182\t0.1287\t0.0111\t0.0972\t0.0125\t1.3005\t719.818481\t1224.455322\t-0.8012\t0.5414\t7.9796\t3.5234\t-8.6271\t0.0589\t4.343\t517.821777\t2066.018555\t63.950298\t201.996704\t-805.931091\t-43.758701\t0.7194\t2.8702\t0.0888\t0.2806\t-1.1196\t-0.0608\t372.737701\t1487.158325\t46.0326\t145.401001\t-580.124084\t-31.498301\t315.825104\t2871.949707\t107.7089\t0.1357\t0.2008\t1.1351\t1.5725\t16.7192\t16.7192\t0.0232\t0.455\t0.455\t0\t0006\t7.6077\t7.6077\t0.0106\t57.543999\t14.386\t0.0799\t-1.3671\t-0.3418\t-0.0019\t-21.789801\t-5.4475\t-0.0303\t1\t4\t1.2562\t1.2562\t0.25\t26.973301\t10.8567\t0\t27.545099\t0.22 |\n",
"| 37.389999\t0\t0\t319.1122\t15\t382.552\t62.23933\t124.7402\t13.19232\t21.78564\t0\t0\t8.619013\t83.82487\t68.78024\t0\t0\t5.682576\t0\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t28.3247\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t144.0354\t75.47363\t55.46144\t3.124314\t27.78542\t0\t8.429003\t21.40142\t235.0587\t76.245\t31.27769\t38.59\t5.254\t0\t0.986\t12.8\t8\t3.82458\t5.877599\t381.543976\t4\t1\t1\t0\t2\t5.3\t3\t0\t702.638672\t10.0232\t65.088997\t667.971313\t0.0974\t0.0108\t0.1218\t0.0119\t1.3013\t733.060303\t1257.200195\t-0.7608\t0.48\t7.9308\t3.1463\t-8.5592\t-0.2651\t4.1471\t507.61441\t2012.906006\t61.688999\t225.445908\t-893.987976\t-42.032799\t0.6925\t2.7459\t0.0842\t0.3075\t-1.2195\t-0.0573\t372.112\t1475.581543\t45.221802\t165.265396\t-655.347107\t-30.812599\t282.168488\t2906.894043\t103.721802\t0.121\t0.1919\t0.7623\t1.5302\t17.2491\t17.2491\t0.0235\t0.4354\t0.4354\t0\t0006\t7.5102\t7.5102\t0.0102\t39.8638\t13.2879\t0.0544\t-1.2332\t-0.4111\t-0.0017\t-17.595699\t-5.8652\t-0.024\t1\t3\t1.1962\t1.1962\t0.3333\t21.706499\t11.0017\t0\t15.1316\t0.14 |\n",
"| 37.389999\t1\t0\t299.658\t12\t326.464\t74.80064\t118.0406\t33.0019\t0\t0\t0\t8.619013\t83.82487\t36.76471\t0\t0\t5.682576\t0.136891\t2.503756\t2\t0\t1\t8.186332\t0\t0\t5.682576\t19.64908\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t140.7166\t75.47363\t26.01093\t3.124314\t27.78542\t0\t8.429003\t20.33867\t234.6299\t76.245\t0\t38.59\t3.8\t0\t0.986\t10.3\t8\t3.27214\t4.367\t325.457703\t4\t1\t0\t0\t2\t4.2\t2\t0\t745.509583\t10.5753\t66.1754\t601.746277\t0.11\t0.0118\t0.1186\t0.013\t1.2711\t667.921814\t1132.682617\t-0.8567\t0.4547\t7.8516\t3.2676\t-8.6732\t0.3149\t4.494\t509.163513\t1998.874268\t61.564499\t158.758194\t-623.25293\t-39.841301\t0.7623\t2.9927\t0.0922\t0.2377\t-0.9331\t-0.0596\t340.08139\t1335.091675\t41.1203\t106.038101\t-416.28421\t-26.610901\t350.405304\t2622.127197\t101.4058\t0.1158\t0.2182\t0.7884\t1.6795\t16.0252\t16.0252\t0.024\t0.4366\t0.4366\t0\t0007\t6.997\t6.997\t0.0105\t42.454399\t14.1515\t0.0636\t-1.148\t-0.3827\t-0.0017\t-17.044701\t-5.6816\t-0.0255\t1\t3\t1.2934\t1.2934\t0.3333\t24.2061\t10.8109\t0\t15.1333\t0.69 |\n",
"| 37.389999\t1\t0\t289.7777\t11\t332.492\t74.80064\t109.5099\t13.19232\t21.78564\t0\t0\t8.619013\t73.54603\t44.27042\t0\t0\t5.682576\t0\t2.640647\t2\t0\t1\t8.186332\t0\t0\t5.682576\t21.62514\t0\t14.1242\t34.79628\t0\t76.245\t3.185575\t0\t0\t103.6031\t75.47363\t55.46144\t3.124314\t27.78542\t0\t8.429003\t18.5115\t197.5163\t76.245\t31.27769\t38.59\t3.608\t0\t0.986\t10\t8\t2.89481\t4.2836\t331.483459\t4\t1\t0\t0\t2\t3.6\t2\t0\t779.291382\t10.7712\t69.0895\t588.656921\t0.1174\t0.0111\t0.1061\t0.0125\t1.2642\t657.746521\t1115.867188\t-0.7672\t0.4349\t7.3305\t3.2845\t-8.6843\t-0.031\t4.3266\t473.568115\t1735.742554\t58.499298\t184.178406\t-675.058777\t-41.209999\t0.72\t2.6389\t0.0889\t0.28\t-1.0263\t-0.0627\t311.487793\t1141.678467\t38.477699\t121.1427\t-444.017487\t-27.1057\t289.389709\t2410.80127\t99.709297\t0.1187\t0.2093\t2.0505\t1.676\t17.2815\t17.2815\t0.0263\t0.4349\t0.4349\t0\t0007\t7.5157\t7.5157\t0.0114\t43.801201\t14.6004\t0.0666\t-1.2317\t-0.4106\t-0.0019\t-19.851299\t-6.6171\t-0.0302\t1\t3\t1.2021\t1.2021\t0.3333\t25.5529\t11.1218\t0\t15.1333\t0.44 |\n",
"| 52.57\t1\t0\t218.9835\t6\t277.388\t68.41672\t97.55945\t0\t8.619013\t23.2737\t0\t8.619013\t34.07461\t49.75026\t0\t0\t0\t13.56692\t7.904431\t2\t0\t1\t13.56692\t0\t0\t5.682576\t28.1076\t13.56692\t28.50954\t23.26954\t23.86222\t55.31873\t6.37115\t37.73681\t0\t35.28637\t37.73681\t74.65221\t26.98653\t25.38523\t0\t11.61458\t20.7675\t110.76\t60.57752\t66.65203\t53.77\t2.712\t0.001\t0.996\t10.4\t8\t2.60491\t2.129\t276.381866\t4\t2\t0\t0\t1\t3\t2\t1\t1145.173828\t25.6134\t142.094101\t438.778687\t0.3238\t0.0123\t0.0501\t0.0162\t1.2166\t580.872803\t981.022095\t-0.7834\t0.5021\t7.1199\t3.8032\t-9.1355\t-0.1047\t4.5154\t411.311798\t1464.259033\t56.180698\t169.561005\t-603.632324\t-53.221401\t0.7081\t2.5208\t0.0967\t0.2919\t-1.0392\t-0.0916\t238.9198\t850.548279\t32.633801\t98.493401\t-350.633606\t-30.9149\t241.750793\t2067.891357\t109.4021\t0.1411\t0.22\t1.2064\t2.2431\t46.881699\t23.4408\t0.0807\t0.8018\t0.4009\t0.0014\t18.538099\t9.269\t0.0319\t85.0186\t28.3395\t0.1464\t-1.2403\t-0.4134\t-0.0021\t-33.6633\t-11.2211\t-0.058\t2\t3\t1.2173\t1.0155\t0.6667\t0\t11.1189\t54.364498\t29.729099\t-0.43 |\n",
"| 40.540001\t1\t0\t321.8241\t12\t421.33\t73.38909\t99.29238\t9.020845\t8.458519\t10.32417\t0\t8.619013\t75.73796\t68.13466\t0\t0\t11.90864\t13.56692\t7.76754\t2\t0\t1\t13.56692\t0\t0\t0\t8.458519\t13.56692\t28.50954\t5.687611\t9.121018\t55.31873\t30.23337\t3.055104\t0\t141.1455\t75.47363\t60.91421\t26.98653\t40.34534\t12.17612\t6.37115\t0\t216.6191\t61.00634\t45.95409\t41.74\t4.804\t0\t0.946\t15.9\t7\t4.11279\t3.9986\t420.330353\t3\t1\t0\t0\t0\t4.7\t3\t0\t683.641418\t18.801201\t65.322197\t621.086304\t0.1052\t0.0099\t0.1044\t0.011\t1.2657\t686.408508\t1187.55896\t-0.5033\t0.3586\t6.819\t2.2008\t-9.6532\t-0.6577\t4.4977\t360.221893\t1228.17749\t46.542099\t326.186798\t-1112.133911\t-42.756199\t0.5248\t1.7893\t0.0678\t0.4752\t-1.6202\t-0.0623\t247.259293\t843.031494\t31.946899\t223.8974\t-763.378174\t-29.3482\t34.035099\t2340.311523\t89.298203\t0.1052\t0.1476\t1.2044\t2.778\t11.451\t11.451\t0.0167\t0.3586\t0.3586\t0\t0005\t4.1064\t4.1064\t0.006\t53.871201\t17.9571\t0.0785\t-1.2752\t-0.4251\t-0.0019\t-21.926001\t-7.3087\t-0.0319\t1\t3\t0.8619\t0.8619\t0.3333\t0\t4.4417\t30.6103\t18.819201\t1.38 |\n",
"| 15.27\t1\t0\t304.6516\t12\t357.566\t98.59877\t72.39125\t0\t0\t0\t0\t17.23803\t99.40089\t44.27042\t19.76062\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t13.3991\t0\t21.13507\t0\t3.981969\t36.87916\t0\t36.34338\t0\t123.5023\t75.47363\t69.95258\t0\t18.01075\t7.776516\t3.981969\t5.513495\t198.9759\t36.87916\t96.13026\t19.85\t5.451\t0\t0.999\t12.9\t4\t4.63975\t6.167\t356.555695\t2\t1\t1\t0\t0\t4.2\t4\t0\t0\t0\t15.4712\t614.863525\t0.0252\t0.0106\t0.4319\t0.0109\t1.2183\t630.334717\t1106.561523\t-0.6276\t0.3063\t6.6824\t1.6747\t-7.5469\t-0.0835\t3.7317\t395.785492\t1322.404785\t44.164501\t234.549194\t-783.679077\t-24.876301\t0.6279\t2.0979\t0.0701\t0.3721\t-1.2433\t-0.0395\t249.477295\t833.557617\t27.8384\t147.844498\t-493.980103\t-15.6804\t161.236298\t2106.083984\t69.040802\t0.0917\t0.1878\t0.7974\t1.2721\t8.699\t8.699\t0.0138\t0.3063\t0.3063\t0\t0005\t2.6643\t2.6643\t0.0042\t6.7721\t6.7721\t0.0107\t-0.6276\t-0.6276\t-0.001\t-4.2504\t-4.2504\t-0.0067\t1\t1\t0.9339\t0.9339\t1\t0\t6.7721\t0\t0\t0.75 |\n",
"| 32.779999\t1\t0\t252.9569\t6\t251.35\t85.5588\t97.58976\t7.411346\t0\t0\t0\t27.81852\t62.00516\t24.50981\t0\t0\t13.56692\t2.503756\t0\t2\t0\t1\t16.07068\t0\t0\t0\t27.65803\t0\t14.1242\t10.44095\t0\t18.43958\t3.185575\t98.69156\t0\t70.57274\t3.981969\t95.75768\t26.98653\t14.1242\t0\t12.41097\t0\t70.57274\t25.75621\t165.3436\t33.98\t2.569\t0\t0.976\t9.5\t5\t2.93039\t2.099\t250.343643\t4\t0\t0\t0\t4\t3\t1\t0\t292.907593\t17.035\t31.4377\t507.435211\t0.062\t0.0115\t0.1965\t0.0122\t1.1899\t538.872925\t906.223999\t-0.7811\t0.6368\t6.1777\t2.1458\t-9.4164\t0.2131\t4.8147\t423.563507\t1308.332886\t41.8162\t115.309402\t-356.175598\t-25.3741\t0.786\t2.4279\t0.0776\t0.214\t-0.661\t-0.0471\t228.246902\t705.025208\t22.5336\t62.1371\t-191.933395\t-13.6734\t308.254211\t1664.508423\t67.1903\t0.2062\t0.2529\t0.6876\t0.2897\t0\t0\t0\t0\t0\t0\t0\t0\t0\t30.292\t10.0973\t0.0562\t-1.1467\t-0.3822\t-0.0021\t-12.6059\t-4.202\t-0.0234\t0\t3\t0\t0\t0\t0\t4.3804\t23.1112\t3.9461\t0.88 |\n",
"| 64.160004\t0\t0\t280.438\t9\t412.509\t149.2843\t95.57485\t17.47936\t6.699551\t0\t24.14009\t17.23803\t41.91243\t0\t10.88526\t0.136891\t17.811\t13.56692\t0\t2\t0\t3\t24.45218\t0\t5.682576\t5.682576\t51.90007\t0\t19.90984\t30.30762\t32.98323\t73.75832\t2.756747\t15.67644\t4.410796\t60.33873\t113.2104\t48.28613\t53.50618\t37.68102\t9.121018\t13.10987\t7.409175\t166.14\t81.34502\t33.32602\t64.75\t3.273\t0\t0.89\t20.700001\t4\t3.53582\t2.711024\t410.495636\t6\t0\t0\t0\t5\t5.3\t2\t0\t2746.165527\t78.362198\t94.007202\t623.217224\t0.1508\t0.0119\t0.0906\t0.0137\t1.2707\t717.224426\t1260.964478\t-0.5454\t0.473\t8.5215\t6.7321\t-9.07\t-0.5634\t4.2533\t482.730103\t2056.781006\t56.1437\t234.494202\t-999.115723\t-42.820499\t0.6731\t2.8677\t0.0783\t0.3269\t-1.393\t-0.0597\t346.2258\t1475.173462\t40.267601\t168.184906\t-716.590088\t-30.711901\t248.235901\t3055.896729\t98.964203\t0.111\t0.128\t0.6629\t1.8461\t0\t0\t0\t0\t0\t0\t0\t0\t0\t92.526398\t18.505301\t0.129\t-1.6204\t-0.3241\t-0.0023\t-25.283899\t-5.0568\t-0.0353\t0\t5\t0\t0\t0\t36.556702\t5.568\t24.264299\t27.6182\t0.98 |\n",
"| 26.790001\t1\t0\t373.5283\t12\t411.614\t88.09194\t135.1378\t52.7693\t8.458519\t0\t0\t17.23803\t57.72093\t75.27301\t0\t0\t0\t13.56692\t0\t1\t0\t2\t13.56692\t0\t0\t0\t21.85762\t0\t9.372942\t5.687611\t0\t110.6375\t27.04779\t35.99866\t0\t123.5023\t56.60522\t71.05905\t30.11084\t0\t6.225782\t3.185575\t5.513495\t180.1075\t116.3251\t98.44274\t29.19\t4.327\t0\t0.868\t16.700001\t7\t3.7841\t4.8027\t409.598175\t4\t0\t0\t0\t0\t4.7\t4\t0\t350.144409\t12.4373\t31.2593\t699.21698\t0.0447\t0.0108\t0.253\t0.0113\t1.264\t730.476318\t1306.354126\t-0.5972\t0.3224\t7.9102\t0.5139\t-7.7622\t-0.608\t3.5771\t559.337097\t2212.221924\t53.064999\t171.139206\t-676.868713\t-27.910999\t0.7657\t3.0285\t0.0726\t0.2343\t-0.9266\t-0.0382\t408.582489\t1615.975708\t38.762699\t125.0131\t-494.436493\t-20.3883\t388.197906\t2889.090576\t80.975899\t0.0815\t0.151\t0.5327\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t31.2593\t10.4198\t0.0428\t-1.2188\t-0.4063\t-0.0017\t-12.0997\t-4.0332\t-0.0166\t0\t3\t0\t0\t0\t0\t13.6002\t17.6591\t0\t0.83 |\n",
"| 41.459999\t0\t0\t185.2862\t12\t270.719\t8.936826\t56.05296\t13.19232\t8.619013\t12.94953\t0\t0\t36.76471\t90.85647\t0\t0\t0\t19.2495\t0.136891\t2\t0\t0\t19.2495\t0\t0\t5.682576\t26.34863\t0\t0\t26.02628\t23.86222\t18.43958\t6.37115\t16.78553\t3.500607\t141.1455\t0\t41.90539\t23.86222\t16.78553\t0\t9.871757\t20.7675\t141.1455\t26.45511\t39.14864\t41.46\t2.912\t0\t0\t2.3\t1\t3.11198\t3.02076\t270.720734\t3\t1\t0\t0\t1\t5.3\t4\t0\t203.799194\t18.6089\t85.916496\t410.538605\t0.2093\t0.0111\t0.0642\t0.0134\t1.1659\t496.455109\t826.208374\t-0.8081\t0.4877\t5.5137\t3.0913\t-9.5524\t-0.7409\t4.4058\t233.356796\t643.325012\t40.397099\t263.098389\t-725.318115\t-44.1287\t0.47\t1.2958\t0.0814\t0.53\t-1.461\t-0.0889\t115.851196\t319.381989\t20.0553\t130.616501\t-360.087891\t-21.9079\t-29.7416\t1368.643066\t84.525803\t0.1769\t0.2931\t1.0939\t1.69\t18.567801\t18.567801\t0.0374\t0.434\t0.434\t0\t0009\t8.0589\t8.0589\t0.0162\t61.583099\t30.7915\t0.124\t-0.7607\t-0.3803\t-0.0015\t-23.3262\t-11.6631\t-0.047\t1\t2\t1.2421\t1.2421\t0.5\t11.9628\t5.7656\t49.6203\t0\t0.61 |\n",
"| 83.720001\t0\t0\t121.924\t11\t204.237\t44.54677\t12.79616\t11.19056\t37.0476\t15.68157\t0\t0\t70.98718\t0\t18.84208\t0\t5.682576\t0\t6.788011\t3\t0\t0\t24.52465\t0\t0\t23.42507\t38.0627\t0\t36.0215\t50.11155\t16.78553\t0\t0\t65.79437\t0\t58.01422\t0\t4.227013\t0\t50.11155\t19.90984\t0\t9.740508\t85.39791\t0\t65.79437\t83.72\t0.391\t0.007\t0.006\t-2.4\t3\t2.99758\t0.686975\t204.236191\t6\t3\t0\t0\t12\t3.6\t2\t0\t649.794617\t33.4249\t173.518906\t268.601105\t0.646\t0.0162\t0.0412\t0.0266\t1.1542\t442.119995\t704.952515\t-0.9909\t0.464\t7.147\t1.5696\t-8.4941\t-0.0779\t4.2081\t310.746613\t1110.44873\t57.9478\t131.373505\t-469.461487\t-55.9161\t0.7029\t2.5116\t0.1311\t0.2971\t-1.0618\t-0.1265\t137.387299\t490.951599\t25.6199\t58.082802\t-207.558304\t-24.7216\t179.373093\t1579.910156\t113.863899\t0.1298\t0.2773\t3.4369\t7.4191\t65.292198\t21.764099\t0.1477\t1.3064\t0.4355\t0.003\t28.816799\t9.6056\t0.0652\t68.960098\t22.9867\t0.156\t-0.8124\t-0.2708\t-0.0018\t-16.217199\t-5.4057\t-0.0367\t3\t3\t1.4549\t1.2958\t1\t68.960098\t39.266602\t0\t0\t-1.17 |\n",
"| 83.849998\t0\t0\t209.5308\t11\t357.232\t129.1319\t28.02648\t8.619013\t19.80958\t0\t6.699551\t0\t68.13466\t0\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t2.756747\t3.055104\t0\t87.35827\t0\t100.4919\t7.085616\t16.78553\t70.77564\t2.756747\t23.09542\t104.5918\t35.67314\t78.17364\t86.53\t2.693\t0\t0.023\t-0.8\t7\t3.09506\t2.938\t357.236023\t6\t2\t0\t0\t6\t3.6\t3\t1\t2232.461426\t76.213203\t149.490402\t425.384796\t0.3514\t0.0137\t0.0527\t0.0185\t1.2172\t574.875183\t965.183289\t-0.8575\t0.8585\t7.8807\t7.4941\t-8.8234\t-0.7176\t4.0529\t260.315613\t1025.739502\t47.386002\t314.559601\t-1239.480713\t-74.6269\t0.4528\t1.7843\t0.0824\t0.5472\t-2.1561\t-0.1298\t149.649002\t589.67218\t27.240999\t180.832504\t-712.546692\t-42.901199\t-54.243999\t2265.220215\t122.012901\t0.2179\t0.2176\t1.4809\t1.4052\t18.9317\t9.4658\t0.0329\t0.8565\t0.4283\t0.0015\t7.5165\t3.7582\t0.0131\t115.151703\t28.787901\t0.2003\t-0.4442\t-0.111\t-0\t0008\t-44.0825\t-11.0206\t-0.0767\t2\t4\t1.3271\t1.1014\t0.5\t25.6341\t15.407\t89.517601\t0\t-0.67 |\n",
"| 83.849998\t0\t0\t179.4622\t11\t278.336\t126.8797\t32.29187\t8.619013\t19.80958\t0\t6.699551\t0\t24.50981\t12.2549\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t2.756747\t0\t0\t105.0014\t0\t54.53777\t7.085616\t16.78553\t67.72054\t2.756747\t23.09542\t122.235\t35.67314\t32.21954\t86.53\t1.897\t0\t0.028\t-2.1\t7\t2.42248\t1.991\t278.334991\t6\t2\t0\t0\t6\t3.6\t2\t1\t2232.493164\t76.213997\t149.492004\t404.548492\t0.3695\t0.0145\t0.0536\t0.0198\t1.223\t554.040527\t906.614685\t-0.8579\t0.8586\t8.0083\t7.1325\t-8.8308\t-0.4626\t4.1841\t303.060211\t1213.494629\t52.047699\t250.980301\t-1004.960205\t-77.631401\t0.547\t2.1903\t0.0939\t0.453\t-1.8139\t-0.1401\t167.907593\t672.325195\t28.836599\t139.053299\t-556.788696\t-43.010899\t52.0798\t2218.454834\t129.679092\t0.2144\t0.2143\t1.4574\t1.3836\t18.9317\t9.4658\t0.0342\t0.8565\t0.4283\t0.0015\t7.5165\t3.7583\t0.0136\t115.153397\t28.7883\t0.2078\t-0.4593\t-0.1148\t-0\t0008\t-44.370098\t-11.0925\t-0.0801\t2\t4\t1.3275\t1.1016\t0.5\t25.6357\t15.407\t89.517601\t0\t-0.66 |\n",
"| 83.849998\t0\t0\t262.9218\t17\t368.461\t131.8569\t51.56195\t8.619013\t19.80958\t0\t0\t6.699551\t26.71835\t73.52943\t0\t19.76062\t0\t5.819467\t17.10242\t3\t0\t0\t39.61362\t0\t0\t11.36515\t28.6177\t0\t0\t41.8819\t16.78553\t86.60815\t9.127897\t18.86841\t0\t175.5742\t0\t54.53777\t7.085616\t16.78553\t67.72054\t9.127897\t23.09542\t211.6762\t35.67314\t32.21954\t86.53\t3.942\t0\t0.045\t1.5\t9\t3.93669\t3.978\t368.460846\t6\t2\t0\t0\t6\t5.3\t2\t1\t1770.068848\t99.360901\t136.270798\t552.896606\t0.2465\t0.0133\t0.0673\t0.0166\t1.2746\t689.167419\t1182.155518\t-0.8815\t0.8035\t9.1772\t6.358\t-8.719\t-0.4666\t4.1262\t401.891602\t1844.123291\t58.5662\t287.275696\t-1318.195435\t-73.530899\t0.5832\t2.6759\t0.085\t0.4168\t-1.9127\t-0.1067\t276.970612\t1270.90979\t40.3619\t197.981003\t-908.457397\t-50.675098\t114.615898\t3162.318848\t132.097107\t0.1751\t0.1921\t0\t1.1004\t23.983\t11.9915\t0.0348\t0.8395\t0.4198\t0.0012\t9.737\t4.8685\t0.0141\t97.611504\t24.402901\t0.1416\t-0.4333\t-0.1083\t-0\t0006\t-41.929699\t-10.4824\t-0.0608\t2\t4\t1.337\t1.0947\t0.5\t18.841101\t14.6764\t78.770302\t0\t-0.12 |\n",
"| 87.339996\t1\t0\t314.9122\t16\t415.538\t115.1109\t125.3906\t30.26986\t19.80958\t0\t0\t15.31856\t26.71835\t61.27452\t0\t19.76062\t0\t0.136891\t19.60617\t2\t0\t1\t33.93105\t0\t0\t11.36515\t41.33894\t0\t3.124314\t25.09637\t16.78553\t86.60815\t17.26879\t94.17013\t0\t140.7166\t0\t72.97735\t19.71728\t0\t67.72054\t17.26879\t23.09542\t195.2582\t35.67314\t98.01392\t91.22\t3.856\t0\t0.961\t13.2\t11\t3.62804\t4.485\t414.530365\t7\t2\t0\t0\t6\t5.3\t2\t1\t2980.362061\t106.682098\t133.520996\t646.186584\t0.2066\t0.0126\t0.0736\t0.0152\t1.3223\t779.707581\t1346.428589\t-0.882\t0.8033\t9.826\t6.0831\t-8.7478\t-0.2727\t4.2376\t476.293396\t2340.030762\t62.757198\t303.414215\t-1490.675537\t-73.481697\t0.6109\t3.0012\t0.0805\t0.3891\t-1.9118\t-0.0942\t371.369598\t1824.539917\t48.932301\t236.574402\t-1162.291138\t-57.2943\t172.879196\t3830.706299\t136.238907\t0.1635\t0.1795\t0\t1.0271\t23.9646\t11.9823\t0.0307\t0.8395\t0.4198\t0.0011\t9.7286\t4.8643\t0.0125\t94.885902\t18.9772\t0.1217\t-0.6442\t-0.1288\t-0\t0008\t-40.229198\t-8.0458\t-0.0516\t2\t5\t1.3375\t1.0949\t0.4\t0\t23.346901\t78.773697\t7.4357\t-0.73 |\n",
"| 87.339996\t1\t0\t221.2659\t16\t327.364\t58.90247\t123.1821\t21.65084\t28.42859\t0\t0\t15.31856\t49.01962\t24.50981\t0\t0\t0\t0\t19.74306\t2\t0\t1\t33.93105\t0\t0\t11.36515\t48.03849\t0\t3.124314\t25.09637\t16.78553\t50.93501\t5.448821\t75.30172\t0\t149.351\t0\t26.28099\t19.71728\t0\t67.72054\t5.448821\t34.48656\t159.1562\t0\t65.79437\t91.22\t3.201\t0\t0.961\t12.4\t6\t2.97562\t4.019\t326.358002\t7\t2\t0\t0\t6\t5.3\t3\t1\t3035.184082\t91.619499\t140.515594\t474.108093\t0.2964\t0.0133\t0.058\t0.0172\t1.2403\t614.623718\t1037.328613\t-0.6421\t0.6692\t8.1562\t6.9036\t-8.6218\t-0.8707\t3.8755\t345.402588\t1408.589233\t51.355801\t269.2211\t-1097.91272\t-70.429802\t0.562\t2.2918\t0.0836\t0.438\t-1.7863\t-0.1146\t212.292694\t865.75238\t31.564501\t165.469696\t-674.803223\t-43.287899\t76.181602\t2506.501953\t121.785698\t0.1641\t0.1574\t1.1699\t0.9985\t14.8394\t7.4197\t0.0241\t0.8439\t0.422\t0.0014\t6.0714\t3.0357\t0.0099\t113.7342\t22.746799\t0.185\t-0.7449\t-0.149\t-0.0012\t-39.543499\t-7.9087\t-0.0643\t2\t5\t1.093\t0.9701\t0.4\t7.1296\t20.609501\t93.029701\t4.9073\t-0.27 |\n",
"| 87.089996\t1\t0\t243.774\t17\t338.391\t77.85693\t125.6885\t13.19232\t28.42859\t0\t0\t15.31856\t49.01962\t24.50981\t0\t0\t0\t5.682576\t17.23931\t3\t0\t1\t39.61362\t0\t0\t11.36515\t35.31725\t0\t3.124314\t41.8819\t16.78553\t50.93501\t3.185575\t65.79437\t0\t163.8733\t0\t26.28099\t10.20993\t16.78553\t67.72054\t3.185575\t31.79449\t176.3706\t0\t65.79437\t90.97\t3.373\t0\t0.81\t13.2\t6\t3.2132\t3.41404\t337.38443\t7\t2\t0\t0\t6\t5.3\t3\t1\t3450.486084\t95.579697\t147.735794\t470.086914\t0.3143\t0.0144\t0.0604\t0.019\t1.2314\t617.822693\t1056.682251\t-0.6946\t0.8447\t8.9273\t8.8368\t-8.7077\t-0.7529\t3.9774\t356.584412\t1591.668945\t53.344398\t261.238312\t-1166.076538\t-75.540802\t0.5772\t2.5763\t0.0863\t0.4228\t-1.8874\t-0.1223\t220.305893\t983.369202\t32.957401\t161.399002\t-720.428589\t-46.670898\t95.3461\t2757.745605\t128.885193\t0.1892\t0.1556\t1.2926\t1.0208\t16.1306\t8.0653\t0.0261\t0.8463\t0.4231\t0.0014\t6.6754\t3.3377\t0.0108\t119.297302\t23.859501\t0.1931\t-0.8827\t-0.1765\t-0.0014\t-45.925098\t-9.185\t-0.0743\t2\t5\t1.1464\t1.0117\t0.4\t21.4881\t20.465599\t89.651398\t0\t-0.28 |\n",
"| 41.57\t1\t0\t313.184\t12\t353.486\t60.26326\t122.306\t13.19232\t8.619013\t0\t12.94953\t8.619013\t83.82487\t61.27452\t0\t0\t0\t13.56692\t2.640647\t2\t0\t1\t16.07068\t0\t0\t5.682576\t21.40805\t0\t32.13495\t5.258784\t0\t76.245\t30.23337\t0\t0\t158.7887\t75.47363\t23.68301\t26.98653\t10.99989\t18.01075\t11.61458\t0\t252.7019\t81.50378\t0\t42.77\t4.279\t0\t0.986\t13.2\t8\t3.22812\t4.268\t352.480652\t4\t1\t0\t0\t1\t4.7\t2\t0\t843.062622\t13.4243\t61.043201\t646.898315\t0.0944\t0.0115\t0.1334\t0.0126\t1.2912\t707.941528\t1207.226807\t-0.9643\t0.5746\t8.1421\t1.0578\t-9.1323\t-0.1768\t4.4777\t504.688812\t2054.607178\t58.180801\t203.252701\t-827.449585\t-41.974098\t0.7129\t2.9022\t0.0822\t0.2871\t-1.1688\t-0.0593\t357.290192\t1454.541748\t41.188599\t143.891006\t-585.785889\t-29.7152\t301.436096\t2882.056641\t100.1549\t0.1411\t0.2369\t1.1426\t1.5103\t3.8279\t3.8279\t0.0054\t0.4436\t0.4436\t0\t0006\t1.6982\t1.6982\t0.0024\t50.8396\t16.946501\t0.0718\t-1.051\t-0.3503\t-0.0015\t-18.0282\t-6.0094\t-0.0255\t1\t3\t1.408\t1.408\t0.3333\t0\t9.4907\t32.591202\t15.1333\t-0.24 |\n",
"| 6.48\t0\t0\t286.7085\t12\t281.423\t69.41582\t127.9159\t0\t0\t0\t0\t8.619013\t46.32951\t73.52943\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t0\t0\t13.3991\t0\t6.248628\t0\t0\t36.87916\t6.37115\t103.5312\t0\t141.1455\t18.86841\t5.513495\t3.124314\t0\t3.124314\t6.37115\t5.513495\t197.7507\t36.87916\t65.79437\t7.68\t4.104\t0\t0.996\t9.9\t4\t3.87624\t5.037\t280.416534\t2\t0\t1\t0\t0\t4.2\t2\t0\t0\t0\t9.6105\t550.636292\t0.0175\t0.0105\t0.6134\t0.0107\t1.1806\t560.246826\t972.001709\t-0.6822\t0.2391\t5.8951\t1.2561\t-8.2995\t0.4849\t4.3922\t405.734406\t1195.915894\t42.197102\t154.512405\t-455.430603\t-21.259199\t0.7242\t2.1346\t0.0753\t0.2758\t-0.8129\t-0.0379\t227.311401\t670.007996\t23.6408\t86.565102\t-255.153503\t-11.9104\t251.222\t1651.346558\t63.456299\t0.0811\t0.2315\t0.062\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t9.6105\t9.6105\t0.0172\t-0.4209\t-0.4209\t-0\t0008\t-4.0454\t-4.0454\t-0.0072\t0\t1\t0\t0\t0\t0\t9.6105\t0\t0\t1.17 |\n",
"| 9.72\t0\t0\t357.2742\t12\t409.52\t47.32438\t137.3464\t52.7693\t0\t0\t0\t26.28353\t61.27452\t44.27042\t0\t35.72591\t0\t0\t0\t0\t0\t2\t0\t0\t0\t0\t13.3991\t0\t9.372942\t0\t0\t110.6375\t3.185575\t35.99866\t7.759516\t123.5023\t18.86841\t82.61337\t6.248628\t44.88034\t13.9853\t3.185575\t5.513495\t142.3707\t110.6375\t65.11673\t12.12\t4.49176\t0\t0.868\t17\t5\t4.35364\t5.1923\t407.50473\t3\t0\t1\t0\t0\t4.2\t4\t0\t39.455299\t4.6878\t13.6\t644.991272\t0.0211\t0.0104\t0.5057\t0.0107\t1.2194\t658.591309\t1180.210938\t-0.5947\t0.4029\t6.8771\t2.6983\t-7.9105\t-0.5159\t3.6973\t417.365295\t1435.129883\t40.330299\t241.226105\t-829.467102\t-32.105202\t0.6337\t2.1791\t0.0612\t0.3663\t-1.2595\t-0.0487\t274.873108\t945.164124\t26.561199\t158.8694\t-546.279785\t-21.144199\t176.139099\t2264.596924\t72.4356\t0.1172\t0.1729\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t13.6\t6.8\t0.0207\t-0.8663\t-0.4331\t-0.0013\t-5.899\t-2.9495\t-0.009\t0\t2\t0\t0\t0\t0\t13.6\t0\t0\t1.38 |\n",
"| 38.77\t0\t0\t317.1515\t12\t380.508\t114.4689\t107.427\t30.10936\t8.458519\t0\t0\t8.619013\t44.12098\t61.27452\t0\t0\t0\t13.56692\t5.007512\t3\t0\t1\t18.57443\t0\t0\t0\t25.37556\t0\t25.12409\t5.687611\t0\t36.87916\t42.24053\t89.63614\t0\t123.5023\t56.60522\t28.92643\t26.98653\t21.99977\t8.821592\t20.04358\t0\t217.4155\t42.56677\t70.76774\t39.97\t4.14574\t0\t0.985\t16.1\t6\t3.5161\t4.597589\t379.503632\t4\t0\t0\t0\t0\t4.7\t3\t0\t1431.785889\t33.0177\t68.864304\t630.212219\t0.1093\t0.01\t0.1011\t0.011\t1.2638\t699.076477\t1223.397583\t-0.4133\t0.3438\t6.9604\t2.0646\t-8.9334\t-0.3861\t4.2736\t489.962311\t1705.174683\t50.2486\t209.114197\t-727.762329\t-34.801998\t0.7009\t2.4392\t0.0719\t0.2991\t-1.041\t-0.0498\t342.521088\t1192.047607\t35.127602\t146.186905\t-508.761505\t-24.3293\t280.847992\t2432.937012\t85.050598\t0.0988\t0.1187\t0.4473\t0.3514\t0\t0\t0\t0\t0\t0\t0\t0\t0\t68.864304\t17.216101\t0.0985\t-1.2016\t-0.3004\t-0.0017\t-19.210501\t-4.8026\t-0.0275\t0\t4\t0\t0\t0\t0\t2.9591\t27.606701\t38.298599\t0.89 |\n",
"| 77.050003\t0\t0\t223.7506\t16\t357.801\t65.89255\t54.64664\t32.20186\t12.94953\t11.19056\t12.94953\t0\t24.50981\t79.33221\t10.88526\t5.902359\t11.36515\t13.56692\t0\t4\t0\t0\t35.81733\t0\t0\t0\t63.09064\t0\t0\t63.44984\t0\t0\t34.82453\t42.63131\t7.911403\t77.5565\t0\t124.2402\t33.59634\t58.19106\t0\t18.87372\t7.841415\t88.15466\t5.258784\t138.6979\t77.05\t2.45206\t0\t0\t8.1\t2\t3.10258\t2.373726\t357.802368\t7\t0\t0\t0\t9\t5.8\t2\t0\t1925.833008\t85.392799\t96.460899\t507.066986\t0.1902\t0.011\t0.0689\t0.0131\t1.2141\t603.527771\t1042.193237\t-0.7698\t0.5422\t6.6488\t3.3321\t-9.5099\t-0.8399\t4.335\t378.695312\t1258.940063\t41.9702\t224.832596\t-747.43689\t-39.620701\t0.6275\t2.086\t0.0695\t0.3725\t-1.2384\t-0.0656\t228.553207\t759.80542\t25.3302\t135.692703\t-451.098999\t-23.912201\t153.862793\t2006.376953\t81.591003\t0.1631\t0.2316\t0.3692\t0.2393\t0\t0\t0\t0\t0\t0\t0\t0\t0\t94.580002\t18.916\t0.1567\t-1.2906\t-0.2581\t-0.0021\t-26.1922\t-5.2384\t-0.0434\t0\t5\t0\t0\t0\t59.452801\t1.8808\t21.9324\t13.1949\t-0.3 |\n",
"| 32.779999\t1\t0\t252.9569\t6\t251.35\t85.5588\t97.58976\t7.411346\t0\t0\t0\t27.81852\t62.00516\t24.50981\t0\t0\t13.56692\t2.503756\t0\t2\t0\t1\t16.07068\t0\t0\t0\t27.65803\t0\t14.1242\t10.44095\t0\t18.43958\t3.185575\t98.69156\t0\t70.57274\t3.981969\t95.75768\t26.98653\t14.1242\t0\t12.41097\t0\t70.57274\t25.75621\t165.3436\t33.98\t2.569\t0\t0.976\t9.5\t5\t2.93039\t2.099\t250.343643\t4\t0\t0\t0\t4\t3\t1\t0\t292.907593\t17.035\t31.4377\t507.435211\t0.062\t0.0115\t0.1965\t0.0122\t1.1899\t538.872925\t906.223999\t-0.7811\t0.6368\t6.1777\t2.1458\t-9.4164\t0.2131\t4.8147\t423.563507\t1308.332886\t41.8162\t115.309402\t-356.175598\t-25.3741\t0.786\t2.4279\t0.0776\t0.214\t-0.661\t-0.0471\t228.246902\t705.025208\t22.5336\t62.1371\t-191.933395\t-13.6734\t308.254211\t1664.508423\t67.1903\t0.2062\t0.2529\t0.6876\t0.2897\t0\t0\t0\t0\t0\t0\t0\t0\t0\t30.292\t10.0973\t0.0562\t-1.1467\t-0.3822\t-0.0021\t-12.6059\t-4.202\t-0.0234\t0\t3\t0\t0\t0\t0\t4.3804\t23.1112\t3.9461\t0.88 |\n",
"| 166.75\t1\t0\t450.7686\t16\t671.863\t117.5445\t108.5161\t32.20815\t46.24102\t36.22324\t25.89906\t8.619013\t109.0653\t127.6968\t0\t0\t5.682576\t54.26768\t14.82933\t6\t0\t1\t59.95026\t0\t0\t34.79022\t65.19723\t13.56692\t115.439\t37.82066\t90.00121\t36.87916\t38.62613\t18.86841\t0\t198.7921\t113.2104\t99.97804\t98.57318\t42.17076\t62.85384\t24.35688\t37.61429\t326.1539\t57.91429\t99.97804\t167.95\t3.314\t0\t0.802\t35.5\t14\t1.63151\t4.727299\t670.859375\t11\t6\t3\t1\t4\t7.3\t1\t0\t3499.893799\t84.456802\t190.6082\t850.652405\t0.2241\t0.0195\t0.1065\t0.0239\t1.3598\t1041.26062\t1992.408813\t-1.1278\t0.5854\t20.300301\t2.894\t-8.9827\t-0.6187\t4.182\t738.513611\t7496.038086\t106.326302\t302.747192\t-3072.935791\t-88.824303\t0.7092\t7.199\t0.1021\t0.2908\t-2.9512\t-0.0853\t768.985107\t7805.32959\t110.713402\t315.238708\t-3199.727051\t-92.489304\t435.766388\t10568.97363\t195.150696\t0.0577\t0.1111\t0.0064\t2.7891\t79.441002\t13.2402\t0.0763\t2.6039\t0.434\t0.0025\t35.271999\t5.8787\t0.0339\t85.093498\t12.1562\t0.0817\t-2.7275\t-0.3896\t-0.0026\t-34.085602\t-4.8694\t-0.0327\t6\t7\t1.5931\t1.3557\t0.8571\t8.233\t26.073799\t62.233799\t14.6267\t0.08 |\n",
"| 97.279999\t0\t0\t221.5421\t16\t373.8\t61.62716\t54.64664\t32.20186\t0\t34.46427\t12.94953\t0\t62.00516\t41.83685\t10.88526\t11.58494\t5.682576\t13.56692\t7.76754\t5\t0\t0\t35.81733\t0\t0\t0\t63.09064\t13.56692\t25.38523\t63.44984\t0\t0\t34.82453\t42.63131\t3.500607\t77.5565\t0\t124.2402\t33.59634\t83.57629\t0\t14.46292\t7.841415\t88.15466\t5.258784\t138.6979\t97.28\t1.65606\t0\t0\t9.9\t3\t2.35425\t0.846726\t373.801758\t8\t1\t0\t0\t9\t5.8\t2\t0\t3182.811768\t119.915604\t137.797195\t474.674286\t0.2903\t0.0122\t0.0542\t0.0157\t1.2151\t612.471619\t1064.052856\t-0.7705\t0.5423\t7.465\t2.737\t-9.5792\t-0.8797\t4.3498\t370.445801\t1382.698242\t47.165001\t242.025894\t-903.367126\t-48.742001\t0.6048\t2.2576\t0.077\t0.3952\t-1.475\t-0.0796\t226.887497\t846.863403\t28.887199\t148.233994\t-553.286621\t-29.8531\t128.4198\t2286.06543\t95.906998\t0.1453\t0.2064\t0.3289\t0.2133\t20.958599\t20.958599\t0.0342\t0.3649\t0.3649\t0\t0006\t7.6475\t7.6475\t0.0125\t114.957703\t19.159599\t0.1877\t-1.7039\t-0.284\t-0.0028\t-35.719501\t-5.9532\t-0.0583\t1\t6\t0.8415\t0.8415\t0.1667\t52.4538\t1.8808\t21.9324\t40.571602\t-1.34 |\n",
"| 21.26\t1\t0\t194.1943\t12\t272.755\t13.05052\t90.22093\t0\t0\t0\t0\t17.23803\t53.4367\t66.34666\t0\t0\t0\t0\t2.503756\t1\t0\t1\t2.503756\t0\t5.682576\t5.682576\t16.91704\t0\t29.01064\t0\t0\t36.87916\t6.37115\t0\t12.3222\t123.5023\t0\t49.6355\t0\t29.01064\t0\t29.1802\t0\t123.5023\t36.87916\t39.14864\t25.84\t3.28\t0\t0.998\t11.5\t0\t3.67432\t4.131\t271.749084\t2\t1\t0\t0\t0\t4.2\t3\t0\t154.342407\t6.2551\t52.529499\t431.081909\t0.1219\t0.0087\t0.0805\t0.0098\t1.139\t483.611511\t822.701904\t-0.6356\t0.311\t4.2287\t1.9845\t-9.3715\t-0.1969\t4.5873\t269.002991\t568.766785\t36.052299\t214.608398\t-453.75769\t-31.027201\t0.5562\t1.1761\t0.0745\t0.4438\t-0.9383\t-0.0642\t130.092896\t275.062195\t17.435301\t103.787102\t-219.442398\t-15.0051\t54.3946\t1022.524475\t67.079498\t0.1471\t0.3006\t3.1565\t5.787\t21.4582\t21.4582\t0.0444\t0.311\t0.311\t0\t0006\t6.6739\t6.6739\t0.0138\t31.071301\t15.5357\t0.0642\t-0.8499\t-0.425\t-0.0018\t-14.7692\t-7.3846\t-0.0305\t1\t2\t0.9466\t0.9466\t0.5\t0\t19.2509\t0\t11.8204\t0.39 |\n",
"| 41.490002\t1\t0\t205.3096\t12\t282.363\t36.50217\t90.22093\t0\t0\t10.32417\t0\t17.23803\t35.41966\t73.52943\t0\t0\t0\t0\t10.2713\t2\t0\t1\t2.503756\t0\t5.682576\t5.682576\t16.91704\t13.56692\t54.39587\t0\t0\t36.87916\t9.556725\t0\t4.410796\t123.5023\t18.86841\t43.81287\t0\t54.39587\t0\t24.45438\t0\t142.3707\t36.87916\t33.32602\t46.07\t2.937\t0\t0.997\t13.6\t1\t2.80812\t3.3055\t281.357635\t3\t2\t0\t0\t0\t4.2\t2\t0\t367.171112\t18.9683\t80.3647\t405.203613\t0.1983\t0.012\t0.0723\t0.0143\t1.1107\t485.568298\t859.512024\t-0.6324\t0.3589\t5.81\t2.0917\t-9.2784\t0.1427\t4.7106\t335.748108\t975.348816\t46.777\t149.820297\t-435.228394\t-34.366299\t0.6915\t2.0087\t0.0963\t0.3085\t-0.8963\t-0.0708\t163.028595\t473.598511\t22.7134\t72.748001\t-211.333099\t-16.687201\t185.927795\t1410.577148\t81.143303\t0.1235\t0.2177\t1.9443\t3.2879\t38.744202\t19.372101\t0.0798\t0.6731\t0.3366\t0.0014\t12.8773\t6.4386\t0.0265\t41.620499\t13.8735\t0.0857\t-1.3394\t-0.4465\t-0.0028\t-21.0564\t-7.0188\t-0.0434\t2\t3\t0.9466\t0.9014\t0.6667\t0\t15.1032\t0\t26.5173\t0.52 |\n",
"| ... |\n",
"| 36.419998\t1\t0\t186.2964\t6\t310.002\t28.63686\t25.59232\t9.039493\t17.23803\t6.699551\t0\t24.30059\t24.50981\t102.7887\t0\t0.136891\t0\t0\t0.273782\t0\t0\t3\t0\t0\t17.04773\t17.04773\t22.38112\t0\t52.80703\t1.899093\t0\t36.87916\t0\t3.055104\t7.001213\t35.28637\t0\t127.0081\t16.78553\t0\t39.07661\t7.001213\t2.756747\t35.28637\t38.77825\t124.2514\t38.03\t3.735\t0\t0.7\t9.6\t1\t4.15782\t2.33922\t308.999207\t3\t2\t1\t0\t5\t3\t4\t0\t0\t0\t58.4575\t416.53949\t0.1403\t0.0123\t0.0997\t0.014\t1.1551\t474.997009\t784.115479\t-0.9284\t0.8276\t5.8291\t6.1048\t-9.0057\t-0.1467\t4.4295\t187.438797\t546.30127\t34.8395\t287.558289\t-838.10553\t-24.552401\t0.3946\t1.1501\t0.0733\t0.6054\t-1.7644\t-0.0517\t89.032898\t259.491486\t16.5487\t136.589294\t-398.097687\t-11.6623\t-100.119499\t1384.40686\t59.391998\t0.2839\t0.3185\t0\t0.365\t38.5107\t19.255301\t0.0811\t0.9436\t0.4718\t0.002\t18.1157\t9.0579\t0.0381\t11.3976\t11.3976\t0.024\t-0.6838\t-0.6838\t-0.0014\t-7.7936\t-7.7936\t-0.0164\t2\t1\t1.4039\t1.3534\t2\t11.3976\t8.5492\t0\t0\t0.41 |\n",
"| 57.529999\t0\t0\t65.44252\t6\t136.106\t0\t31.77004\t0\t0\t0\t0\t0\t2.20854\t49.01962\t8.458519\t0\t0\t0\t40.70076\t0\t3\t0\t40.70076\t40.70076\t0\t0\t23.16702\t0\t42.68334\t1.464008\t42.68334\t0\t27.04779\t0\t0\t70.57274\t0\t0\t109.2289\t0\t0\t3.185575\t0\t70.57274\t1.464008\t0\t63.19\t1.515\t0.999\t0\t-0.5\t2\t1.64321\t2.1872\t138.124069\t3\t2\t0\t0\t2\t3\t2\t1\t538.496704\t59.512299\t141.331696\t179.682693\t0.7866\t0.0122\t0.0278\t0.0218\t1.0812\t321.014496\t481.055389\t-0.5131\t0.4469\t3.9241\t3.1648\t-9.9289\t-0.4671\t4.7309\t168.547394\t330.700012\t41.436199\t152.467102\t-299.149811\t-46.153999\t0.525\t1.0302\t0.1291\t0.475\t-0.9319\t-0.1438\t54.106098\t106.1595\t13.3016\t48.944199\t-96.031403\t-14.8161\t16.0802\t629.849915\t87.590302\t0.2278\t0.2615\t2.4706\t6.6783\t55.346298\t27.673201\t0.1724\t0.79\t0.395\t0.0025\t21.9506\t10.9753\t0.0684\t85.985397\t28.6618\t0.2679\t-1.3434\t-0.4478\t-0.0042\t-38.077499\t-12.6925\t-0.1186\t2\t3\t0.9224\t0.8645\t0.6667\t0\t0\t35.836102\t50.1493\t-1.1 |\n",
"| 135\t1\t0\t171.8644\t5\t314.442\t78.00473\t21.64231\t8.530772\t94.24453\t0\t0\t57.22019\t0\t19.76062\t19.76062\t17.74249\t12.60748\t0.136891\t6.788011\t2\t0\t6\t23.42507\t0\t58.21528\t58.21528\t51.22932\t0\t117.3762\t38.59447\t0\t82.90542\t2.756747\t32.89719\t0\t15.81601\t0\t81.23154\t16.78553\t79.51685\t36.0215\t18.92967\t51.40868\t33.04958\t39.47133\t96.39442\t138.35\t0.575\t0\t0.802\t7.1\t11\t1.5255\t-0.12278\t312.420624\t8\t6\t1\t0\t12\t3.6\t1\t0\t3061.252686\t39.570099\t281.792114\t321.355286\t0.8769\t0.0211\t0.0452\t0.0396\t1.2494\t603.1474\t997.410706\t-1.1067\t0.8238\t12.7382\t4.1141\t-8.3826\t-0.0496\t4.1665\t391.3526\t2492.570557\t98.323196\t211.794693\t-1348.945557\t-113.8041\t0.6489\t4.1326\t0.163\t0.3511\t-2.2365\t-0.1887\t236.043304\t1503.387451\t59.303398\t127.743401\t-813.612976\t-68.640602\t179.557907\t3841.516113\t212.127197\t0.1293\t0.1738\t1.0804\t4.5777\t123.172302\t20.5287\t0.2042\t2.642\t0.4403\t0.0044\t54.027401\t9.0046\t0.0896\t104.937599\t26.2344\t0.174\t-2.525\t-0.6312\t-0.0042\t-56.549\t-14.1372\t-0.0938\t6\t4\t1.5791\t1.3176\t1.5\t52.303001\t53.682301\t0\t0\t-0.82 |\n",
"| 93.029999\t0\t0\t124.6646\t5\t236.231\t17.06154\t58.15469\t50.3542\t15.31856\t10.32417\t0\t12.94953\t17.40263\t0\t0\t5.682576\t5.682576\t13.56692\t10.40819\t5\t0\t0\t27.43583\t0\t0\t5.682576\t30.83965\t13.56692\t25.38523\t41.95415\t34.25407\t20.92626\t26.61896\t16.78553\t0\t16.78553\t43.77663\t2.32792\t34.8621\t60.85538\t0\t15.26522\t20.33867\t54.52234\t26.18504\t16.78553\t88.74\t0.129\t0\t0.011\t2.5\t3\t1.51474\t-1.648887\t236.232147\t7\t2\t0\t0\t8\t3\t2\t1\t3503.019043\t125.400902\t203.949493\t238.943298\t0.8535\t0.0156\t0.0338\t0.0289\t1.127\t442.892792\t732.578979\t-0.613\t0.5119\t6.8942\t9.9364\t-8.9828\t-0.0432\t4.4698\t273.193695\t941.727478\t53.386002\t169.699005\t-584.970398\t-64.592796\t0.6168\t2.1263\t0.1205\t0.3832\t-1.3208\t-0.1458\t120.995499\t417.08429\t23.6443\t75.158501\t-259.079193\t-28.6077\t103.494698\t1526.697876\t117.978798\t0.1485\t0.1778\t1.3522\t1.3258\t45.403\t22.7015\t0.1025\t0.7508\t0.3754\t0.0017\t16.860001\t8.43\t0.0381\t151.090393\t30.2181\t0.3411\t-1.9225\t-0.3845\t-0.0043\t-58.241798\t-11.6484\t-0.1315\t2\t5\t1.0009\t0.9323\t0.4\t57.1157\t7.4561\t51.005299\t42.969299\t-1.3 |\n",
"| 92.790001\t1\t0\t277.1499\t12\t380.472\t142.5327\t55.75508\t4.265386\t33.98394\t0\t12.94953\t24.30059\t83.82487\t12.2549\t0\t0.136891\t0\t25.06896\t2.640647\t4\t0\t3\t27.43583\t0\t17.04773\t17.04773\t50.48873\t0\t63.80692\t40.72894\t23.86222\t18.43958\t8.69907\t76.30625\t0\t122.2158\t37.73681\t38.56944\t40.64775\t44.57095\t36.0215\t17.12807\t0\t197.6894\t25.59745\t68.70988\t90.11\t2.034\t0\t0.058\t15.2\t9\t2.29941\t2.368\t379.465698\t7\t2\t0\t0\t6\t5.8\t1\t0\t3356.055176\t51.382401\t144.667999\t588.530273\t0.2458\t0.0144\t0.0732\t0.018\t1.3046\t733.198181\t1252.780762\t-0.8252\t0.7452\t10.5939\t6.0422\t-8.7164\t-0.0913\t4.3126\t504.132294\t2670.362793\t74.3004\t229.065903\t-1213.349976\t-64.753899\t0.6876\t3.6421\t0.1013\t0.3124\t-1.6549\t-0.0883\t369.628906\t1957.905273\t54.476898\t167.950699\t-889.625977\t-47.477402\t275.066406\t3883.712891\t139.054306\t0.1407\t0.1558\t1.0667\t1.1846\t32.440102\t16.2201\t0.0442\t0.8536\t0.4268\t0.0012\t13.8374\t6.9187\t0.0189\t94.846802\t18.9694\t0.1294\t-1.9611\t-0.3922\t-0.0027\t-37.333199\t-7.4666\t-0.0509\t2\t5\t1.2536\t1.2298\t0.4\t53.419899\t17.381001\t32.0536\t9.3733\t-2 |\n",
"| 100.809998\t0\t0\t102.9877\t11\t234.307\t23.13906\t28.02648\t17.23803\t39.02366\t0\t0\t32.9196\t24.50981\t44.27042\t0\t0\t12.3337\t0.136891\t13.30224\t1\t0\t3\t5.682576\t0\t41.16756\t58.91005\t42.2473\t0\t97.46634\t36.69537\t0\t0\t0\t0\t0\t92.33107\t0\t34.53518\t0\t48.4575\t0\t0\t60.10775\t119.2859\t1.899093\t31.27769\t102.55\t1.396\t0\t0.787\t6.9\t5\t1.96041\t0.9716\t233.296677\t5\t6\t1\t0\t7\t4.2\t2\t0\t124.682899\t7.6463\t227.595398\t238.245499\t0.9553\t0.0217\t0.0445\t0.0425\t1.1636\t465.840912\t753.259216\t-1.1093\t0.8195\t10.1249\t3.7112\t-8.1209\t-0.072\t4.0244\t302.223206\t1529.982788\t86.231903\t163.617599\t-828.301819\t-98.711601\t0.6488\t3.2843\t0.1851\t0.3512\t-1.7781\t-0.2119\t140.787903\t712.728516\t40.1703\t76.219803\t-385.856812\t-45.983898\t138.605606\t2358.284668\t184.943497\t0.1619\t0.2191\t1.3483\t5.7222\t134.739395\t22.4566\t0.2892\t2.6137\t0.4356\t0.0056\t58.805801\t9.801\t0.1262\t30.8766\t15.4383\t0.0663\t-1.4627\t-0.7314\t-0.0031\t-24.575199\t-12.2876\t-0.0528\t6\t2\t1.582\t1.4121\t3\t30.8766\t61.979301\t0\t0\t-1.15 |\n",
"| 135\t1\t0\t161.6777\t11\t316.393\t76.98416\t28.02648\t0\t81.05221\t6.699551\t0\t57.22019\t0\t44.27042\t0\t17.87938\t12.47059\t0.136891\t6.788011\t2\t0\t6\t23.42507\t0\t58.21528\t58.21528\t57.92887\t0\t117.3762\t38.59447\t0\t47.23227\t0\t32.89719\t0\t92.33107\t0\t34.53518\t16.78553\t79.51685\t36.0215\t16.17292\t60.10775\t86.38875\t3.798186\t64.17487\t138.35\t1.884\t0\t0.742\t9.9\t8\t2.39798\t0.5426\t314.374115\t8\t6\t1\t0\t12\t5.3\t2\t0\t2627.029053\t42.839901\t273.362793\t310.957886\t0.8791\t0.0218\t0.0466\t0.041\t1.2302\t584.320679\t973.336975\t-1.1074\t0.8207\t12.7519\t3.1759\t-8.3574\t-0.175\t4.0912\t370.295105\t2360.974121\t94.280098\t214.025604\t-1364.611816\t-107.5364\t0.6337\t4.0405\t0.1613\t0.3663\t-2.3354\t-0.184\t216.371094\t1379.56604\t55.089802\t125.059601\t-797.370789\t-62.835701\t156.269501\t3725.585938\t201.816406\t0.1287\t0.1737\t1.0768\t4.5754\t119.600304\t19.933399\t0.2047\t2.6433\t0.4406\t0.0045\t52.362701\t8.7271\t0.0896\t103.007004\t25.751801\t0.1763\t-2.4224\t-0.6056\t-0.0041\t-53.6091\t-13.4023\t-0.0917\t6\t4\t1.5799\t1.3119\t1.5\t50.4879\t50.755501\t0\t0\t-1.54 |\n",
"| 103.889999\t1\t0\t132.3961\t11\t276.344\t54.68289\t28.02648\t0\t47.64268\t12.94953\t0\t32.9196\t24.50981\t44.27042\t0\t0\t12.3337\t13.70381\t6.788011\t2\t0\t3\t19.2495\t0\t41.16756\t46.85013\t55.19683\t0\t64.56915\t59.96491\t23.86222\t0\t0\t0\t0\t92.33107\t0\t67.8612\t23.86222\t48.4575\t0\t0\t78.11851\t86.38875\t7.157876\t64.60371\t105.63\t1.359\t0\t0.742\t11.1\t5\t2.08717\t1.20208\t275.33432\t6\t5\t0\t0\t8\t4.7\t2\t0\t749.437805\t22.142799\t209.779404\t322.240692\t0.651\t0.02\t0.0508\t0.0331\t1.2043\t532.020081\t873.081909\t-1.1082\t0.8212\t10.6564\t4.073\t-8.3\t-0.0764\t4.1118\t346.153412\t1844.369385\t82.152\t185.866699\t-990.33252\t-90.464401\t0.6506\t3.4667\t0.1544\t0.3494\t-1.8615\t-0.17\t184.160599\t981.241577\t43.706501\t98.884804\t-526.87677\t-48.128899\t160.286697\t2834.701904\t172.616394\t0.1541\t0.208\t1.2893\t5.4798\t105.171402\t21.0343\t0.1977\t2.1634\t0.4327\t0.0041\t45.641201\t9.1282\t0.0858\t61.688999\t20.563\t0.116\t-1.8373\t-0.6124\t-0.0035\t-36.424702\t-12.1416\t-0.0685\t5\t3\t1.5804\t1.3458\t1.6667\t31.467501\t42.918999\t30.221399\t0\t-1.57 |\n",
"| 87.339996\t1\t0\t231.4527\t10\t325.413\t110.1338\t106.1205\t30.26986\t19.80958\t0\t6.699551\t8.619013\t24.50981\t0\t0\t19.76062\t0\t0.136891\t19.60617\t2\t0\t1\t33.93105\t0\t0\t11.36515\t41.33894\t0\t3.124314\t25.09637\t16.78553\t86.60815\t10.89764\t75.30172\t0\t70.14391\t0\t72.97735\t19.71728\t0\t67.72054\t10.89764\t23.09542\t105.8171\t35.67314\t98.01392\t91.22\t1.811\t0\t0.961\t9.6\t9\t2.19872\t2.498\t324.40451\t7\t2\t0\t0\t6\t3.6\t2\t1\t4032.577148\t86.727501\t155.035904\t476.21109\t0.3256\t0.0137\t0.0558\t0.0182\t1.257\t631.246887\t1058.231079\t-0.8584\t0.8584\t8.6586\t7.6709\t-8.8457\t-0.2461\t4.2998\t364.570801\t1578.332153\t54.304798\t266.676086\t-1154.517822\t-77.837196\t0.5775\t2.5003\t0.086\t0.4225\t-1.8289\t-0.1233\t230.134201\t996.317383\t34.279701\t168.338501\t-728.785889\t-49.134499\t97.894699\t2732.850098\t132.141907\t0.1983\t0.1983\t1.3477\t1.2804\t18.9317\t9.4658\t0.03\t0.8566\t0.4283\t0.0014\t7.5162\t3.7581\t0.0119\t120.697304\t24.1395\t0.1912\t-0.6444\t-0.1289\t-0.001\t-43.7099\t-8.742\t-0.0692\t2\t5\t1.3281\t1.1018\t0.4\t6.797\t25.309099\t89.517601\t14.4805\t-1.12 |\n",
"| 90.370003\t0\t0\t111.1915\t0\t211.221\t33.80746\t45.44854\t20.5865\t17.23803\t10.32417\t0\t17.44054\t29.65753\t0\t0\t5.682576\t13.56692\t0\t16.92242\t4\t0\t0\t21.75325\t0\t0\t17.74249\t28.63111\t13.56692\t58.28241\t10.28219\t23.50836\t20.92626\t0\t16.78553\t0\t34.85754\t37.73681\t23.86222\t34.8621\t45.29507\t0\t12.50847\t32.89719\t72.59435\t28.08414\t0\t88.15\t-0.499\t0\t0.002\t-0.1\t4\t1.41985\t-1.2469\t211.22226\t6\t3\t0\t0\t9\t2.4\t0\t0\t1156.322266\t66.393501\t192.711899\t238.372604\t0.8084\t0.0192\t0.043\t0.0347\t1.1376\t431.084503\t693.622009\t-0.9549\t0.6618\t8.2805\t5.215\t-9.3275\t-0.1277\t4.5999\t291.432892\t1206.610229\t62.9935\t139.651596\t-578.195312\t-75.4319\t0.676\t2.799\t0.1461\t0.324\t-1.3413\t-0.175\t125.632202\t520.150879\t27.1555\t60.201698\t-249.251007\t-32.517502\t151.781296\t1784.805542\t138.4254\t0.1598\t0.2306\t0.9901\t5.9932\t78.392799\t26.130899\t0.1819\t1.2347\t0.4116\t0.0029\t31.9589\t10.653\t0.0741\t87.928497\t21.9821\t0.204\t-1.8778\t-0.4695\t-0.0044\t-43.457802\t-10.8645\t-0.1008\t3\t4\t1.3981\t1.2166\t0.75\t21.9193\t26.3906\t24.363199\t41.646\t-0.72 |\n",
"| 41.93\t0\t0\t214.9506\t6\t300.378\t63.72721\t100.4118\t29.87286\t0\t10.32417\t0\t8.619013\t16.67198\t36.76471\t0\t0\t0\t0\t12.77505\t3\t0\t1\t5.007512\t0\t0\t0\t16.91704\t13.56692\t50.50932\t0\t16.91927\t18.43958\t10.78195\t87.14946\t0\t70.57274\t18.86841\t10.48686\t3.124314\t47.385\t4.410796\t33.77728\t0\t108.3095\t18.43958\t68.28106\t43.13\t1.201\t0\t0.939\t14.4\t2\t2.16872\t0.9775\t299.372955\t4\t1\t0\t0\t0\t3\t2\t0\t690.755676\t36.4398\t73.597801\t412.414398\t0.1785\t0.0115\t0.0759\t0.0135\t1.1075\t486.012207\t864.412903\t-0.4853\t0.3576\t5.584\t2.6774\t-8.3134\t0.5824\t4.4479\t364.189789\t1016.809875\t43.166199\t121.822304\t-340.125397\t-23.322201\t0.7493\t2.0921\t0.0888\t0.2507\t-0.6998\t-0.048\t177.000702\t494.182007\t20.9793\t59.2071\t-165.305099\t-11.3349\t242.367493\t1356.935303\t66.488403\t0.1281\t0.1738\t3.105\t1.2819\t24.241501\t24.241501\t0.0499\t0.3576\t0.3576\t0\t0007\t8.6692\t8.6692\t0.0178\t49.3563\t12.3391\t0.1016\t-1.3833\t-0.3458\t-0.0028\t-14.8513\t-3.7128\t-0.0306\t1\t4\t0.8429\t0.8429\t0.25\t0\t7.7974\t0\t41.558899\t0.54 |\n",
"| 75.269997\t0\t0\t153.6679\t0\t238.287\t55.45002\t12.79616\t0\t17.23803\t25.89906\t0\t17.44054\t17.40263\t58.45157\t22.30127\t0\t13.56692\t27.40762\t0\t3\t0\t0\t40.70076\t0\t0\t11.36515\t43.3396\t0\t36.0215\t15.34752\t47.72443\t0\t4.410796\t0\t0\t17.64318\t56.60522\t122.615\t71.58665\t0\t40.4323\t0\t0\t74.2484\t15.34752\t98.75282\t75.27\t1.922\t0\t0\t2.1\t5\t1.35334\t2.157\t238.288864\t5\t2\t0\t0\t5\t3\t0\t0\t1050.779541\t44.124199\t158.004898\t305.183105\t0.5177\t0.0187\t0.0548\t0.0284\t1.1282\t463.187988\t782.274719\t-0.8884\t0.7624\t8.6608\t1.9987\t-10.6557\t-0.0057\t5.325\t285.332489\t1235.606201\t46.488499\t177.855499\t-770.187317\t-58.839901\t0.616\t2.6676\t0.1004\t0.384\t-1.6628\t-0.127\t132.162598\t572.317993\t21.5329\t82.380501\t-356.741486\t-27.253901\t107.476997\t2005.793457\t105.3283\t0.1761\t0.2051\t0.7446\t0.751\t42.7271\t21.363501\t0.0922\t0.9471\t0.4736\t0.002\t20.233801\t10.1169\t0.0437\t107.644798\t35.881599\t0.2324\t-1.0851\t-0.3617\t-0.0023\t-39.566299\t-13.1888\t-0.0854\t2\t3\t1.3622\t1.3576\t0.6667\t0\t7.633\t107.644798\t0\t0.2 |\n",
"| 58.200001\t0\t0\t137.8594\t0\t242.343\t68.24618\t13.16662\t31.38451\t17.23803\t25.89906\t0\t0\t17.40263\t64.94434\t0\t0\t0\t27.13384\t0.273782\t2\t0\t0\t27.13384\t0\t0\t11.36515\t70.4502\t0\t36.0215\t10.80209\t47.72443\t0\t4.410796\t0\t0\t0\t56.60522\t145.1701\t47.72443\t0\t40.4323\t0\t0\t56.60522\t10.80209\t145.1701\t90.29\t1.983\t0\t0\t0.6\t4\t1.13833\t2.982\t242.342316\t4\t2\t0\t0\t3\t2.4\t0\t0\t289.72821\t12.9164\t101.395103\t366.565399\t0.2766\t0.0164\t0.0758\t0.021\t1.1333\t467.960388\t788.978882\t-0.7234\t0.5195\t7.6843\t3.3621\t-9.1126\t-1.3362\t3.8882\t269.251587\t1034.507202\t36.2187\t198.708893\t-763.471008\t-66.889603\t0.5754\t2.2107\t0.0774\t0.4246\t-1.6315\t-0.1429\t125.9991\t484.108398\t16.9489\t92.9879\t-357.2742\t-31.301701\t70.542702\t1797.978271\t103.108299\t0.1352\t0.1883\t0\t0.4976\t34.8437\t17.4219\t0.0745\t0.9138\t0.4569\t0.002\t15.92\t7.96\t0.034\t61.174\t30.587\t0.1307\t-0.6721\t-0.3361\t-0.0014\t-20.553301\t-10.2767\t-0.0439\t2\t2\t1.1802\t1.179\t1\t0\t5.3774\t61.174\t0\t-0.18 |\n",
"| 12.03\t1\t0\t187.2186\t12\t222.311\t36.65386\t34.12309\t7.411346\t0\t0\t0\t17.23803\t20.95622\t98.03923\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t0\t0\t12.7423\t18.86841\t0\t141.1455\t3.981969\t33.32602\t0\t18.01075\t0\t16.72427\t0\t160.0139\t0\t33.32602\t16.61\t3.848\t0\t0.851\t9.1\t0\t3.50789\t3.088\t221.304657\t1\t1\t0\t0\t0\t4.2\t0\t0\t0\t0\t29.410999\t412.043488\t0.0714\t0.0095\t0.1433\t0.0102\t1.1145\t441.45459\t741.308716\t-0.5419\t0.295\t4.2132\t1.1341\t-9.2094\t0.2953\t4.7524\t303.935089\t640.266479\t38.4953\t137.519501\t-289.697296\t-22.7223\t0.6885\t1.4504\t0.0872\t0.3115\t-0.6562\t-0.0515\t134.173492\t282.64859\t16.9939\t60.708599\t-127.888199\t-10.0309\t166.415497\t929.963806\t61.217602\t0.14\t0.2572\t2.254\t3.425\t16.0959\t16.0959\t0.0365\t0.295\t0.295\t0\t0007\t4.7483\t4.7483\t0.0108\t13.3151\t13.3151\t0.0302\t-0.5419\t-0.5419\t-0.0012\t-7.2152\t-7.2152\t-0.0163\t1\t1\t0.8369\t0.8369\t1\t0\t13.3151\t0\t0\t1.11 |\n",
"| 41.57\t1\t0\t261.3414\t6\t291.415\t89.59856\t100.9791\t13.19232\t8.619013\t12.94953\t0\t8.619013\t59.31506\t24.50981\t0\t0\t0\t13.56692\t2.640647\t2\t0\t1\t16.07068\t0\t0\t5.682576\t21.40805\t0\t32.13495\t5.258784\t23.86222\t76.245\t3.185575\t0\t0\t70.57274\t75.47363\t57.00902\t26.98653\t10.99989\t18.01075\t8.429003\t0\t164.4859\t81.50378\t33.32602\t42.77\t2.617\t0\t0.986\t10.5\t7\t2.06914\t2.509\t290.408966\t4\t1\t0\t0\t1\t3\t1\t0\t980.151184\t15.2141\t78.128998\t542.668518\t0.144\t0.0118\t0.0935\t0.0135\t1.2505\t620.797424\t1040.114014\t-0.9773\t0.529\t7.3031\t1.3993\t-9.1348\t0.3582\t4.7465\t475.718689\t1737.102539\t53.979\t145.078796\t-529.759583\t-39.620998\t0.7663\t2.7982\t0.087\t0.2337\t-0.8534\t-0.0638\t295.325012\t1078.388794\t33.509998\t90.064598\t-328.873413\t-24.5966\t330.639893\t2266.862305\t93.599998\t0.1449\t0.2676\t1.0605\t1.6844\t13.5208\t13.5208\t0.0218\t0.4446\t0.4446\t0\t0007\t6.0115\t6.0115\t0.0097\t58.3144\t19.438101\t0.0939\t-1.0504\t-0.3501\t-0.0017\t-21.0009\t-7.0003\t-0.0338\t1\t3\t1.4219\t1.4219\t0.3333\t0\t9.4089\t40.066002\t15.1333\t-0.46 |\n",
"| 64.43\t0\t0\t201.0199\t11\t303.293\t48.83101\t73.60896\t34.52316\t6.699551\t0\t12.94953\t14.7085\t55.51239\t0\t0\t0\t17.59121\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t20.12091\t20.92626\t56.4235\t32.89719\t0\t72.47183\t0\t66.72571\t58.72432\t36.76905\t9.121018\t8.69907\t2.756747\t88.15466\t33.93051\t66.22321\t64.43\t1.392\t0\t0\t6.2\t3\t2.05419\t1.091089\t303.295532\t6\t0\t0\t0\t5\t4.7\t3\t0\t1359.713013\t56.5023\t87.052299\t451.605988\t0.1928\t0.0117\t0.0725\t0.014\t1.1883\t538.658325\t907.51593\t-0.7686\t0.5426\t6.314\t2.4453\t-9.8406\t-1.0142\t4.4132\t337.798615\t1066.424316\t40.695801\t200.859695\t-634.111023\t-42.694\t0.6271\t1.9798\t0.0756\t0.3729\t-1.1772\t-0.0793\t181.957993\t574.438293\t21.921101\t108.194702\t-341.569214\t-22.997499\t136.938904\t1700.535278\t83.389801\t0.1719\t0.2435\t0.7866\t0.1439\t0\t0\t0\t0\t0\t0\t0\t0\t0\t85.6269\t21.4067\t0.159\t-1.3984\t-0.3496\t-0.0026\t-30.4137\t-7.6034\t-0.0565\t0\t4\t0\t0\t0\t26.671\t1.4254\t51.679001\t7.277\t-0.29 |\n",
"| 12.03\t0\t0\t259.913\t12\t307.244\t32.23678\t74.93204\t7.411346\t0\t0\t0\t17.23803\t37.6282\t120.4384\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t5.682576\t5.682576\t0\t0\t18.01075\t0\t0\t0\t9.556725\t32.89719\t11.41201\t123.5023\t41.71878\t78.29729\t0\t18.01075\t0\t24.9507\t0\t161.2391\t0\t111.1945\t16.61\t5.462\t0\t0.996\t11.1\t2\t5.14904\t5.347\t306.237732\t1\t1\t1\t0\t0\t4.2\t2\t0\t0\t0\t19.3508\t511.346405\t0.0378\t0.0081\t0.2216\t0.0084\t1.1489\t530.697205\t933.506714\t-0.6105\t0.3062\t4.2891\t4.2459\t-9.4284\t-0.0697\t4.6794\t274.601105\t588.889404\t32.657001\t256.096191\t-549.2052\t-20.7031\t0.5174\t1.1097\t0.0615\t0.4826\t-1.0349\t-0.039\t145.729996\t312.522003\t17.330999\t135.9095\t-291.4617\t-10.9871\t18.5049\t1138.094604\t53.3601\t0.1428\t0.2847\t1.956\t1.6092\t13.6979\t13.6979\t0.0258\t0.3062\t0.3062\t0\t0006\t4.1947\t4.1947\t0.0079\t5.6529\t5.6529\t0.0107\t-0.6105\t-0.6105\t-0.0012\t-3.451\t-3.451\t-0.0065\t1\t1\t0.9167\t0.9167\t1\t0\t5.6529\t0\t0\t1.6 |\n",
"| 72.68\t0\t0\t92.58944\t5\t180.167\t72.06969\t21.23693\t4.265386\t26.50913\t0\t12.94953\t17.44054\t0\t0\t0\t0\t19.2495\t13.70381\t0\t3\t0\t0\t32.81642\t0\t0\t5.682576\t48.28019\t0\t21.13507\t28.77336\t0\t0\t26.61896\t32.89719\t0\t16.78553\t0\t59.08732\t47.72443\t18.68462\t21.13507\t2.756747\t2.32792\t16.78553\t10.08874\t65.79437\t67.23\t-0.801\t0\t0\t1.3\t0\t0.808765\t-0.672225\t180.167404\t6\t1\t0\t0\t8\t3\t2\t0\t977.123474\t41.973\t136.699203\t230.832993\t0.5922\t0.0168\t0.0452\t0.0267\t1.0998\t367.532196\t574.439087\t-0.8519\t0.7099\t6.1722\t4.3073\t-9.2549\t-0.2489\t4.503\t232.128098\t716.374817\t45.759899\t135.404099\t-417.873108\t-52.952702\t0.6316\t1.9491\t0.1245\t0.3684\t-1.137\t-0.1441\t85.314499\t263.290802\t16.818199\t49.7654\t-153.581802\t-19.4618\t96.723999\t1134.247925\t98.712601\t0.23\t0.276\t2.2136\t2.7195\t21.695499\t21.695499\t0.059\t0.4723\t0.4723\t0.0013\t10.2475\t10.2475\t0.0279\t101.028503\t33.676201\t0.2749\t-1.2258\t-0.4086\t-0.0033\t-41.140202\t-13.7134\t-0.1119\t1\t3\t1.3242\t1.3242\t0.3333\t22.913601\t13.9752\t78.114899\t0\t-0.3 |\n",
"| 53.009998\t0\t0\t333.1093\t12\t389.903\t8.936826\t142.715\t73.37297\t0\t0\t0\t17.23803\t24.50981\t115.3663\t0\t0\t0\t0\t29.6376\t1\t2\t2\t29.6376\t27.13384\t0\t0\t14.7085\t0\t48.93197\t1.464008\t34.8621\t134.0504\t6.37115\t0\t3.500607\t158.7887\t3.981969\t39.14864\t83.79408\t0\t0\t13.85373\t0\t158.7887\t135.5144\t39.14864\t58.24\t3.525\t0.999\t0.172\t18.5\t8\t2.57845\t2.0804\t388.89801\t5\t1\t0\t0\t2\t4.7\t1\t0\t1812.204956\t75.8284\t117.151703\t582.320984\t0.2012\t0.01\t0.0596\t0.012\t1.2705\t699.472717\t1214.749756\t-0.5159\t0.4113\t6.977\t2.6831\t-9.4134\t0.0895\t4.7515\t412.939392\t1440.545776\t57.5\t286.533112\t-999.575623\t-54.980701\t0.5904\t2.0595\t0.0822\t0.4096\t-1.429\t-0.0786\t288.839813\t1007.622375\t40.2197\t200.422104\t-699.17572\t-38.4575\t126.406303\t2440.121338\t112.480698\t0.1179\t0.1479\t3.6315\t4.9399\t30.7988\t30.7988\t0.044\t0.4113\t0.4113\t0\t0006\t12.6684\t12.6684\t0.0181\t86.352898\t17.270599\t0.1235\t-2.0063\t-0.4013\t-0.0029\t-37.023998\t-7.4048\t-0.0529\t1\t5\t0.9272\t0.9272\t0.2\t0\t2.4561\t45.591999\t38.304699\t-2.15 |\n",
"| 87.050003\t1\t0\t317.1947\t11\t415.562\t113.6131\t112.5945\t25.91623\t33.98394\t0\t12.94953\t32.9196\t57.72093\t12.2549\t0\t19.89751\t0\t19.38639\t2.640647\t2\t0\t4\t19.2495\t0\t17.04773\t17.04773\t54.75145\t0\t55.93134\t23.94341\t23.86222\t35.67314\t16.83996\t97.35571\t0\t105.0014\t0\t101.2187\t53.27941\t16.78553\t36.0215\t20.02554\t0\t159.543\t42.83102\t131.3399\t85.57\t1.576\t0\t0.961\t15.7\t10\t2.10704\t2.006\t413.545654\t7\t2\t0\t0\t6\t5.3\t0\t0\t3655.939453\t47.006001\t141.573807\t640.062927\t0.2212\t0.0139\t0.0768\t0.017\t1.3243\t781.636719\t1348.421021\t-0.8305\t0.7444\t10.8713\t5.3342\t-8.8191\t-0.2532\t4.283\t528.019104\t2870.132324\t75.719803\t253.617493\t-1378.577759\t-69.126297\t0.6755\t3.672\t0.0969\t0.3245\t-1.7637\t-0.0884\t412.719086\t2243.400635\t59.185398\t198.236694\t-1077.546875\t-54.031601\t274.401611\t4248.709961\t144.8461\t0.1369\t0.1528\t1.0383\t1.1618\t32.440102\t16.2201\t0.0415\t0.8536\t0.4268\t0.0011\t13.8352\t6.9176\t0.0177\t91.752602\t18.3505\t0.1174\t-1.9386\t-0.3877\t-0.0025\t-35.2299\t-7.046\t-0.0451\t2\t5\t1.2593\t1.2315\t0.4\t35.316299\t27.2831\t32.0536\t14.4806\t-1.06 |\n",
"| 64.43\t0\t0\t267.143\t11\t418.291\t79.42532\t35.81515\t25.50231\t6.699551\t0\t12.94953\t14.7085\t141.7803\t12.2549\t0\t0\t5.682576\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t10.99989\t18.43958\t56.4235\t3.055104\t0\t72.47183\t41.71878\t145.9321\t58.72432\t21.80894\t3.055104\t12.68104\t2.756747\t107.4519\t31.44383\t145.9321\t64.43\t3.52\t0\t0\t9.4\t3\t3.23076\t2.873089\t418.298553\t6\t0\t0\t0\t5\t4.7\t3\t0\t1185.140137\t52.009201\t78.221901\t517.655029\t0.1511\t0.0133\t0.101\t0.0153\t1.1623\t595.876892\t1091.551514\t-0.7809\t0.5553\t7.8975\t1.7455\t-9.7901\t-0.8789\t4.4556\t431.842896\t1705.249146\t43.064999\t164.033997\t-647.732727\t-39.686699\t0.7247\t2.8617\t0.0723\t0.2753\t-1.087\t-0.0666\t257.325195\t1016.118591\t25.661501\t97.744003\t-385.968994\t-23.648399\t267.808899\t2352.981934\t82.751801\t0.1406\t0.1978\t0.321\t0.1355\t0\t0\t0\t0\t0\t0\t0\t0\t0\t76.699303\t19.174801\t0.1287\t-1.3694\t-0.3423\t-0.0023\t-25.9517\t-6.4879\t-0.0436\t0\t4\t0\t0\t0\t29.3531\t1.5226\t42.364101\t4.9821\t-0.09 |\n",
"| 19.370001\t0\t0\t239.0821\t12\t266.368\t42.50877\t129.9424\t11.19056\t0\t0\t0\t8.619013\t18.88052\t61.27452\t0\t0\t5.682576\t0\t0\t1\t0\t1\t5.682576\t0\t0\t0\t11.19056\t0\t6.248628\t16.78553\t0\t55.31873\t9.556725\t51.76559\t0\t123.0735\t3.981969\t2.32792\t3.124314\t16.78553\t3.124314\t13.53869\t2.32792\t141.9419\t55.31873\t32.89719\t20.57\t2.504\t0\t0.926\t12.4\t0\t3.11454\t3.318\t265.361084\t3\t0\t0\t0\t2\t4.2\t1\t0\t67.056503\t3.3407\t16.6602\t483.709412\t0.0344\t0.0099\t0.2988\t0.0103\t1.1503\t500.369598\t853.093689\t-0.4496\t0.2488\t4.9779\t1.1187\t-9.0715\t0.1735\t4.6225\t367.910187\t915.706177\t41.601799\t132.459503\t-329.683594\t-20.659201\t0.7353\t1.8301\t0.0831\t0.2647\t-0.6589\t-0.0413\t184.091095\t458.191589\t20.816299\t66.278702\t-164.963593\t-10.3372\t235.450806\t1245.389771\t62.261002\t0.1\t0.1806\t0.1868\t1.1752\t0\t0\t0\t0\t0\t0\t0\t0\t0\t14.9672\t7.4836\t0.0299\t-0.8784\t-0.4392\t-0.0018\t-6.5533\t-3.2766\t-0.0131\t0\t2\t0\t0\t0\t6.506\t10.1542\t0\t0\t0.53 |\n",
"| 12.47\t1\t0\t228.0938\t12\t286.782\t13.05052\t126.2558\t0\t0\t0\t0\t8.619013\t53.4367\t66.34666\t0\t0\t0\t0\t2.503756\t1\t0\t1\t2.503756\t0\t0\t0\t16.91704\t0\t14.1242\t0\t0\t36.87916\t6.37115\t32.89719\t12.3222\t123.5023\t0\t49.6355\t3.124314\t10.99989\t0\t29.1802\t0\t123.5023\t36.87916\t72.04583\t13.67\t3.548\t0\t0.994\t12.3\t0\t3.9119\t4.577\t285.776184\t2\t0\t0\t0\t0\t4.2\t3\t0\t114.223602\t4.626\t22.987\t485.146698\t0.0474\t0.008\t0.1771\t0.0084\t1.1519\t508.133698\t871.226379\t-0.4352\t0.1517\t4.07\t1.8856\t-9.3572\t-0.1823\t4.5875\t284.667999\t579.295227\t32.985401\t223.465698\t-454.74939\t-24.841101\t0.5602\t1.14\t0.0649\t0.4398\t-0.8949\t-0.0489\t144.649399\t294.359406\t16.761\t113.550499\t-231.073502\t-12.6226\t61.202301\t1034.044556\t57.8265\t0.0746\t0.2138\t0.5478\t2.3925\t0\t0\t0\t0\t0\t0\t0\t0\t0\t22.987\t11.4935\t0.0452\t-0.6501\t-0.325\t-0.0013\t-7.4044\t-3.7022\t-0.0146\t0\t2\t0\t0\t0\t0\t11.1883\t0\t11.7987\t1.03 |\n",
"| 83.559998\t1\t0\t303.1771\t12\t443.369\t139.283\t23.53547\t4.265386\t33.98394\t0\t12.94953\t24.30059\t136.151\t12.2549\t0\t0.136891\t0\t25.06896\t0.136891\t3\t0\t3\t24.93207\t0\t17.04773\t17.04773\t42.03021\t0\t52.80703\t40.72894\t23.86222\t18.43958\t11.88465\t43.97749\t0\t104.5726\t37.73681\t112.6061\t40.64775\t33.57106\t39.07661\t15.07022\t0\t180.0462\t25.59745\t112.6061\t80.88\t3.21\t0\t0.058\t16.1\t8\t3.38524\t3.344\t442.36734\t6\t2\t0\t0\t6\t5.8\t1\t0\t2130.390625\t36.551102\t135.300598\t620.408875\t0.2181\t0.0139\t0.0775\t0.0169\t1.3093\t755.709473\t1303.968384\t-0.8283\t0.7451\t10.4824\t4.1937\t-8.8022\t-0.3987\t4.2017\t466.345612\t2444.220459\t69.6586\t289.363708\t-1516.619385\t-63.095699\t0.6171\t3.2343\t0.0922\t0.3829\t-2.0069\t-0.0835\t352.421814\t1847.120728\t52.641701\t218.674896\t-1146.123779\t-47.681999\t176.981903\t3960.839844\t132.754303\t0.1422\t0.158\t1.0778\t1.2017\t32.440102\t16.2201\t0.0429\t0.854\t0.427\t0.0011\t13.8426\t6.9213\t0.0183\t85.479401\t21.3699\t0.1131\t-1.7659\t-0.4415\t-0.0023\t-35.846298\t-8.9616\t-0.0474\t2\t4\t1.2573\t1.2312\t0.5\t53.4258\t17.381001\t32.0536\t0\t-2 |\n",
"| 81.650002\t0\t0\t231.2541\t16\t306.276\t14.46344\t56.24235\t120.0509\t0\t10.32417\t0\t0\t12.2549\t12.2549\t0\t18.84208\t35.18242\t0\t7.76754\t5\t0\t0\t30.20723\t0\t0\t0\t0\t13.56692\t25.38523\t70.45022\t18.24204\t0\t3.185575\t0\t0\t120.0717\t0\t66.79939\t0\t125.7557\t18.24204\t3.185575\t0\t156.9508\t0\t0\t81.65\t-1.124\t0\t0.009\t3.5\t6\t3.40987\t-0.44\t306.276978\t7\t1\t0\t0\t12\t5.3\t2\t0\t2486.154297\t101.876602\t123.839401\t380.464386\t0.3255\t0.0132\t0.0536\t0.0174\t1.1492\t504.303802\t864.450928\t-0.5103\t0.3724\t6.6339\t2.7151\t-10.1095\t-0.6305\t4.7395\t281.387787\t933.347717\t48.1936\t222.915894\t-739.399719\t-57.526901\t0.558\t1.8508\t0.0956\t0.442\t-1.4662\t-0.1141\t141.904999\t470.690796\t24.304199\t112.417397\t-372.881989\t-29.011101\t58.471901\t1672.747314\t105.720497\t0.1123\t0.1539\t0.4755\t5.3106\t4.2349\t4.2349\t0.0084\t0.3724\t0.3724\t0\t0007\t1.5772\t1.5772\t0.0031\t116.381104\t23.276199\t0.2308\t-1.8653\t-0.3731\t-0.0037\t-46.640099\t-9.328\t-0.0925\t1\t5\t0.8783\t0.8783\t0.2\t105.208702\t3.2233\t0\t11.1725\t-0.22 |\n",
"| 32.700001\t1\t0\t233.692\t6\t250.362\t51.28292\t109.5099\t13.19232\t0\t10.32417\t0\t8.619013\t59.31506\t24.50981\t0\t0\t0\t0\t10.2713\t2\t0\t1\t2.503756\t0\t0\t0\t8.458519\t13.56692\t39.50943\t0\t0\t78.73167\t3.185575\t0\t0\t70.57274\t75.47363\t23.68301\t3.124314\t36.38511\t0\t8.429003\t0\t164.4859\t78.73167\t0\t33.9\t2.67\t0\t0.986\t7.6\t7\t2.06872\t2.609\t249.356064\t3\t1\t0\t0\t0\t2.4\t1\t0\t744.301086\t16.9512\t82.820396\t460.201813\t0.18\t0.0093\t0.0612\t0.011\t1.2036\t543.022217\t901.159973\t-0.5117\t0.36\t5.0649\t2.9432\t-9.0953\t0.3845\t4.7399\t424.847992\t1075.908569\t47.109299\t118.174202\t-299.270691\t-31.3976\t0.7824\t1.9813\t0.0868\t0.2176\t-0.5511\t-0.0578\t230.701904\t584.242188\t25.5814\t64.171204\t-162.510605\t-17.049601\t306.673798\t1375.179321\t78.506897\t0.1422\t0.2021\t4.2664\t6.9831\t30.0126\t30.0126\t0.0553\t0.36\t0.36\t0\t0007\t10.8044\t10.8044\t0.0199\t52.8078\t17.6026\t0.0972\t-1.1561\t-0.3854\t-0.0021\t-22.565399\t-7.5218\t-0.0416\t1\t3\t0.8717\t0.8717\t0.3333\t0\t3.115\t0\t49.692799\t-0.02 |\n",
"| 3.24\t0\t0\t343.2429\t10\t292.446\t40.59702\t104.6772\t13.19232\t0\t0\t0\t8.619013\t85.16992\t117.4013\t0\t0\t0\t0\t0\t0\t0\t1\t0\t0\t0\t0\t0\t0\t3.124314\t0\t0\t52.50072\t3.185575\t32.89719\t0\t163.9346\t0\t118.4176\t3.124314\t0\t0\t37.24672\t5.145929\t177.2282\t18.43958\t132.8752\t4.44\t5.892\t0\t0.54\t7.3\t6\t4.98373\t5.96\t291.440094\t1\t0\t1\t0\t0\t4.7\t0\t0\t0\t0\t4.6658\t623.476318\t0.0075\t0.0081\t1.0935\t0.0082\t1.2396\t628.142212\t1072.641113\t-0.3993\t0.1443\t5.1021\t0.4893\t-8.7193\t-0.3624\t4.1784\t443.861786\t1132.322144\t45.535702\t184.280304\t-470.112701\t-24.7229\t0.7066\t1.8027\t0.0725\t0.2934\t-0.7484\t-0.0394\t278.808289\t711.259277\t28.6029\t115.754204\t-295.297607\t-15.5295\t259.581512\t1602.434814\t70.258598\t0.0566\t0.1565\t1.1484\t0.7303\t0\t0\t0\t0\t0\t0\t0\t0\t0\t4.6658\t4.6658\t0.0074\t-0.3993\t-0.3993\t-0\t0006\t-1.8631\t-1.8631\t-0.003\t0\t1\t0\t0\t0\t0\t4.6658\t0\t0\t0.08 |\n",
"| 32.34\t1\t0\t234.792\t6\t261.389\t75.11627\t86.66676\t0\t8.619013\t12.94953\t0\t8.619013\t34.07461\t62.00516\t0\t0\t0\t13.56692\t0.136891\t1\t0\t1\t13.56692\t0\t0\t5.682576\t19.64908\t0\t3.124314\t23.26954\t23.86222\t55.31873\t6.37115\t37.73681\t0\t52.92955\t37.73681\t69.40878\t26.98653\t0\t0\t6.37115\t20.7675\t128.4032\t60.57752\t66.65203\t33.54\t3.022\t0\t0.996\t8.6\t7\t2.63374\t2.796\t260.382477\t3\t1\t0\t0\t1\t3\t1\t0\t419.758911\t8.415\t93.7071\t452.703796\t0.207\t0.0122\t0.071\t0.0147\t1.1849\t546.410889\t931.184021\t-0.7972\t0.5045\t6.6576\t4.1372\t-9.0778\t0.1036\t4.5907\t382.317291\t1272.658813\t48.955502\t164.093597\t-546.235474\t-44.862301\t0.6997\t2.3291\t0.0896\t0.3003\t-0.9997\t-0.0821\t208.902298\t695.394714\t26.7498\t89.662498\t-298.468994\t-24.513201\t218.223602\t1818.894287\t93.817802\t0.1516\t0.2395\t1.296\t2.659\t23.172001\t23.172001\t0.0424\t0.4304\t0.4304\t0\t0008\t9.9733\t9.9733\t0.0183\t59.4328\t29.7164\t0.1088\t-0.786\t-0.393\t-0.0014\t-22.2111\t-11.1055\t-0.0406\t1\t2\t1.2276\t1.2276\t0.5\t0\t16.1765\t54.358601\t0\t0.25 |\n",
"| 37.299999\t0\t0\t124.2594\t0\t143.206\t63.98079\t14.7085\t0\t0\t0\t0\t0\t17.40263\t54.89798\t0\t0\t0\t0\t27.13384\t0\t2\t0\t27.13384\t27.13384\t0\t0\t14.7085\t0\t42.68334\t1.464008\t23.86222\t0\t4.410796\t0\t0\t0\t75.47363\t66.65203\t66.54556\t0\t4.410796\t0\t0\t75.47363\t1.464008\t66.65203\t40.13\t2.655\t0.993\t0\t-3.7\t5\t2.06006\t2.76\t144.215515\t2\t1\t0\t0\t2\t1\t0\t0\t101.756401\t20.836399\t76.845001\t292.736603\t0.2625\t0.0114\t0.0548\t0.0144\t1.0907\t369.581604\t586.542786\t-0.5075\t0.4057\t4.2108\t1.6055\t-10.9038\t1.3095\t6.1066\t287.303802\t604.887817\t34.138599\t82.277802\t-173.227203\t-27.9695\t0.7774\t1.6367\t0.0924\t0.2226\t-0.4687\t-0.0757\t106.182198\t223.555405\t12.617\t30.4084\t-64.021599\t-10.337\t205.026001\t778.115112\t62.108101\t0.1927\t0.2411\t0.8575\t3.8435\t30.798901\t30.798901\t0.0833\t0.4007\t0.4007\t0.0011\t12.3418\t12.3418\t0.0334\t46.046101\t23.023001\t0.1246\t-0.9271\t-0.4636\t-0.0025\t-20.7234\t-10.3617\t-0.0561\t1\t2\t0.9082\t0.9082\t0.5\t0\t0\t30.1014\t15.9446\t-0.84 |\n",
"| 64.43\t0\t0\t224.7531\t10\t319.385\t74.42332\t43.65297\t29.68691\t6.699551\t0\t12.94953\t14.7085\t82.7289\t19.76062\t0\t0\t5.682576\t27.13384\t2.503756\t4\t0\t0\t35.32018\t0\t0\t0\t47.75668\t0\t0\t34.81318\t10.99989\t0\t54.59633\t32.89719\t0\t53.00147\t0\t149.6953\t58.72432\t21.80894\t0\t6.871896\t2.756747\t68.6843\t13.00425\t164.1529\t64.43\t1.601\t0\t0\t6.2\t3\t1.66069\t1.363974\t319.38504\t6\t0\t0\t0\t5\t4.7\t2\t0\t1208.283691\t43.163502\t73.617104\t482.033386\t0.1527\t0.0128\t0.0969\t0.0148\t1.1808\t555.650513\t959.843323\t-0.7684\t0.5861\t7.1343\t2.9307\t-9.6458\t-1.2067\t4.2195\t407.3591\t1453.102295\t47.5798\t148.291397\t-528.974487\t-38.4762\t0.7331\t2.6151\t0.0856\t0.2669\t-0.952\t-0.0692\t226.349304\t807.417114\t26.4377\t82.398201\t-293.924896\t-21.379299\t259.067688\t1982.076782\t86.056\t0.1643\t0.2154\t0.9243\t0.1331\t0\t0\t0\t0\t0\t0\t0\t0\t0\t71.591003\t17.897699\t0.1288\t-1.4\t-0.35\t-0.0025\t-24.5756\t-6.1439\t-0.0442\t0\t4\t0\t0\t0\t26.6654\t2.0261\t40.455898\t4.4697\t-0.25 |\n",
"\n"
],
"text/plain": [
" tpsa.nbasic.negative.vsa_hyd.a_aro.weight.peoe_vsa.0.peoe_vsa.1.peoe_vsa.2.peoe_vsa.3.peoe_vsa.4.peoe_vsa.5.peoe_vsa.6.peoe_vsa.0.1.peoe_vsa.1.1.peoe_vsa.2.1.peoe_vsa.3.1.peoe_vsa.4.1.peoe_vsa.5.1.peoe_vsa.6.1.a_acc.a_acid.a_base.vsa_acc.vsa_acid.vsa_base.vsa_don.vsa_other.vsa_pol.slogp_vsa0.slogp_vsa1.slogp_vsa2.slogp_vsa3.slogp_vsa4.slogp_vsa5.slogp_vsa6.slogp_vsa7.slogp_vsa8.slogp_vsa9.smr_vsa0.smr_vsa1.smr_vsa2.smr_vsa3.smr_vsa4.smr_vsa5.smr_vsa6.smr_vsa7.tpsa.1.logp.o.w..frac.anion7..frac.cation7..andrewbind.rotatablebonds.mlogp.clogp.mw.nocount.hbdnr.rule.of.5violations.alert.prx.ub.pol.inthb.adistm.adistd.polar_area.nonpolar_area.psa_npsa.tcsa.tcpa.tcnp.ovality.surface_area.volume.most_negative_charge.most_positive_charge.sum_absolute_charge.dipole_moment.homo.lumo.hardness.ppsa1.ppsa2.ppsa3.pnsa1.pnsa2.pnsa3.fpsa1.fpsa2.fpsa3.fnsa1.fnsa2.fnsa3.wpsa1.wpsa2.wpsa3.wnsa1.wnsa2.wnsa3.dpsa1.dpsa2.dpsa3.rpcg.rncg.wpcs.wncs.sadh1.sadh2.sadh3.chdh1.chdh2.chdh3.scdh1.scdh2.scdh3.saaa1.saaa2.saaa3.chaa1.chaa2.chaa3.scaa1.scaa2.scaa3.ctdh.ctaa.mchg.achg.rdta.n_sp2.n_sp3.o_sp2.o_sp3.logBBB \n",
"1 12.03\\t1\\t0\\t167.067\\t0\\t156.293\\t76.94749\\t43.44619\\t0\\t0\\t0\\t0\\t17.23803\\t18.74768\\t43.50657\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t1\\t0\\t0\\t5.682576\\t5.682576\\t0\\t0\\t18.01075\\t0\\t3.981969\\t0\\t4.410796\\t32.89719\\t0\\t0\\t113.2104\\t33.32602\\t0\\t18.01075\\t4.410796\\t3.981969\\t0\\t113.2104\\t0\\t66.22321\\t16.61\\t2.948\\t0\\t0.999\\t3.4\\t3\\t2.50245\\t2.97\\t155.285568\\t1\\t1\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t21.124201\\t379.07019\\t0.0557\\t0.0097\\t0.1842\\t0.0103\\t1.096\\t400.194397\\t656.065002\\t-0.6174\\t0.3068\\t3.8918\\t1.1898\\t-9.6672\\t3.4038\\t6.5355\\t349.139008\\t679.383179\\t30.970501\\t51.055401\\t-99.347702\\t-10.4876\\t0.8724\\t1.6976\\t0.0774\\t0.1276\\t-0.2482\\t-0.0262\\t139.723495\\t271.885406\\t12.3942\\t20.4321\\t-39.7584\\t-4.1971\\t298.083588\\t778.731018\\t41.458\\t0.1577\\t0.3173\\t2.3805\\t1.9117\\t15.0988\\t15.0988\\t0.0377\\t0.3068\\t0.3068\\t0\\t0008\\t4.6321\\t4.6321\\t0.0116\\t6.0255\\t6.0255\\t0.0151\\t-0.6174\\t-0.6174\\t-0.0015\\t-3.7199\\t-3.7199\\t-0.0093\\t1\\t1\\t0.9241\\t0.9241\\t1\\t0\\t6.0255\\t0\\t0\\t1.08 \n",
"2 49.330002\\t0\\t0\\t92.64243\\t6\\t151.165\\t38.24339\\t25.52006\\t0\\t8.619013\\t23.2737\\t0\\t0\\t49.01962\\t0\\t0\\t0\\t0\\t13.56692\\t7.904431\\t2\\t0\\t0\\t13.56692\\t0\\t0\\t5.682576\\t28.1076\\t13.56692\\t25.38523\\t23.26954\\t23.86222\\t0\\t0\\t0\\t0\\t70.57274\\t0\\t41.32619\\t23.86222\\t25.38523\\t0\\t5.243428\\t20.7675\\t70.57274\\t5.258784\\t33.32602\\t49.33\\t0.889\\t0.001\\t0\\t-3.3\\t2\\t1.05973\\t0.494\\t151.166428\\t3\\t2\\t0\\t0\\t1\\t3\\t2\\t0\\t395.375702\\t10.8921\\t117.408096\\t247.537094\\t0.4743\\t0.0134\\t0.0417\\t0.0198\\t1.1173\\t364.945312\\t555.096924\\t-0.8397\\t0.4967\\t4.8925\\t4.2109\\t-8.9618\\t0.1942\\t4.578\\t223.130997\\t545.832825\\t42.303001\\t141.814301\\t-346.912292\\t-44.0368\\t0.6114\\t1.4957\\t0.1159\\t0.3886\\t-0.9506\\t-0.1207\\t81.430603\\t199.199097\\t15.4383\\t51.754398\\t-126.603996\\t-16.070999\\t81.316704\\t892.745117\\t86.339798\\t0.203\\t0.3433\\t1.3116\\t2.2546\\t45.216301\\t22.6082\\t0.1239\\t0.796\\t0.398\\t0.0022\\t17.619499\\t8.8098\\t0.0483\\t65.623596\\t32.811798\\t0.1798\\t-0.8371\\t-0.4185\\t-0.0023\\t-27.514299\\t-13.7571\\t-0.0754\\t2\\t2\\t1.2685\\t1.042\\t1\\t0\\t6.5681\\t32.010201\\t33.613499\\t-0.4 \n",
"3 50.529999\\t1\\t0\\t295.167\\t15\\t366.485\\t58.05473\\t124.7402\\t21.65084\\t8.619013\\t17.44054\\t0\\t8.619013\\t83.82487\\t49.01962\\t0\\t0\\t5.682576\\t2.503756\\t2.640647\\t2\\t0\\t1\\t8.186332\\t0\\t0\\t5.682576\\t43.56089\\t0\\t14.1242\\t34.79628\\t0\\t76.245\\t3.185575\\t9.507346\\t0\\t148.1258\\t75.47363\\t28.27417\\t12.63166\\t27.78542\\t0\\t8.429003\\t29.58226\\t235.0587\\t76.245\\t0\\t51.73\\t4.439\\t0\\t0.986\\t12.8\\t8\\t4.66091\\t5.136999\\t365.479401\\t5\\t1\\t1\\t0\\t6\\t5.3\\t3\\t0\\t1364.551392\\t25.6784\\t82.094299\\t637.724182\\t0.1287\\t0.0111\\t0.0972\\t0.0125\\t1.3005\\t719.818481\\t1224.455322\\t-0.8012\\t0.5414\\t7.9796\\t3.5234\\t-8.6271\\t0.0589\\t4.343\\t517.821777\\t2066.018555\\t63.950298\\t201.996704\\t-805.931091\\t-43.758701\\t0.7194\\t2.8702\\t0.0888\\t0.2806\\t-1.1196\\t-0.0608\\t372.737701\\t1487.158325\\t46.0326\\t145.401001\\t-580.124084\\t-31.498301\\t315.825104\\t2871.949707\\t107.7089\\t0.1357\\t0.2008\\t1.1351\\t1.5725\\t16.7192\\t16.7192\\t0.0232\\t0.455\\t0.455\\t0\\t0006\\t7.6077\\t7.6077\\t0.0106\\t57.543999\\t14.386\\t0.0799\\t-1.3671\\t-0.3418\\t-0.0019\\t-21.789801\\t-5.4475\\t-0.0303\\t1\\t4\\t1.2562\\t1.2562\\t0.25\\t26.973301\\t10.8567\\t0\\t27.545099\\t0.22 \n",
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"... ... \n",
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"206 3.24\\t0\\t0\\t343.2429\\t10\\t292.446\\t40.59702\\t104.6772\\t13.19232\\t0\\t0\\t0\\t8.619013\\t85.16992\\t117.4013\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t1\\t0\\t0\\t0\\t0\\t0\\t0\\t3.124314\\t0\\t0\\t52.50072\\t3.185575\\t32.89719\\t0\\t163.9346\\t0\\t118.4176\\t3.124314\\t0\\t0\\t37.24672\\t5.145929\\t177.2282\\t18.43958\\t132.8752\\t4.44\\t5.892\\t0\\t0.54\\t7.3\\t6\\t4.98373\\t5.96\\t291.440094\\t1\\t0\\t1\\t0\\t0\\t4.7\\t0\\t0\\t0\\t0\\t4.6658\\t623.476318\\t0.0075\\t0.0081\\t1.0935\\t0.0082\\t1.2396\\t628.142212\\t1072.641113\\t-0.3993\\t0.1443\\t5.1021\\t0.4893\\t-8.7193\\t-0.3624\\t4.1784\\t443.861786\\t1132.322144\\t45.535702\\t184.280304\\t-470.112701\\t-24.7229\\t0.7066\\t1.8027\\t0.0725\\t0.2934\\t-0.7484\\t-0.0394\\t278.808289\\t711.259277\\t28.6029\\t115.754204\\t-295.297607\\t-15.5295\\t259.581512\\t1602.434814\\t70.258598\\t0.0566\\t0.1565\\t1.1484\\t0.7303\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t4.6658\\t4.6658\\t0.0074\\t-0.3993\\t-0.3993\\t-0\\t0006\\t-1.8631\\t-1.8631\\t-0.003\\t0\\t1\\t0\\t0\\t0\\t0\\t4.6658\\t0\\t0\\t0.08 \n",
"207 32.34\\t1\\t0\\t234.792\\t6\\t261.389\\t75.11627\\t86.66676\\t0\\t8.619013\\t12.94953\\t0\\t8.619013\\t34.07461\\t62.00516\\t0\\t0\\t0\\t13.56692\\t0.136891\\t1\\t0\\t1\\t13.56692\\t0\\t0\\t5.682576\\t19.64908\\t0\\t3.124314\\t23.26954\\t23.86222\\t55.31873\\t6.37115\\t37.73681\\t0\\t52.92955\\t37.73681\\t69.40878\\t26.98653\\t0\\t0\\t6.37115\\t20.7675\\t128.4032\\t60.57752\\t66.65203\\t33.54\\t3.022\\t0\\t0.996\\t8.6\\t7\\t2.63374\\t2.796\\t260.382477\\t3\\t1\\t0\\t0\\t1\\t3\\t1\\t0\\t419.758911\\t8.415\\t93.7071\\t452.703796\\t0.207\\t0.0122\\t0.071\\t0.0147\\t1.1849\\t546.410889\\t931.184021\\t-0.7972\\t0.5045\\t6.6576\\t4.1372\\t-9.0778\\t0.1036\\t4.5907\\t382.317291\\t1272.658813\\t48.955502\\t164.093597\\t-546.235474\\t-44.862301\\t0.6997\\t2.3291\\t0.0896\\t0.3003\\t-0.9997\\t-0.0821\\t208.902298\\t695.394714\\t26.7498\\t89.662498\\t-298.468994\\t-24.513201\\t218.223602\\t1818.894287\\t93.817802\\t0.1516\\t0.2395\\t1.296\\t2.659\\t23.172001\\t23.172001\\t0.0424\\t0.4304\\t0.4304\\t0\\t0008\\t9.9733\\t9.9733\\t0.0183\\t59.4328\\t29.7164\\t0.1088\\t-0.786\\t-0.393\\t-0.0014\\t-22.2111\\t-11.1055\\t-0.0406\\t1\\t2\\t1.2276\\t1.2276\\t0.5\\t0\\t16.1765\\t54.358601\\t0\\t0.25 \n",
"208 37.299999\\t0\\t0\\t124.2594\\t0\\t143.206\\t63.98079\\t14.7085\\t0\\t0\\t0\\t0\\t0\\t17.40263\\t54.89798\\t0\\t0\\t0\\t0\\t27.13384\\t0\\t2\\t0\\t27.13384\\t27.13384\\t0\\t0\\t14.7085\\t0\\t42.68334\\t1.464008\\t23.86222\\t0\\t4.410796\\t0\\t0\\t0\\t75.47363\\t66.65203\\t66.54556\\t0\\t4.410796\\t0\\t0\\t75.47363\\t1.464008\\t66.65203\\t40.13\\t2.655\\t0.993\\t0\\t-3.7\\t5\\t2.06006\\t2.76\\t144.215515\\t2\\t1\\t0\\t0\\t2\\t1\\t0\\t0\\t101.756401\\t20.836399\\t76.845001\\t292.736603\\t0.2625\\t0.0114\\t0.0548\\t0.0144\\t1.0907\\t369.581604\\t586.542786\\t-0.5075\\t0.4057\\t4.2108\\t1.6055\\t-10.9038\\t1.3095\\t6.1066\\t287.303802\\t604.887817\\t34.138599\\t82.277802\\t-173.227203\\t-27.9695\\t0.7774\\t1.6367\\t0.0924\\t0.2226\\t-0.4687\\t-0.0757\\t106.182198\\t223.555405\\t12.617\\t30.4084\\t-64.021599\\t-10.337\\t205.026001\\t778.115112\\t62.108101\\t0.1927\\t0.2411\\t0.8575\\t3.8435\\t30.798901\\t30.798901\\t0.0833\\t0.4007\\t0.4007\\t0.0011\\t12.3418\\t12.3418\\t0.0334\\t46.046101\\t23.023001\\t0.1246\\t-0.9271\\t-0.4636\\t-0.0025\\t-20.7234\\t-10.3617\\t-0.0561\\t1\\t2\\t0.9082\\t0.9082\\t0.5\\t0\\t0\\t30.1014\\t15.9446\\t-0.84 \n",
"209 64.43\\t0\\t0\\t224.7531\\t10\\t319.385\\t74.42332\\t43.65297\\t29.68691\\t6.699551\\t0\\t12.94953\\t14.7085\\t82.7289\\t19.76062\\t0\\t0\\t5.682576\\t27.13384\\t2.503756\\t4\\t0\\t0\\t35.32018\\t0\\t0\\t0\\t47.75668\\t0\\t0\\t34.81318\\t10.99989\\t0\\t54.59633\\t32.89719\\t0\\t53.00147\\t0\\t149.6953\\t58.72432\\t21.80894\\t0\\t6.871896\\t2.756747\\t68.6843\\t13.00425\\t164.1529\\t64.43\\t1.601\\t0\\t0\\t6.2\\t3\\t1.66069\\t1.363974\\t319.38504\\t6\\t0\\t0\\t0\\t5\\t4.7\\t2\\t0\\t1208.283691\\t43.163502\\t73.617104\\t482.033386\\t0.1527\\t0.0128\\t0.0969\\t0.0148\\t1.1808\\t555.650513\\t959.843323\\t-0.7684\\t0.5861\\t7.1343\\t2.9307\\t-9.6458\\t-1.2067\\t4.2195\\t407.3591\\t1453.102295\\t47.5798\\t148.291397\\t-528.974487\\t-38.4762\\t0.7331\\t2.6151\\t0.0856\\t0.2669\\t-0.952\\t-0.0692\\t226.349304\\t807.417114\\t26.4377\\t82.398201\\t-293.924896\\t-21.379299\\t259.067688\\t1982.076782\\t86.056\\t0.1643\\t0.2154\\t0.9243\\t0.1331\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t0\\t71.591003\\t17.897699\\t0.1288\\t-1.4\\t-0.35\\t-0.0025\\t-24.5756\\t-6.1439\\t-0.0442\\t0\\t4\\t0\\t0\\t0\\t26.6654\\t2.0261\\t40.455898\\t4.4697\\t-0.25 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Let's print our data - something is definitle not right\n",
"data_bad"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>209</li>\n",
"\t<li>1</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 209\n",
"\\item 1\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 209\n",
"2. 1\n",
"\n",
"\n"
],
"text/plain": [
"[1] 209 1"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##What are dimensions of our variable\n",
"dim(data_bad)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"##What?? How to correct the error\n",
"data_correct<-read.csv(\"BBB_raw_data_tabSep.txt\", sep=\"\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>tpsa</th><th scope=col>nbasic</th><th scope=col>negative</th><th scope=col>vsa_hyd</th><th scope=col>a_aro</th><th scope=col>weight</th><th scope=col>peoe_vsa.0</th><th scope=col>peoe_vsa.1</th><th scope=col>peoe_vsa.2</th><th scope=col>peoe_vsa.3</th><th scope=col>...</th><th scope=col>ctdh</th><th scope=col>ctaa</th><th scope=col>mchg</th><th scope=col>achg</th><th scope=col>rdta</th><th scope=col>n_sp2</th><th scope=col>n_sp3</th><th scope=col>o_sp2</th><th scope=col>o_sp3</th><th scope=col>logBBB</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td> 12.03 </td><td>1 </td><td>0 </td><td>167.06700 </td><td> 0 </td><td>156.293 </td><td> 76.947490</td><td> 43.44619 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.9241 </td><td>0.9241 </td><td>1.0000 </td><td> 0.0000 </td><td> 6.0255 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.08 </td></tr>\n",
"\t<tr><td> 49.33 </td><td>0 </td><td>0 </td><td> 92.64243 </td><td> 6 </td><td>151.165 </td><td> 38.243390</td><td> 25.52006 </td><td> 0.000000 </td><td> 8.619013 </td><td>... </td><td>2 </td><td>2 </td><td>1.2685 </td><td>1.0420 </td><td>1.0000 </td><td> 0.0000 </td><td> 6.5681 </td><td>32.0102 </td><td>33.6135 </td><td>-0.40 </td></tr>\n",
"\t<tr><td> 50.53 </td><td>1 </td><td>0 </td><td>295.16700 </td><td>15 </td><td>366.485 </td><td> 58.054730</td><td>124.74020 </td><td>21.650840 </td><td> 8.619013 </td><td>... </td><td>1 </td><td>4 </td><td>1.2562 </td><td>1.2562 </td><td>0.2500 </td><td>26.9733 </td><td>10.8567 </td><td> 0.0000 </td><td>27.5451 </td><td> 0.22 </td></tr>\n",
"\t<tr><td> 37.39 </td><td>0 </td><td>0 </td><td>319.11220 </td><td>15 </td><td>382.552 </td><td> 62.239330</td><td>124.74020 </td><td>13.192320 </td><td>21.785640 </td><td>... </td><td>1 </td><td>3 </td><td>1.1962 </td><td>1.1962 </td><td>0.3333 </td><td>21.7065 </td><td>11.0017 </td><td> 0.0000 </td><td>15.1316 </td><td> 0.14 </td></tr>\n",
"\t<tr><td> 37.39 </td><td>1 </td><td>0 </td><td>299.65800 </td><td>12 </td><td>326.464 </td><td> 74.800640</td><td>118.04060 </td><td>33.001900 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>3 </td><td>1.2934 </td><td>1.2934 </td><td>0.3333 </td><td>24.2061 </td><td>10.8109 </td><td> 0.0000 </td><td>15.1333 </td><td> 0.69 </td></tr>\n",
"\t<tr><td> 37.39 </td><td>1 </td><td>0 </td><td>289.77770 </td><td>11 </td><td>332.492 </td><td> 74.800640</td><td>109.50990 </td><td>13.192320 </td><td>21.785640 </td><td>... </td><td>1 </td><td>3 </td><td>1.2021 </td><td>1.2021 </td><td>0.3333 </td><td>25.5529 </td><td>11.1218 </td><td> 0.0000 </td><td>15.1333 </td><td> 0.44 </td></tr>\n",
"\t<tr><td> 52.57 </td><td>1 </td><td>0 </td><td>218.98350 </td><td> 6 </td><td>277.388 </td><td> 68.416720</td><td> 97.55945 </td><td> 0.000000 </td><td> 8.619013 </td><td>... </td><td>2 </td><td>3 </td><td>1.2173 </td><td>1.0155 </td><td>0.6667 </td><td> 0.0000 </td><td>11.1189 </td><td>54.3645 </td><td>29.7291 </td><td>-0.43 </td></tr>\n",
"\t<tr><td> 40.54 </td><td>1 </td><td>0 </td><td>321.82410 </td><td>12 </td><td>421.330 </td><td> 73.389090</td><td> 99.29238 </td><td> 9.020845 </td><td> 8.458519 </td><td>... </td><td>1 </td><td>3 </td><td>0.8619 </td><td>0.8619 </td><td>0.3333 </td><td> 0.0000 </td><td> 4.4417 </td><td>30.6103 </td><td>18.8192 </td><td> 1.38 </td></tr>\n",
"\t<tr><td> 15.27 </td><td>1 </td><td>0 </td><td>304.65160 </td><td>12 </td><td>357.566 </td><td> 98.598770</td><td> 72.39125 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.9339 </td><td>0.9339 </td><td>1.0000 </td><td> 0.0000 </td><td> 6.7721 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.75 </td></tr>\n",
"\t<tr><td> 32.78 </td><td>1 </td><td>0 </td><td>252.95690 </td><td> 6 </td><td>251.350 </td><td> 85.558800</td><td> 97.58976 </td><td> 7.411346 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>3 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 4.3804 </td><td>23.1112 </td><td> 3.9461 </td><td> 0.88 </td></tr>\n",
"\t<tr><td> 64.16 </td><td>0 </td><td>0 </td><td>280.43800 </td><td> 9 </td><td>412.509 </td><td>149.284300</td><td> 95.57485 </td><td>17.479360 </td><td> 6.699551 </td><td>... </td><td>0 </td><td>5 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td>36.5567 </td><td> 5.5680 </td><td>24.2643 </td><td>27.6182 </td><td> 0.98 </td></tr>\n",
"\t<tr><td> 26.79 </td><td>1 </td><td>0 </td><td>373.52830 </td><td>12 </td><td>411.614 </td><td> 88.091940</td><td>135.13780 </td><td>52.769300 </td><td> 8.458519 </td><td>... </td><td>0 </td><td>3 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td>13.6002 </td><td>17.6591 </td><td> 0.0000 </td><td> 0.83 </td></tr>\n",
"\t<tr><td> 41.46 </td><td>0 </td><td>0 </td><td>185.28620 </td><td>12 </td><td>270.719 </td><td> 8.936826</td><td> 56.05296 </td><td>13.192320 </td><td> 8.619013 </td><td>... </td><td>1 </td><td>2 </td><td>1.2421 </td><td>1.2421 </td><td>0.5000 </td><td>11.9628 </td><td> 5.7656 </td><td>49.6203 </td><td> 0.0000 </td><td> 0.61 </td></tr>\n",
"\t<tr><td> 83.72 </td><td>0 </td><td>0 </td><td>121.92400 </td><td>11 </td><td>204.237 </td><td> 44.546770</td><td> 12.79616 </td><td>11.190560 </td><td>37.047600 </td><td>... </td><td>3 </td><td>3 </td><td>1.4549 </td><td>1.2958 </td><td>1.0000 </td><td>68.9601 </td><td>39.2666 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.17 </td></tr>\n",
"\t<tr><td> 83.85 </td><td>0 </td><td>0 </td><td>209.53080 </td><td>11 </td><td>357.232 </td><td>129.131900</td><td> 28.02648 </td><td> 8.619013 </td><td>19.809580 </td><td>... </td><td>2 </td><td>4 </td><td>1.3271 </td><td>1.1014 </td><td>0.5000 </td><td>25.6341 </td><td>15.4070 </td><td>89.5176 </td><td> 0.0000 </td><td>-0.67 </td></tr>\n",
"\t<tr><td> 83.85 </td><td>0 </td><td>0 </td><td>179.46220 </td><td>11 </td><td>278.336 </td><td>126.879700</td><td> 32.29187 </td><td> 8.619013 </td><td>19.809580 </td><td>... </td><td>2 </td><td>4 </td><td>1.3275 </td><td>1.1016 </td><td>0.5000 </td><td>25.6357 </td><td>15.4070 </td><td>89.5176 </td><td> 0.0000 </td><td>-0.66 </td></tr>\n",
"\t<tr><td> 83.85 </td><td>0 </td><td>0 </td><td>262.92180 </td><td>17 </td><td>368.461 </td><td>131.856900</td><td> 51.56195 </td><td> 8.619013 </td><td>19.809580 </td><td>... </td><td>2 </td><td>4 </td><td>1.3370 </td><td>1.0947 </td><td>0.5000 </td><td>18.8411 </td><td>14.6764 </td><td>78.7703 </td><td> 0.0000 </td><td>-0.12 </td></tr>\n",
"\t<tr><td> 87.34 </td><td>1 </td><td>0 </td><td>314.91220 </td><td>16 </td><td>415.538 </td><td>115.110900</td><td>125.39060 </td><td>30.269860 </td><td>19.809580 </td><td>... </td><td>2 </td><td>5 </td><td>1.3375 </td><td>1.0949 </td><td>0.4000 </td><td> 0.0000 </td><td>23.3469 </td><td>78.7737 </td><td> 7.4357 </td><td>-0.73 </td></tr>\n",
"\t<tr><td> 87.34 </td><td>1 </td><td>0 </td><td>221.26590 </td><td>16 </td><td>327.364 </td><td> 58.902470</td><td>123.18210 </td><td>21.650840 </td><td>28.428590 </td><td>... </td><td>2 </td><td>5 </td><td>1.0930 </td><td>0.9701 </td><td>0.4000 </td><td> 7.1296 </td><td>20.6095 </td><td>93.0297 </td><td> 4.9073 </td><td>-0.27 </td></tr>\n",
"\t<tr><td> 87.09 </td><td>1 </td><td>0 </td><td>243.77400 </td><td>17 </td><td>338.391 </td><td> 77.856930</td><td>125.68850 </td><td>13.192320 </td><td>28.428590 </td><td>... </td><td>2 </td><td>5 </td><td>1.1464 </td><td>1.0117 </td><td>0.4000 </td><td>21.4881 </td><td>20.4656 </td><td>89.6514 </td><td> 0.0000 </td><td>-0.28 </td></tr>\n",
"\t<tr><td> 41.57 </td><td>1 </td><td>0 </td><td>313.18400 </td><td>12 </td><td>353.486 </td><td> 60.263260</td><td>122.30600 </td><td>13.192320 </td><td> 8.619013 </td><td>... </td><td>1 </td><td>3 </td><td>1.4080 </td><td>1.4080 </td><td>0.3333 </td><td> 0.0000 </td><td> 9.4907 </td><td>32.5912 </td><td>15.1333 </td><td>-0.24 </td></tr>\n",
"\t<tr><td> 6.48 </td><td>0 </td><td>0 </td><td>286.70850 </td><td>12 </td><td>281.423 </td><td> 69.415820</td><td>127.91590 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>1 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 9.6105 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.17 </td></tr>\n",
"\t<tr><td> 9.72 </td><td>0 </td><td>0 </td><td>357.27420 </td><td>12 </td><td>409.520 </td><td> 47.324380</td><td>137.34640 </td><td>52.769300 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>2 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td>13.6000 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.38 </td></tr>\n",
"\t<tr><td> 38.77 </td><td>0 </td><td>0 </td><td>317.15150 </td><td>12 </td><td>380.508 </td><td>114.468900</td><td>107.42700 </td><td>30.109360 </td><td> 8.458519 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 2.9591 </td><td>27.6067 </td><td>38.2986 </td><td> 0.89 </td></tr>\n",
"\t<tr><td> 77.05 </td><td>0 </td><td>0 </td><td>223.75060 </td><td>16 </td><td>357.801 </td><td> 65.892550</td><td> 54.64664 </td><td>32.201860 </td><td>12.949530 </td><td>... </td><td>0 </td><td>5 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td>59.4528 </td><td> 1.8808 </td><td>21.9324 </td><td>13.1949 </td><td>-0.30 </td></tr>\n",
"\t<tr><td> 32.78 </td><td>1 </td><td>0 </td><td>252.95690 </td><td> 6 </td><td>251.350 </td><td> 85.558800</td><td> 97.58976 </td><td> 7.411346 </td><td> 0.000000 </td><td>... </td><td>0 </td><td>3 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 4.3804 </td><td>23.1112 </td><td> 3.9461 </td><td> 0.88 </td></tr>\n",
"\t<tr><td>166.75 </td><td>1 </td><td>0 </td><td>450.76860 </td><td>16 </td><td>671.863 </td><td>117.544500</td><td>108.51610 </td><td>32.208150 </td><td>46.241020 </td><td>... </td><td>6 </td><td>7 </td><td>1.5931 </td><td>1.3557 </td><td>0.8571 </td><td> 8.2330 </td><td>26.0738 </td><td>62.2338 </td><td>14.6267 </td><td> 0.08 </td></tr>\n",
"\t<tr><td> 97.28 </td><td>0 </td><td>0 </td><td>221.54210 </td><td>16 </td><td>373.800 </td><td> 61.627160</td><td> 54.64664 </td><td>32.201860 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>6 </td><td>0.8415 </td><td>0.8415 </td><td>0.1667 </td><td>52.4538 </td><td> 1.8808 </td><td>21.9324 </td><td>40.5716 </td><td>-1.34 </td></tr>\n",
"\t<tr><td> 21.26 </td><td>1 </td><td>0 </td><td>194.19430 </td><td>12 </td><td>272.755 </td><td> 13.050520</td><td> 90.22093 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>1 </td><td>2 </td><td>0.9466 </td><td>0.9466 </td><td>0.5000 </td><td> 0.0000 </td><td>19.2509 </td><td> 0.0000 </td><td>11.8204 </td><td> 0.39 </td></tr>\n",
"\t<tr><td> 41.49 </td><td>1 </td><td>0 </td><td>205.30960 </td><td>12 </td><td>282.363 </td><td> 36.502170</td><td> 90.22093 </td><td> 0.000000 </td><td> 0.000000 </td><td>... </td><td>2 </td><td>3 </td><td>0.9466 </td><td>0.9014 </td><td>0.6667 </td><td> 0.0000 </td><td>15.1032 </td><td> 0.0000 </td><td>26.5173 </td><td> 0.52 </td></tr>\n",
"\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td> </td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"\t<tr><td> 36.42 </td><td>1 </td><td>0 </td><td>186.29640 </td><td> 6 </td><td>310.002 </td><td> 28.636860</td><td> 25.59232 </td><td> 9.039493</td><td>17.238030 </td><td>... </td><td>2 </td><td>1 </td><td>1.4039 </td><td>1.3534 </td><td>2.0000 </td><td> 11.3976 </td><td> 8.5492 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.41 </td></tr>\n",
"\t<tr><td> 57.53 </td><td>0 </td><td>0 </td><td> 65.44252 </td><td> 6 </td><td>136.106 </td><td> 0.000000</td><td> 31.77004 </td><td> 0.000000</td><td> 0.000000 </td><td>... </td><td>2 </td><td>3 </td><td>0.9224 </td><td>0.8645 </td><td>0.6667 </td><td> 0.0000 </td><td> 0.0000 </td><td> 35.8361 </td><td>50.1493 </td><td>-1.10 </td></tr>\n",
"\t<tr><td>135.00 </td><td>1 </td><td>0 </td><td>171.86440 </td><td> 5 </td><td>314.442 </td><td> 78.004730</td><td> 21.64231 </td><td> 8.530772</td><td>94.244530 </td><td>... </td><td>6 </td><td>4 </td><td>1.5791 </td><td>1.3176 </td><td>1.5000 </td><td> 52.3030 </td><td>53.6823 </td><td> 0.0000 </td><td> 0.0000 </td><td>-0.82 </td></tr>\n",
"\t<tr><td> 93.03 </td><td>0 </td><td>0 </td><td>124.66460 </td><td> 5 </td><td>236.231 </td><td> 17.061540</td><td> 58.15469 </td><td> 50.354200</td><td>15.318560 </td><td>... </td><td>2 </td><td>5 </td><td>1.0009 </td><td>0.9323 </td><td>0.4000 </td><td> 57.1157 </td><td> 7.4561 </td><td> 51.0053 </td><td>42.9693 </td><td>-1.30 </td></tr>\n",
"\t<tr><td> 92.79 </td><td>1 </td><td>0 </td><td>277.14990 </td><td>12 </td><td>380.472 </td><td>142.532700</td><td> 55.75508 </td><td> 4.265386</td><td>33.983940 </td><td>... </td><td>2 </td><td>5 </td><td>1.2536 </td><td>1.2298 </td><td>0.4000 </td><td> 53.4199 </td><td>17.3810 </td><td> 32.0536 </td><td> 9.3733 </td><td>-2.00 </td></tr>\n",
"\t<tr><td>100.81 </td><td>0 </td><td>0 </td><td>102.98770 </td><td>11 </td><td>234.307 </td><td> 23.139060</td><td> 28.02648 </td><td> 17.238030</td><td>39.023660 </td><td>... </td><td>6 </td><td>2 </td><td>1.5820 </td><td>1.4121 </td><td>3.0000 </td><td> 30.8766 </td><td>61.9793 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.15 </td></tr>\n",
"\t<tr><td>135.00 </td><td>1 </td><td>0 </td><td>161.67770 </td><td>11 </td><td>316.393 </td><td> 76.984160</td><td> 28.02648 </td><td> 0.000000</td><td>81.052210 </td><td>... </td><td>6 </td><td>4 </td><td>1.5799 </td><td>1.3119 </td><td>1.5000 </td><td> 50.4879 </td><td>50.7555 </td><td> 0.0000 </td><td> 0.0000 </td><td>-1.54 </td></tr>\n",
"\t<tr><td>103.89 </td><td>1 </td><td>0 </td><td>132.39610 </td><td>11 </td><td>276.344 </td><td> 54.682890</td><td> 28.02648 </td><td> 0.000000</td><td>47.642680 </td><td>... </td><td>5 </td><td>3 </td><td>1.5804 </td><td>1.3458 </td><td>1.6667 </td><td> 31.4675 </td><td>42.9190 </td><td> 30.2214 </td><td> 0.0000 </td><td>-1.57 </td></tr>\n",
"\t<tr><td> 87.34 </td><td>1 </td><td>0 </td><td>231.45270 </td><td>10 </td><td>325.413 </td><td>110.133800</td><td>106.12050 </td><td> 30.269860</td><td>19.809580 </td><td>... </td><td>2 </td><td>5 </td><td>1.3281 </td><td>1.1018 </td><td>0.4000 </td><td> 6.7970 </td><td>25.3091 </td><td> 89.5176 </td><td>14.4805 </td><td>-1.12 </td></tr>\n",
"\t<tr><td> 90.37 </td><td>0 </td><td>0 </td><td>111.19150 </td><td> 0 </td><td>211.221 </td><td> 33.807460</td><td> 45.44854 </td><td> 20.586500</td><td>17.238030 </td><td>... </td><td>3 </td><td>4 </td><td>1.3981 </td><td>1.2166 </td><td>0.7500 </td><td> 21.9193 </td><td>26.3906 </td><td> 24.3632 </td><td>41.6460 </td><td>-0.72 </td></tr>\n",
"\t<tr><td> 41.93 </td><td>0 </td><td>0 </td><td>214.95060 </td><td> 6 </td><td>300.378 </td><td> 63.727210</td><td>100.41180 </td><td> 29.872860</td><td> 0.000000 </td><td>... </td><td>1 </td><td>4 </td><td>0.8429 </td><td>0.8429 </td><td>0.2500 </td><td> 0.0000 </td><td> 7.7974 </td><td> 0.0000 </td><td>41.5589 </td><td> 0.54 </td></tr>\n",
"\t<tr><td> 75.27 </td><td>0 </td><td>0 </td><td>153.66790 </td><td> 0 </td><td>238.287 </td><td> 55.450020</td><td> 12.79616 </td><td> 0.000000</td><td>17.238030 </td><td>... </td><td>2 </td><td>3 </td><td>1.3622 </td><td>1.3576 </td><td>0.6667 </td><td> 0.0000 </td><td> 7.6330 </td><td>107.6448 </td><td> 0.0000 </td><td> 0.20 </td></tr>\n",
"\t<tr><td> 58.20 </td><td>0 </td><td>0 </td><td>137.85940 </td><td> 0 </td><td>242.343 </td><td> 68.246180</td><td> 13.16662 </td><td> 31.384510</td><td>17.238030 </td><td>... </td><td>2 </td><td>2 </td><td>1.1802 </td><td>1.1790 </td><td>1.0000 </td><td> 0.0000 </td><td> 5.3774 </td><td> 61.1740 </td><td> 0.0000 </td><td>-0.18 </td></tr>\n",
"\t<tr><td> 12.03 </td><td>1 </td><td>0 </td><td>187.21860 </td><td>12 </td><td>222.311 </td><td> 36.653860</td><td> 34.12309 </td><td> 7.411346</td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.8369 </td><td>0.8369 </td><td>1.0000 </td><td> 0.0000 </td><td>13.3151 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.11 </td></tr>\n",
"\t<tr><td> 41.57 </td><td>1 </td><td>0 </td><td>261.34140 </td><td> 6 </td><td>291.415 </td><td> 89.598560</td><td>100.97910 </td><td> 13.192320</td><td> 8.619013 </td><td>... </td><td>1 </td><td>3 </td><td>1.4219 </td><td>1.4219 </td><td>0.3333 </td><td> 0.0000 </td><td> 9.4089 </td><td> 40.0660 </td><td>15.1333 </td><td>-0.46 </td></tr>\n",
"\t<tr><td> 64.43 </td><td>0 </td><td>0 </td><td>201.01990 </td><td>11 </td><td>303.293 </td><td> 48.831010</td><td> 73.60896 </td><td> 34.523160</td><td> 6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 26.6710 </td><td> 1.4254 </td><td> 51.6790 </td><td> 7.2770 </td><td>-0.29 </td></tr>\n",
"\t<tr><td> 12.03 </td><td>0 </td><td>0 </td><td>259.91300 </td><td>12 </td><td>307.244 </td><td> 32.236780</td><td> 74.93204 </td><td> 7.411346</td><td> 0.000000 </td><td>... </td><td>1 </td><td>1 </td><td>0.9167 </td><td>0.9167 </td><td>1.0000 </td><td> 0.0000 </td><td> 5.6529 </td><td> 0.0000 </td><td> 0.0000 </td><td> 1.60 </td></tr>\n",
"\t<tr><td> 72.68 </td><td>0 </td><td>0 </td><td> 92.58944 </td><td> 5 </td><td>180.167 </td><td> 72.069690</td><td> 21.23693 </td><td> 4.265386</td><td>26.509130 </td><td>... </td><td>1 </td><td>3 </td><td>1.3242 </td><td>1.3242 </td><td>0.3333 </td><td> 22.9136 </td><td>13.9752 </td><td> 78.1149 </td><td> 0.0000 </td><td>-0.30 </td></tr>\n",
"\t<tr><td> 53.01 </td><td>0 </td><td>0 </td><td>333.10930 </td><td>12 </td><td>389.903 </td><td> 8.936826</td><td>142.71500 </td><td> 73.372970</td><td> 0.000000 </td><td>... </td><td>1 </td><td>5 </td><td>0.9272 </td><td>0.9272 </td><td>0.2000 </td><td> 0.0000 </td><td> 2.4561 </td><td> 45.5920 </td><td>38.3047 </td><td>-2.15 </td></tr>\n",
"\t<tr><td> 87.05 </td><td>1 </td><td>0 </td><td>317.19470 </td><td>11 </td><td>415.562 </td><td>113.613100</td><td>112.59450 </td><td> 25.916230</td><td>33.983940 </td><td>... </td><td>2 </td><td>5 </td><td>1.2593 </td><td>1.2315 </td><td>0.4000 </td><td> 35.3163 </td><td>27.2831 </td><td> 32.0536 </td><td>14.4806 </td><td>-1.06 </td></tr>\n",
"\t<tr><td> 64.43 </td><td>0 </td><td>0 </td><td>267.14300 </td><td>11 </td><td>418.291 </td><td> 79.425320</td><td> 35.81515 </td><td> 25.502310</td><td> 6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 29.3531 </td><td> 1.5226 </td><td> 42.3641 </td><td> 4.9821 </td><td>-0.09 </td></tr>\n",
"\t<tr><td> 19.37 </td><td>0 </td><td>0 </td><td>239.08210 </td><td>12 </td><td>266.368 </td><td> 42.508770</td><td>129.94240 </td><td> 11.190560</td><td> 0.000000 </td><td>... </td><td>0 </td><td>2 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 6.5060 </td><td>10.1542 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.53 </td></tr>\n",
"\t<tr><td> 12.47 </td><td>1 </td><td>0 </td><td>228.09380 </td><td>12 </td><td>286.782 </td><td> 13.050520</td><td>126.25580 </td><td> 0.000000</td><td> 0.000000 </td><td>... </td><td>0 </td><td>2 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td>11.1883 </td><td> 0.0000 </td><td>11.7987 </td><td> 1.03 </td></tr>\n",
"\t<tr><td> 83.56 </td><td>1 </td><td>0 </td><td>303.17710 </td><td>12 </td><td>443.369 </td><td>139.283000</td><td> 23.53547 </td><td> 4.265386</td><td>33.983940 </td><td>... </td><td>2 </td><td>4 </td><td>1.2573 </td><td>1.2312 </td><td>0.5000 </td><td> 53.4258 </td><td>17.3810 </td><td> 32.0536 </td><td> 0.0000 </td><td>-2.00 </td></tr>\n",
"\t<tr><td> 81.65 </td><td>0 </td><td>0 </td><td>231.25410 </td><td>16 </td><td>306.276 </td><td> 14.463440</td><td> 56.24235 </td><td>120.050900</td><td> 0.000000 </td><td>... </td><td>1 </td><td>5 </td><td>0.8783 </td><td>0.8783 </td><td>0.2000 </td><td>105.2087 </td><td> 3.2233 </td><td> 0.0000 </td><td>11.1725 </td><td>-0.22 </td></tr>\n",
"\t<tr><td> 32.70 </td><td>1 </td><td>0 </td><td>233.69200 </td><td> 6 </td><td>250.362 </td><td> 51.282920</td><td>109.50990 </td><td> 13.192320</td><td> 0.000000 </td><td>... </td><td>1 </td><td>3 </td><td>0.8717 </td><td>0.8717 </td><td>0.3333 </td><td> 0.0000 </td><td> 3.1150 </td><td> 0.0000 </td><td>49.6928 </td><td>-0.02 </td></tr>\n",
"\t<tr><td> 3.24 </td><td>0 </td><td>0 </td><td>343.24290 </td><td>10 </td><td>292.446 </td><td> 40.597020</td><td>104.67720 </td><td> 13.192320</td><td> 0.000000 </td><td>... </td><td>0 </td><td>1 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 0.0000 </td><td> 4.6658 </td><td> 0.0000 </td><td> 0.0000 </td><td> 0.08 </td></tr>\n",
"\t<tr><td> 32.34 </td><td>1 </td><td>0 </td><td>234.79200 </td><td> 6 </td><td>261.389 </td><td> 75.116270</td><td> 86.66676 </td><td> 0.000000</td><td> 8.619013 </td><td>... </td><td>1 </td><td>2 </td><td>1.2276 </td><td>1.2276 </td><td>0.5000 </td><td> 0.0000 </td><td>16.1765 </td><td> 54.3586 </td><td> 0.0000 </td><td> 0.25 </td></tr>\n",
"\t<tr><td> 37.30 </td><td>0 </td><td>0 </td><td>124.25940 </td><td> 0 </td><td>143.206 </td><td> 63.980790</td><td> 14.70850 </td><td> 0.000000</td><td> 0.000000 </td><td>... </td><td>1 </td><td>2 </td><td>0.9082 </td><td>0.9082 </td><td>0.5000 </td><td> 0.0000 </td><td> 0.0000 </td><td> 30.1014 </td><td>15.9446 </td><td>-0.84 </td></tr>\n",
"\t<tr><td> 64.43 </td><td>0 </td><td>0 </td><td>224.75310 </td><td>10 </td><td>319.385 </td><td> 74.423320</td><td> 43.65297 </td><td> 29.686910</td><td> 6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0.0000 </td><td>0.0000 </td><td>0.0000 </td><td> 26.6654 </td><td> 2.0261 </td><td> 40.4559 </td><td> 4.4697 </td><td>-0.25 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB\\\\\n",
"\\hline\n",
"\t 12.03 & 1 & 0 & 167.06700 & 0 & 156.293 & 76.947490 & 43.44619 & 0.000000 & 0.000000 & ... & 1 & 1 & 0.9241 & 0.9241 & 1.0000 & 0.0000 & 6.0255 & 0.0000 & 0.0000 & 1.08 \\\\\n",
"\t 49.33 & 0 & 0 & 92.64243 & 6 & 151.165 & 38.243390 & 25.52006 & 0.000000 & 8.619013 & ... & 2 & 2 & 1.2685 & 1.0420 & 1.0000 & 0.0000 & 6.5681 & 32.0102 & 33.6135 & -0.40 \\\\\n",
"\t 50.53 & 1 & 0 & 295.16700 & 15 & 366.485 & 58.054730 & 124.74020 & 21.650840 & 8.619013 & ... & 1 & 4 & 1.2562 & 1.2562 & 0.2500 & 26.9733 & 10.8567 & 0.0000 & 27.5451 & 0.22 \\\\\n",
"\t 37.39 & 0 & 0 & 319.11220 & 15 & 382.552 & 62.239330 & 124.74020 & 13.192320 & 21.785640 & ... & 1 & 3 & 1.1962 & 1.1962 & 0.3333 & 21.7065 & 11.0017 & 0.0000 & 15.1316 & 0.14 \\\\\n",
"\t 37.39 & 1 & 0 & 299.65800 & 12 & 326.464 & 74.800640 & 118.04060 & 33.001900 & 0.000000 & ... & 1 & 3 & 1.2934 & 1.2934 & 0.3333 & 24.2061 & 10.8109 & 0.0000 & 15.1333 & 0.69 \\\\\n",
"\t 37.39 & 1 & 0 & 289.77770 & 11 & 332.492 & 74.800640 & 109.50990 & 13.192320 & 21.785640 & ... & 1 & 3 & 1.2021 & 1.2021 & 0.3333 & 25.5529 & 11.1218 & 0.0000 & 15.1333 & 0.44 \\\\\n",
"\t 52.57 & 1 & 0 & 218.98350 & 6 & 277.388 & 68.416720 & 97.55945 & 0.000000 & 8.619013 & ... & 2 & 3 & 1.2173 & 1.0155 & 0.6667 & 0.0000 & 11.1189 & 54.3645 & 29.7291 & -0.43 \\\\\n",
"\t 40.54 & 1 & 0 & 321.82410 & 12 & 421.330 & 73.389090 & 99.29238 & 9.020845 & 8.458519 & ... & 1 & 3 & 0.8619 & 0.8619 & 0.3333 & 0.0000 & 4.4417 & 30.6103 & 18.8192 & 1.38 \\\\\n",
"\t 15.27 & 1 & 0 & 304.65160 & 12 & 357.566 & 98.598770 & 72.39125 & 0.000000 & 0.000000 & ... & 1 & 1 & 0.9339 & 0.9339 & 1.0000 & 0.0000 & 6.7721 & 0.0000 & 0.0000 & 0.75 \\\\\n",
"\t 32.78 & 1 & 0 & 252.95690 & 6 & 251.350 & 85.558800 & 97.58976 & 7.411346 & 0.000000 & ... & 0 & 3 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 4.3804 & 23.1112 & 3.9461 & 0.88 \\\\\n",
"\t 64.16 & 0 & 0 & 280.43800 & 9 & 412.509 & 149.284300 & 95.57485 & 17.479360 & 6.699551 & ... & 0 & 5 & 0.0000 & 0.0000 & 0.0000 & 36.5567 & 5.5680 & 24.2643 & 27.6182 & 0.98 \\\\\n",
"\t 26.79 & 1 & 0 & 373.52830 & 12 & 411.614 & 88.091940 & 135.13780 & 52.769300 & 8.458519 & ... & 0 & 3 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 13.6002 & 17.6591 & 0.0000 & 0.83 \\\\\n",
"\t 41.46 & 0 & 0 & 185.28620 & 12 & 270.719 & 8.936826 & 56.05296 & 13.192320 & 8.619013 & ... & 1 & 2 & 1.2421 & 1.2421 & 0.5000 & 11.9628 & 5.7656 & 49.6203 & 0.0000 & 0.61 \\\\\n",
"\t 83.72 & 0 & 0 & 121.92400 & 11 & 204.237 & 44.546770 & 12.79616 & 11.190560 & 37.047600 & ... & 3 & 3 & 1.4549 & 1.2958 & 1.0000 & 68.9601 & 39.2666 & 0.0000 & 0.0000 & -1.17 \\\\\n",
"\t 83.85 & 0 & 0 & 209.53080 & 11 & 357.232 & 129.131900 & 28.02648 & 8.619013 & 19.809580 & ... & 2 & 4 & 1.3271 & 1.1014 & 0.5000 & 25.6341 & 15.4070 & 89.5176 & 0.0000 & -0.67 \\\\\n",
"\t 83.85 & 0 & 0 & 179.46220 & 11 & 278.336 & 126.879700 & 32.29187 & 8.619013 & 19.809580 & ... & 2 & 4 & 1.3275 & 1.1016 & 0.5000 & 25.6357 & 15.4070 & 89.5176 & 0.0000 & -0.66 \\\\\n",
"\t 83.85 & 0 & 0 & 262.92180 & 17 & 368.461 & 131.856900 & 51.56195 & 8.619013 & 19.809580 & ... & 2 & 4 & 1.3370 & 1.0947 & 0.5000 & 18.8411 & 14.6764 & 78.7703 & 0.0000 & -0.12 \\\\\n",
"\t 87.34 & 1 & 0 & 314.91220 & 16 & 415.538 & 115.110900 & 125.39060 & 30.269860 & 19.809580 & ... & 2 & 5 & 1.3375 & 1.0949 & 0.4000 & 0.0000 & 23.3469 & 78.7737 & 7.4357 & -0.73 \\\\\n",
"\t 87.34 & 1 & 0 & 221.26590 & 16 & 327.364 & 58.902470 & 123.18210 & 21.650840 & 28.428590 & ... & 2 & 5 & 1.0930 & 0.9701 & 0.4000 & 7.1296 & 20.6095 & 93.0297 & 4.9073 & -0.27 \\\\\n",
"\t 87.09 & 1 & 0 & 243.77400 & 17 & 338.391 & 77.856930 & 125.68850 & 13.192320 & 28.428590 & ... & 2 & 5 & 1.1464 & 1.0117 & 0.4000 & 21.4881 & 20.4656 & 89.6514 & 0.0000 & -0.28 \\\\\n",
"\t 41.57 & 1 & 0 & 313.18400 & 12 & 353.486 & 60.263260 & 122.30600 & 13.192320 & 8.619013 & ... & 1 & 3 & 1.4080 & 1.4080 & 0.3333 & 0.0000 & 9.4907 & 32.5912 & 15.1333 & -0.24 \\\\\n",
"\t 6.48 & 0 & 0 & 286.70850 & 12 & 281.423 & 69.415820 & 127.91590 & 0.000000 & 0.000000 & ... & 0 & 1 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 9.6105 & 0.0000 & 0.0000 & 1.17 \\\\\n",
"\t 9.72 & 0 & 0 & 357.27420 & 12 & 409.520 & 47.324380 & 137.34640 & 52.769300 & 0.000000 & ... & 0 & 2 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 13.6000 & 0.0000 & 0.0000 & 1.38 \\\\\n",
"\t 38.77 & 0 & 0 & 317.15150 & 12 & 380.508 & 114.468900 & 107.42700 & 30.109360 & 8.458519 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 2.9591 & 27.6067 & 38.2986 & 0.89 \\\\\n",
"\t 77.05 & 0 & 0 & 223.75060 & 16 & 357.801 & 65.892550 & 54.64664 & 32.201860 & 12.949530 & ... & 0 & 5 & 0.0000 & 0.0000 & 0.0000 & 59.4528 & 1.8808 & 21.9324 & 13.1949 & -0.30 \\\\\n",
"\t 32.78 & 1 & 0 & 252.95690 & 6 & 251.350 & 85.558800 & 97.58976 & 7.411346 & 0.000000 & ... & 0 & 3 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 4.3804 & 23.1112 & 3.9461 & 0.88 \\\\\n",
"\t 166.75 & 1 & 0 & 450.76860 & 16 & 671.863 & 117.544500 & 108.51610 & 32.208150 & 46.241020 & ... & 6 & 7 & 1.5931 & 1.3557 & 0.8571 & 8.2330 & 26.0738 & 62.2338 & 14.6267 & 0.08 \\\\\n",
"\t 97.28 & 0 & 0 & 221.54210 & 16 & 373.800 & 61.627160 & 54.64664 & 32.201860 & 0.000000 & ... & 1 & 6 & 0.8415 & 0.8415 & 0.1667 & 52.4538 & 1.8808 & 21.9324 & 40.5716 & -1.34 \\\\\n",
"\t 21.26 & 1 & 0 & 194.19430 & 12 & 272.755 & 13.050520 & 90.22093 & 0.000000 & 0.000000 & ... & 1 & 2 & 0.9466 & 0.9466 & 0.5000 & 0.0000 & 19.2509 & 0.0000 & 11.8204 & 0.39 \\\\\n",
"\t 41.49 & 1 & 0 & 205.30960 & 12 & 282.363 & 36.502170 & 90.22093 & 0.000000 & 0.000000 & ... & 2 & 3 & 0.9466 & 0.9014 & 0.6667 & 0.0000 & 15.1032 & 0.0000 & 26.5173 & 0.52 \\\\\n",
"\t ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
"\t 36.42 & 1 & 0 & 186.29640 & 6 & 310.002 & 28.636860 & 25.59232 & 9.039493 & 17.238030 & ... & 2 & 1 & 1.4039 & 1.3534 & 2.0000 & 11.3976 & 8.5492 & 0.0000 & 0.0000 & 0.41 \\\\\n",
"\t 57.53 & 0 & 0 & 65.44252 & 6 & 136.106 & 0.000000 & 31.77004 & 0.000000 & 0.000000 & ... & 2 & 3 & 0.9224 & 0.8645 & 0.6667 & 0.0000 & 0.0000 & 35.8361 & 50.1493 & -1.10 \\\\\n",
"\t 135.00 & 1 & 0 & 171.86440 & 5 & 314.442 & 78.004730 & 21.64231 & 8.530772 & 94.244530 & ... & 6 & 4 & 1.5791 & 1.3176 & 1.5000 & 52.3030 & 53.6823 & 0.0000 & 0.0000 & -0.82 \\\\\n",
"\t 93.03 & 0 & 0 & 124.66460 & 5 & 236.231 & 17.061540 & 58.15469 & 50.354200 & 15.318560 & ... & 2 & 5 & 1.0009 & 0.9323 & 0.4000 & 57.1157 & 7.4561 & 51.0053 & 42.9693 & -1.30 \\\\\n",
"\t 92.79 & 1 & 0 & 277.14990 & 12 & 380.472 & 142.532700 & 55.75508 & 4.265386 & 33.983940 & ... & 2 & 5 & 1.2536 & 1.2298 & 0.4000 & 53.4199 & 17.3810 & 32.0536 & 9.3733 & -2.00 \\\\\n",
"\t 100.81 & 0 & 0 & 102.98770 & 11 & 234.307 & 23.139060 & 28.02648 & 17.238030 & 39.023660 & ... & 6 & 2 & 1.5820 & 1.4121 & 3.0000 & 30.8766 & 61.9793 & 0.0000 & 0.0000 & -1.15 \\\\\n",
"\t 135.00 & 1 & 0 & 161.67770 & 11 & 316.393 & 76.984160 & 28.02648 & 0.000000 & 81.052210 & ... & 6 & 4 & 1.5799 & 1.3119 & 1.5000 & 50.4879 & 50.7555 & 0.0000 & 0.0000 & -1.54 \\\\\n",
"\t 103.89 & 1 & 0 & 132.39610 & 11 & 276.344 & 54.682890 & 28.02648 & 0.000000 & 47.642680 & ... & 5 & 3 & 1.5804 & 1.3458 & 1.6667 & 31.4675 & 42.9190 & 30.2214 & 0.0000 & -1.57 \\\\\n",
"\t 87.34 & 1 & 0 & 231.45270 & 10 & 325.413 & 110.133800 & 106.12050 & 30.269860 & 19.809580 & ... & 2 & 5 & 1.3281 & 1.1018 & 0.4000 & 6.7970 & 25.3091 & 89.5176 & 14.4805 & -1.12 \\\\\n",
"\t 90.37 & 0 & 0 & 111.19150 & 0 & 211.221 & 33.807460 & 45.44854 & 20.586500 & 17.238030 & ... & 3 & 4 & 1.3981 & 1.2166 & 0.7500 & 21.9193 & 26.3906 & 24.3632 & 41.6460 & -0.72 \\\\\n",
"\t 41.93 & 0 & 0 & 214.95060 & 6 & 300.378 & 63.727210 & 100.41180 & 29.872860 & 0.000000 & ... & 1 & 4 & 0.8429 & 0.8429 & 0.2500 & 0.0000 & 7.7974 & 0.0000 & 41.5589 & 0.54 \\\\\n",
"\t 75.27 & 0 & 0 & 153.66790 & 0 & 238.287 & 55.450020 & 12.79616 & 0.000000 & 17.238030 & ... & 2 & 3 & 1.3622 & 1.3576 & 0.6667 & 0.0000 & 7.6330 & 107.6448 & 0.0000 & 0.20 \\\\\n",
"\t 58.20 & 0 & 0 & 137.85940 & 0 & 242.343 & 68.246180 & 13.16662 & 31.384510 & 17.238030 & ... & 2 & 2 & 1.1802 & 1.1790 & 1.0000 & 0.0000 & 5.3774 & 61.1740 & 0.0000 & -0.18 \\\\\n",
"\t 12.03 & 1 & 0 & 187.21860 & 12 & 222.311 & 36.653860 & 34.12309 & 7.411346 & 0.000000 & ... & 1 & 1 & 0.8369 & 0.8369 & 1.0000 & 0.0000 & 13.3151 & 0.0000 & 0.0000 & 1.11 \\\\\n",
"\t 41.57 & 1 & 0 & 261.34140 & 6 & 291.415 & 89.598560 & 100.97910 & 13.192320 & 8.619013 & ... & 1 & 3 & 1.4219 & 1.4219 & 0.3333 & 0.0000 & 9.4089 & 40.0660 & 15.1333 & -0.46 \\\\\n",
"\t 64.43 & 0 & 0 & 201.01990 & 11 & 303.293 & 48.831010 & 73.60896 & 34.523160 & 6.699551 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 26.6710 & 1.4254 & 51.6790 & 7.2770 & -0.29 \\\\\n",
"\t 12.03 & 0 & 0 & 259.91300 & 12 & 307.244 & 32.236780 & 74.93204 & 7.411346 & 0.000000 & ... & 1 & 1 & 0.9167 & 0.9167 & 1.0000 & 0.0000 & 5.6529 & 0.0000 & 0.0000 & 1.60 \\\\\n",
"\t 72.68 & 0 & 0 & 92.58944 & 5 & 180.167 & 72.069690 & 21.23693 & 4.265386 & 26.509130 & ... & 1 & 3 & 1.3242 & 1.3242 & 0.3333 & 22.9136 & 13.9752 & 78.1149 & 0.0000 & -0.30 \\\\\n",
"\t 53.01 & 0 & 0 & 333.10930 & 12 & 389.903 & 8.936826 & 142.71500 & 73.372970 & 0.000000 & ... & 1 & 5 & 0.9272 & 0.9272 & 0.2000 & 0.0000 & 2.4561 & 45.5920 & 38.3047 & -2.15 \\\\\n",
"\t 87.05 & 1 & 0 & 317.19470 & 11 & 415.562 & 113.613100 & 112.59450 & 25.916230 & 33.983940 & ... & 2 & 5 & 1.2593 & 1.2315 & 0.4000 & 35.3163 & 27.2831 & 32.0536 & 14.4806 & -1.06 \\\\\n",
"\t 64.43 & 0 & 0 & 267.14300 & 11 & 418.291 & 79.425320 & 35.81515 & 25.502310 & 6.699551 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 29.3531 & 1.5226 & 42.3641 & 4.9821 & -0.09 \\\\\n",
"\t 19.37 & 0 & 0 & 239.08210 & 12 & 266.368 & 42.508770 & 129.94240 & 11.190560 & 0.000000 & ... & 0 & 2 & 0.0000 & 0.0000 & 0.0000 & 6.5060 & 10.1542 & 0.0000 & 0.0000 & 0.53 \\\\\n",
"\t 12.47 & 1 & 0 & 228.09380 & 12 & 286.782 & 13.050520 & 126.25580 & 0.000000 & 0.000000 & ... & 0 & 2 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 11.1883 & 0.0000 & 11.7987 & 1.03 \\\\\n",
"\t 83.56 & 1 & 0 & 303.17710 & 12 & 443.369 & 139.283000 & 23.53547 & 4.265386 & 33.983940 & ... & 2 & 4 & 1.2573 & 1.2312 & 0.5000 & 53.4258 & 17.3810 & 32.0536 & 0.0000 & -2.00 \\\\\n",
"\t 81.65 & 0 & 0 & 231.25410 & 16 & 306.276 & 14.463440 & 56.24235 & 120.050900 & 0.000000 & ... & 1 & 5 & 0.8783 & 0.8783 & 0.2000 & 105.2087 & 3.2233 & 0.0000 & 11.1725 & -0.22 \\\\\n",
"\t 32.70 & 1 & 0 & 233.69200 & 6 & 250.362 & 51.282920 & 109.50990 & 13.192320 & 0.000000 & ... & 1 & 3 & 0.8717 & 0.8717 & 0.3333 & 0.0000 & 3.1150 & 0.0000 & 49.6928 & -0.02 \\\\\n",
"\t 3.24 & 0 & 0 & 343.24290 & 10 & 292.446 & 40.597020 & 104.67720 & 13.192320 & 0.000000 & ... & 0 & 1 & 0.0000 & 0.0000 & 0.0000 & 0.0000 & 4.6658 & 0.0000 & 0.0000 & 0.08 \\\\\n",
"\t 32.34 & 1 & 0 & 234.79200 & 6 & 261.389 & 75.116270 & 86.66676 & 0.000000 & 8.619013 & ... & 1 & 2 & 1.2276 & 1.2276 & 0.5000 & 0.0000 & 16.1765 & 54.3586 & 0.0000 & 0.25 \\\\\n",
"\t 37.30 & 0 & 0 & 124.25940 & 0 & 143.206 & 63.980790 & 14.70850 & 0.000000 & 0.000000 & ... & 1 & 2 & 0.9082 & 0.9082 & 0.5000 & 0.0000 & 0.0000 & 30.1014 & 15.9446 & -0.84 \\\\\n",
"\t 64.43 & 0 & 0 & 224.75310 & 10 & 319.385 & 74.423320 & 43.65297 & 29.686910 & 6.699551 & ... & 0 & 4 & 0.0000 & 0.0000 & 0.0000 & 26.6654 & 2.0261 & 40.4559 & 4.4697 & -0.25 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 12.03 | 1 | 0 | 167.06700 | 0 | 156.293 | 76.947490 | 43.44619 | 0.000000 | 0.000000 | ... | 1 | 1 | 0.9241 | 0.9241 | 1.0000 | 0.0000 | 6.0255 | 0.0000 | 0.0000 | 1.08 |\n",
"| 49.33 | 0 | 0 | 92.64243 | 6 | 151.165 | 38.243390 | 25.52006 | 0.000000 | 8.619013 | ... | 2 | 2 | 1.2685 | 1.0420 | 1.0000 | 0.0000 | 6.5681 | 32.0102 | 33.6135 | -0.40 |\n",
"| 50.53 | 1 | 0 | 295.16700 | 15 | 366.485 | 58.054730 | 124.74020 | 21.650840 | 8.619013 | ... | 1 | 4 | 1.2562 | 1.2562 | 0.2500 | 26.9733 | 10.8567 | 0.0000 | 27.5451 | 0.22 |\n",
"| 37.39 | 0 | 0 | 319.11220 | 15 | 382.552 | 62.239330 | 124.74020 | 13.192320 | 21.785640 | ... | 1 | 3 | 1.1962 | 1.1962 | 0.3333 | 21.7065 | 11.0017 | 0.0000 | 15.1316 | 0.14 |\n",
"| 37.39 | 1 | 0 | 299.65800 | 12 | 326.464 | 74.800640 | 118.04060 | 33.001900 | 0.000000 | ... | 1 | 3 | 1.2934 | 1.2934 | 0.3333 | 24.2061 | 10.8109 | 0.0000 | 15.1333 | 0.69 |\n",
"| 37.39 | 1 | 0 | 289.77770 | 11 | 332.492 | 74.800640 | 109.50990 | 13.192320 | 21.785640 | ... | 1 | 3 | 1.2021 | 1.2021 | 0.3333 | 25.5529 | 11.1218 | 0.0000 | 15.1333 | 0.44 |\n",
"| 52.57 | 1 | 0 | 218.98350 | 6 | 277.388 | 68.416720 | 97.55945 | 0.000000 | 8.619013 | ... | 2 | 3 | 1.2173 | 1.0155 | 0.6667 | 0.0000 | 11.1189 | 54.3645 | 29.7291 | -0.43 |\n",
"| 40.54 | 1 | 0 | 321.82410 | 12 | 421.330 | 73.389090 | 99.29238 | 9.020845 | 8.458519 | ... | 1 | 3 | 0.8619 | 0.8619 | 0.3333 | 0.0000 | 4.4417 | 30.6103 | 18.8192 | 1.38 |\n",
"| 15.27 | 1 | 0 | 304.65160 | 12 | 357.566 | 98.598770 | 72.39125 | 0.000000 | 0.000000 | ... | 1 | 1 | 0.9339 | 0.9339 | 1.0000 | 0.0000 | 6.7721 | 0.0000 | 0.0000 | 0.75 |\n",
"| 32.78 | 1 | 0 | 252.95690 | 6 | 251.350 | 85.558800 | 97.58976 | 7.411346 | 0.000000 | ... | 0 | 3 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 4.3804 | 23.1112 | 3.9461 | 0.88 |\n",
"| 64.16 | 0 | 0 | 280.43800 | 9 | 412.509 | 149.284300 | 95.57485 | 17.479360 | 6.699551 | ... | 0 | 5 | 0.0000 | 0.0000 | 0.0000 | 36.5567 | 5.5680 | 24.2643 | 27.6182 | 0.98 |\n",
"| 26.79 | 1 | 0 | 373.52830 | 12 | 411.614 | 88.091940 | 135.13780 | 52.769300 | 8.458519 | ... | 0 | 3 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 13.6002 | 17.6591 | 0.0000 | 0.83 |\n",
"| 41.46 | 0 | 0 | 185.28620 | 12 | 270.719 | 8.936826 | 56.05296 | 13.192320 | 8.619013 | ... | 1 | 2 | 1.2421 | 1.2421 | 0.5000 | 11.9628 | 5.7656 | 49.6203 | 0.0000 | 0.61 |\n",
"| 83.72 | 0 | 0 | 121.92400 | 11 | 204.237 | 44.546770 | 12.79616 | 11.190560 | 37.047600 | ... | 3 | 3 | 1.4549 | 1.2958 | 1.0000 | 68.9601 | 39.2666 | 0.0000 | 0.0000 | -1.17 |\n",
"| 83.85 | 0 | 0 | 209.53080 | 11 | 357.232 | 129.131900 | 28.02648 | 8.619013 | 19.809580 | ... | 2 | 4 | 1.3271 | 1.1014 | 0.5000 | 25.6341 | 15.4070 | 89.5176 | 0.0000 | -0.67 |\n",
"| 83.85 | 0 | 0 | 179.46220 | 11 | 278.336 | 126.879700 | 32.29187 | 8.619013 | 19.809580 | ... | 2 | 4 | 1.3275 | 1.1016 | 0.5000 | 25.6357 | 15.4070 | 89.5176 | 0.0000 | -0.66 |\n",
"| 83.85 | 0 | 0 | 262.92180 | 17 | 368.461 | 131.856900 | 51.56195 | 8.619013 | 19.809580 | ... | 2 | 4 | 1.3370 | 1.0947 | 0.5000 | 18.8411 | 14.6764 | 78.7703 | 0.0000 | -0.12 |\n",
"| 87.34 | 1 | 0 | 314.91220 | 16 | 415.538 | 115.110900 | 125.39060 | 30.269860 | 19.809580 | ... | 2 | 5 | 1.3375 | 1.0949 | 0.4000 | 0.0000 | 23.3469 | 78.7737 | 7.4357 | -0.73 |\n",
"| 87.34 | 1 | 0 | 221.26590 | 16 | 327.364 | 58.902470 | 123.18210 | 21.650840 | 28.428590 | ... | 2 | 5 | 1.0930 | 0.9701 | 0.4000 | 7.1296 | 20.6095 | 93.0297 | 4.9073 | -0.27 |\n",
"| 87.09 | 1 | 0 | 243.77400 | 17 | 338.391 | 77.856930 | 125.68850 | 13.192320 | 28.428590 | ... | 2 | 5 | 1.1464 | 1.0117 | 0.4000 | 21.4881 | 20.4656 | 89.6514 | 0.0000 | -0.28 |\n",
"| 41.57 | 1 | 0 | 313.18400 | 12 | 353.486 | 60.263260 | 122.30600 | 13.192320 | 8.619013 | ... | 1 | 3 | 1.4080 | 1.4080 | 0.3333 | 0.0000 | 9.4907 | 32.5912 | 15.1333 | -0.24 |\n",
"| 6.48 | 0 | 0 | 286.70850 | 12 | 281.423 | 69.415820 | 127.91590 | 0.000000 | 0.000000 | ... | 0 | 1 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 9.6105 | 0.0000 | 0.0000 | 1.17 |\n",
"| 9.72 | 0 | 0 | 357.27420 | 12 | 409.520 | 47.324380 | 137.34640 | 52.769300 | 0.000000 | ... | 0 | 2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 13.6000 | 0.0000 | 0.0000 | 1.38 |\n",
"| 38.77 | 0 | 0 | 317.15150 | 12 | 380.508 | 114.468900 | 107.42700 | 30.109360 | 8.458519 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 2.9591 | 27.6067 | 38.2986 | 0.89 |\n",
"| 77.05 | 0 | 0 | 223.75060 | 16 | 357.801 | 65.892550 | 54.64664 | 32.201860 | 12.949530 | ... | 0 | 5 | 0.0000 | 0.0000 | 0.0000 | 59.4528 | 1.8808 | 21.9324 | 13.1949 | -0.30 |\n",
"| 32.78 | 1 | 0 | 252.95690 | 6 | 251.350 | 85.558800 | 97.58976 | 7.411346 | 0.000000 | ... | 0 | 3 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 4.3804 | 23.1112 | 3.9461 | 0.88 |\n",
"| 166.75 | 1 | 0 | 450.76860 | 16 | 671.863 | 117.544500 | 108.51610 | 32.208150 | 46.241020 | ... | 6 | 7 | 1.5931 | 1.3557 | 0.8571 | 8.2330 | 26.0738 | 62.2338 | 14.6267 | 0.08 |\n",
"| 97.28 | 0 | 0 | 221.54210 | 16 | 373.800 | 61.627160 | 54.64664 | 32.201860 | 0.000000 | ... | 1 | 6 | 0.8415 | 0.8415 | 0.1667 | 52.4538 | 1.8808 | 21.9324 | 40.5716 | -1.34 |\n",
"| 21.26 | 1 | 0 | 194.19430 | 12 | 272.755 | 13.050520 | 90.22093 | 0.000000 | 0.000000 | ... | 1 | 2 | 0.9466 | 0.9466 | 0.5000 | 0.0000 | 19.2509 | 0.0000 | 11.8204 | 0.39 |\n",
"| 41.49 | 1 | 0 | 205.30960 | 12 | 282.363 | 36.502170 | 90.22093 | 0.000000 | 0.000000 | ... | 2 | 3 | 0.9466 | 0.9014 | 0.6667 | 0.0000 | 15.1032 | 0.0000 | 26.5173 | 0.52 |\n",
"| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |\n",
"| 36.42 | 1 | 0 | 186.29640 | 6 | 310.002 | 28.636860 | 25.59232 | 9.039493 | 17.238030 | ... | 2 | 1 | 1.4039 | 1.3534 | 2.0000 | 11.3976 | 8.5492 | 0.0000 | 0.0000 | 0.41 |\n",
"| 57.53 | 0 | 0 | 65.44252 | 6 | 136.106 | 0.000000 | 31.77004 | 0.000000 | 0.000000 | ... | 2 | 3 | 0.9224 | 0.8645 | 0.6667 | 0.0000 | 0.0000 | 35.8361 | 50.1493 | -1.10 |\n",
"| 135.00 | 1 | 0 | 171.86440 | 5 | 314.442 | 78.004730 | 21.64231 | 8.530772 | 94.244530 | ... | 6 | 4 | 1.5791 | 1.3176 | 1.5000 | 52.3030 | 53.6823 | 0.0000 | 0.0000 | -0.82 |\n",
"| 93.03 | 0 | 0 | 124.66460 | 5 | 236.231 | 17.061540 | 58.15469 | 50.354200 | 15.318560 | ... | 2 | 5 | 1.0009 | 0.9323 | 0.4000 | 57.1157 | 7.4561 | 51.0053 | 42.9693 | -1.30 |\n",
"| 92.79 | 1 | 0 | 277.14990 | 12 | 380.472 | 142.532700 | 55.75508 | 4.265386 | 33.983940 | ... | 2 | 5 | 1.2536 | 1.2298 | 0.4000 | 53.4199 | 17.3810 | 32.0536 | 9.3733 | -2.00 |\n",
"| 100.81 | 0 | 0 | 102.98770 | 11 | 234.307 | 23.139060 | 28.02648 | 17.238030 | 39.023660 | ... | 6 | 2 | 1.5820 | 1.4121 | 3.0000 | 30.8766 | 61.9793 | 0.0000 | 0.0000 | -1.15 |\n",
"| 135.00 | 1 | 0 | 161.67770 | 11 | 316.393 | 76.984160 | 28.02648 | 0.000000 | 81.052210 | ... | 6 | 4 | 1.5799 | 1.3119 | 1.5000 | 50.4879 | 50.7555 | 0.0000 | 0.0000 | -1.54 |\n",
"| 103.89 | 1 | 0 | 132.39610 | 11 | 276.344 | 54.682890 | 28.02648 | 0.000000 | 47.642680 | ... | 5 | 3 | 1.5804 | 1.3458 | 1.6667 | 31.4675 | 42.9190 | 30.2214 | 0.0000 | -1.57 |\n",
"| 87.34 | 1 | 0 | 231.45270 | 10 | 325.413 | 110.133800 | 106.12050 | 30.269860 | 19.809580 | ... | 2 | 5 | 1.3281 | 1.1018 | 0.4000 | 6.7970 | 25.3091 | 89.5176 | 14.4805 | -1.12 |\n",
"| 90.37 | 0 | 0 | 111.19150 | 0 | 211.221 | 33.807460 | 45.44854 | 20.586500 | 17.238030 | ... | 3 | 4 | 1.3981 | 1.2166 | 0.7500 | 21.9193 | 26.3906 | 24.3632 | 41.6460 | -0.72 |\n",
"| 41.93 | 0 | 0 | 214.95060 | 6 | 300.378 | 63.727210 | 100.41180 | 29.872860 | 0.000000 | ... | 1 | 4 | 0.8429 | 0.8429 | 0.2500 | 0.0000 | 7.7974 | 0.0000 | 41.5589 | 0.54 |\n",
"| 75.27 | 0 | 0 | 153.66790 | 0 | 238.287 | 55.450020 | 12.79616 | 0.000000 | 17.238030 | ... | 2 | 3 | 1.3622 | 1.3576 | 0.6667 | 0.0000 | 7.6330 | 107.6448 | 0.0000 | 0.20 |\n",
"| 58.20 | 0 | 0 | 137.85940 | 0 | 242.343 | 68.246180 | 13.16662 | 31.384510 | 17.238030 | ... | 2 | 2 | 1.1802 | 1.1790 | 1.0000 | 0.0000 | 5.3774 | 61.1740 | 0.0000 | -0.18 |\n",
"| 12.03 | 1 | 0 | 187.21860 | 12 | 222.311 | 36.653860 | 34.12309 | 7.411346 | 0.000000 | ... | 1 | 1 | 0.8369 | 0.8369 | 1.0000 | 0.0000 | 13.3151 | 0.0000 | 0.0000 | 1.11 |\n",
"| 41.57 | 1 | 0 | 261.34140 | 6 | 291.415 | 89.598560 | 100.97910 | 13.192320 | 8.619013 | ... | 1 | 3 | 1.4219 | 1.4219 | 0.3333 | 0.0000 | 9.4089 | 40.0660 | 15.1333 | -0.46 |\n",
"| 64.43 | 0 | 0 | 201.01990 | 11 | 303.293 | 48.831010 | 73.60896 | 34.523160 | 6.699551 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 26.6710 | 1.4254 | 51.6790 | 7.2770 | -0.29 |\n",
"| 12.03 | 0 | 0 | 259.91300 | 12 | 307.244 | 32.236780 | 74.93204 | 7.411346 | 0.000000 | ... | 1 | 1 | 0.9167 | 0.9167 | 1.0000 | 0.0000 | 5.6529 | 0.0000 | 0.0000 | 1.60 |\n",
"| 72.68 | 0 | 0 | 92.58944 | 5 | 180.167 | 72.069690 | 21.23693 | 4.265386 | 26.509130 | ... | 1 | 3 | 1.3242 | 1.3242 | 0.3333 | 22.9136 | 13.9752 | 78.1149 | 0.0000 | -0.30 |\n",
"| 53.01 | 0 | 0 | 333.10930 | 12 | 389.903 | 8.936826 | 142.71500 | 73.372970 | 0.000000 | ... | 1 | 5 | 0.9272 | 0.9272 | 0.2000 | 0.0000 | 2.4561 | 45.5920 | 38.3047 | -2.15 |\n",
"| 87.05 | 1 | 0 | 317.19470 | 11 | 415.562 | 113.613100 | 112.59450 | 25.916230 | 33.983940 | ... | 2 | 5 | 1.2593 | 1.2315 | 0.4000 | 35.3163 | 27.2831 | 32.0536 | 14.4806 | -1.06 |\n",
"| 64.43 | 0 | 0 | 267.14300 | 11 | 418.291 | 79.425320 | 35.81515 | 25.502310 | 6.699551 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 29.3531 | 1.5226 | 42.3641 | 4.9821 | -0.09 |\n",
"| 19.37 | 0 | 0 | 239.08210 | 12 | 266.368 | 42.508770 | 129.94240 | 11.190560 | 0.000000 | ... | 0 | 2 | 0.0000 | 0.0000 | 0.0000 | 6.5060 | 10.1542 | 0.0000 | 0.0000 | 0.53 |\n",
"| 12.47 | 1 | 0 | 228.09380 | 12 | 286.782 | 13.050520 | 126.25580 | 0.000000 | 0.000000 | ... | 0 | 2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 11.1883 | 0.0000 | 11.7987 | 1.03 |\n",
"| 83.56 | 1 | 0 | 303.17710 | 12 | 443.369 | 139.283000 | 23.53547 | 4.265386 | 33.983940 | ... | 2 | 4 | 1.2573 | 1.2312 | 0.5000 | 53.4258 | 17.3810 | 32.0536 | 0.0000 | -2.00 |\n",
"| 81.65 | 0 | 0 | 231.25410 | 16 | 306.276 | 14.463440 | 56.24235 | 120.050900 | 0.000000 | ... | 1 | 5 | 0.8783 | 0.8783 | 0.2000 | 105.2087 | 3.2233 | 0.0000 | 11.1725 | -0.22 |\n",
"| 32.70 | 1 | 0 | 233.69200 | 6 | 250.362 | 51.282920 | 109.50990 | 13.192320 | 0.000000 | ... | 1 | 3 | 0.8717 | 0.8717 | 0.3333 | 0.0000 | 3.1150 | 0.0000 | 49.6928 | -0.02 |\n",
"| 3.24 | 0 | 0 | 343.24290 | 10 | 292.446 | 40.597020 | 104.67720 | 13.192320 | 0.000000 | ... | 0 | 1 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 4.6658 | 0.0000 | 0.0000 | 0.08 |\n",
"| 32.34 | 1 | 0 | 234.79200 | 6 | 261.389 | 75.116270 | 86.66676 | 0.000000 | 8.619013 | ... | 1 | 2 | 1.2276 | 1.2276 | 0.5000 | 0.0000 | 16.1765 | 54.3586 | 0.0000 | 0.25 |\n",
"| 37.30 | 0 | 0 | 124.25940 | 0 | 143.206 | 63.980790 | 14.70850 | 0.000000 | 0.000000 | ... | 1 | 2 | 0.9082 | 0.9082 | 0.5000 | 0.0000 | 0.0000 | 30.1014 | 15.9446 | -0.84 |\n",
"| 64.43 | 0 | 0 | 224.75310 | 10 | 319.385 | 74.423320 | 43.65297 | 29.686910 | 6.699551 | ... | 0 | 4 | 0.0000 | 0.0000 | 0.0000 | 26.6654 | 2.0261 | 40.4559 | 4.4697 | -0.25 |\n",
"\n"
],
"text/plain": [
" tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0 peoe_vsa.1\n",
"1 12.03 1 0 167.06700 0 156.293 76.947490 43.44619 \n",
"2 49.33 0 0 92.64243 6 151.165 38.243390 25.52006 \n",
"3 50.53 1 0 295.16700 15 366.485 58.054730 124.74020 \n",
"4 37.39 0 0 319.11220 15 382.552 62.239330 124.74020 \n",
"5 37.39 1 0 299.65800 12 326.464 74.800640 118.04060 \n",
"6 37.39 1 0 289.77770 11 332.492 74.800640 109.50990 \n",
"7 52.57 1 0 218.98350 6 277.388 68.416720 97.55945 \n",
"8 40.54 1 0 321.82410 12 421.330 73.389090 99.29238 \n",
"9 15.27 1 0 304.65160 12 357.566 98.598770 72.39125 \n",
"10 32.78 1 0 252.95690 6 251.350 85.558800 97.58976 \n",
"11 64.16 0 0 280.43800 9 412.509 149.284300 95.57485 \n",
"12 26.79 1 0 373.52830 12 411.614 88.091940 135.13780 \n",
"13 41.46 0 0 185.28620 12 270.719 8.936826 56.05296 \n",
"14 83.72 0 0 121.92400 11 204.237 44.546770 12.79616 \n",
"15 83.85 0 0 209.53080 11 357.232 129.131900 28.02648 \n",
"16 83.85 0 0 179.46220 11 278.336 126.879700 32.29187 \n",
"17 83.85 0 0 262.92180 17 368.461 131.856900 51.56195 \n",
"18 87.34 1 0 314.91220 16 415.538 115.110900 125.39060 \n",
"19 87.34 1 0 221.26590 16 327.364 58.902470 123.18210 \n",
"20 87.09 1 0 243.77400 17 338.391 77.856930 125.68850 \n",
"21 41.57 1 0 313.18400 12 353.486 60.263260 122.30600 \n",
"22 6.48 0 0 286.70850 12 281.423 69.415820 127.91590 \n",
"23 9.72 0 0 357.27420 12 409.520 47.324380 137.34640 \n",
"24 38.77 0 0 317.15150 12 380.508 114.468900 107.42700 \n",
"25 77.05 0 0 223.75060 16 357.801 65.892550 54.64664 \n",
"26 32.78 1 0 252.95690 6 251.350 85.558800 97.58976 \n",
"27 166.75 1 0 450.76860 16 671.863 117.544500 108.51610 \n",
"28 97.28 0 0 221.54210 16 373.800 61.627160 54.64664 \n",
"29 21.26 1 0 194.19430 12 272.755 13.050520 90.22093 \n",
"30 41.49 1 0 205.30960 12 282.363 36.502170 90.22093 \n",
"... ... ... ... ... ... ... ... ... \n",
"180 36.42 1 0 186.29640 6 310.002 28.636860 25.59232 \n",
"181 57.53 0 0 65.44252 6 136.106 0.000000 31.77004 \n",
"182 135.00 1 0 171.86440 5 314.442 78.004730 21.64231 \n",
"183 93.03 0 0 124.66460 5 236.231 17.061540 58.15469 \n",
"184 92.79 1 0 277.14990 12 380.472 142.532700 55.75508 \n",
"185 100.81 0 0 102.98770 11 234.307 23.139060 28.02648 \n",
"186 135.00 1 0 161.67770 11 316.393 76.984160 28.02648 \n",
"187 103.89 1 0 132.39610 11 276.344 54.682890 28.02648 \n",
"188 87.34 1 0 231.45270 10 325.413 110.133800 106.12050 \n",
"189 90.37 0 0 111.19150 0 211.221 33.807460 45.44854 \n",
"190 41.93 0 0 214.95060 6 300.378 63.727210 100.41180 \n",
"191 75.27 0 0 153.66790 0 238.287 55.450020 12.79616 \n",
"192 58.20 0 0 137.85940 0 242.343 68.246180 13.16662 \n",
"193 12.03 1 0 187.21860 12 222.311 36.653860 34.12309 \n",
"194 41.57 1 0 261.34140 6 291.415 89.598560 100.97910 \n",
"195 64.43 0 0 201.01990 11 303.293 48.831010 73.60896 \n",
"196 12.03 0 0 259.91300 12 307.244 32.236780 74.93204 \n",
"197 72.68 0 0 92.58944 5 180.167 72.069690 21.23693 \n",
"198 53.01 0 0 333.10930 12 389.903 8.936826 142.71500 \n",
"199 87.05 1 0 317.19470 11 415.562 113.613100 112.59450 \n",
"200 64.43 0 0 267.14300 11 418.291 79.425320 35.81515 \n",
"201 19.37 0 0 239.08210 12 266.368 42.508770 129.94240 \n",
"202 12.47 1 0 228.09380 12 286.782 13.050520 126.25580 \n",
"203 83.56 1 0 303.17710 12 443.369 139.283000 23.53547 \n",
"204 81.65 0 0 231.25410 16 306.276 14.463440 56.24235 \n",
"205 32.70 1 0 233.69200 6 250.362 51.282920 109.50990 \n",
"206 3.24 0 0 343.24290 10 292.446 40.597020 104.67720 \n",
"207 32.34 1 0 234.79200 6 261.389 75.116270 86.66676 \n",
"208 37.30 0 0 124.25940 0 143.206 63.980790 14.70850 \n",
"209 64.43 0 0 224.75310 10 319.385 74.423320 43.65297 \n",
" peoe_vsa.2 peoe_vsa.3 ... ctdh ctaa mchg achg rdta n_sp2 n_sp3 \n",
"1 0.000000 0.000000 ... 1 1 0.9241 0.9241 1.0000 0.0000 6.0255\n",
"2 0.000000 8.619013 ... 2 2 1.2685 1.0420 1.0000 0.0000 6.5681\n",
"3 21.650840 8.619013 ... 1 4 1.2562 1.2562 0.2500 26.9733 10.8567\n",
"4 13.192320 21.785640 ... 1 3 1.1962 1.1962 0.3333 21.7065 11.0017\n",
"5 33.001900 0.000000 ... 1 3 1.2934 1.2934 0.3333 24.2061 10.8109\n",
"6 13.192320 21.785640 ... 1 3 1.2021 1.2021 0.3333 25.5529 11.1218\n",
"7 0.000000 8.619013 ... 2 3 1.2173 1.0155 0.6667 0.0000 11.1189\n",
"8 9.020845 8.458519 ... 1 3 0.8619 0.8619 0.3333 0.0000 4.4417\n",
"9 0.000000 0.000000 ... 1 1 0.9339 0.9339 1.0000 0.0000 6.7721\n",
"10 7.411346 0.000000 ... 0 3 0.0000 0.0000 0.0000 0.0000 4.3804\n",
"11 17.479360 6.699551 ... 0 5 0.0000 0.0000 0.0000 36.5567 5.5680\n",
"12 52.769300 8.458519 ... 0 3 0.0000 0.0000 0.0000 0.0000 13.6002\n",
"13 13.192320 8.619013 ... 1 2 1.2421 1.2421 0.5000 11.9628 5.7656\n",
"14 11.190560 37.047600 ... 3 3 1.4549 1.2958 1.0000 68.9601 39.2666\n",
"15 8.619013 19.809580 ... 2 4 1.3271 1.1014 0.5000 25.6341 15.4070\n",
"16 8.619013 19.809580 ... 2 4 1.3275 1.1016 0.5000 25.6357 15.4070\n",
"17 8.619013 19.809580 ... 2 4 1.3370 1.0947 0.5000 18.8411 14.6764\n",
"18 30.269860 19.809580 ... 2 5 1.3375 1.0949 0.4000 0.0000 23.3469\n",
"19 21.650840 28.428590 ... 2 5 1.0930 0.9701 0.4000 7.1296 20.6095\n",
"20 13.192320 28.428590 ... 2 5 1.1464 1.0117 0.4000 21.4881 20.4656\n",
"21 13.192320 8.619013 ... 1 3 1.4080 1.4080 0.3333 0.0000 9.4907\n",
"22 0.000000 0.000000 ... 0 1 0.0000 0.0000 0.0000 0.0000 9.6105\n",
"23 52.769300 0.000000 ... 0 2 0.0000 0.0000 0.0000 0.0000 13.6000\n",
"24 30.109360 8.458519 ... 0 4 0.0000 0.0000 0.0000 0.0000 2.9591\n",
"25 32.201860 12.949530 ... 0 5 0.0000 0.0000 0.0000 59.4528 1.8808\n",
"26 7.411346 0.000000 ... 0 3 0.0000 0.0000 0.0000 0.0000 4.3804\n",
"27 32.208150 46.241020 ... 6 7 1.5931 1.3557 0.8571 8.2330 26.0738\n",
"28 32.201860 0.000000 ... 1 6 0.8415 0.8415 0.1667 52.4538 1.8808\n",
"29 0.000000 0.000000 ... 1 2 0.9466 0.9466 0.5000 0.0000 19.2509\n",
"30 0.000000 0.000000 ... 2 3 0.9466 0.9014 0.6667 0.0000 15.1032\n",
"... ... ... ... ... ... ... ... ... ... \n",
"180 9.039493 17.238030 ... 2 1 1.4039 1.3534 2.0000 11.3976 8.5492\n",
"181 0.000000 0.000000 ... 2 3 0.9224 0.8645 0.6667 0.0000 0.0000\n",
"182 8.530772 94.244530 ... 6 4 1.5791 1.3176 1.5000 52.3030 53.6823\n",
"183 50.354200 15.318560 ... 2 5 1.0009 0.9323 0.4000 57.1157 7.4561\n",
"184 4.265386 33.983940 ... 2 5 1.2536 1.2298 0.4000 53.4199 17.3810\n",
"185 17.238030 39.023660 ... 6 2 1.5820 1.4121 3.0000 30.8766 61.9793\n",
"186 0.000000 81.052210 ... 6 4 1.5799 1.3119 1.5000 50.4879 50.7555\n",
"187 0.000000 47.642680 ... 5 3 1.5804 1.3458 1.6667 31.4675 42.9190\n",
"188 30.269860 19.809580 ... 2 5 1.3281 1.1018 0.4000 6.7970 25.3091\n",
"189 20.586500 17.238030 ... 3 4 1.3981 1.2166 0.7500 21.9193 26.3906\n",
"190 29.872860 0.000000 ... 1 4 0.8429 0.8429 0.2500 0.0000 7.7974\n",
"191 0.000000 17.238030 ... 2 3 1.3622 1.3576 0.6667 0.0000 7.6330\n",
"192 31.384510 17.238030 ... 2 2 1.1802 1.1790 1.0000 0.0000 5.3774\n",
"193 7.411346 0.000000 ... 1 1 0.8369 0.8369 1.0000 0.0000 13.3151\n",
"194 13.192320 8.619013 ... 1 3 1.4219 1.4219 0.3333 0.0000 9.4089\n",
"195 34.523160 6.699551 ... 0 4 0.0000 0.0000 0.0000 26.6710 1.4254\n",
"196 7.411346 0.000000 ... 1 1 0.9167 0.9167 1.0000 0.0000 5.6529\n",
"197 4.265386 26.509130 ... 1 3 1.3242 1.3242 0.3333 22.9136 13.9752\n",
"198 73.372970 0.000000 ... 1 5 0.9272 0.9272 0.2000 0.0000 2.4561\n",
"199 25.916230 33.983940 ... 2 5 1.2593 1.2315 0.4000 35.3163 27.2831\n",
"200 25.502310 6.699551 ... 0 4 0.0000 0.0000 0.0000 29.3531 1.5226\n",
"201 11.190560 0.000000 ... 0 2 0.0000 0.0000 0.0000 6.5060 10.1542\n",
"202 0.000000 0.000000 ... 0 2 0.0000 0.0000 0.0000 0.0000 11.1883\n",
"203 4.265386 33.983940 ... 2 4 1.2573 1.2312 0.5000 53.4258 17.3810\n",
"204 120.050900 0.000000 ... 1 5 0.8783 0.8783 0.2000 105.2087 3.2233\n",
"205 13.192320 0.000000 ... 1 3 0.8717 0.8717 0.3333 0.0000 3.1150\n",
"206 13.192320 0.000000 ... 0 1 0.0000 0.0000 0.0000 0.0000 4.6658\n",
"207 0.000000 8.619013 ... 1 2 1.2276 1.2276 0.5000 0.0000 16.1765\n",
"208 0.000000 0.000000 ... 1 2 0.9082 0.9082 0.5000 0.0000 0.0000\n",
"209 29.686910 6.699551 ... 0 4 0.0000 0.0000 0.0000 26.6654 2.0261\n",
" o_sp2 o_sp3 logBBB\n",
"1 0.0000 0.0000 1.08 \n",
"2 32.0102 33.6135 -0.40 \n",
"3 0.0000 27.5451 0.22 \n",
"4 0.0000 15.1316 0.14 \n",
"5 0.0000 15.1333 0.69 \n",
"6 0.0000 15.1333 0.44 \n",
"7 54.3645 29.7291 -0.43 \n",
"8 30.6103 18.8192 1.38 \n",
"9 0.0000 0.0000 0.75 \n",
"10 23.1112 3.9461 0.88 \n",
"11 24.2643 27.6182 0.98 \n",
"12 17.6591 0.0000 0.83 \n",
"13 49.6203 0.0000 0.61 \n",
"14 0.0000 0.0000 -1.17 \n",
"15 89.5176 0.0000 -0.67 \n",
"16 89.5176 0.0000 -0.66 \n",
"17 78.7703 0.0000 -0.12 \n",
"18 78.7737 7.4357 -0.73 \n",
"19 93.0297 4.9073 -0.27 \n",
"20 89.6514 0.0000 -0.28 \n",
"21 32.5912 15.1333 -0.24 \n",
"22 0.0000 0.0000 1.17 \n",
"23 0.0000 0.0000 1.38 \n",
"24 27.6067 38.2986 0.89 \n",
"25 21.9324 13.1949 -0.30 \n",
"26 23.1112 3.9461 0.88 \n",
"27 62.2338 14.6267 0.08 \n",
"28 21.9324 40.5716 -1.34 \n",
"29 0.0000 11.8204 0.39 \n",
"30 0.0000 26.5173 0.52 \n",
"... ... ... ... \n",
"180 0.0000 0.0000 0.41 \n",
"181 35.8361 50.1493 -1.10 \n",
"182 0.0000 0.0000 -0.82 \n",
"183 51.0053 42.9693 -1.30 \n",
"184 32.0536 9.3733 -2.00 \n",
"185 0.0000 0.0000 -1.15 \n",
"186 0.0000 0.0000 -1.54 \n",
"187 30.2214 0.0000 -1.57 \n",
"188 89.5176 14.4805 -1.12 \n",
"189 24.3632 41.6460 -0.72 \n",
"190 0.0000 41.5589 0.54 \n",
"191 107.6448 0.0000 0.20 \n",
"192 61.1740 0.0000 -0.18 \n",
"193 0.0000 0.0000 1.11 \n",
"194 40.0660 15.1333 -0.46 \n",
"195 51.6790 7.2770 -0.29 \n",
"196 0.0000 0.0000 1.60 \n",
"197 78.1149 0.0000 -0.30 \n",
"198 45.5920 38.3047 -2.15 \n",
"199 32.0536 14.4806 -1.06 \n",
"200 42.3641 4.9821 -0.09 \n",
"201 0.0000 0.0000 0.53 \n",
"202 0.0000 11.7987 1.03 \n",
"203 32.0536 0.0000 -2.00 \n",
"204 0.0000 11.1725 -0.22 \n",
"205 0.0000 49.6928 -0.02 \n",
"206 0.0000 0.0000 0.08 \n",
"207 54.3586 0.0000 0.25 \n",
"208 30.1014 15.9446 -0.84 \n",
"209 40.4559 4.4697 -0.25 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_correct"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>209</li>\n",
"\t<li>135</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 209\n",
"\\item 135\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 209\n",
"2. 135\n",
"\n",
"\n"
],
"text/plain": [
"[1] 209 135"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dim(data_correct)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"##What else is important? Check if your dataset has variable/columns name included\n",
"data_bad2<-read.csv(\"BBB_raw_data_tabSep.txt\", sep=\"\", header = FALSE)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th><th scope=col>...</th><th scope=col>V126</th><th scope=col>V127</th><th scope=col>V128</th><th scope=col>V129</th><th scope=col>V130</th><th scope=col>V131</th><th scope=col>V132</th><th scope=col>V133</th><th scope=col>V134</th><th scope=col>V135</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>tpsa </td><td>nbasic </td><td>negative </td><td>vsa_hyd </td><td>a_aro </td><td>weight </td><td>peoe_vsa.0</td><td>peoe_vsa.1</td><td>peoe_vsa.2</td><td>peoe_vsa.3</td><td>... </td><td>ctdh </td><td>ctaa </td><td>mchg </td><td>achg </td><td>rdta </td><td>n_sp2 </td><td>n_sp3 </td><td>o_sp2 </td><td>o_sp3 </td><td>logBBB </td></tr>\n",
"\t<tr><td>12.03 </td><td>1 </td><td>0 </td><td>167.067 </td><td>0 </td><td>156.293 </td><td>76.94749 </td><td>43.44619 </td><td>0 </td><td>0 </td><td>... </td><td>1 </td><td>1 </td><td>0.9241 </td><td>0.9241 </td><td>1 </td><td>0 </td><td>6.0255 </td><td>0 </td><td>0 </td><td>1.08 </td></tr>\n",
"\t<tr><td>49.330002 </td><td>0 </td><td>0 </td><td>92.64243 </td><td>6 </td><td>151.165 </td><td>38.24339 </td><td>25.52006 </td><td>0 </td><td>8.619013 </td><td>... </td><td>2 </td><td>2 </td><td>1.2685 </td><td>1.042 </td><td>1 </td><td>0 </td><td>6.5681 </td><td>32.010201 </td><td>33.613499 </td><td>-0.4 </td></tr>\n",
"\t<tr><td>50.529999 </td><td>1 </td><td>0 </td><td>295.167 </td><td>15 </td><td>366.485 </td><td>58.05473 </td><td>124.7402 </td><td>21.65084 </td><td>8.619013 </td><td>... </td><td>1 </td><td>4 </td><td>1.2562 </td><td>1.2562 </td><td>0.25 </td><td>26.973301 </td><td>10.8567 </td><td>0 </td><td>27.545099 </td><td>0.22 </td></tr>\n",
"\t<tr><td>37.389999 </td><td>0 </td><td>0 </td><td>319.1122 </td><td>15 </td><td>382.552 </td><td>62.23933 </td><td>124.7402 </td><td>13.19232 </td><td>21.78564 </td><td>... </td><td>1 </td><td>3 </td><td>1.1962 </td><td>1.1962 </td><td>0.3333 </td><td>21.706499 </td><td>11.0017 </td><td>0 </td><td>15.1316 </td><td>0.14 </td></tr>\n",
"\t<tr><td>37.389999 </td><td>1 </td><td>0 </td><td>299.658 </td><td>12 </td><td>326.464 </td><td>74.80064 </td><td>118.0406 </td><td>33.0019 </td><td>0 </td><td>... </td><td>1 </td><td>3 </td><td>1.2934 </td><td>1.2934 </td><td>0.3333 </td><td>24.2061 </td><td>10.8109 </td><td>0 </td><td>15.1333 </td><td>0.69 </td></tr>\n",
"\t<tr><td>37.389999 </td><td>1 </td><td>0 </td><td>289.7777 </td><td>11 </td><td>332.492 </td><td>74.80064 </td><td>109.5099 </td><td>13.19232 </td><td>21.78564 </td><td>... </td><td>1 </td><td>3 </td><td>1.2021 </td><td>1.2021 </td><td>0.3333 </td><td>25.5529 </td><td>11.1218 </td><td>0 </td><td>15.1333 </td><td>0.44 </td></tr>\n",
"\t<tr><td>52.57 </td><td>1 </td><td>0 </td><td>218.9835 </td><td>6 </td><td>277.388 </td><td>68.41672 </td><td>97.55945 </td><td>0 </td><td>8.619013 </td><td>... </td><td>2 </td><td>3 </td><td>1.2173 </td><td>1.0155 </td><td>0.6667 </td><td>0 </td><td>11.1189 </td><td>54.364498 </td><td>29.729099 </td><td>-0.43 </td></tr>\n",
"\t<tr><td>40.540001 </td><td>1 </td><td>0 </td><td>321.8241 </td><td>12 </td><td>421.33 </td><td>73.38909 </td><td>99.29238 </td><td>9.020845 </td><td>8.458519 </td><td>... </td><td>1 </td><td>3 </td><td>0.8619 </td><td>0.8619 </td><td>0.3333 </td><td>0 </td><td>4.4417 </td><td>30.6103 </td><td>18.819201 </td><td>1.38 </td></tr>\n",
"\t<tr><td>15.27 </td><td>1 </td><td>0 </td><td>304.6516 </td><td>12 </td><td>357.566 </td><td>98.59877 </td><td>72.39125 </td><td>0 </td><td>0 </td><td>... </td><td>1 </td><td>1 </td><td>0.9339 </td><td>0.9339 </td><td>1 </td><td>0 </td><td>6.7721 </td><td>0 </td><td>0 </td><td>0.75 </td></tr>\n",
"\t<tr><td>32.779999 </td><td>1 </td><td>0 </td><td>252.9569 </td><td>6 </td><td>251.35 </td><td>85.5588 </td><td>97.58976 </td><td>7.411346 </td><td>0 </td><td>... </td><td>0 </td><td>3 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>4.3804 </td><td>23.1112 </td><td>3.9461 </td><td>0.88 </td></tr>\n",
"\t<tr><td>64.160004 </td><td>0 </td><td>0 </td><td>280.438 </td><td>9 </td><td>412.509 </td><td>149.2843 </td><td>95.57485 </td><td>17.47936 </td><td>6.699551 </td><td>... </td><td>0 </td><td>5 </td><td>0 </td><td>0 </td><td>0 </td><td>36.556702 </td><td>5.568 </td><td>24.264299 </td><td>27.6182 </td><td>0.98 </td></tr>\n",
"\t<tr><td>26.790001 </td><td>1 </td><td>0 </td><td>373.5283 </td><td>12 </td><td>411.614 </td><td>88.09194 </td><td>135.1378 </td><td>52.7693 </td><td>8.458519 </td><td>... </td><td>0 </td><td>3 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>13.6002 </td><td>17.6591 </td><td>0 </td><td>0.83 </td></tr>\n",
"\t<tr><td>41.459999 </td><td>0 </td><td>0 </td><td>185.2862 </td><td>12 </td><td>270.719 </td><td>8.936826 </td><td>56.05296 </td><td>13.19232 </td><td>8.619013 </td><td>... </td><td>1 </td><td>2 </td><td>1.2421 </td><td>1.2421 </td><td>0.5 </td><td>11.9628 </td><td>5.7656 </td><td>49.6203 </td><td>0 </td><td>0.61 </td></tr>\n",
"\t<tr><td>83.720001 </td><td>0 </td><td>0 </td><td>121.924 </td><td>11 </td><td>204.237 </td><td>44.54677 </td><td>12.79616 </td><td>11.19056 </td><td>37.0476 </td><td>... </td><td>3 </td><td>3 </td><td>1.4549 </td><td>1.2958 </td><td>1 </td><td>68.960098 </td><td>39.266602 </td><td>0 </td><td>0 </td><td>-1.17 </td></tr>\n",
"\t<tr><td>83.849998 </td><td>0 </td><td>0 </td><td>209.5308 </td><td>11 </td><td>357.232 </td><td>129.1319 </td><td>28.02648 </td><td>8.619013 </td><td>19.80958 </td><td>... </td><td>2 </td><td>4 </td><td>1.3271 </td><td>1.1014 </td><td>0.5 </td><td>25.6341 </td><td>15.407 </td><td>89.517601 </td><td>0 </td><td>-0.67 </td></tr>\n",
"\t<tr><td>83.849998 </td><td>0 </td><td>0 </td><td>179.4622 </td><td>11 </td><td>278.336 </td><td>126.8797 </td><td>32.29187 </td><td>8.619013 </td><td>19.80958 </td><td>... </td><td>2 </td><td>4 </td><td>1.3275 </td><td>1.1016 </td><td>0.5 </td><td>25.6357 </td><td>15.407 </td><td>89.517601 </td><td>0 </td><td>-0.66 </td></tr>\n",
"\t<tr><td>83.849998 </td><td>0 </td><td>0 </td><td>262.9218 </td><td>17 </td><td>368.461 </td><td>131.8569 </td><td>51.56195 </td><td>8.619013 </td><td>19.80958 </td><td>... </td><td>2 </td><td>4 </td><td>1.337 </td><td>1.0947 </td><td>0.5 </td><td>18.841101 </td><td>14.6764 </td><td>78.770302 </td><td>0 </td><td>-0.12 </td></tr>\n",
"\t<tr><td>87.339996 </td><td>1 </td><td>0 </td><td>314.9122 </td><td>16 </td><td>415.538 </td><td>115.1109 </td><td>125.3906 </td><td>30.26986 </td><td>19.80958 </td><td>... </td><td>2 </td><td>5 </td><td>1.3375 </td><td>1.0949 </td><td>0.4 </td><td>0 </td><td>23.346901 </td><td>78.773697 </td><td>7.4357 </td><td>-0.73 </td></tr>\n",
"\t<tr><td>87.339996 </td><td>1 </td><td>0 </td><td>221.2659 </td><td>16 </td><td>327.364 </td><td>58.90247 </td><td>123.1821 </td><td>21.65084 </td><td>28.42859 </td><td>... </td><td>2 </td><td>5 </td><td>1.093 </td><td>0.9701 </td><td>0.4 </td><td>7.1296 </td><td>20.609501 </td><td>93.029701 </td><td>4.9073 </td><td>-0.27 </td></tr>\n",
"\t<tr><td>87.089996 </td><td>1 </td><td>0 </td><td>243.774 </td><td>17 </td><td>338.391 </td><td>77.85693 </td><td>125.6885 </td><td>13.19232 </td><td>28.42859 </td><td>... </td><td>2 </td><td>5 </td><td>1.1464 </td><td>1.0117 </td><td>0.4 </td><td>21.4881 </td><td>20.465599 </td><td>89.651398 </td><td>0 </td><td>-0.28 </td></tr>\n",
"\t<tr><td>41.57 </td><td>1 </td><td>0 </td><td>313.184 </td><td>12 </td><td>353.486 </td><td>60.26326 </td><td>122.306 </td><td>13.19232 </td><td>8.619013 </td><td>... </td><td>1 </td><td>3 </td><td>1.408 </td><td>1.408 </td><td>0.3333 </td><td>0 </td><td>9.4907 </td><td>32.591202 </td><td>15.1333 </td><td>-0.24 </td></tr>\n",
"\t<tr><td>6.48 </td><td>0 </td><td>0 </td><td>286.7085 </td><td>12 </td><td>281.423 </td><td>69.41582 </td><td>127.9159 </td><td>0 </td><td>0 </td><td>... </td><td>0 </td><td>1 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>9.6105 </td><td>0 </td><td>0 </td><td>1.17 </td></tr>\n",
"\t<tr><td>9.72 </td><td>0 </td><td>0 </td><td>357.2742 </td><td>12 </td><td>409.52 </td><td>47.32438 </td><td>137.3464 </td><td>52.7693 </td><td>0 </td><td>... </td><td>0 </td><td>2 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>13.6 </td><td>0 </td><td>0 </td><td>1.38 </td></tr>\n",
"\t<tr><td>38.77 </td><td>0 </td><td>0 </td><td>317.1515 </td><td>12 </td><td>380.508 </td><td>114.4689 </td><td>107.427 </td><td>30.10936 </td><td>8.458519 </td><td>... </td><td>0 </td><td>4 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>2.9591 </td><td>27.606701 </td><td>38.298599 </td><td>0.89 </td></tr>\n",
"\t<tr><td>77.050003 </td><td>0 </td><td>0 </td><td>223.7506 </td><td>16 </td><td>357.801 </td><td>65.89255 </td><td>54.64664 </td><td>32.20186 </td><td>12.94953 </td><td>... </td><td>0 </td><td>5 </td><td>0 </td><td>0 </td><td>0 </td><td>59.452801 </td><td>1.8808 </td><td>21.9324 </td><td>13.1949 </td><td>-0.3 </td></tr>\n",
"\t<tr><td>32.779999 </td><td>1 </td><td>0 </td><td>252.9569 </td><td>6 </td><td>251.35 </td><td>85.5588 </td><td>97.58976 </td><td>7.411346 </td><td>0 </td><td>... </td><td>0 </td><td>3 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>4.3804 </td><td>23.1112 </td><td>3.9461 </td><td>0.88 </td></tr>\n",
"\t<tr><td>166.75 </td><td>1 </td><td>0 </td><td>450.7686 </td><td>16 </td><td>671.863 </td><td>117.5445 </td><td>108.5161 </td><td>32.20815 </td><td>46.24102 </td><td>... </td><td>6 </td><td>7 </td><td>1.5931 </td><td>1.3557 </td><td>0.8571 </td><td>8.233 </td><td>26.073799 </td><td>62.233799 </td><td>14.6267 </td><td>0.08 </td></tr>\n",
"\t<tr><td>97.279999 </td><td>0 </td><td>0 </td><td>221.5421 </td><td>16 </td><td>373.8 </td><td>61.62716 </td><td>54.64664 </td><td>32.20186 </td><td>0 </td><td>... </td><td>1 </td><td>6 </td><td>0.8415 </td><td>0.8415 </td><td>0.1667 </td><td>52.4538 </td><td>1.8808 </td><td>21.9324 </td><td>40.571602 </td><td>-1.34 </td></tr>\n",
"\t<tr><td>21.26 </td><td>1 </td><td>0 </td><td>194.1943 </td><td>12 </td><td>272.755 </td><td>13.05052 </td><td>90.22093 </td><td>0 </td><td>0 </td><td>... </td><td>1 </td><td>2 </td><td>0.9466 </td><td>0.9466 </td><td>0.5 </td><td>0 </td><td>19.2509 </td><td>0 </td><td>11.8204 </td><td>0.39 </td></tr>\n",
"\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td> </td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"\t<tr><td>36.419998 </td><td>1 </td><td>0 </td><td>186.2964 </td><td>6 </td><td>310.002 </td><td>28.63686 </td><td>25.59232 </td><td>9.039493 </td><td>17.23803 </td><td>... </td><td>2 </td><td>1 </td><td>1.4039 </td><td>1.3534 </td><td>2 </td><td>11.3976 </td><td>8.5492 </td><td>0 </td><td>0 </td><td>0.41 </td></tr>\n",
"\t<tr><td>57.529999 </td><td>0 </td><td>0 </td><td>65.44252 </td><td>6 </td><td>136.106 </td><td>0 </td><td>31.77004 </td><td>0 </td><td>0 </td><td>... </td><td>2 </td><td>3 </td><td>0.9224 </td><td>0.8645 </td><td>0.6667 </td><td>0 </td><td>0 </td><td>35.836102 </td><td>50.1493 </td><td>-1.1 </td></tr>\n",
"\t<tr><td>135 </td><td>1 </td><td>0 </td><td>171.8644 </td><td>5 </td><td>314.442 </td><td>78.00473 </td><td>21.64231 </td><td>8.530772 </td><td>94.24453 </td><td>... </td><td>6 </td><td>4 </td><td>1.5791 </td><td>1.3176 </td><td>1.5 </td><td>52.303001 </td><td>53.682301 </td><td>0 </td><td>0 </td><td>-0.82 </td></tr>\n",
"\t<tr><td>93.029999 </td><td>0 </td><td>0 </td><td>124.6646 </td><td>5 </td><td>236.231 </td><td>17.06154 </td><td>58.15469 </td><td>50.3542 </td><td>15.31856 </td><td>... </td><td>2 </td><td>5 </td><td>1.0009 </td><td>0.9323 </td><td>0.4 </td><td>57.1157 </td><td>7.4561 </td><td>51.005299 </td><td>42.969299 </td><td>-1.3 </td></tr>\n",
"\t<tr><td>92.790001 </td><td>1 </td><td>0 </td><td>277.1499 </td><td>12 </td><td>380.472 </td><td>142.5327 </td><td>55.75508 </td><td>4.265386 </td><td>33.98394 </td><td>... </td><td>2 </td><td>5 </td><td>1.2536 </td><td>1.2298 </td><td>0.4 </td><td>53.419899 </td><td>17.381001 </td><td>32.0536 </td><td>9.3733 </td><td>-2 </td></tr>\n",
"\t<tr><td>100.809998</td><td>0 </td><td>0 </td><td>102.9877 </td><td>11 </td><td>234.307 </td><td>23.13906 </td><td>28.02648 </td><td>17.23803 </td><td>39.02366 </td><td>... </td><td>6 </td><td>2 </td><td>1.582 </td><td>1.4121 </td><td>3 </td><td>30.8766 </td><td>61.979301 </td><td>0 </td><td>0 </td><td>-1.15 </td></tr>\n",
"\t<tr><td>135 </td><td>1 </td><td>0 </td><td>161.6777 </td><td>11 </td><td>316.393 </td><td>76.98416 </td><td>28.02648 </td><td>0 </td><td>81.05221 </td><td>... </td><td>6 </td><td>4 </td><td>1.5799 </td><td>1.3119 </td><td>1.5 </td><td>50.4879 </td><td>50.755501 </td><td>0 </td><td>0 </td><td>-1.54 </td></tr>\n",
"\t<tr><td>103.889999</td><td>1 </td><td>0 </td><td>132.3961 </td><td>11 </td><td>276.344 </td><td>54.68289 </td><td>28.02648 </td><td>0 </td><td>47.64268 </td><td>... </td><td>5 </td><td>3 </td><td>1.5804 </td><td>1.3458 </td><td>1.6667 </td><td>31.467501 </td><td>42.918999 </td><td>30.221399 </td><td>0 </td><td>-1.57 </td></tr>\n",
"\t<tr><td>87.339996 </td><td>1 </td><td>0 </td><td>231.4527 </td><td>10 </td><td>325.413 </td><td>110.1338 </td><td>106.1205 </td><td>30.26986 </td><td>19.80958 </td><td>... </td><td>2 </td><td>5 </td><td>1.3281 </td><td>1.1018 </td><td>0.4 </td><td>6.797 </td><td>25.309099 </td><td>89.517601 </td><td>14.4805 </td><td>-1.12 </td></tr>\n",
"\t<tr><td>90.370003 </td><td>0 </td><td>0 </td><td>111.1915 </td><td>0 </td><td>211.221 </td><td>33.80746 </td><td>45.44854 </td><td>20.5865 </td><td>17.23803 </td><td>... </td><td>3 </td><td>4 </td><td>1.3981 </td><td>1.2166 </td><td>0.75 </td><td>21.9193 </td><td>26.3906 </td><td>24.363199 </td><td>41.646 </td><td>-0.72 </td></tr>\n",
"\t<tr><td>41.93 </td><td>0 </td><td>0 </td><td>214.9506 </td><td>6 </td><td>300.378 </td><td>63.72721 </td><td>100.4118 </td><td>29.87286 </td><td>0 </td><td>... </td><td>1 </td><td>4 </td><td>0.8429 </td><td>0.8429 </td><td>0.25 </td><td>0 </td><td>7.7974 </td><td>0 </td><td>41.558899 </td><td>0.54 </td></tr>\n",
"\t<tr><td>75.269997 </td><td>0 </td><td>0 </td><td>153.6679 </td><td>0 </td><td>238.287 </td><td>55.45002 </td><td>12.79616 </td><td>0 </td><td>17.23803 </td><td>... </td><td>2 </td><td>3 </td><td>1.3622 </td><td>1.3576 </td><td>0.6667 </td><td>0 </td><td>7.633 </td><td>107.644798</td><td>0 </td><td>0.2 </td></tr>\n",
"\t<tr><td>58.200001 </td><td>0 </td><td>0 </td><td>137.8594 </td><td>0 </td><td>242.343 </td><td>68.24618 </td><td>13.16662 </td><td>31.38451 </td><td>17.23803 </td><td>... </td><td>2 </td><td>2 </td><td>1.1802 </td><td>1.179 </td><td>1 </td><td>0 </td><td>5.3774 </td><td>61.174 </td><td>0 </td><td>-0.18 </td></tr>\n",
"\t<tr><td>12.03 </td><td>1 </td><td>0 </td><td>187.2186 </td><td>12 </td><td>222.311 </td><td>36.65386 </td><td>34.12309 </td><td>7.411346 </td><td>0 </td><td>... </td><td>1 </td><td>1 </td><td>0.8369 </td><td>0.8369 </td><td>1 </td><td>0 </td><td>13.3151 </td><td>0 </td><td>0 </td><td>1.11 </td></tr>\n",
"\t<tr><td>41.57 </td><td>1 </td><td>0 </td><td>261.3414 </td><td>6 </td><td>291.415 </td><td>89.59856 </td><td>100.9791 </td><td>13.19232 </td><td>8.619013 </td><td>... </td><td>1 </td><td>3 </td><td>1.4219 </td><td>1.4219 </td><td>0.3333 </td><td>0 </td><td>9.4089 </td><td>40.066002 </td><td>15.1333 </td><td>-0.46 </td></tr>\n",
"\t<tr><td>64.43 </td><td>0 </td><td>0 </td><td>201.0199 </td><td>11 </td><td>303.293 </td><td>48.83101 </td><td>73.60896 </td><td>34.52316 </td><td>6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0 </td><td>0 </td><td>0 </td><td>26.671 </td><td>1.4254 </td><td>51.679001 </td><td>7.277 </td><td>-0.29 </td></tr>\n",
"\t<tr><td>12.03 </td><td>0 </td><td>0 </td><td>259.913 </td><td>12 </td><td>307.244 </td><td>32.23678 </td><td>74.93204 </td><td>7.411346 </td><td>0 </td><td>... </td><td>1 </td><td>1 </td><td>0.9167 </td><td>0.9167 </td><td>1 </td><td>0 </td><td>5.6529 </td><td>0 </td><td>0 </td><td>1.6 </td></tr>\n",
"\t<tr><td>72.68 </td><td>0 </td><td>0 </td><td>92.58944 </td><td>5 </td><td>180.167 </td><td>72.06969 </td><td>21.23693 </td><td>4.265386 </td><td>26.50913 </td><td>... </td><td>1 </td><td>3 </td><td>1.3242 </td><td>1.3242 </td><td>0.3333 </td><td>22.913601 </td><td>13.9752 </td><td>78.114899 </td><td>0 </td><td>-0.3 </td></tr>\n",
"\t<tr><td>53.009998 </td><td>0 </td><td>0 </td><td>333.1093 </td><td>12 </td><td>389.903 </td><td>8.936826 </td><td>142.715 </td><td>73.37297 </td><td>0 </td><td>... </td><td>1 </td><td>5 </td><td>0.9272 </td><td>0.9272 </td><td>0.2 </td><td>0 </td><td>2.4561 </td><td>45.591999 </td><td>38.304699 </td><td>-2.15 </td></tr>\n",
"\t<tr><td>87.050003 </td><td>1 </td><td>0 </td><td>317.1947 </td><td>11 </td><td>415.562 </td><td>113.6131 </td><td>112.5945 </td><td>25.91623 </td><td>33.98394 </td><td>... </td><td>2 </td><td>5 </td><td>1.2593 </td><td>1.2315 </td><td>0.4 </td><td>35.316299 </td><td>27.2831 </td><td>32.0536 </td><td>14.4806 </td><td>-1.06 </td></tr>\n",
"\t<tr><td>64.43 </td><td>0 </td><td>0 </td><td>267.143 </td><td>11 </td><td>418.291 </td><td>79.42532 </td><td>35.81515 </td><td>25.50231 </td><td>6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0 </td><td>0 </td><td>0 </td><td>29.3531 </td><td>1.5226 </td><td>42.364101 </td><td>4.9821 </td><td>-0.09 </td></tr>\n",
"\t<tr><td>19.370001 </td><td>0 </td><td>0 </td><td>239.0821 </td><td>12 </td><td>266.368 </td><td>42.50877 </td><td>129.9424 </td><td>11.19056 </td><td>0 </td><td>... </td><td>0 </td><td>2 </td><td>0 </td><td>0 </td><td>0 </td><td>6.506 </td><td>10.1542 </td><td>0 </td><td>0 </td><td>0.53 </td></tr>\n",
"\t<tr><td>12.47 </td><td>1 </td><td>0 </td><td>228.0938 </td><td>12 </td><td>286.782 </td><td>13.05052 </td><td>126.2558 </td><td>0 </td><td>0 </td><td>... </td><td>0 </td><td>2 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>11.1883 </td><td>0 </td><td>11.7987 </td><td>1.03 </td></tr>\n",
"\t<tr><td>83.559998 </td><td>1 </td><td>0 </td><td>303.1771 </td><td>12 </td><td>443.369 </td><td>139.283 </td><td>23.53547 </td><td>4.265386 </td><td>33.98394 </td><td>... </td><td>2 </td><td>4 </td><td>1.2573 </td><td>1.2312 </td><td>0.5 </td><td>53.4258 </td><td>17.381001 </td><td>32.0536 </td><td>0 </td><td>-2 </td></tr>\n",
"\t<tr><td>81.650002 </td><td>0 </td><td>0 </td><td>231.2541 </td><td>16 </td><td>306.276 </td><td>14.46344 </td><td>56.24235 </td><td>120.0509 </td><td>0 </td><td>... </td><td>1 </td><td>5 </td><td>0.8783 </td><td>0.8783 </td><td>0.2 </td><td>105.208702</td><td>3.2233 </td><td>0 </td><td>11.1725 </td><td>-0.22 </td></tr>\n",
"\t<tr><td>32.700001 </td><td>1 </td><td>0 </td><td>233.692 </td><td>6 </td><td>250.362 </td><td>51.28292 </td><td>109.5099 </td><td>13.19232 </td><td>0 </td><td>... </td><td>1 </td><td>3 </td><td>0.8717 </td><td>0.8717 </td><td>0.3333 </td><td>0 </td><td>3.115 </td><td>0 </td><td>49.692799 </td><td>-0.02 </td></tr>\n",
"\t<tr><td>3.24 </td><td>0 </td><td>0 </td><td>343.2429 </td><td>10 </td><td>292.446 </td><td>40.59702 </td><td>104.6772 </td><td>13.19232 </td><td>0 </td><td>... </td><td>0 </td><td>1 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>4.6658 </td><td>0 </td><td>0 </td><td>0.08 </td></tr>\n",
"\t<tr><td>32.34 </td><td>1 </td><td>0 </td><td>234.792 </td><td>6 </td><td>261.389 </td><td>75.11627 </td><td>86.66676 </td><td>0 </td><td>8.619013 </td><td>... </td><td>1 </td><td>2 </td><td>1.2276 </td><td>1.2276 </td><td>0.5 </td><td>0 </td><td>16.1765 </td><td>54.358601 </td><td>0 </td><td>0.25 </td></tr>\n",
"\t<tr><td>37.299999 </td><td>0 </td><td>0 </td><td>124.2594 </td><td>0 </td><td>143.206 </td><td>63.98079 </td><td>14.7085 </td><td>0 </td><td>0 </td><td>... </td><td>1 </td><td>2 </td><td>0.9082 </td><td>0.9082 </td><td>0.5 </td><td>0 </td><td>0 </td><td>30.1014 </td><td>15.9446 </td><td>-0.84 </td></tr>\n",
"\t<tr><td>64.43 </td><td>0 </td><td>0 </td><td>224.7531 </td><td>10 </td><td>319.385 </td><td>74.42332 </td><td>43.65297 </td><td>29.68691 </td><td>6.699551 </td><td>... </td><td>0 </td><td>4 </td><td>0 </td><td>0 </td><td>0 </td><td>26.6654 </td><td>2.0261 </td><td>40.455898 </td><td>4.4697 </td><td>-0.25 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10 & ... & V126 & V127 & V128 & V129 & V130 & V131 & V132 & V133 & V134 & V135\\\\\n",
"\\hline\n",
"\t tpsa & nbasic & negative & vsa\\_hyd & a\\_aro & weight & peoe\\_vsa.0 & peoe\\_vsa.1 & peoe\\_vsa.2 & peoe\\_vsa.3 & ... & ctdh & ctaa & mchg & achg & rdta & n\\_sp2 & n\\_sp3 & o\\_sp2 & o\\_sp3 & logBBB \\\\\n",
"\t 12.03 & 1 & 0 & 167.067 & 0 & 156.293 & 76.94749 & 43.44619 & 0 & 0 & ... & 1 & 1 & 0.9241 & 0.9241 & 1 & 0 & 6.0255 & 0 & 0 & 1.08 \\\\\n",
"\t 49.330002 & 0 & 0 & 92.64243 & 6 & 151.165 & 38.24339 & 25.52006 & 0 & 8.619013 & ... & 2 & 2 & 1.2685 & 1.042 & 1 & 0 & 6.5681 & 32.010201 & 33.613499 & -0.4 \\\\\n",
"\t 50.529999 & 1 & 0 & 295.167 & 15 & 366.485 & 58.05473 & 124.7402 & 21.65084 & 8.619013 & ... & 1 & 4 & 1.2562 & 1.2562 & 0.25 & 26.973301 & 10.8567 & 0 & 27.545099 & 0.22 \\\\\n",
"\t 37.389999 & 0 & 0 & 319.1122 & 15 & 382.552 & 62.23933 & 124.7402 & 13.19232 & 21.78564 & ... & 1 & 3 & 1.1962 & 1.1962 & 0.3333 & 21.706499 & 11.0017 & 0 & 15.1316 & 0.14 \\\\\n",
"\t 37.389999 & 1 & 0 & 299.658 & 12 & 326.464 & 74.80064 & 118.0406 & 33.0019 & 0 & ... & 1 & 3 & 1.2934 & 1.2934 & 0.3333 & 24.2061 & 10.8109 & 0 & 15.1333 & 0.69 \\\\\n",
"\t 37.389999 & 1 & 0 & 289.7777 & 11 & 332.492 & 74.80064 & 109.5099 & 13.19232 & 21.78564 & ... & 1 & 3 & 1.2021 & 1.2021 & 0.3333 & 25.5529 & 11.1218 & 0 & 15.1333 & 0.44 \\\\\n",
"\t 52.57 & 1 & 0 & 218.9835 & 6 & 277.388 & 68.41672 & 97.55945 & 0 & 8.619013 & ... & 2 & 3 & 1.2173 & 1.0155 & 0.6667 & 0 & 11.1189 & 54.364498 & 29.729099 & -0.43 \\\\\n",
"\t 40.540001 & 1 & 0 & 321.8241 & 12 & 421.33 & 73.38909 & 99.29238 & 9.020845 & 8.458519 & ... & 1 & 3 & 0.8619 & 0.8619 & 0.3333 & 0 & 4.4417 & 30.6103 & 18.819201 & 1.38 \\\\\n",
"\t 15.27 & 1 & 0 & 304.6516 & 12 & 357.566 & 98.59877 & 72.39125 & 0 & 0 & ... & 1 & 1 & 0.9339 & 0.9339 & 1 & 0 & 6.7721 & 0 & 0 & 0.75 \\\\\n",
"\t 32.779999 & 1 & 0 & 252.9569 & 6 & 251.35 & 85.5588 & 97.58976 & 7.411346 & 0 & ... & 0 & 3 & 0 & 0 & 0 & 0 & 4.3804 & 23.1112 & 3.9461 & 0.88 \\\\\n",
"\t 64.160004 & 0 & 0 & 280.438 & 9 & 412.509 & 149.2843 & 95.57485 & 17.47936 & 6.699551 & ... & 0 & 5 & 0 & 0 & 0 & 36.556702 & 5.568 & 24.264299 & 27.6182 & 0.98 \\\\\n",
"\t 26.790001 & 1 & 0 & 373.5283 & 12 & 411.614 & 88.09194 & 135.1378 & 52.7693 & 8.458519 & ... & 0 & 3 & 0 & 0 & 0 & 0 & 13.6002 & 17.6591 & 0 & 0.83 \\\\\n",
"\t 41.459999 & 0 & 0 & 185.2862 & 12 & 270.719 & 8.936826 & 56.05296 & 13.19232 & 8.619013 & ... & 1 & 2 & 1.2421 & 1.2421 & 0.5 & 11.9628 & 5.7656 & 49.6203 & 0 & 0.61 \\\\\n",
"\t 83.720001 & 0 & 0 & 121.924 & 11 & 204.237 & 44.54677 & 12.79616 & 11.19056 & 37.0476 & ... & 3 & 3 & 1.4549 & 1.2958 & 1 & 68.960098 & 39.266602 & 0 & 0 & -1.17 \\\\\n",
"\t 83.849998 & 0 & 0 & 209.5308 & 11 & 357.232 & 129.1319 & 28.02648 & 8.619013 & 19.80958 & ... & 2 & 4 & 1.3271 & 1.1014 & 0.5 & 25.6341 & 15.407 & 89.517601 & 0 & -0.67 \\\\\n",
"\t 83.849998 & 0 & 0 & 179.4622 & 11 & 278.336 & 126.8797 & 32.29187 & 8.619013 & 19.80958 & ... & 2 & 4 & 1.3275 & 1.1016 & 0.5 & 25.6357 & 15.407 & 89.517601 & 0 & -0.66 \\\\\n",
"\t 83.849998 & 0 & 0 & 262.9218 & 17 & 368.461 & 131.8569 & 51.56195 & 8.619013 & 19.80958 & ... & 2 & 4 & 1.337 & 1.0947 & 0.5 & 18.841101 & 14.6764 & 78.770302 & 0 & -0.12 \\\\\n",
"\t 87.339996 & 1 & 0 & 314.9122 & 16 & 415.538 & 115.1109 & 125.3906 & 30.26986 & 19.80958 & ... & 2 & 5 & 1.3375 & 1.0949 & 0.4 & 0 & 23.346901 & 78.773697 & 7.4357 & -0.73 \\\\\n",
"\t 87.339996 & 1 & 0 & 221.2659 & 16 & 327.364 & 58.90247 & 123.1821 & 21.65084 & 28.42859 & ... & 2 & 5 & 1.093 & 0.9701 & 0.4 & 7.1296 & 20.609501 & 93.029701 & 4.9073 & -0.27 \\\\\n",
"\t 87.089996 & 1 & 0 & 243.774 & 17 & 338.391 & 77.85693 & 125.6885 & 13.19232 & 28.42859 & ... & 2 & 5 & 1.1464 & 1.0117 & 0.4 & 21.4881 & 20.465599 & 89.651398 & 0 & -0.28 \\\\\n",
"\t 41.57 & 1 & 0 & 313.184 & 12 & 353.486 & 60.26326 & 122.306 & 13.19232 & 8.619013 & ... & 1 & 3 & 1.408 & 1.408 & 0.3333 & 0 & 9.4907 & 32.591202 & 15.1333 & -0.24 \\\\\n",
"\t 6.48 & 0 & 0 & 286.7085 & 12 & 281.423 & 69.41582 & 127.9159 & 0 & 0 & ... & 0 & 1 & 0 & 0 & 0 & 0 & 9.6105 & 0 & 0 & 1.17 \\\\\n",
"\t 9.72 & 0 & 0 & 357.2742 & 12 & 409.52 & 47.32438 & 137.3464 & 52.7693 & 0 & ... & 0 & 2 & 0 & 0 & 0 & 0 & 13.6 & 0 & 0 & 1.38 \\\\\n",
"\t 38.77 & 0 & 0 & 317.1515 & 12 & 380.508 & 114.4689 & 107.427 & 30.10936 & 8.458519 & ... & 0 & 4 & 0 & 0 & 0 & 0 & 2.9591 & 27.606701 & 38.298599 & 0.89 \\\\\n",
"\t 77.050003 & 0 & 0 & 223.7506 & 16 & 357.801 & 65.89255 & 54.64664 & 32.20186 & 12.94953 & ... & 0 & 5 & 0 & 0 & 0 & 59.452801 & 1.8808 & 21.9324 & 13.1949 & -0.3 \\\\\n",
"\t 32.779999 & 1 & 0 & 252.9569 & 6 & 251.35 & 85.5588 & 97.58976 & 7.411346 & 0 & ... & 0 & 3 & 0 & 0 & 0 & 0 & 4.3804 & 23.1112 & 3.9461 & 0.88 \\\\\n",
"\t 166.75 & 1 & 0 & 450.7686 & 16 & 671.863 & 117.5445 & 108.5161 & 32.20815 & 46.24102 & ... & 6 & 7 & 1.5931 & 1.3557 & 0.8571 & 8.233 & 26.073799 & 62.233799 & 14.6267 & 0.08 \\\\\n",
"\t 97.279999 & 0 & 0 & 221.5421 & 16 & 373.8 & 61.62716 & 54.64664 & 32.20186 & 0 & ... & 1 & 6 & 0.8415 & 0.8415 & 0.1667 & 52.4538 & 1.8808 & 21.9324 & 40.571602 & -1.34 \\\\\n",
"\t 21.26 & 1 & 0 & 194.1943 & 12 & 272.755 & 13.05052 & 90.22093 & 0 & 0 & ... & 1 & 2 & 0.9466 & 0.9466 & 0.5 & 0 & 19.2509 & 0 & 11.8204 & 0.39 \\\\\n",
"\t ... & ... & ... & ... & ... & ... & ... & ... & ... & ... & & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
"\t 36.419998 & 1 & 0 & 186.2964 & 6 & 310.002 & 28.63686 & 25.59232 & 9.039493 & 17.23803 & ... & 2 & 1 & 1.4039 & 1.3534 & 2 & 11.3976 & 8.5492 & 0 & 0 & 0.41 \\\\\n",
"\t 57.529999 & 0 & 0 & 65.44252 & 6 & 136.106 & 0 & 31.77004 & 0 & 0 & ... & 2 & 3 & 0.9224 & 0.8645 & 0.6667 & 0 & 0 & 35.836102 & 50.1493 & -1.1 \\\\\n",
"\t 135 & 1 & 0 & 171.8644 & 5 & 314.442 & 78.00473 & 21.64231 & 8.530772 & 94.24453 & ... & 6 & 4 & 1.5791 & 1.3176 & 1.5 & 52.303001 & 53.682301 & 0 & 0 & -0.82 \\\\\n",
"\t 93.029999 & 0 & 0 & 124.6646 & 5 & 236.231 & 17.06154 & 58.15469 & 50.3542 & 15.31856 & ... & 2 & 5 & 1.0009 & 0.9323 & 0.4 & 57.1157 & 7.4561 & 51.005299 & 42.969299 & -1.3 \\\\\n",
"\t 92.790001 & 1 & 0 & 277.1499 & 12 & 380.472 & 142.5327 & 55.75508 & 4.265386 & 33.98394 & ... & 2 & 5 & 1.2536 & 1.2298 & 0.4 & 53.419899 & 17.381001 & 32.0536 & 9.3733 & -2 \\\\\n",
"\t 100.809998 & 0 & 0 & 102.9877 & 11 & 234.307 & 23.13906 & 28.02648 & 17.23803 & 39.02366 & ... & 6 & 2 & 1.582 & 1.4121 & 3 & 30.8766 & 61.979301 & 0 & 0 & -1.15 \\\\\n",
"\t 135 & 1 & 0 & 161.6777 & 11 & 316.393 & 76.98416 & 28.02648 & 0 & 81.05221 & ... & 6 & 4 & 1.5799 & 1.3119 & 1.5 & 50.4879 & 50.755501 & 0 & 0 & -1.54 \\\\\n",
"\t 103.889999 & 1 & 0 & 132.3961 & 11 & 276.344 & 54.68289 & 28.02648 & 0 & 47.64268 & ... & 5 & 3 & 1.5804 & 1.3458 & 1.6667 & 31.467501 & 42.918999 & 30.221399 & 0 & -1.57 \\\\\n",
"\t 87.339996 & 1 & 0 & 231.4527 & 10 & 325.413 & 110.1338 & 106.1205 & 30.26986 & 19.80958 & ... & 2 & 5 & 1.3281 & 1.1018 & 0.4 & 6.797 & 25.309099 & 89.517601 & 14.4805 & -1.12 \\\\\n",
"\t 90.370003 & 0 & 0 & 111.1915 & 0 & 211.221 & 33.80746 & 45.44854 & 20.5865 & 17.23803 & ... & 3 & 4 & 1.3981 & 1.2166 & 0.75 & 21.9193 & 26.3906 & 24.363199 & 41.646 & -0.72 \\\\\n",
"\t 41.93 & 0 & 0 & 214.9506 & 6 & 300.378 & 63.72721 & 100.4118 & 29.87286 & 0 & ... & 1 & 4 & 0.8429 & 0.8429 & 0.25 & 0 & 7.7974 & 0 & 41.558899 & 0.54 \\\\\n",
"\t 75.269997 & 0 & 0 & 153.6679 & 0 & 238.287 & 55.45002 & 12.79616 & 0 & 17.23803 & ... & 2 & 3 & 1.3622 & 1.3576 & 0.6667 & 0 & 7.633 & 107.644798 & 0 & 0.2 \\\\\n",
"\t 58.200001 & 0 & 0 & 137.8594 & 0 & 242.343 & 68.24618 & 13.16662 & 31.38451 & 17.23803 & ... & 2 & 2 & 1.1802 & 1.179 & 1 & 0 & 5.3774 & 61.174 & 0 & -0.18 \\\\\n",
"\t 12.03 & 1 & 0 & 187.2186 & 12 & 222.311 & 36.65386 & 34.12309 & 7.411346 & 0 & ... & 1 & 1 & 0.8369 & 0.8369 & 1 & 0 & 13.3151 & 0 & 0 & 1.11 \\\\\n",
"\t 41.57 & 1 & 0 & 261.3414 & 6 & 291.415 & 89.59856 & 100.9791 & 13.19232 & 8.619013 & ... & 1 & 3 & 1.4219 & 1.4219 & 0.3333 & 0 & 9.4089 & 40.066002 & 15.1333 & -0.46 \\\\\n",
"\t 64.43 & 0 & 0 & 201.0199 & 11 & 303.293 & 48.83101 & 73.60896 & 34.52316 & 6.699551 & ... & 0 & 4 & 0 & 0 & 0 & 26.671 & 1.4254 & 51.679001 & 7.277 & -0.29 \\\\\n",
"\t 12.03 & 0 & 0 & 259.913 & 12 & 307.244 & 32.23678 & 74.93204 & 7.411346 & 0 & ... & 1 & 1 & 0.9167 & 0.9167 & 1 & 0 & 5.6529 & 0 & 0 & 1.6 \\\\\n",
"\t 72.68 & 0 & 0 & 92.58944 & 5 & 180.167 & 72.06969 & 21.23693 & 4.265386 & 26.50913 & ... & 1 & 3 & 1.3242 & 1.3242 & 0.3333 & 22.913601 & 13.9752 & 78.114899 & 0 & -0.3 \\\\\n",
"\t 53.009998 & 0 & 0 & 333.1093 & 12 & 389.903 & 8.936826 & 142.715 & 73.37297 & 0 & ... & 1 & 5 & 0.9272 & 0.9272 & 0.2 & 0 & 2.4561 & 45.591999 & 38.304699 & -2.15 \\\\\n",
"\t 87.050003 & 1 & 0 & 317.1947 & 11 & 415.562 & 113.6131 & 112.5945 & 25.91623 & 33.98394 & ... & 2 & 5 & 1.2593 & 1.2315 & 0.4 & 35.316299 & 27.2831 & 32.0536 & 14.4806 & -1.06 \\\\\n",
"\t 64.43 & 0 & 0 & 267.143 & 11 & 418.291 & 79.42532 & 35.81515 & 25.50231 & 6.699551 & ... & 0 & 4 & 0 & 0 & 0 & 29.3531 & 1.5226 & 42.364101 & 4.9821 & -0.09 \\\\\n",
"\t 19.370001 & 0 & 0 & 239.0821 & 12 & 266.368 & 42.50877 & 129.9424 & 11.19056 & 0 & ... & 0 & 2 & 0 & 0 & 0 & 6.506 & 10.1542 & 0 & 0 & 0.53 \\\\\n",
"\t 12.47 & 1 & 0 & 228.0938 & 12 & 286.782 & 13.05052 & 126.2558 & 0 & 0 & ... & 0 & 2 & 0 & 0 & 0 & 0 & 11.1883 & 0 & 11.7987 & 1.03 \\\\\n",
"\t 83.559998 & 1 & 0 & 303.1771 & 12 & 443.369 & 139.283 & 23.53547 & 4.265386 & 33.98394 & ... & 2 & 4 & 1.2573 & 1.2312 & 0.5 & 53.4258 & 17.381001 & 32.0536 & 0 & -2 \\\\\n",
"\t 81.650002 & 0 & 0 & 231.2541 & 16 & 306.276 & 14.46344 & 56.24235 & 120.0509 & 0 & ... & 1 & 5 & 0.8783 & 0.8783 & 0.2 & 105.208702 & 3.2233 & 0 & 11.1725 & -0.22 \\\\\n",
"\t 32.700001 & 1 & 0 & 233.692 & 6 & 250.362 & 51.28292 & 109.5099 & 13.19232 & 0 & ... & 1 & 3 & 0.8717 & 0.8717 & 0.3333 & 0 & 3.115 & 0 & 49.692799 & -0.02 \\\\\n",
"\t 3.24 & 0 & 0 & 343.2429 & 10 & 292.446 & 40.59702 & 104.6772 & 13.19232 & 0 & ... & 0 & 1 & 0 & 0 & 0 & 0 & 4.6658 & 0 & 0 & 0.08 \\\\\n",
"\t 32.34 & 1 & 0 & 234.792 & 6 & 261.389 & 75.11627 & 86.66676 & 0 & 8.619013 & ... & 1 & 2 & 1.2276 & 1.2276 & 0.5 & 0 & 16.1765 & 54.358601 & 0 & 0.25 \\\\\n",
"\t 37.299999 & 0 & 0 & 124.2594 & 0 & 143.206 & 63.98079 & 14.7085 & 0 & 0 & ... & 1 & 2 & 0.9082 & 0.9082 & 0.5 & 0 & 0 & 30.1014 & 15.9446 & -0.84 \\\\\n",
"\t 64.43 & 0 & 0 & 224.7531 & 10 & 319.385 & 74.42332 & 43.65297 & 29.68691 & 6.699551 & ... & 0 & 4 & 0 & 0 & 0 & 26.6654 & 2.0261 & 40.455898 & 4.4697 & -0.25 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ... | V126 | V127 | V128 | V129 | V130 | V131 | V132 | V133 | V134 | V135 |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| tpsa | nbasic | negative | vsa_hyd | a_aro | weight | peoe_vsa.0 | peoe_vsa.1 | peoe_vsa.2 | peoe_vsa.3 | ... | ctdh | ctaa | mchg | achg | rdta | n_sp2 | n_sp3 | o_sp2 | o_sp3 | logBBB |\n",
"| 12.03 | 1 | 0 | 167.067 | 0 | 156.293 | 76.94749 | 43.44619 | 0 | 0 | ... | 1 | 1 | 0.9241 | 0.9241 | 1 | 0 | 6.0255 | 0 | 0 | 1.08 |\n",
"| 49.330002 | 0 | 0 | 92.64243 | 6 | 151.165 | 38.24339 | 25.52006 | 0 | 8.619013 | ... | 2 | 2 | 1.2685 | 1.042 | 1 | 0 | 6.5681 | 32.010201 | 33.613499 | -0.4 |\n",
"| 50.529999 | 1 | 0 | 295.167 | 15 | 366.485 | 58.05473 | 124.7402 | 21.65084 | 8.619013 | ... | 1 | 4 | 1.2562 | 1.2562 | 0.25 | 26.973301 | 10.8567 | 0 | 27.545099 | 0.22 |\n",
"| 37.389999 | 0 | 0 | 319.1122 | 15 | 382.552 | 62.23933 | 124.7402 | 13.19232 | 21.78564 | ... | 1 | 3 | 1.1962 | 1.1962 | 0.3333 | 21.706499 | 11.0017 | 0 | 15.1316 | 0.14 |\n",
"| 37.389999 | 1 | 0 | 299.658 | 12 | 326.464 | 74.80064 | 118.0406 | 33.0019 | 0 | ... | 1 | 3 | 1.2934 | 1.2934 | 0.3333 | 24.2061 | 10.8109 | 0 | 15.1333 | 0.69 |\n",
"| 37.389999 | 1 | 0 | 289.7777 | 11 | 332.492 | 74.80064 | 109.5099 | 13.19232 | 21.78564 | ... | 1 | 3 | 1.2021 | 1.2021 | 0.3333 | 25.5529 | 11.1218 | 0 | 15.1333 | 0.44 |\n",
"| 52.57 | 1 | 0 | 218.9835 | 6 | 277.388 | 68.41672 | 97.55945 | 0 | 8.619013 | ... | 2 | 3 | 1.2173 | 1.0155 | 0.6667 | 0 | 11.1189 | 54.364498 | 29.729099 | -0.43 |\n",
"| 40.540001 | 1 | 0 | 321.8241 | 12 | 421.33 | 73.38909 | 99.29238 | 9.020845 | 8.458519 | ... | 1 | 3 | 0.8619 | 0.8619 | 0.3333 | 0 | 4.4417 | 30.6103 | 18.819201 | 1.38 |\n",
"| 15.27 | 1 | 0 | 304.6516 | 12 | 357.566 | 98.59877 | 72.39125 | 0 | 0 | ... | 1 | 1 | 0.9339 | 0.9339 | 1 | 0 | 6.7721 | 0 | 0 | 0.75 |\n",
"| 32.779999 | 1 | 0 | 252.9569 | 6 | 251.35 | 85.5588 | 97.58976 | 7.411346 | 0 | ... | 0 | 3 | 0 | 0 | 0 | 0 | 4.3804 | 23.1112 | 3.9461 | 0.88 |\n",
"| 64.160004 | 0 | 0 | 280.438 | 9 | 412.509 | 149.2843 | 95.57485 | 17.47936 | 6.699551 | ... | 0 | 5 | 0 | 0 | 0 | 36.556702 | 5.568 | 24.264299 | 27.6182 | 0.98 |\n",
"| 26.790001 | 1 | 0 | 373.5283 | 12 | 411.614 | 88.09194 | 135.1378 | 52.7693 | 8.458519 | ... | 0 | 3 | 0 | 0 | 0 | 0 | 13.6002 | 17.6591 | 0 | 0.83 |\n",
"| 41.459999 | 0 | 0 | 185.2862 | 12 | 270.719 | 8.936826 | 56.05296 | 13.19232 | 8.619013 | ... | 1 | 2 | 1.2421 | 1.2421 | 0.5 | 11.9628 | 5.7656 | 49.6203 | 0 | 0.61 |\n",
"| 83.720001 | 0 | 0 | 121.924 | 11 | 204.237 | 44.54677 | 12.79616 | 11.19056 | 37.0476 | ... | 3 | 3 | 1.4549 | 1.2958 | 1 | 68.960098 | 39.266602 | 0 | 0 | -1.17 |\n",
"| 83.849998 | 0 | 0 | 209.5308 | 11 | 357.232 | 129.1319 | 28.02648 | 8.619013 | 19.80958 | ... | 2 | 4 | 1.3271 | 1.1014 | 0.5 | 25.6341 | 15.407 | 89.517601 | 0 | -0.67 |\n",
"| 83.849998 | 0 | 0 | 179.4622 | 11 | 278.336 | 126.8797 | 32.29187 | 8.619013 | 19.80958 | ... | 2 | 4 | 1.3275 | 1.1016 | 0.5 | 25.6357 | 15.407 | 89.517601 | 0 | -0.66 |\n",
"| 83.849998 | 0 | 0 | 262.9218 | 17 | 368.461 | 131.8569 | 51.56195 | 8.619013 | 19.80958 | ... | 2 | 4 | 1.337 | 1.0947 | 0.5 | 18.841101 | 14.6764 | 78.770302 | 0 | -0.12 |\n",
"| 87.339996 | 1 | 0 | 314.9122 | 16 | 415.538 | 115.1109 | 125.3906 | 30.26986 | 19.80958 | ... | 2 | 5 | 1.3375 | 1.0949 | 0.4 | 0 | 23.346901 | 78.773697 | 7.4357 | -0.73 |\n",
"| 87.339996 | 1 | 0 | 221.2659 | 16 | 327.364 | 58.90247 | 123.1821 | 21.65084 | 28.42859 | ... | 2 | 5 | 1.093 | 0.9701 | 0.4 | 7.1296 | 20.609501 | 93.029701 | 4.9073 | -0.27 |\n",
"| 87.089996 | 1 | 0 | 243.774 | 17 | 338.391 | 77.85693 | 125.6885 | 13.19232 | 28.42859 | ... | 2 | 5 | 1.1464 | 1.0117 | 0.4 | 21.4881 | 20.465599 | 89.651398 | 0 | -0.28 |\n",
"| 41.57 | 1 | 0 | 313.184 | 12 | 353.486 | 60.26326 | 122.306 | 13.19232 | 8.619013 | ... | 1 | 3 | 1.408 | 1.408 | 0.3333 | 0 | 9.4907 | 32.591202 | 15.1333 | -0.24 |\n",
"| 6.48 | 0 | 0 | 286.7085 | 12 | 281.423 | 69.41582 | 127.9159 | 0 | 0 | ... | 0 | 1 | 0 | 0 | 0 | 0 | 9.6105 | 0 | 0 | 1.17 |\n",
"| 9.72 | 0 | 0 | 357.2742 | 12 | 409.52 | 47.32438 | 137.3464 | 52.7693 | 0 | ... | 0 | 2 | 0 | 0 | 0 | 0 | 13.6 | 0 | 0 | 1.38 |\n",
"| 38.77 | 0 | 0 | 317.1515 | 12 | 380.508 | 114.4689 | 107.427 | 30.10936 | 8.458519 | ... | 0 | 4 | 0 | 0 | 0 | 0 | 2.9591 | 27.606701 | 38.298599 | 0.89 |\n",
"| 77.050003 | 0 | 0 | 223.7506 | 16 | 357.801 | 65.89255 | 54.64664 | 32.20186 | 12.94953 | ... | 0 | 5 | 0 | 0 | 0 | 59.452801 | 1.8808 | 21.9324 | 13.1949 | -0.3 |\n",
"| 32.779999 | 1 | 0 | 252.9569 | 6 | 251.35 | 85.5588 | 97.58976 | 7.411346 | 0 | ... | 0 | 3 | 0 | 0 | 0 | 0 | 4.3804 | 23.1112 | 3.9461 | 0.88 |\n",
"| 166.75 | 1 | 0 | 450.7686 | 16 | 671.863 | 117.5445 | 108.5161 | 32.20815 | 46.24102 | ... | 6 | 7 | 1.5931 | 1.3557 | 0.8571 | 8.233 | 26.073799 | 62.233799 | 14.6267 | 0.08 |\n",
"| 97.279999 | 0 | 0 | 221.5421 | 16 | 373.8 | 61.62716 | 54.64664 | 32.20186 | 0 | ... | 1 | 6 | 0.8415 | 0.8415 | 0.1667 | 52.4538 | 1.8808 | 21.9324 | 40.571602 | -1.34 |\n",
"| 21.26 | 1 | 0 | 194.1943 | 12 | 272.755 | 13.05052 | 90.22093 | 0 | 0 | ... | 1 | 2 | 0.9466 | 0.9466 | 0.5 | 0 | 19.2509 | 0 | 11.8204 | 0.39 |\n",
"| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |\n",
"| 36.419998 | 1 | 0 | 186.2964 | 6 | 310.002 | 28.63686 | 25.59232 | 9.039493 | 17.23803 | ... | 2 | 1 | 1.4039 | 1.3534 | 2 | 11.3976 | 8.5492 | 0 | 0 | 0.41 |\n",
"| 57.529999 | 0 | 0 | 65.44252 | 6 | 136.106 | 0 | 31.77004 | 0 | 0 | ... | 2 | 3 | 0.9224 | 0.8645 | 0.6667 | 0 | 0 | 35.836102 | 50.1493 | -1.1 |\n",
"| 135 | 1 | 0 | 171.8644 | 5 | 314.442 | 78.00473 | 21.64231 | 8.530772 | 94.24453 | ... | 6 | 4 | 1.5791 | 1.3176 | 1.5 | 52.303001 | 53.682301 | 0 | 0 | -0.82 |\n",
"| 93.029999 | 0 | 0 | 124.6646 | 5 | 236.231 | 17.06154 | 58.15469 | 50.3542 | 15.31856 | ... | 2 | 5 | 1.0009 | 0.9323 | 0.4 | 57.1157 | 7.4561 | 51.005299 | 42.969299 | -1.3 |\n",
"| 92.790001 | 1 | 0 | 277.1499 | 12 | 380.472 | 142.5327 | 55.75508 | 4.265386 | 33.98394 | ... | 2 | 5 | 1.2536 | 1.2298 | 0.4 | 53.419899 | 17.381001 | 32.0536 | 9.3733 | -2 |\n",
"| 100.809998 | 0 | 0 | 102.9877 | 11 | 234.307 | 23.13906 | 28.02648 | 17.23803 | 39.02366 | ... | 6 | 2 | 1.582 | 1.4121 | 3 | 30.8766 | 61.979301 | 0 | 0 | -1.15 |\n",
"| 135 | 1 | 0 | 161.6777 | 11 | 316.393 | 76.98416 | 28.02648 | 0 | 81.05221 | ... | 6 | 4 | 1.5799 | 1.3119 | 1.5 | 50.4879 | 50.755501 | 0 | 0 | -1.54 |\n",
"| 103.889999 | 1 | 0 | 132.3961 | 11 | 276.344 | 54.68289 | 28.02648 | 0 | 47.64268 | ... | 5 | 3 | 1.5804 | 1.3458 | 1.6667 | 31.467501 | 42.918999 | 30.221399 | 0 | -1.57 |\n",
"| 87.339996 | 1 | 0 | 231.4527 | 10 | 325.413 | 110.1338 | 106.1205 | 30.26986 | 19.80958 | ... | 2 | 5 | 1.3281 | 1.1018 | 0.4 | 6.797 | 25.309099 | 89.517601 | 14.4805 | -1.12 |\n",
"| 90.370003 | 0 | 0 | 111.1915 | 0 | 211.221 | 33.80746 | 45.44854 | 20.5865 | 17.23803 | ... | 3 | 4 | 1.3981 | 1.2166 | 0.75 | 21.9193 | 26.3906 | 24.363199 | 41.646 | -0.72 |\n",
"| 41.93 | 0 | 0 | 214.9506 | 6 | 300.378 | 63.72721 | 100.4118 | 29.87286 | 0 | ... | 1 | 4 | 0.8429 | 0.8429 | 0.25 | 0 | 7.7974 | 0 | 41.558899 | 0.54 |\n",
"| 75.269997 | 0 | 0 | 153.6679 | 0 | 238.287 | 55.45002 | 12.79616 | 0 | 17.23803 | ... | 2 | 3 | 1.3622 | 1.3576 | 0.6667 | 0 | 7.633 | 107.644798 | 0 | 0.2 |\n",
"| 58.200001 | 0 | 0 | 137.8594 | 0 | 242.343 | 68.24618 | 13.16662 | 31.38451 | 17.23803 | ... | 2 | 2 | 1.1802 | 1.179 | 1 | 0 | 5.3774 | 61.174 | 0 | -0.18 |\n",
"| 12.03 | 1 | 0 | 187.2186 | 12 | 222.311 | 36.65386 | 34.12309 | 7.411346 | 0 | ... | 1 | 1 | 0.8369 | 0.8369 | 1 | 0 | 13.3151 | 0 | 0 | 1.11 |\n",
"| 41.57 | 1 | 0 | 261.3414 | 6 | 291.415 | 89.59856 | 100.9791 | 13.19232 | 8.619013 | ... | 1 | 3 | 1.4219 | 1.4219 | 0.3333 | 0 | 9.4089 | 40.066002 | 15.1333 | -0.46 |\n",
"| 64.43 | 0 | 0 | 201.0199 | 11 | 303.293 | 48.83101 | 73.60896 | 34.52316 | 6.699551 | ... | 0 | 4 | 0 | 0 | 0 | 26.671 | 1.4254 | 51.679001 | 7.277 | -0.29 |\n",
"| 12.03 | 0 | 0 | 259.913 | 12 | 307.244 | 32.23678 | 74.93204 | 7.411346 | 0 | ... | 1 | 1 | 0.9167 | 0.9167 | 1 | 0 | 5.6529 | 0 | 0 | 1.6 |\n",
"| 72.68 | 0 | 0 | 92.58944 | 5 | 180.167 | 72.06969 | 21.23693 | 4.265386 | 26.50913 | ... | 1 | 3 | 1.3242 | 1.3242 | 0.3333 | 22.913601 | 13.9752 | 78.114899 | 0 | -0.3 |\n",
"| 53.009998 | 0 | 0 | 333.1093 | 12 | 389.903 | 8.936826 | 142.715 | 73.37297 | 0 | ... | 1 | 5 | 0.9272 | 0.9272 | 0.2 | 0 | 2.4561 | 45.591999 | 38.304699 | -2.15 |\n",
"| 87.050003 | 1 | 0 | 317.1947 | 11 | 415.562 | 113.6131 | 112.5945 | 25.91623 | 33.98394 | ... | 2 | 5 | 1.2593 | 1.2315 | 0.4 | 35.316299 | 27.2831 | 32.0536 | 14.4806 | -1.06 |\n",
"| 64.43 | 0 | 0 | 267.143 | 11 | 418.291 | 79.42532 | 35.81515 | 25.50231 | 6.699551 | ... | 0 | 4 | 0 | 0 | 0 | 29.3531 | 1.5226 | 42.364101 | 4.9821 | -0.09 |\n",
"| 19.370001 | 0 | 0 | 239.0821 | 12 | 266.368 | 42.50877 | 129.9424 | 11.19056 | 0 | ... | 0 | 2 | 0 | 0 | 0 | 6.506 | 10.1542 | 0 | 0 | 0.53 |\n",
"| 12.47 | 1 | 0 | 228.0938 | 12 | 286.782 | 13.05052 | 126.2558 | 0 | 0 | ... | 0 | 2 | 0 | 0 | 0 | 0 | 11.1883 | 0 | 11.7987 | 1.03 |\n",
"| 83.559998 | 1 | 0 | 303.1771 | 12 | 443.369 | 139.283 | 23.53547 | 4.265386 | 33.98394 | ... | 2 | 4 | 1.2573 | 1.2312 | 0.5 | 53.4258 | 17.381001 | 32.0536 | 0 | -2 |\n",
"| 81.650002 | 0 | 0 | 231.2541 | 16 | 306.276 | 14.46344 | 56.24235 | 120.0509 | 0 | ... | 1 | 5 | 0.8783 | 0.8783 | 0.2 | 105.208702 | 3.2233 | 0 | 11.1725 | -0.22 |\n",
"| 32.700001 | 1 | 0 | 233.692 | 6 | 250.362 | 51.28292 | 109.5099 | 13.19232 | 0 | ... | 1 | 3 | 0.8717 | 0.8717 | 0.3333 | 0 | 3.115 | 0 | 49.692799 | -0.02 |\n",
"| 3.24 | 0 | 0 | 343.2429 | 10 | 292.446 | 40.59702 | 104.6772 | 13.19232 | 0 | ... | 0 | 1 | 0 | 0 | 0 | 0 | 4.6658 | 0 | 0 | 0.08 |\n",
"| 32.34 | 1 | 0 | 234.792 | 6 | 261.389 | 75.11627 | 86.66676 | 0 | 8.619013 | ... | 1 | 2 | 1.2276 | 1.2276 | 0.5 | 0 | 16.1765 | 54.358601 | 0 | 0.25 |\n",
"| 37.299999 | 0 | 0 | 124.2594 | 0 | 143.206 | 63.98079 | 14.7085 | 0 | 0 | ... | 1 | 2 | 0.9082 | 0.9082 | 0.5 | 0 | 0 | 30.1014 | 15.9446 | -0.84 |\n",
"| 64.43 | 0 | 0 | 224.7531 | 10 | 319.385 | 74.42332 | 43.65297 | 29.68691 | 6.699551 | ... | 0 | 4 | 0 | 0 | 0 | 26.6654 | 2.0261 | 40.455898 | 4.4697 | -0.25 |\n",
"\n"
],
"text/plain": [
" V1 V2 V3 V4 V5 V6 V7 V8 \n",
"1 tpsa nbasic negative vsa_hyd a_aro weight peoe_vsa.0 peoe_vsa.1\n",
"2 12.03 1 0 167.067 0 156.293 76.94749 43.44619 \n",
"3 49.330002 0 0 92.64243 6 151.165 38.24339 25.52006 \n",
"4 50.529999 1 0 295.167 15 366.485 58.05473 124.7402 \n",
"5 37.389999 0 0 319.1122 15 382.552 62.23933 124.7402 \n",
"6 37.389999 1 0 299.658 12 326.464 74.80064 118.0406 \n",
"7 37.389999 1 0 289.7777 11 332.492 74.80064 109.5099 \n",
"8 52.57 1 0 218.9835 6 277.388 68.41672 97.55945 \n",
"9 40.540001 1 0 321.8241 12 421.33 73.38909 99.29238 \n",
"10 15.27 1 0 304.6516 12 357.566 98.59877 72.39125 \n",
"11 32.779999 1 0 252.9569 6 251.35 85.5588 97.58976 \n",
"12 64.160004 0 0 280.438 9 412.509 149.2843 95.57485 \n",
"13 26.790001 1 0 373.5283 12 411.614 88.09194 135.1378 \n",
"14 41.459999 0 0 185.2862 12 270.719 8.936826 56.05296 \n",
"15 83.720001 0 0 121.924 11 204.237 44.54677 12.79616 \n",
"16 83.849998 0 0 209.5308 11 357.232 129.1319 28.02648 \n",
"17 83.849998 0 0 179.4622 11 278.336 126.8797 32.29187 \n",
"18 83.849998 0 0 262.9218 17 368.461 131.8569 51.56195 \n",
"19 87.339996 1 0 314.9122 16 415.538 115.1109 125.3906 \n",
"20 87.339996 1 0 221.2659 16 327.364 58.90247 123.1821 \n",
"21 87.089996 1 0 243.774 17 338.391 77.85693 125.6885 \n",
"22 41.57 1 0 313.184 12 353.486 60.26326 122.306 \n",
"23 6.48 0 0 286.7085 12 281.423 69.41582 127.9159 \n",
"24 9.72 0 0 357.2742 12 409.52 47.32438 137.3464 \n",
"25 38.77 0 0 317.1515 12 380.508 114.4689 107.427 \n",
"26 77.050003 0 0 223.7506 16 357.801 65.89255 54.64664 \n",
"27 32.779999 1 0 252.9569 6 251.35 85.5588 97.58976 \n",
"28 166.75 1 0 450.7686 16 671.863 117.5445 108.5161 \n",
"29 97.279999 0 0 221.5421 16 373.8 61.62716 54.64664 \n",
"30 21.26 1 0 194.1943 12 272.755 13.05052 90.22093 \n",
"... ... ... ... ... ... ... ... ... \n",
"181 36.419998 1 0 186.2964 6 310.002 28.63686 25.59232 \n",
"182 57.529999 0 0 65.44252 6 136.106 0 31.77004 \n",
"183 135 1 0 171.8644 5 314.442 78.00473 21.64231 \n",
"184 93.029999 0 0 124.6646 5 236.231 17.06154 58.15469 \n",
"185 92.790001 1 0 277.1499 12 380.472 142.5327 55.75508 \n",
"186 100.809998 0 0 102.9877 11 234.307 23.13906 28.02648 \n",
"187 135 1 0 161.6777 11 316.393 76.98416 28.02648 \n",
"188 103.889999 1 0 132.3961 11 276.344 54.68289 28.02648 \n",
"189 87.339996 1 0 231.4527 10 325.413 110.1338 106.1205 \n",
"190 90.370003 0 0 111.1915 0 211.221 33.80746 45.44854 \n",
"191 41.93 0 0 214.9506 6 300.378 63.72721 100.4118 \n",
"192 75.269997 0 0 153.6679 0 238.287 55.45002 12.79616 \n",
"193 58.200001 0 0 137.8594 0 242.343 68.24618 13.16662 \n",
"194 12.03 1 0 187.2186 12 222.311 36.65386 34.12309 \n",
"195 41.57 1 0 261.3414 6 291.415 89.59856 100.9791 \n",
"196 64.43 0 0 201.0199 11 303.293 48.83101 73.60896 \n",
"197 12.03 0 0 259.913 12 307.244 32.23678 74.93204 \n",
"198 72.68 0 0 92.58944 5 180.167 72.06969 21.23693 \n",
"199 53.009998 0 0 333.1093 12 389.903 8.936826 142.715 \n",
"200 87.050003 1 0 317.1947 11 415.562 113.6131 112.5945 \n",
"201 64.43 0 0 267.143 11 418.291 79.42532 35.81515 \n",
"202 19.370001 0 0 239.0821 12 266.368 42.50877 129.9424 \n",
"203 12.47 1 0 228.0938 12 286.782 13.05052 126.2558 \n",
"204 83.559998 1 0 303.1771 12 443.369 139.283 23.53547 \n",
"205 81.650002 0 0 231.2541 16 306.276 14.46344 56.24235 \n",
"206 32.700001 1 0 233.692 6 250.362 51.28292 109.5099 \n",
"207 3.24 0 0 343.2429 10 292.446 40.59702 104.6772 \n",
"208 32.34 1 0 234.792 6 261.389 75.11627 86.66676 \n",
"209 37.299999 0 0 124.2594 0 143.206 63.98079 14.7085 \n",
"210 64.43 0 0 224.7531 10 319.385 74.42332 43.65297 \n",
" V9 V10 ... V126 V127 V128 V129 V130 V131 \n",
"1 peoe_vsa.2 peoe_vsa.3 ... ctdh ctaa mchg achg rdta n_sp2 \n",
"2 0 0 ... 1 1 0.9241 0.9241 1 0 \n",
"3 0 8.619013 ... 2 2 1.2685 1.042 1 0 \n",
"4 21.65084 8.619013 ... 1 4 1.2562 1.2562 0.25 26.973301 \n",
"5 13.19232 21.78564 ... 1 3 1.1962 1.1962 0.3333 21.706499 \n",
"6 33.0019 0 ... 1 3 1.2934 1.2934 0.3333 24.2061 \n",
"7 13.19232 21.78564 ... 1 3 1.2021 1.2021 0.3333 25.5529 \n",
"8 0 8.619013 ... 2 3 1.2173 1.0155 0.6667 0 \n",
"9 9.020845 8.458519 ... 1 3 0.8619 0.8619 0.3333 0 \n",
"10 0 0 ... 1 1 0.9339 0.9339 1 0 \n",
"11 7.411346 0 ... 0 3 0 0 0 0 \n",
"12 17.47936 6.699551 ... 0 5 0 0 0 36.556702 \n",
"13 52.7693 8.458519 ... 0 3 0 0 0 0 \n",
"14 13.19232 8.619013 ... 1 2 1.2421 1.2421 0.5 11.9628 \n",
"15 11.19056 37.0476 ... 3 3 1.4549 1.2958 1 68.960098 \n",
"16 8.619013 19.80958 ... 2 4 1.3271 1.1014 0.5 25.6341 \n",
"17 8.619013 19.80958 ... 2 4 1.3275 1.1016 0.5 25.6357 \n",
"18 8.619013 19.80958 ... 2 4 1.337 1.0947 0.5 18.841101 \n",
"19 30.26986 19.80958 ... 2 5 1.3375 1.0949 0.4 0 \n",
"20 21.65084 28.42859 ... 2 5 1.093 0.9701 0.4 7.1296 \n",
"21 13.19232 28.42859 ... 2 5 1.1464 1.0117 0.4 21.4881 \n",
"22 13.19232 8.619013 ... 1 3 1.408 1.408 0.3333 0 \n",
"23 0 0 ... 0 1 0 0 0 0 \n",
"24 52.7693 0 ... 0 2 0 0 0 0 \n",
"25 30.10936 8.458519 ... 0 4 0 0 0 0 \n",
"26 32.20186 12.94953 ... 0 5 0 0 0 59.452801 \n",
"27 7.411346 0 ... 0 3 0 0 0 0 \n",
"28 32.20815 46.24102 ... 6 7 1.5931 1.3557 0.8571 8.233 \n",
"29 32.20186 0 ... 1 6 0.8415 0.8415 0.1667 52.4538 \n",
"30 0 0 ... 1 2 0.9466 0.9466 0.5 0 \n",
"... ... ... ... ... ... ... ... ... \n",
"181 9.039493 17.23803 ... 2 1 1.4039 1.3534 2 11.3976 \n",
"182 0 0 ... 2 3 0.9224 0.8645 0.6667 0 \n",
"183 8.530772 94.24453 ... 6 4 1.5791 1.3176 1.5 52.303001 \n",
"184 50.3542 15.31856 ... 2 5 1.0009 0.9323 0.4 57.1157 \n",
"185 4.265386 33.98394 ... 2 5 1.2536 1.2298 0.4 53.419899 \n",
"186 17.23803 39.02366 ... 6 2 1.582 1.4121 3 30.8766 \n",
"187 0 81.05221 ... 6 4 1.5799 1.3119 1.5 50.4879 \n",
"188 0 47.64268 ... 5 3 1.5804 1.3458 1.6667 31.467501 \n",
"189 30.26986 19.80958 ... 2 5 1.3281 1.1018 0.4 6.797 \n",
"190 20.5865 17.23803 ... 3 4 1.3981 1.2166 0.75 21.9193 \n",
"191 29.87286 0 ... 1 4 0.8429 0.8429 0.25 0 \n",
"192 0 17.23803 ... 2 3 1.3622 1.3576 0.6667 0 \n",
"193 31.38451 17.23803 ... 2 2 1.1802 1.179 1 0 \n",
"194 7.411346 0 ... 1 1 0.8369 0.8369 1 0 \n",
"195 13.19232 8.619013 ... 1 3 1.4219 1.4219 0.3333 0 \n",
"196 34.52316 6.699551 ... 0 4 0 0 0 26.671 \n",
"197 7.411346 0 ... 1 1 0.9167 0.9167 1 0 \n",
"198 4.265386 26.50913 ... 1 3 1.3242 1.3242 0.3333 22.913601 \n",
"199 73.37297 0 ... 1 5 0.9272 0.9272 0.2 0 \n",
"200 25.91623 33.98394 ... 2 5 1.2593 1.2315 0.4 35.316299 \n",
"201 25.50231 6.699551 ... 0 4 0 0 0 29.3531 \n",
"202 11.19056 0 ... 0 2 0 0 0 6.506 \n",
"203 0 0 ... 0 2 0 0 0 0 \n",
"204 4.265386 33.98394 ... 2 4 1.2573 1.2312 0.5 53.4258 \n",
"205 120.0509 0 ... 1 5 0.8783 0.8783 0.2 105.208702\n",
"206 13.19232 0 ... 1 3 0.8717 0.8717 0.3333 0 \n",
"207 13.19232 0 ... 0 1 0 0 0 0 \n",
"208 0 8.619013 ... 1 2 1.2276 1.2276 0.5 0 \n",
"209 0 0 ... 1 2 0.9082 0.9082 0.5 0 \n",
"210 29.68691 6.699551 ... 0 4 0 0 0 26.6654 \n",
" V132 V133 V134 V135 \n",
"1 n_sp3 o_sp2 o_sp3 logBBB\n",
"2 6.0255 0 0 1.08 \n",
"3 6.5681 32.010201 33.613499 -0.4 \n",
"4 10.8567 0 27.545099 0.22 \n",
"5 11.0017 0 15.1316 0.14 \n",
"6 10.8109 0 15.1333 0.69 \n",
"7 11.1218 0 15.1333 0.44 \n",
"8 11.1189 54.364498 29.729099 -0.43 \n",
"9 4.4417 30.6103 18.819201 1.38 \n",
"10 6.7721 0 0 0.75 \n",
"11 4.3804 23.1112 3.9461 0.88 \n",
"12 5.568 24.264299 27.6182 0.98 \n",
"13 13.6002 17.6591 0 0.83 \n",
"14 5.7656 49.6203 0 0.61 \n",
"15 39.266602 0 0 -1.17 \n",
"16 15.407 89.517601 0 -0.67 \n",
"17 15.407 89.517601 0 -0.66 \n",
"18 14.6764 78.770302 0 -0.12 \n",
"19 23.346901 78.773697 7.4357 -0.73 \n",
"20 20.609501 93.029701 4.9073 -0.27 \n",
"21 20.465599 89.651398 0 -0.28 \n",
"22 9.4907 32.591202 15.1333 -0.24 \n",
"23 9.6105 0 0 1.17 \n",
"24 13.6 0 0 1.38 \n",
"25 2.9591 27.606701 38.298599 0.89 \n",
"26 1.8808 21.9324 13.1949 -0.3 \n",
"27 4.3804 23.1112 3.9461 0.88 \n",
"28 26.073799 62.233799 14.6267 0.08 \n",
"29 1.8808 21.9324 40.571602 -1.34 \n",
"30 19.2509 0 11.8204 0.39 \n",
"... ... ... ... ... \n",
"181 8.5492 0 0 0.41 \n",
"182 0 35.836102 50.1493 -1.1 \n",
"183 53.682301 0 0 -0.82 \n",
"184 7.4561 51.005299 42.969299 -1.3 \n",
"185 17.381001 32.0536 9.3733 -2 \n",
"186 61.979301 0 0 -1.15 \n",
"187 50.755501 0 0 -1.54 \n",
"188 42.918999 30.221399 0 -1.57 \n",
"189 25.309099 89.517601 14.4805 -1.12 \n",
"190 26.3906 24.363199 41.646 -0.72 \n",
"191 7.7974 0 41.558899 0.54 \n",
"192 7.633 107.644798 0 0.2 \n",
"193 5.3774 61.174 0 -0.18 \n",
"194 13.3151 0 0 1.11 \n",
"195 9.4089 40.066002 15.1333 -0.46 \n",
"196 1.4254 51.679001 7.277 -0.29 \n",
"197 5.6529 0 0 1.6 \n",
"198 13.9752 78.114899 0 -0.3 \n",
"199 2.4561 45.591999 38.304699 -2.15 \n",
"200 27.2831 32.0536 14.4806 -1.06 \n",
"201 1.5226 42.364101 4.9821 -0.09 \n",
"202 10.1542 0 0 0.53 \n",
"203 11.1883 0 11.7987 1.03 \n",
"204 17.381001 32.0536 0 -2 \n",
"205 3.2233 0 11.1725 -0.22 \n",
"206 3.115 0 49.692799 -0.02 \n",
"207 4.6658 0 0 0.08 \n",
"208 16.1765 54.358601 0 0.25 \n",
"209 0 30.1014 15.9446 -0.84 \n",
"210 2.0261 40.455898 4.4697 -0.25 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_bad2"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<dl class=dl-horizontal>\n",
"\t<dt>V1</dt>\n",
"\t\t<dd>'factor'</dd>\n",
"\t<dt>V2</dt>\n",
"\t\t<dd>'factor'</dd>\n",
"\t<dt>V3</dt>\n",
"\t\t<dd>'factor'</dd>\n",
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"</dl>\n"
],
"text/latex": [
"\\begin{description*}\n",
"\\item[V1] 'factor'\n",
"\\item[V2] 'factor'\n",
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"\\end{description*}\n"
],
"text/markdown": [
"V1\n",
": 'factor'V2\n",
": 'factor'V3\n",
": 'factor'V4\n",
": 'factor'V5\n",
": 'factor'V6\n",
": 'factor'V7\n",
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": 'factor'V11\n",
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": 'factor'V31\n",
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": 'factor'V34\n",
": 'factor'V35\n",
": 'factor'V36\n",
": 'factor'V37\n",
": 'factor'V38\n",
": 'factor'V39\n",
": 'factor'V40\n",
": 'factor'V41\n",
": 'factor'V42\n",
": 'factor'V43\n",
": 'factor'V44\n",
": 'factor'V45\n",
": 'factor'V46\n",
": 'factor'V47\n",
": 'factor'V48\n",
": 'factor'V49\n",
": 'factor'V50\n",
": 'factor'V51\n",
": 'factor'V52\n",
": 'factor'V53\n",
": 'factor'V54\n",
": 'factor'V55\n",
": 'factor'V56\n",
": 'factor'V57\n",
": 'factor'V58\n",
": 'factor'V59\n",
": 'factor'V60\n",
": 'factor'V61\n",
": 'factor'V62\n",
": 'factor'V63\n",
": 'factor'V64\n",
": 'factor'V65\n",
": 'factor'V66\n",
": 'factor'V67\n",
": 'factor'V68\n",
": 'factor'V69\n",
": 'factor'V70\n",
": 'factor'V71\n",
": 'factor'V72\n",
": 'factor'V73\n",
": 'factor'V74\n",
": 'factor'V75\n",
": 'factor'V76\n",
": 'factor'V77\n",
": 'factor'V78\n",
": 'factor'V79\n",
": 'factor'V80\n",
": 'factor'V81\n",
": 'factor'V82\n",
": 'factor'V83\n",
": 'factor'V84\n",
": 'factor'V85\n",
": 'factor'V86\n",
": 'factor'V87\n",
": 'factor'V88\n",
": 'factor'V89\n",
": 'factor'V90\n",
": 'factor'V91\n",
": 'factor'V92\n",
": 'factor'V93\n",
": 'factor'V94\n",
": 'factor'V95\n",
": 'factor'V96\n",
": 'factor'V97\n",
": 'factor'V98\n",
": 'factor'V99\n",
": 'factor'V100\n",
": 'factor'V101\n",
": 'factor'V102\n",
": 'factor'V103\n",
": 'factor'V104\n",
": 'factor'V105\n",
": 'factor'V106\n",
": 'factor'V107\n",
": 'factor'V108\n",
": 'factor'V109\n",
": 'factor'V110\n",
": 'factor'V111\n",
": 'factor'V112\n",
": 'factor'V113\n",
": 'factor'V114\n",
": 'factor'V115\n",
": 'factor'V116\n",
": 'factor'V117\n",
": 'factor'V118\n",
": 'factor'V119\n",
": 'factor'V120\n",
": 'factor'V121\n",
": 'factor'V122\n",
": 'factor'V123\n",
": 'factor'V124\n",
": 'factor'V125\n",
": 'factor'V126\n",
": 'factor'V127\n",
": 'factor'V128\n",
": 'factor'V129\n",
": 'factor'V130\n",
": 'factor'V131\n",
": 'factor'V132\n",
": 'factor'V133\n",
": 'factor'V134\n",
": 'factor'V135\n",
": 'factor'\n",
"\n"
],
"text/plain": [
" V1 V2 V3 V4 V5 V6 V7 V8 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V9 V10 V11 V12 V13 V14 V15 V16 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V17 V18 V19 V20 V21 V22 V23 V24 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V25 V26 V27 V28 V29 V30 V31 V32 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V33 V34 V35 V36 V37 V38 V39 V40 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V41 V42 V43 V44 V45 V46 V47 V48 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V49 V50 V51 V52 V53 V54 V55 V56 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V57 V58 V59 V60 V61 V62 V63 V64 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V65 V66 V67 V68 V69 V70 V71 V72 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V73 V74 V75 V76 V77 V78 V79 V80 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V81 V82 V83 V84 V85 V86 V87 V88 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V89 V90 V91 V92 V93 V94 V95 V96 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V97 V98 V99 V100 V101 V102 V103 V104 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V105 V106 V107 V108 V109 V110 V111 V112 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V113 V114 V115 V116 V117 V118 V119 V120 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V121 V122 V123 V124 V125 V126 V127 V128 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \n",
" V129 V130 V131 V132 V133 V134 V135 \n",
"\"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" \"factor\" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sapply(data_bad2, class)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"ename": "ERROR",
"evalue": "Error in Summary.factor(structure(c(130L, 7L, 61L, 64L, 40L, 40L, 40L, : ‘sum’ not meaningful for factors\n",
"output_type": "error",
"traceback": [
"Error in Summary.factor(structure(c(130L, 7L, 61L, 64L, 40L, 40L, 40L, : ‘sum’ not meaningful for factors\nTraceback:\n",
"1. Summary.factor(structure(c(130L, 7L, 61L, 64L, 40L, 40L, 40L, \n . 68L, 46L, 12L, 32L, 88L, 20L, 48L, 112L, 113L, 113L, 113L, 119L, \n . 119L, 118L, 50L, 82L, 123L, 42L, 106L, 32L, 14L, 128L, 16L, 49L, \n . 78L, 5L, 4L, 75L, 18L, 31L, 49L, 38L, 74L, 44L, 29L, 104L, 115L, \n . 34L, 102L, 34L, 93L, 34L, 34L, 52L, 52L, 52L, 17L, 25L, 18L, \n . 47L, 6L, 91L, 122L, 73L, 129L, 39L, 2L, 85L, 97L, 57L, 59L, 9L, \n . 105L, 66L, 59L, 59L, 59L, 59L, 59L, 72L, 110L, 45L, 43L, 43L, \n . 90L, 18L, 81L, 36L, 67L, 74L, 125L, 35L, 24L, 12L, 24L, 22L, \n . 95L, 99L, 7L, 38L, 98L, 47L, 62L, 41L, 38L, 82L, 103L, 69L, 53L, \n . 53L, 116L, 60L, 10L, 114L, 17L, 51L, 38L, 107L, 80L, 120L, 38L, \n . 38L, 38L, 38L, 38L, 54L, 30L, 38L, 35L, 33L, 19L, 104L, 47L, \n . 76L, 12L, 26L, 82L, 82L, 87L, 55L, 86L, 121L, 92L, 70L, 104L, \n . 104L, 46L, 101L, 49L, 76L, 82L, 94L, 56L, 13L, 19L, 91L, 58L, \n . 39L, 19L, 79L, 104L, 104L, 108L, 84L, 27L, 100L, 23L, 38L, 38L, \n . 38L, 28L, 63L, 63L, 21L, 83L, 100L, 43L, 13L, 65L, 38L, 111L, \n . 96L, 37L, 38L, 77L, 11L, 127L, 126L, 1L, 11L, 3L, 119L, 124L, \n . 51L, 104L, 79L, 7L, 50L, 89L, 7L, 100L, 71L, 117L, 89L, 15L, \n . 8L, 110L, 109L, 31L, 26L, 29L, 39L, 89L), .Label = c(\"100.809998\", \n . \"101.900002\", \"103.889999\", \"110.599998\", \"117.510002\", \"118.029999\", \n . \"12.03\", \"12.47\", \"131.190002\", \"133.080002\", \"135\", \"15.27\", \n . \"16.129999\", \"166.75\", \"19.370001\", \"21.26\", \"23.549999\", \"24.5\", \n . \"24.92\", \"26.790001\", \"26.93\", \"28.16\", \"28.6\", \"29.26\", \"29.950001\", \n . \"3.24\", \"30.17\", \"30.18\", \"32.34\", \"32.669998\", \"32.700001\", \n . \"32.779999\", \"33.200001\", \"33.290001\", \"34.029999\", \"35.5\", \"35.939999\", \n . \"36.419998\", \"37.299999\", \"37.389999\", \"37.810001\", \"38.77\", \n . \"38.91\", \"39.68\", \"40.16\", \"40.540001\", \"40.619999\", \"41.459999\", \n . \"41.490002\", \"41.57\", \"41.93\", \"42.52\", \"43.07\", \"43.32\", \"43.700001\", \n . \"43.779999\", \"44.73\", \"45.59\", \"46.18\", \"46.330002\", \"49.330002\", \n . \"49.41\", \"50.41\", \"50.529999\", \"50.720001\", \"51.110001\", \"52.049999\", \n . \"52.57\", \"52.8654324230769\", \"52.93\", \"53.009998\", \"53.599998\", \n . \"55.400002\", \"55.43\", \"55.560001\", \"55.84\", \"57.529999\", \"58.119999\", \n . \"58.200001\", \"58.860001\", \"59.32\", \"6.48\", \"61.689999\", \"61.82\", \n . \"61.880001\", \"62.299999\", \"63.599998\", \"64.160004\", \"64.43\", \n . \"64.629997\", \"66.480003\", \"66.839996\", \"67.43\", \"68.529999\", \n . \"69.260002\", \"70.589996\", \"70.669998\", \"72.419998\", \"72.5\", \"72.68\", \n . \"73.099998\", \"74.160004\", \"74.790001\", \"75.269997\", \"75.809998\", \n . \"77.050003\", \"78.010002\", \"78.82\", \"81.650002\", \"83.559998\", \n . \"83.580002\", \"83.720001\", \"83.849998\", \"84.32\", \"84.389999\", \n . \"84.580002\", \"87.050003\", \"87.089996\", \"87.339996\", \"87.660004\", \n . \"88.889999\", \"89.75\", \"9.72\", \"90.370003\", \"91.480003\", \"92.790001\", \n . \"93.029999\", \"97.279999\", \"98.540001\", \"tpsa\"), class = \"factor\"), \n . na.rm = FALSE)",
"2. stop(gettextf(\"%s not meaningful for factors\", sQuote(.Generic)))"
]
}
],
"source": [
"##And now we see how such simple settings affect our work - it just not work...\n",
"sum(data_bad2$V1)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>210</li>\n",
"\t<li>135</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 210\n",
"\\item 135\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 210\n",
"2. 135\n",
"\n",
"\n"
],
"text/plain": [
"[1] 210 135"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Of course we expect to have one more row\n",
"dim(data_bad2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Split data into train-test pairs"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading required package: lattice\n",
"Loading required package: ggplot2\n",
"Warning message:\n",
"“package ‘ggplot2’ was built under R version 3.6.3”"
]
},
{
"data": {
"text/html": [
"<strong>$Resample1</strong> = <ol class=list-inline>\n",
"\t<li>1</li>\n",
"\t<li>2</li>\n",
"\t<li>4</li>\n",
"\t<li>5</li>\n",
"\t<li>6</li>\n",
"\t<li>8</li>\n",
"\t<li>9</li>\n",
"\t<li>10</li>\n",
"\t<li>11</li>\n",
"\t<li>12</li>\n",
"\t<li>13</li>\n",
"\t<li>14</li>\n",
"\t<li>15</li>\n",
"\t<li>16</li>\n",
"\t<li>17</li>\n",
"\t<li>18</li>\n",
"\t<li>19</li>\n",
"\t<li>20</li>\n",
"\t<li>21</li>\n",
"\t<li>22</li>\n",
"\t<li>23</li>\n",
"\t<li>25</li>\n",
"\t<li>26</li>\n",
"\t<li>28</li>\n",
"\t<li>30</li>\n",
"\t<li>31</li>\n",
"\t<li>33</li>\n",
"\t<li>34</li>\n",
"\t<li>35</li>\n",
"\t<li>37</li>\n",
"\t<li>38</li>\n",
"\t<li>39</li>\n",
"\t<li>40</li>\n",
"\t<li>41</li>\n",
"\t<li>43</li>\n",
"\t<li>44</li>\n",
"\t<li>45</li>\n",
"\t<li>46</li>\n",
"\t<li>47</li>\n",
"\t<li>49</li>\n",
"\t<li>50</li>\n",
"\t<li>51</li>\n",
"\t<li>52</li>\n",
"\t<li>53</li>\n",
"\t<li>54</li>\n",
"\t<li>55</li>\n",
"\t<li>56</li>\n",
"\t<li>57</li>\n",
"\t<li>60</li>\n",
"\t<li>61</li>\n",
"\t<li>63</li>\n",
"\t<li>64</li>\n",
"\t<li>66</li>\n",
"\t<li>67</li>\n",
"\t<li>68</li>\n",
"\t<li>69</li>\n",
"\t<li>70</li>\n",
"\t<li>72</li>\n",
"\t<li>74</li>\n",
"\t<li>75</li>\n",
"\t<li>76</li>\n",
"\t<li>77</li>\n",
"\t<li>78</li>\n",
"\t<li>79</li>\n",
"\t<li>80</li>\n",
"\t<li>81</li>\n",
"\t<li>83</li>\n",
"\t<li>84</li>\n",
"\t<li>85</li>\n",
"\t<li>86</li>\n",
"\t<li>88</li>\n",
"\t<li>89</li>\n",
"\t<li>90</li>\n",
"\t<li>92</li>\n",
"\t<li>93</li>\n",
"\t<li>94</li>\n",
"\t<li>96</li>\n",
"\t<li>97</li>\n",
"\t<li>98</li>\n",
"\t<li>99</li>\n",
"\t<li>100</li>\n",
"\t<li>103</li>\n",
"\t<li>104</li>\n",
"\t<li>105</li>\n",
"\t<li>107</li>\n",
"\t<li>108</li>\n",
"\t<li>109</li>\n",
"\t<li>110</li>\n",
"\t<li>111</li>\n",
"\t<li>112</li>\n",
"\t<li>113</li>\n",
"\t<li>116</li>\n",
"\t<li>117</li>\n",
"\t<li>118</li>\n",
"\t<li>119</li>\n",
"\t<li>120</li>\n",
"\t<li>123</li>\n",
"\t<li>124</li>\n",
"\t<li>125</li>\n",
"\t<li>126</li>\n",
"\t<li>128</li>\n",
"\t<li>130</li>\n",
"\t<li>132</li>\n",
"\t<li>133</li>\n",
"\t<li>134</li>\n",
"\t<li>135</li>\n",
"\t<li>136</li>\n",
"\t<li>137</li>\n",
"\t<li>139</li>\n",
"\t<li>140</li>\n",
"\t<li>141</li>\n",
"\t<li>142</li>\n",
"\t<li>143</li>\n",
"\t<li>144</li>\n",
"\t<li>145</li>\n",
"\t<li>147</li>\n",
"\t<li>148</li>\n",
"\t<li>149</li>\n",
"\t<li>150</li>\n",
"\t<li>151</li>\n",
"\t<li>152</li>\n",
"\t<li>153</li>\n",
"\t<li>154</li>\n",
"\t<li>155</li>\n",
"\t<li>156</li>\n",
"\t<li>157</li>\n",
"\t<li>158</li>\n",
"\t<li>159</li>\n",
"\t<li>160</li>\n",
"\t<li>162</li>\n",
"\t<li>163</li>\n",
"\t<li>164</li>\n",
"\t<li>165</li>\n",
"\t<li>166</li>\n",
"\t<li>167</li>\n",
"\t<li>168</li>\n",
"\t<li>170</li>\n",
"\t<li>171</li>\n",
"\t<li>172</li>\n",
"\t<li>173</li>\n",
"\t<li>174</li>\n",
"\t<li>175</li>\n",
"\t<li>176</li>\n",
"\t<li>177</li>\n",
"\t<li>178</li>\n",
"\t<li>179</li>\n",
"\t<li>180</li>\n",
"\t<li>181</li>\n",
"\t<li>183</li>\n",
"\t<li>184</li>\n",
"\t<li>185</li>\n",
"\t<li>186</li>\n",
"\t<li>187</li>\n",
"\t<li>188</li>\n",
"\t<li>189</li>\n",
"\t<li>190</li>\n",
"\t<li>191</li>\n",
"\t<li>192</li>\n",
"\t<li>193</li>\n",
"\t<li>196</li>\n",
"\t<li>197</li>\n",
"\t<li>198</li>\n",
"\t<li>199</li>\n",
"\t<li>200</li>\n",
"\t<li>201</li>\n",
"\t<li>202</li>\n",
"\t<li>203</li>\n",
"\t<li>206</li>\n",
"</ol>\n"
],
"text/latex": [
"\\textbf{\\$Resample1} = \\begin{enumerate*}\n",
"\\item 1\n",
"\\item 2\n",
"\\item 4\n",
"\\item 5\n",
"\\item 6\n",
"\\item 8\n",
"\\item 9\n",
"\\item 10\n",
"\\item 11\n",
"\\item 12\n",
"\\item 13\n",
"\\item 14\n",
"\\item 15\n",
"\\item 16\n",
"\\item 17\n",
"\\item 18\n",
"\\item 19\n",
"\\item 20\n",
"\\item 21\n",
"\\item 22\n",
"\\item 23\n",
"\\item 25\n",
"\\item 26\n",
"\\item 28\n",
"\\item 30\n",
"\\item 31\n",
"\\item 33\n",
"\\item 34\n",
"\\item 35\n",
"\\item 37\n",
"\\item 38\n",
"\\item 39\n",
"\\item 40\n",
"\\item 41\n",
"\\item 43\n",
"\\item 44\n",
"\\item 45\n",
"\\item 46\n",
"\\item 47\n",
"\\item 49\n",
"\\item 50\n",
"\\item 51\n",
"\\item 52\n",
"\\item 53\n",
"\\item 54\n",
"\\item 55\n",
"\\item 56\n",
"\\item 57\n",
"\\item 60\n",
"\\item 61\n",
"\\item 63\n",
"\\item 64\n",
"\\item 66\n",
"\\item 67\n",
"\\item 68\n",
"\\item 69\n",
"\\item 70\n",
"\\item 72\n",
"\\item 74\n",
"\\item 75\n",
"\\item 76\n",
"\\item 77\n",
"\\item 78\n",
"\\item 79\n",
"\\item 80\n",
"\\item 81\n",
"\\item 83\n",
"\\item 84\n",
"\\item 85\n",
"\\item 86\n",
"\\item 88\n",
"\\item 89\n",
"\\item 90\n",
"\\item 92\n",
"\\item 93\n",
"\\item 94\n",
"\\item 96\n",
"\\item 97\n",
"\\item 98\n",
"\\item 99\n",
"\\item 100\n",
"\\item 103\n",
"\\item 104\n",
"\\item 105\n",
"\\item 107\n",
"\\item 108\n",
"\\item 109\n",
"\\item 110\n",
"\\item 111\n",
"\\item 112\n",
"\\item 113\n",
"\\item 116\n",
"\\item 117\n",
"\\item 118\n",
"\\item 119\n",
"\\item 120\n",
"\\item 123\n",
"\\item 124\n",
"\\item 125\n",
"\\item 126\n",
"\\item 128\n",
"\\item 130\n",
"\\item 132\n",
"\\item 133\n",
"\\item 134\n",
"\\item 135\n",
"\\item 136\n",
"\\item 137\n",
"\\item 139\n",
"\\item 140\n",
"\\item 141\n",
"\\item 142\n",
"\\item 143\n",
"\\item 144\n",
"\\item 145\n",
"\\item 147\n",
"\\item 148\n",
"\\item 149\n",
"\\item 150\n",
"\\item 151\n",
"\\item 152\n",
"\\item 153\n",
"\\item 154\n",
"\\item 155\n",
"\\item 156\n",
"\\item 157\n",
"\\item 158\n",
"\\item 159\n",
"\\item 160\n",
"\\item 162\n",
"\\item 163\n",
"\\item 164\n",
"\\item 165\n",
"\\item 166\n",
"\\item 167\n",
"\\item 168\n",
"\\item 170\n",
"\\item 171\n",
"\\item 172\n",
"\\item 173\n",
"\\item 174\n",
"\\item 175\n",
"\\item 176\n",
"\\item 177\n",
"\\item 178\n",
"\\item 179\n",
"\\item 180\n",
"\\item 181\n",
"\\item 183\n",
"\\item 184\n",
"\\item 185\n",
"\\item 186\n",
"\\item 187\n",
"\\item 188\n",
"\\item 189\n",
"\\item 190\n",
"\\item 191\n",
"\\item 192\n",
"\\item 193\n",
"\\item 196\n",
"\\item 197\n",
"\\item 198\n",
"\\item 199\n",
"\\item 200\n",
"\\item 201\n",
"\\item 202\n",
"\\item 203\n",
"\\item 206\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"**$Resample1** = 1. 1\n",
"2. 2\n",
"3. 4\n",
"4. 5\n",
"5. 6\n",
"6. 8\n",
"7. 9\n",
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"\n",
"\n"
],
"text/plain": [
"$Resample1\n",
" [1] 1 2 4 5 6 8 9 10 11 12 13 14 15 16 17 18 19 20\n",
" [19] 21 22 23 25 26 28 30 31 33 34 35 37 38 39 40 41 43 44\n",
" [37] 45 46 47 49 50 51 52 53 54 55 56 57 60 61 63 64 66 67\n",
" [55] 68 69 70 72 74 75 76 77 78 79 80 81 83 84 85 86 88 89\n",
" [73] 90 92 93 94 96 97 98 99 100 103 104 105 107 108 109 110 111 112\n",
" [91] 113 116 117 118 119 120 123 124 125 126 128 130 132 133 134 135 136 137\n",
"[109] 139 140 141 142 143 144 145 147 148 149 150 151 152 153 154 155 156 157\n",
"[127] 158 159 160 162 163 164 165 166 167 168 170 171 172 173 174 175 176 177\n",
"[145] 178 179 180 181 183 184 185 186 187 188 189 190 191 192 193 196 197 198\n",
"[163] 199 200 201 202 203 206\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Load library\n",
"library(caret)\n",
"\n",
"set.seed(1234) ##Please check what will happen if we will not set seed\n",
"\n",
"##Let's get \"random\" row numbers for trainig data\n",
"trainIndex <- createDataPartition(data$logBBB, p = .8, list=TRUE)\n",
"\n",
"trainIndex"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"##Having rows numbers we are capable to split dataset into training part and testing part\n",
"train_data<-data[trainIndex$Resample1,]\n",
"test_data<-data[-trainIndex$Resample1,]"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>168</li>\n",
"\t<li>135</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 168\n",
"\\item 135\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 168\n",
"2. 135\n",
"\n",
"\n"
],
"text/plain": [
"[1] 168 135"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dim(train_data)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>40</li>\n",
"\t<li>135</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 40\n",
"\\item 135\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 40\n",
"2. 135\n",
"\n",
"\n"
],
"text/plain": [
"[1] 40 135"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dim(test_data)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"##Why not to save out datasets into files for future use?\n",
"write.csv(train_data, file=\"BBB_data_no1.csv\", row.names=FALSE)\n",
"write.csv(test_data, file=\"t-BBB_data_no1.csv\", row.names=FALSE)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"That was basic example of data split. Let's make some more advanced split according to k-CV mode.\n",
"\n",
"\n",
"\n",
"Source: https://scikit-learn.org/stable/modules/cross_validation.html"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<dl>\n",
"\t<dt>$Fold01</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>35</li>\n",
"\t<li>81</li>\n",
"\t<li>105</li>\n",
"\t<li>106</li>\n",
"\t<li>107</li>\n",
"\t<li>118</li>\n",
"\t<li>126</li>\n",
"\t<li>146</li>\n",
"\t<li>149</li>\n",
"\t<li>151</li>\n",
"\t<li>158</li>\n",
"\t<li>160</li>\n",
"\t<li>161</li>\n",
"\t<li>169</li>\n",
"\t<li>170</li>\n",
"\t<li>171</li>\n",
"\t<li>172</li>\n",
"\t<li>179</li>\n",
"\t<li>185</li>\n",
"\t<li>192</li>\n",
"\t<li>200</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold02</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>4</li>\n",
"\t<li>6</li>\n",
"\t<li>11</li>\n",
"\t<li>23</li>\n",
"\t<li>29</li>\n",
"\t<li>32</li>\n",
"\t<li>45</li>\n",
"\t<li>58</li>\n",
"\t<li>92</li>\n",
"\t<li>98</li>\n",
"\t<li>102</li>\n",
"\t<li>114</li>\n",
"\t<li>128</li>\n",
"\t<li>150</li>\n",
"\t<li>153</li>\n",
"\t<li>156</li>\n",
"\t<li>157</li>\n",
"\t<li>193</li>\n",
"\t<li>201</li>\n",
"\t<li>207</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold03</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>9</li>\n",
"\t<li>38</li>\n",
"\t<li>40</li>\n",
"\t<li>51</li>\n",
"\t<li>70</li>\n",
"\t<li>89</li>\n",
"\t<li>93</li>\n",
"\t<li>94</li>\n",
"\t<li>117</li>\n",
"\t<li>127</li>\n",
"\t<li>138</li>\n",
"\t<li>140</li>\n",
"\t<li>144</li>\n",
"\t<li>145</li>\n",
"\t<li>148</li>\n",
"\t<li>162</li>\n",
"\t<li>176</li>\n",
"\t<li>184</li>\n",
"\t<li>191</li>\n",
"\t<li>208</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold04</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>17</li>\n",
"\t<li>26</li>\n",
"\t<li>37</li>\n",
"\t<li>47</li>\n",
"\t<li>49</li>\n",
"\t<li>55</li>\n",
"\t<li>68</li>\n",
"\t<li>88</li>\n",
"\t<li>91</li>\n",
"\t<li>111</li>\n",
"\t<li>115</li>\n",
"\t<li>123</li>\n",
"\t<li>131</li>\n",
"\t<li>142</li>\n",
"\t<li>164</li>\n",
"\t<li>177</li>\n",
"\t<li>178</li>\n",
"\t<li>186</li>\n",
"\t<li>190</li>\n",
"\t<li>206</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold05</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>14</li>\n",
"\t<li>15</li>\n",
"\t<li>21</li>\n",
"\t<li>30</li>\n",
"\t<li>46</li>\n",
"\t<li>53</li>\n",
"\t<li>56</li>\n",
"\t<li>63</li>\n",
"\t<li>65</li>\n",
"\t<li>77</li>\n",
"\t<li>95</li>\n",
"\t<li>97</li>\n",
"\t<li>100</li>\n",
"\t<li>116</li>\n",
"\t<li>121</li>\n",
"\t<li>122</li>\n",
"\t<li>133</li>\n",
"\t<li>166</li>\n",
"\t<li>180</li>\n",
"\t<li>196</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold06</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>5</li>\n",
"\t<li>16</li>\n",
"\t<li>22</li>\n",
"\t<li>31</li>\n",
"\t<li>39</li>\n",
"\t<li>48</li>\n",
"\t<li>54</li>\n",
"\t<li>61</li>\n",
"\t<li>62</li>\n",
"\t<li>69</li>\n",
"\t<li>71</li>\n",
"\t<li>80</li>\n",
"\t<li>86</li>\n",
"\t<li>90</li>\n",
"\t<li>101</li>\n",
"\t<li>108</li>\n",
"\t<li>137</li>\n",
"\t<li>141</li>\n",
"\t<li>143</li>\n",
"\t<li>173</li>\n",
"\t<li>182</li>\n",
"\t<li>187</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold07</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>2</li>\n",
"\t<li>19</li>\n",
"\t<li>27</li>\n",
"\t<li>33</li>\n",
"\t<li>34</li>\n",
"\t<li>44</li>\n",
"\t<li>72</li>\n",
"\t<li>73</li>\n",
"\t<li>82</li>\n",
"\t<li>96</li>\n",
"\t<li>99</li>\n",
"\t<li>104</li>\n",
"\t<li>109</li>\n",
"\t<li>113</li>\n",
"\t<li>125</li>\n",
"\t<li>130</li>\n",
"\t<li>167</li>\n",
"\t<li>175</li>\n",
"\t<li>197</li>\n",
"\t<li>198</li>\n",
"\t<li>204</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold08</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>1</li>\n",
"\t<li>3</li>\n",
"\t<li>25</li>\n",
"\t<li>52</li>\n",
"\t<li>59</li>\n",
"\t<li>60</li>\n",
"\t<li>78</li>\n",
"\t<li>79</li>\n",
"\t<li>110</li>\n",
"\t<li>112</li>\n",
"\t<li>120</li>\n",
"\t<li>129</li>\n",
"\t<li>135</li>\n",
"\t<li>136</li>\n",
"\t<li>139</li>\n",
"\t<li>163</li>\n",
"\t<li>165</li>\n",
"\t<li>183</li>\n",
"\t<li>202</li>\n",
"\t<li>203</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold09</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>7</li>\n",
"\t<li>8</li>\n",
"\t<li>10</li>\n",
"\t<li>13</li>\n",
"\t<li>18</li>\n",
"\t<li>20</li>\n",
"\t<li>42</li>\n",
"\t<li>43</li>\n",
"\t<li>57</li>\n",
"\t<li>66</li>\n",
"\t<li>67</li>\n",
"\t<li>74</li>\n",
"\t<li>84</li>\n",
"\t<li>87</li>\n",
"\t<li>103</li>\n",
"\t<li>119</li>\n",
"\t<li>124</li>\n",
"\t<li>154</li>\n",
"\t<li>194</li>\n",
"\t<li>205</li>\n",
"</ol>\n",
"</dd>\n",
"\t<dt>$Fold10</dt>\n",
"\t\t<dd><ol class=list-inline>\n",
"\t<li>12</li>\n",
"\t<li>24</li>\n",
"\t<li>28</li>\n",
"\t<li>36</li>\n",
"\t<li>41</li>\n",
"\t<li>50</li>\n",
"\t<li>64</li>\n",
"\t<li>75</li>\n",
"\t<li>76</li>\n",
"\t<li>83</li>\n",
"\t<li>85</li>\n",
"\t<li>132</li>\n",
"\t<li>134</li>\n",
"\t<li>147</li>\n",
"\t<li>152</li>\n",
"\t<li>155</li>\n",
"\t<li>159</li>\n",
"\t<li>168</li>\n",
"\t<li>174</li>\n",
"\t<li>181</li>\n",
"\t<li>188</li>\n",
"\t<li>189</li>\n",
"\t<li>195</li>\n",
"\t<li>199</li>\n",
"</ol>\n",
"</dd>\n",
"</dl>\n"
],
"text/latex": [
"\\begin{description}\n",
"\\item[\\$Fold01] \\begin{enumerate*}\n",
"\\item 35\n",
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"\\item 105\n",
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"\\end{enumerate*}\n",
"\n",
"\\item[\\$Fold02] \\begin{enumerate*}\n",
"\\item 4\n",
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"\n",
"\\item[\\$Fold03] \\begin{enumerate*}\n",
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"\\item[\\$Fold06] \\begin{enumerate*}\n",
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"\n",
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"\\item 152\n",
"\\item 155\n",
"\\item 159\n",
"\\item 168\n",
"\\item 174\n",
"\\item 181\n",
"\\item 188\n",
"\\item 189\n",
"\\item 195\n",
"\\item 199\n",
"\\end{enumerate*}\n",
"\n",
"\\end{description}\n"
],
"text/markdown": [
"$Fold01\n",
": 1. 35\n",
"2. 81\n",
"3. 105\n",
"4. 106\n",
"5. 107\n",
"6. 118\n",
"7. 126\n",
"8. 146\n",
"9. 149\n",
"10. 151\n",
"11. 158\n",
"12. 160\n",
"13. 161\n",
"14. 169\n",
"15. 170\n",
"16. 171\n",
"17. 172\n",
"18. 179\n",
"19. 185\n",
"20. 192\n",
"21. 200\n",
"\n",
"\n",
"\n",
"$Fold02\n",
": 1. 4\n",
"2. 6\n",
"3. 11\n",
"4. 23\n",
"5. 29\n",
"6. 32\n",
"7. 45\n",
"8. 58\n",
"9. 92\n",
"10. 98\n",
"11. 102\n",
"12. 114\n",
"13. 128\n",
"14. 150\n",
"15. 153\n",
"16. 156\n",
"17. 157\n",
"18. 193\n",
"19. 201\n",
"20. 207\n",
"\n",
"\n",
"\n",
"$Fold03\n",
": 1. 9\n",
"2. 38\n",
"3. 40\n",
"4. 51\n",
"5. 70\n",
"6. 89\n",
"7. 93\n",
"8. 94\n",
"9. 117\n",
"10. 127\n",
"11. 138\n",
"12. 140\n",
"13. 144\n",
"14. 145\n",
"15. 148\n",
"16. 162\n",
"17. 176\n",
"18. 184\n",
"19. 191\n",
"20. 208\n",
"\n",
"\n",
"\n",
"$Fold04\n",
": 1. 17\n",
"2. 26\n",
"3. 37\n",
"4. 47\n",
"5. 49\n",
"6. 55\n",
"7. 68\n",
"8. 88\n",
"9. 91\n",
"10. 111\n",
"11. 115\n",
"12. 123\n",
"13. 131\n",
"14. 142\n",
"15. 164\n",
"16. 177\n",
"17. 178\n",
"18. 186\n",
"19. 190\n",
"20. 206\n",
"\n",
"\n",
"\n",
"$Fold05\n",
": 1. 14\n",
"2. 15\n",
"3. 21\n",
"4. 30\n",
"5. 46\n",
"6. 53\n",
"7. 56\n",
"8. 63\n",
"9. 65\n",
"10. 77\n",
"11. 95\n",
"12. 97\n",
"13. 100\n",
"14. 116\n",
"15. 121\n",
"16. 122\n",
"17. 133\n",
"18. 166\n",
"19. 180\n",
"20. 196\n",
"\n",
"\n",
"\n",
"$Fold06\n",
": 1. 5\n",
"2. 16\n",
"3. 22\n",
"4. 31\n",
"5. 39\n",
"6. 48\n",
"7. 54\n",
"8. 61\n",
"9. 62\n",
"10. 69\n",
"11. 71\n",
"12. 80\n",
"13. 86\n",
"14. 90\n",
"15. 101\n",
"16. 108\n",
"17. 137\n",
"18. 141\n",
"19. 143\n",
"20. 173\n",
"21. 182\n",
"22. 187\n",
"\n",
"\n",
"\n",
"$Fold07\n",
": 1. 2\n",
"2. 19\n",
"3. 27\n",
"4. 33\n",
"5. 34\n",
"6. 44\n",
"7. 72\n",
"8. 73\n",
"9. 82\n",
"10. 96\n",
"11. 99\n",
"12. 104\n",
"13. 109\n",
"14. 113\n",
"15. 125\n",
"16. 130\n",
"17. 167\n",
"18. 175\n",
"19. 197\n",
"20. 198\n",
"21. 204\n",
"\n",
"\n",
"\n",
"$Fold08\n",
": 1. 1\n",
"2. 3\n",
"3. 25\n",
"4. 52\n",
"5. 59\n",
"6. 60\n",
"7. 78\n",
"8. 79\n",
"9. 110\n",
"10. 112\n",
"11. 120\n",
"12. 129\n",
"13. 135\n",
"14. 136\n",
"15. 139\n",
"16. 163\n",
"17. 165\n",
"18. 183\n",
"19. 202\n",
"20. 203\n",
"\n",
"\n",
"\n",
"$Fold09\n",
": 1. 7\n",
"2. 8\n",
"3. 10\n",
"4. 13\n",
"5. 18\n",
"6. 20\n",
"7. 42\n",
"8. 43\n",
"9. 57\n",
"10. 66\n",
"11. 67\n",
"12. 74\n",
"13. 84\n",
"14. 87\n",
"15. 103\n",
"16. 119\n",
"17. 124\n",
"18. 154\n",
"19. 194\n",
"20. 205\n",
"\n",
"\n",
"\n",
"$Fold10\n",
": 1. 12\n",
"2. 24\n",
"3. 28\n",
"4. 36\n",
"5. 41\n",
"6. 50\n",
"7. 64\n",
"8. 75\n",
"9. 76\n",
"10. 83\n",
"11. 85\n",
"12. 132\n",
"13. 134\n",
"14. 147\n",
"15. 152\n",
"16. 155\n",
"17. 159\n",
"18. 168\n",
"19. 174\n",
"20. 181\n",
"21. 188\n",
"22. 189\n",
"23. 195\n",
"24. 199\n",
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
"$Fold01\n",
" [1] 35 81 105 106 107 118 126 146 149 151 158 160 161 169 170 171 172 179 185\n",
"[20] 192 200\n",
"\n",
"$Fold02\n",
" [1] 4 6 11 23 29 32 45 58 92 98 102 114 128 150 153 156 157 193 201\n",
"[20] 207\n",
"\n",
"$Fold03\n",
" [1] 9 38 40 51 70 89 93 94 117 127 138 140 144 145 148 162 176 184 191\n",
"[20] 208\n",
"\n",
"$Fold04\n",
" [1] 17 26 37 47 49 55 68 88 91 111 115 123 131 142 164 177 178 186 190\n",
"[20] 206\n",
"\n",
"$Fold05\n",
" [1] 14 15 21 30 46 53 56 63 65 77 95 97 100 116 121 122 133 166 180\n",
"[20] 196\n",
"\n",
"$Fold06\n",
" [1] 5 16 22 31 39 48 54 61 62 69 71 80 86 90 101 108 137 141 143\n",
"[20] 173 182 187\n",
"\n",
"$Fold07\n",
" [1] 2 19 27 33 34 44 72 73 82 96 99 104 109 113 125 130 167 175 197\n",
"[20] 198 204\n",
"\n",
"$Fold08\n",
" [1] 1 3 25 52 59 60 78 79 110 112 120 129 135 136 139 163 165 183 202\n",
"[20] 203\n",
"\n",
"$Fold09\n",
" [1] 7 8 10 13 18 20 42 43 57 66 67 74 84 87 103 119 124 154 194\n",
"[20] 205\n",
"\n",
"$Fold10\n",
" [1] 12 24 28 36 41 50 64 75 76 83 85 132 134 147 152 155 159 168 174\n",
"[20] 181 188 189 195 199\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"set.seed(1234) ##Again...\n",
"\n",
"foldIndex <- createFolds(data$logBBB, k = 10, returnTrain = FALSE)\n",
"\n",
"foldIndex"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<dl class=dl-horizontal>\n",
"\t<dt>Fold081</dt>\n",
"\t\t<dd>1</dd>\n",
"\t<dt>Fold071</dt>\n",
"\t\t<dd>2</dd>\n",
"\t<dt>Fold082</dt>\n",
"\t\t<dd>3</dd>\n",
"\t<dt>Fold021</dt>\n",
"\t\t<dd>4</dd>\n",
"\t<dt>Fold061</dt>\n",
"\t\t<dd>5</dd>\n",
"\t<dt>Fold022</dt>\n",
"\t\t<dd>6</dd>\n",
"\t<dt>Fold091</dt>\n",
"\t\t<dd>7</dd>\n",
"\t<dt>Fold092</dt>\n",
"\t\t<dd>8</dd>\n",
"\t<dt>Fold031</dt>\n",
"\t\t<dd>9</dd>\n",
"\t<dt>Fold093</dt>\n",
"\t\t<dd>10</dd>\n",
"\t<dt>Fold023</dt>\n",
"\t\t<dd>11</dd>\n",
"\t<dt>Fold101</dt>\n",
"\t\t<dd>12</dd>\n",
"\t<dt>Fold094</dt>\n",
"\t\t<dd>13</dd>\n",
"\t<dt>Fold051</dt>\n",
"\t\t<dd>14</dd>\n",
"\t<dt>Fold052</dt>\n",
"\t\t<dd>15</dd>\n",
"\t<dt>Fold062</dt>\n",
"\t\t<dd>16</dd>\n",
"\t<dt>Fold041</dt>\n",
"\t\t<dd>17</dd>\n",
"\t<dt>Fold095</dt>\n",
"\t\t<dd>18</dd>\n",
"\t<dt>Fold072</dt>\n",
"\t\t<dd>19</dd>\n",
"\t<dt>Fold096</dt>\n",
"\t\t<dd>20</dd>\n",
"\t<dt>Fold053</dt>\n",
"\t\t<dd>21</dd>\n",
"\t<dt>Fold063</dt>\n",
"\t\t<dd>22</dd>\n",
"\t<dt>Fold024</dt>\n",
"\t\t<dd>23</dd>\n",
"\t<dt>Fold102</dt>\n",
"\t\t<dd>24</dd>\n",
"\t<dt>Fold083</dt>\n",
"\t\t<dd>25</dd>\n",
"\t<dt>Fold042</dt>\n",
"\t\t<dd>26</dd>\n",
"\t<dt>Fold073</dt>\n",
"\t\t<dd>27</dd>\n",
"\t<dt>Fold103</dt>\n",
"\t\t<dd>28</dd>\n",
"\t<dt>Fold025</dt>\n",
"\t\t<dd>29</dd>\n",
"\t<dt>Fold054</dt>\n",
"\t\t<dd>30</dd>\n",
"\t<dt>Fold064</dt>\n",
"\t\t<dd>31</dd>\n",
"\t<dt>Fold026</dt>\n",
"\t\t<dd>32</dd>\n",
"\t<dt>Fold074</dt>\n",
"\t\t<dd>33</dd>\n",
"\t<dt>Fold075</dt>\n",
"\t\t<dd>34</dd>\n",
"\t<dt>Fold011</dt>\n",
"\t\t<dd>35</dd>\n",
"\t<dt>Fold104</dt>\n",
"\t\t<dd>36</dd>\n",
"\t<dt>Fold043</dt>\n",
"\t\t<dd>37</dd>\n",
"\t<dt>Fold032</dt>\n",
"\t\t<dd>38</dd>\n",
"\t<dt>Fold065</dt>\n",
"\t\t<dd>39</dd>\n",
"\t<dt>Fold033</dt>\n",
"\t\t<dd>40</dd>\n",
"\t<dt>Fold105</dt>\n",
"\t\t<dd>41</dd>\n",
"\t<dt>Fold097</dt>\n",
"\t\t<dd>42</dd>\n",
"\t<dt>Fold098</dt>\n",
"\t\t<dd>43</dd>\n",
"\t<dt>Fold076</dt>\n",
"\t\t<dd>44</dd>\n",
"\t<dt>Fold027</dt>\n",
"\t\t<dd>45</dd>\n",
"\t<dt>Fold055</dt>\n",
"\t\t<dd>46</dd>\n",
"\t<dt>Fold044</dt>\n",
"\t\t<dd>47</dd>\n",
"\t<dt>Fold066</dt>\n",
"\t\t<dd>48</dd>\n",
"\t<dt>Fold045</dt>\n",
"\t\t<dd>49</dd>\n",
"\t<dt>Fold106</dt>\n",
"\t\t<dd>50</dd>\n",
"\t<dt>Fold034</dt>\n",
"\t\t<dd>51</dd>\n",
"\t<dt>Fold084</dt>\n",
"\t\t<dd>52</dd>\n",
"\t<dt>Fold056</dt>\n",
"\t\t<dd>53</dd>\n",
"\t<dt>Fold067</dt>\n",
"\t\t<dd>54</dd>\n",
"\t<dt>Fold046</dt>\n",
"\t\t<dd>55</dd>\n",
"\t<dt>Fold057</dt>\n",
"\t\t<dd>56</dd>\n",
"\t<dt>Fold099</dt>\n",
"\t\t<dd>57</dd>\n",
"\t<dt>Fold028</dt>\n",
"\t\t<dd>58</dd>\n",
"\t<dt>Fold085</dt>\n",
"\t\t<dd>59</dd>\n",
"\t<dt>Fold086</dt>\n",
"\t\t<dd>60</dd>\n",
"\t<dt>Fold068</dt>\n",
"\t\t<dd>61</dd>\n",
"\t<dt>Fold069</dt>\n",
"\t\t<dd>62</dd>\n",
"\t<dt>Fold058</dt>\n",
"\t\t<dd>63</dd>\n",
"\t<dt>Fold107</dt>\n",
"\t\t<dd>64</dd>\n",
"\t<dt>Fold059</dt>\n",
"\t\t<dd>65</dd>\n",
"\t<dt>Fold0910</dt>\n",
"\t\t<dd>66</dd>\n",
"\t<dt>Fold0911</dt>\n",
"\t\t<dd>67</dd>\n",
"\t<dt>Fold047</dt>\n",
"\t\t<dd>68</dd>\n",
"\t<dt>Fold0610</dt>\n",
"\t\t<dd>69</dd>\n",
"\t<dt>Fold035</dt>\n",
"\t\t<dd>70</dd>\n",
"\t<dt>Fold0611</dt>\n",
"\t\t<dd>71</dd>\n",
"\t<dt>Fold077</dt>\n",
"\t\t<dd>72</dd>\n",
"\t<dt>Fold078</dt>\n",
"\t\t<dd>73</dd>\n",
"\t<dt>Fold0912</dt>\n",
"\t\t<dd>74</dd>\n",
"\t<dt>Fold108</dt>\n",
"\t\t<dd>75</dd>\n",
"\t<dt>Fold109</dt>\n",
"\t\t<dd>76</dd>\n",
"\t<dt>Fold0510</dt>\n",
"\t\t<dd>77</dd>\n",
"\t<dt>Fold087</dt>\n",
"\t\t<dd>78</dd>\n",
"\t<dt>Fold088</dt>\n",
"\t\t<dd>79</dd>\n",
"\t<dt>Fold0612</dt>\n",
"\t\t<dd>80</dd>\n",
"\t<dt>Fold012</dt>\n",
"\t\t<dd>81</dd>\n",
"\t<dt>Fold079</dt>\n",
"\t\t<dd>82</dd>\n",
"\t<dt>Fold1010</dt>\n",
"\t\t<dd>83</dd>\n",
"\t<dt>Fold0913</dt>\n",
"\t\t<dd>84</dd>\n",
"\t<dt>Fold1011</dt>\n",
"\t\t<dd>85</dd>\n",
"\t<dt>Fold0613</dt>\n",
"\t\t<dd>86</dd>\n",
"\t<dt>Fold0914</dt>\n",
"\t\t<dd>87</dd>\n",
"\t<dt>Fold048</dt>\n",
"\t\t<dd>88</dd>\n",
"\t<dt>Fold036</dt>\n",
"\t\t<dd>89</dd>\n",
"\t<dt>Fold0614</dt>\n",
"\t\t<dd>90</dd>\n",
"\t<dt>Fold049</dt>\n",
"\t\t<dd>91</dd>\n",
"\t<dt>Fold029</dt>\n",
"\t\t<dd>92</dd>\n",
"\t<dt>Fold037</dt>\n",
"\t\t<dd>93</dd>\n",
"\t<dt>Fold038</dt>\n",
"\t\t<dd>94</dd>\n",
"\t<dt>Fold0511</dt>\n",
"\t\t<dd>95</dd>\n",
"\t<dt>Fold0710</dt>\n",
"\t\t<dd>96</dd>\n",
"\t<dt>Fold0512</dt>\n",
"\t\t<dd>97</dd>\n",
"\t<dt>Fold0210</dt>\n",
"\t\t<dd>98</dd>\n",
"\t<dt>Fold0711</dt>\n",
"\t\t<dd>99</dd>\n",
"\t<dt>Fold0513</dt>\n",
"\t\t<dd>100</dd>\n",
"\t<dt>Fold0615</dt>\n",
"\t\t<dd>101</dd>\n",
"\t<dt>Fold0211</dt>\n",
"\t\t<dd>102</dd>\n",
"\t<dt>Fold0915</dt>\n",
"\t\t<dd>103</dd>\n",
"\t<dt>Fold0712</dt>\n",
"\t\t<dd>104</dd>\n",
"\t<dt>Fold013</dt>\n",
"\t\t<dd>105</dd>\n",
"\t<dt>Fold014</dt>\n",
"\t\t<dd>106</dd>\n",
"\t<dt>Fold015</dt>\n",
"\t\t<dd>107</dd>\n",
"\t<dt>Fold0616</dt>\n",
"\t\t<dd>108</dd>\n",
"\t<dt>Fold0713</dt>\n",
"\t\t<dd>109</dd>\n",
"\t<dt>Fold089</dt>\n",
"\t\t<dd>110</dd>\n",
"\t<dt>Fold0410</dt>\n",
"\t\t<dd>111</dd>\n",
"\t<dt>Fold0810</dt>\n",
"\t\t<dd>112</dd>\n",
"\t<dt>Fold0714</dt>\n",
"\t\t<dd>113</dd>\n",
"\t<dt>Fold0212</dt>\n",
"\t\t<dd>114</dd>\n",
"\t<dt>Fold0411</dt>\n",
"\t\t<dd>115</dd>\n",
"\t<dt>Fold0514</dt>\n",
"\t\t<dd>116</dd>\n",
"\t<dt>Fold039</dt>\n",
"\t\t<dd>117</dd>\n",
"\t<dt>Fold016</dt>\n",
"\t\t<dd>118</dd>\n",
"\t<dt>Fold0916</dt>\n",
"\t\t<dd>119</dd>\n",
"\t<dt>Fold0811</dt>\n",
"\t\t<dd>120</dd>\n",
"\t<dt>Fold0515</dt>\n",
"\t\t<dd>121</dd>\n",
"\t<dt>Fold0516</dt>\n",
"\t\t<dd>122</dd>\n",
"\t<dt>Fold0412</dt>\n",
"\t\t<dd>123</dd>\n",
"\t<dt>Fold0917</dt>\n",
"\t\t<dd>124</dd>\n",
"\t<dt>Fold0715</dt>\n",
"\t\t<dd>125</dd>\n",
"\t<dt>Fold017</dt>\n",
"\t\t<dd>126</dd>\n",
"\t<dt>Fold0310</dt>\n",
"\t\t<dd>127</dd>\n",
"\t<dt>Fold0213</dt>\n",
"\t\t<dd>128</dd>\n",
"\t<dt>Fold0812</dt>\n",
"\t\t<dd>129</dd>\n",
"\t<dt>Fold0716</dt>\n",
"\t\t<dd>130</dd>\n",
"\t<dt>Fold0413</dt>\n",
"\t\t<dd>131</dd>\n",
"\t<dt>Fold1012</dt>\n",
"\t\t<dd>132</dd>\n",
"\t<dt>Fold0517</dt>\n",
"\t\t<dd>133</dd>\n",
"\t<dt>Fold1013</dt>\n",
"\t\t<dd>134</dd>\n",
"\t<dt>Fold0813</dt>\n",
"\t\t<dd>135</dd>\n",
"\t<dt>Fold0814</dt>\n",
"\t\t<dd>136</dd>\n",
"\t<dt>Fold0617</dt>\n",
"\t\t<dd>137</dd>\n",
"\t<dt>Fold0311</dt>\n",
"\t\t<dd>138</dd>\n",
"\t<dt>Fold0815</dt>\n",
"\t\t<dd>139</dd>\n",
"\t<dt>Fold0312</dt>\n",
"\t\t<dd>140</dd>\n",
"\t<dt>Fold0618</dt>\n",
"\t\t<dd>141</dd>\n",
"\t<dt>Fold0414</dt>\n",
"\t\t<dd>142</dd>\n",
"\t<dt>Fold0619</dt>\n",
"\t\t<dd>143</dd>\n",
"\t<dt>Fold0313</dt>\n",
"\t\t<dd>144</dd>\n",
"\t<dt>Fold0314</dt>\n",
"\t\t<dd>145</dd>\n",
"\t<dt>Fold018</dt>\n",
"\t\t<dd>146</dd>\n",
"\t<dt>Fold1014</dt>\n",
"\t\t<dd>147</dd>\n",
"\t<dt>Fold0315</dt>\n",
"\t\t<dd>148</dd>\n",
"\t<dt>Fold019</dt>\n",
"\t\t<dd>149</dd>\n",
"\t<dt>Fold0214</dt>\n",
"\t\t<dd>150</dd>\n",
"\t<dt>Fold0110</dt>\n",
"\t\t<dd>151</dd>\n",
"\t<dt>Fold1015</dt>\n",
"\t\t<dd>152</dd>\n",
"\t<dt>Fold0215</dt>\n",
"\t\t<dd>153</dd>\n",
"\t<dt>Fold0918</dt>\n",
"\t\t<dd>154</dd>\n",
"\t<dt>Fold1016</dt>\n",
"\t\t<dd>155</dd>\n",
"\t<dt>Fold0216</dt>\n",
"\t\t<dd>156</dd>\n",
"\t<dt>Fold0217</dt>\n",
"\t\t<dd>157</dd>\n",
"\t<dt>Fold0111</dt>\n",
"\t\t<dd>158</dd>\n",
"\t<dt>Fold1017</dt>\n",
"\t\t<dd>159</dd>\n",
"\t<dt>Fold0112</dt>\n",
"\t\t<dd>160</dd>\n",
"\t<dt>Fold0113</dt>\n",
"\t\t<dd>161</dd>\n",
"\t<dt>Fold0316</dt>\n",
"\t\t<dd>162</dd>\n",
"\t<dt>Fold0816</dt>\n",
"\t\t<dd>163</dd>\n",
"\t<dt>Fold0415</dt>\n",
"\t\t<dd>164</dd>\n",
"\t<dt>Fold0817</dt>\n",
"\t\t<dd>165</dd>\n",
"\t<dt>Fold0518</dt>\n",
"\t\t<dd>166</dd>\n",
"\t<dt>Fold0717</dt>\n",
"\t\t<dd>167</dd>\n",
"\t<dt>Fold1018</dt>\n",
"\t\t<dd>168</dd>\n",
"\t<dt>Fold0114</dt>\n",
"\t\t<dd>169</dd>\n",
"\t<dt>Fold0115</dt>\n",
"\t\t<dd>170</dd>\n",
"\t<dt>Fold0116</dt>\n",
"\t\t<dd>171</dd>\n",
"\t<dt>Fold0117</dt>\n",
"\t\t<dd>172</dd>\n",
"\t<dt>Fold0620</dt>\n",
"\t\t<dd>173</dd>\n",
"\t<dt>Fold1019</dt>\n",
"\t\t<dd>174</dd>\n",
"\t<dt>Fold0718</dt>\n",
"\t\t<dd>175</dd>\n",
"\t<dt>Fold0317</dt>\n",
"\t\t<dd>176</dd>\n",
"\t<dt>Fold0416</dt>\n",
"\t\t<dd>177</dd>\n",
"\t<dt>Fold0417</dt>\n",
"\t\t<dd>178</dd>\n",
"\t<dt>Fold0118</dt>\n",
"\t\t<dd>179</dd>\n",
"\t<dt>Fold0519</dt>\n",
"\t\t<dd>180</dd>\n",
"\t<dt>Fold1020</dt>\n",
"\t\t<dd>181</dd>\n",
"\t<dt>Fold0621</dt>\n",
"\t\t<dd>182</dd>\n",
"\t<dt>Fold0818</dt>\n",
"\t\t<dd>183</dd>\n",
"\t<dt>Fold0318</dt>\n",
"\t\t<dd>184</dd>\n",
"\t<dt>Fold0119</dt>\n",
"\t\t<dd>185</dd>\n",
"\t<dt>Fold0418</dt>\n",
"\t\t<dd>186</dd>\n",
"\t<dt>Fold0622</dt>\n",
"\t\t<dd>187</dd>\n",
"\t<dt>Fold1021</dt>\n",
"\t\t<dd>188</dd>\n",
"\t<dt>Fold1022</dt>\n",
"\t\t<dd>189</dd>\n",
"\t<dt>Fold0419</dt>\n",
"\t\t<dd>190</dd>\n",
"\t<dt>Fold0319</dt>\n",
"\t\t<dd>191</dd>\n",
"\t<dt>Fold0120</dt>\n",
"\t\t<dd>192</dd>\n",
"\t<dt>Fold0218</dt>\n",
"\t\t<dd>193</dd>\n",
"\t<dt>Fold0919</dt>\n",
"\t\t<dd>194</dd>\n",
"\t<dt>Fold1023</dt>\n",
"\t\t<dd>195</dd>\n",
"\t<dt>Fold0520</dt>\n",
"\t\t<dd>196</dd>\n",
"\t<dt>Fold0719</dt>\n",
"\t\t<dd>197</dd>\n",
"\t<dt>Fold0720</dt>\n",
"\t\t<dd>198</dd>\n",
"\t<dt>Fold1024</dt>\n",
"\t\t<dd>199</dd>\n",
"\t<dt>Fold0121</dt>\n",
"\t\t<dd>200</dd>\n",
"\t<dt>Fold0219</dt>\n",
"\t\t<dd>201</dd>\n",
"\t<dt>Fold0819</dt>\n",
"\t\t<dd>202</dd>\n",
"\t<dt>Fold0820</dt>\n",
"\t\t<dd>203</dd>\n",
"\t<dt>Fold0721</dt>\n",
"\t\t<dd>204</dd>\n",
"\t<dt>Fold0920</dt>\n",
"\t\t<dd>205</dd>\n",
"\t<dt>Fold0420</dt>\n",
"\t\t<dd>206</dd>\n",
"\t<dt>Fold0220</dt>\n",
"\t\t<dd>207</dd>\n",
"\t<dt>Fold0320</dt>\n",
"\t\t<dd>208</dd>\n",
"</dl>\n"
],
"text/latex": [
"\\begin{description*}\n",
"\\item[Fold081] 1\n",
"\\item[Fold071] 2\n",
"\\item[Fold082] 3\n",
"\\item[Fold021] 4\n",
"\\item[Fold061] 5\n",
"\\item[Fold022] 6\n",
"\\item[Fold091] 7\n",
"\\item[Fold092] 8\n",
"\\item[Fold031] 9\n",
"\\item[Fold093] 10\n",
"\\item[Fold023] 11\n",
"\\item[Fold101] 12\n",
"\\item[Fold094] 13\n",
"\\item[Fold051] 14\n",
"\\item[Fold052] 15\n",
"\\item[Fold062] 16\n",
"\\item[Fold041] 17\n",
"\\item[Fold095] 18\n",
"\\item[Fold072] 19\n",
"\\item[Fold096] 20\n",
"\\item[Fold053] 21\n",
"\\item[Fold063] 22\n",
"\\item[Fold024] 23\n",
"\\item[Fold102] 24\n",
"\\item[Fold083] 25\n",
"\\item[Fold042] 26\n",
"\\item[Fold073] 27\n",
"\\item[Fold103] 28\n",
"\\item[Fold025] 29\n",
"\\item[Fold054] 30\n",
"\\item[Fold064] 31\n",
"\\item[Fold026] 32\n",
"\\item[Fold074] 33\n",
"\\item[Fold075] 34\n",
"\\item[Fold011] 35\n",
"\\item[Fold104] 36\n",
"\\item[Fold043] 37\n",
"\\item[Fold032] 38\n",
"\\item[Fold065] 39\n",
"\\item[Fold033] 40\n",
"\\item[Fold105] 41\n",
"\\item[Fold097] 42\n",
"\\item[Fold098] 43\n",
"\\item[Fold076] 44\n",
"\\item[Fold027] 45\n",
"\\item[Fold055] 46\n",
"\\item[Fold044] 47\n",
"\\item[Fold066] 48\n",
"\\item[Fold045] 49\n",
"\\item[Fold106] 50\n",
"\\item[Fold034] 51\n",
"\\item[Fold084] 52\n",
"\\item[Fold056] 53\n",
"\\item[Fold067] 54\n",
"\\item[Fold046] 55\n",
"\\item[Fold057] 56\n",
"\\item[Fold099] 57\n",
"\\item[Fold028] 58\n",
"\\item[Fold085] 59\n",
"\\item[Fold086] 60\n",
"\\item[Fold068] 61\n",
"\\item[Fold069] 62\n",
"\\item[Fold058] 63\n",
"\\item[Fold107] 64\n",
"\\item[Fold059] 65\n",
"\\item[Fold0910] 66\n",
"\\item[Fold0911] 67\n",
"\\item[Fold047] 68\n",
"\\item[Fold0610] 69\n",
"\\item[Fold035] 70\n",
"\\item[Fold0611] 71\n",
"\\item[Fold077] 72\n",
"\\item[Fold078] 73\n",
"\\item[Fold0912] 74\n",
"\\item[Fold108] 75\n",
"\\item[Fold109] 76\n",
"\\item[Fold0510] 77\n",
"\\item[Fold087] 78\n",
"\\item[Fold088] 79\n",
"\\item[Fold0612] 80\n",
"\\item[Fold012] 81\n",
"\\item[Fold079] 82\n",
"\\item[Fold1010] 83\n",
"\\item[Fold0913] 84\n",
"\\item[Fold1011] 85\n",
"\\item[Fold0613] 86\n",
"\\item[Fold0914] 87\n",
"\\item[Fold048] 88\n",
"\\item[Fold036] 89\n",
"\\item[Fold0614] 90\n",
"\\item[Fold049] 91\n",
"\\item[Fold029] 92\n",
"\\item[Fold037] 93\n",
"\\item[Fold038] 94\n",
"\\item[Fold0511] 95\n",
"\\item[Fold0710] 96\n",
"\\item[Fold0512] 97\n",
"\\item[Fold0210] 98\n",
"\\item[Fold0711] 99\n",
"\\item[Fold0513] 100\n",
"\\item[Fold0615] 101\n",
"\\item[Fold0211] 102\n",
"\\item[Fold0915] 103\n",
"\\item[Fold0712] 104\n",
"\\item[Fold013] 105\n",
"\\item[Fold014] 106\n",
"\\item[Fold015] 107\n",
"\\item[Fold0616] 108\n",
"\\item[Fold0713] 109\n",
"\\item[Fold089] 110\n",
"\\item[Fold0410] 111\n",
"\\item[Fold0810] 112\n",
"\\item[Fold0714] 113\n",
"\\item[Fold0212] 114\n",
"\\item[Fold0411] 115\n",
"\\item[Fold0514] 116\n",
"\\item[Fold039] 117\n",
"\\item[Fold016] 118\n",
"\\item[Fold0916] 119\n",
"\\item[Fold0811] 120\n",
"\\item[Fold0515] 121\n",
"\\item[Fold0516] 122\n",
"\\item[Fold0412] 123\n",
"\\item[Fold0917] 124\n",
"\\item[Fold0715] 125\n",
"\\item[Fold017] 126\n",
"\\item[Fold0310] 127\n",
"\\item[Fold0213] 128\n",
"\\item[Fold0812] 129\n",
"\\item[Fold0716] 130\n",
"\\item[Fold0413] 131\n",
"\\item[Fold1012] 132\n",
"\\item[Fold0517] 133\n",
"\\item[Fold1013] 134\n",
"\\item[Fold0813] 135\n",
"\\item[Fold0814] 136\n",
"\\item[Fold0617] 137\n",
"\\item[Fold0311] 138\n",
"\\item[Fold0815] 139\n",
"\\item[Fold0312] 140\n",
"\\item[Fold0618] 141\n",
"\\item[Fold0414] 142\n",
"\\item[Fold0619] 143\n",
"\\item[Fold0313] 144\n",
"\\item[Fold0314] 145\n",
"\\item[Fold018] 146\n",
"\\item[Fold1014] 147\n",
"\\item[Fold0315] 148\n",
"\\item[Fold019] 149\n",
"\\item[Fold0214] 150\n",
"\\item[Fold0110] 151\n",
"\\item[Fold1015] 152\n",
"\\item[Fold0215] 153\n",
"\\item[Fold0918] 154\n",
"\\item[Fold1016] 155\n",
"\\item[Fold0216] 156\n",
"\\item[Fold0217] 157\n",
"\\item[Fold0111] 158\n",
"\\item[Fold1017] 159\n",
"\\item[Fold0112] 160\n",
"\\item[Fold0113] 161\n",
"\\item[Fold0316] 162\n",
"\\item[Fold0816] 163\n",
"\\item[Fold0415] 164\n",
"\\item[Fold0817] 165\n",
"\\item[Fold0518] 166\n",
"\\item[Fold0717] 167\n",
"\\item[Fold1018] 168\n",
"\\item[Fold0114] 169\n",
"\\item[Fold0115] 170\n",
"\\item[Fold0116] 171\n",
"\\item[Fold0117] 172\n",
"\\item[Fold0620] 173\n",
"\\item[Fold1019] 174\n",
"\\item[Fold0718] 175\n",
"\\item[Fold0317] 176\n",
"\\item[Fold0416] 177\n",
"\\item[Fold0417] 178\n",
"\\item[Fold0118] 179\n",
"\\item[Fold0519] 180\n",
"\\item[Fold1020] 181\n",
"\\item[Fold0621] 182\n",
"\\item[Fold0818] 183\n",
"\\item[Fold0318] 184\n",
"\\item[Fold0119] 185\n",
"\\item[Fold0418] 186\n",
"\\item[Fold0622] 187\n",
"\\item[Fold1021] 188\n",
"\\item[Fold1022] 189\n",
"\\item[Fold0419] 190\n",
"\\item[Fold0319] 191\n",
"\\item[Fold0120] 192\n",
"\\item[Fold0218] 193\n",
"\\item[Fold0919] 194\n",
"\\item[Fold1023] 195\n",
"\\item[Fold0520] 196\n",
"\\item[Fold0719] 197\n",
"\\item[Fold0720] 198\n",
"\\item[Fold1024] 199\n",
"\\item[Fold0121] 200\n",
"\\item[Fold0219] 201\n",
"\\item[Fold0819] 202\n",
"\\item[Fold0820] 203\n",
"\\item[Fold0721] 204\n",
"\\item[Fold0920] 205\n",
"\\item[Fold0420] 206\n",
"\\item[Fold0220] 207\n",
"\\item[Fold0320] 208\n",
"\\end{description*}\n"
],
"text/markdown": [
"Fold081\n",
": 1Fold071\n",
": 2Fold082\n",
": 3Fold021\n",
": 4Fold061\n",
": 5Fold022\n",
": 6Fold091\n",
": 7Fold092\n",
": 8Fold031\n",
": 9Fold093\n",
": 10Fold023\n",
": 11Fold101\n",
": 12Fold094\n",
": 13Fold051\n",
": 14Fold052\n",
": 15Fold062\n",
": 16Fold041\n",
": 17Fold095\n",
": 18Fold072\n",
": 19Fold096\n",
": 20Fold053\n",
": 21Fold063\n",
": 22Fold024\n",
": 23Fold102\n",
": 24Fold083\n",
": 25Fold042\n",
": 26Fold073\n",
": 27Fold103\n",
": 28Fold025\n",
": 29Fold054\n",
": 30Fold064\n",
": 31Fold026\n",
": 32Fold074\n",
": 33Fold075\n",
": 34Fold011\n",
": 35Fold104\n",
": 36Fold043\n",
": 37Fold032\n",
": 38Fold065\n",
": 39Fold033\n",
": 40Fold105\n",
": 41Fold097\n",
": 42Fold098\n",
": 43Fold076\n",
": 44Fold027\n",
": 45Fold055\n",
": 46Fold044\n",
": 47Fold066\n",
": 48Fold045\n",
": 49Fold106\n",
": 50Fold034\n",
": 51Fold084\n",
": 52Fold056\n",
": 53Fold067\n",
": 54Fold046\n",
": 55Fold057\n",
": 56Fold099\n",
": 57Fold028\n",
": 58Fold085\n",
": 59Fold086\n",
": 60Fold068\n",
": 61Fold069\n",
": 62Fold058\n",
": 63Fold107\n",
": 64Fold059\n",
": 65Fold0910\n",
": 66Fold0911\n",
": 67Fold047\n",
": 68Fold0610\n",
": 69Fold035\n",
": 70Fold0611\n",
": 71Fold077\n",
": 72Fold078\n",
": 73Fold0912\n",
": 74Fold108\n",
": 75Fold109\n",
": 76Fold0510\n",
": 77Fold087\n",
": 78Fold088\n",
": 79Fold0612\n",
": 80Fold012\n",
": 81Fold079\n",
": 82Fold1010\n",
": 83Fold0913\n",
": 84Fold1011\n",
": 85Fold0613\n",
": 86Fold0914\n",
": 87Fold048\n",
": 88Fold036\n",
": 89Fold0614\n",
": 90Fold049\n",
": 91Fold029\n",
": 92Fold037\n",
": 93Fold038\n",
": 94Fold0511\n",
": 95Fold0710\n",
": 96Fold0512\n",
": 97Fold0210\n",
": 98Fold0711\n",
": 99Fold0513\n",
": 100Fold0615\n",
": 101Fold0211\n",
": 102Fold0915\n",
": 103Fold0712\n",
": 104Fold013\n",
": 105Fold014\n",
": 106Fold015\n",
": 107Fold0616\n",
": 108Fold0713\n",
": 109Fold089\n",
": 110Fold0410\n",
": 111Fold0810\n",
": 112Fold0714\n",
": 113Fold0212\n",
": 114Fold0411\n",
": 115Fold0514\n",
": 116Fold039\n",
": 117Fold016\n",
": 118Fold0916\n",
": 119Fold0811\n",
": 120Fold0515\n",
": 121Fold0516\n",
": 122Fold0412\n",
": 123Fold0917\n",
": 124Fold0715\n",
": 125Fold017\n",
": 126Fold0310\n",
": 127Fold0213\n",
": 128Fold0812\n",
": 129Fold0716\n",
": 130Fold0413\n",
": 131Fold1012\n",
": 132Fold0517\n",
": 133Fold1013\n",
": 134Fold0813\n",
": 135Fold0814\n",
": 136Fold0617\n",
": 137Fold0311\n",
": 138Fold0815\n",
": 139Fold0312\n",
": 140Fold0618\n",
": 141Fold0414\n",
": 142Fold0619\n",
": 143Fold0313\n",
": 144Fold0314\n",
": 145Fold018\n",
": 146Fold1014\n",
": 147Fold0315\n",
": 148Fold019\n",
": 149Fold0214\n",
": 150Fold0110\n",
": 151Fold1015\n",
": 152Fold0215\n",
": 153Fold0918\n",
": 154Fold1016\n",
": 155Fold0216\n",
": 156Fold0217\n",
": 157Fold0111\n",
": 158Fold1017\n",
": 159Fold0112\n",
": 160Fold0113\n",
": 161Fold0316\n",
": 162Fold0816\n",
": 163Fold0415\n",
": 164Fold0817\n",
": 165Fold0518\n",
": 166Fold0717\n",
": 167Fold1018\n",
": 168Fold0114\n",
": 169Fold0115\n",
": 170Fold0116\n",
": 171Fold0117\n",
": 172Fold0620\n",
": 173Fold1019\n",
": 174Fold0718\n",
": 175Fold0317\n",
": 176Fold0416\n",
": 177Fold0417\n",
": 178Fold0118\n",
": 179Fold0519\n",
": 180Fold1020\n",
": 181Fold0621\n",
": 182Fold0818\n",
": 183Fold0318\n",
": 184Fold0119\n",
": 185Fold0418\n",
": 186Fold0622\n",
": 187Fold1021\n",
": 188Fold1022\n",
": 189Fold0419\n",
": 190Fold0319\n",
": 191Fold0120\n",
": 192Fold0218\n",
": 193Fold0919\n",
": 194Fold1023\n",
": 195Fold0520\n",
": 196Fold0719\n",
": 197Fold0720\n",
": 198Fold1024\n",
": 199Fold0121\n",
": 200Fold0219\n",
": 201Fold0819\n",
": 202Fold0820\n",
": 203Fold0721\n",
": 204Fold0920\n",
": 205Fold0420\n",
": 206Fold0220\n",
": 207Fold0320\n",
": 208\n",
"\n"
],
"text/plain": [
" Fold081 Fold071 Fold082 Fold021 Fold061 Fold022 Fold091 Fold092 \n",
" 1 2 3 4 5 6 7 8 \n",
" Fold031 Fold093 Fold023 Fold101 Fold094 Fold051 Fold052 Fold062 \n",
" 9 10 11 12 13 14 15 16 \n",
" Fold041 Fold095 Fold072 Fold096 Fold053 Fold063 Fold024 Fold102 \n",
" 17 18 19 20 21 22 23 24 \n",
" Fold083 Fold042 Fold073 Fold103 Fold025 Fold054 Fold064 Fold026 \n",
" 25 26 27 28 29 30 31 32 \n",
" Fold074 Fold075 Fold011 Fold104 Fold043 Fold032 Fold065 Fold033 \n",
" 33 34 35 36 37 38 39 40 \n",
" Fold105 Fold097 Fold098 Fold076 Fold027 Fold055 Fold044 Fold066 \n",
" 41 42 43 44 45 46 47 48 \n",
" Fold045 Fold106 Fold034 Fold084 Fold056 Fold067 Fold046 Fold057 \n",
" 49 50 51 52 53 54 55 56 \n",
" Fold099 Fold028 Fold085 Fold086 Fold068 Fold069 Fold058 Fold107 \n",
" 57 58 59 60 61 62 63 64 \n",
" Fold059 Fold0910 Fold0911 Fold047 Fold0610 Fold035 Fold0611 Fold077 \n",
" 65 66 67 68 69 70 71 72 \n",
" Fold078 Fold0912 Fold108 Fold109 Fold0510 Fold087 Fold088 Fold0612 \n",
" 73 74 75 76 77 78 79 80 \n",
" Fold012 Fold079 Fold1010 Fold0913 Fold1011 Fold0613 Fold0914 Fold048 \n",
" 81 82 83 84 85 86 87 88 \n",
" Fold036 Fold0614 Fold049 Fold029 Fold037 Fold038 Fold0511 Fold0710 \n",
" 89 90 91 92 93 94 95 96 \n",
"Fold0512 Fold0210 Fold0711 Fold0513 Fold0615 Fold0211 Fold0915 Fold0712 \n",
" 97 98 99 100 101 102 103 104 \n",
" Fold013 Fold014 Fold015 Fold0616 Fold0713 Fold089 Fold0410 Fold0810 \n",
" 105 106 107 108 109 110 111 112 \n",
"Fold0714 Fold0212 Fold0411 Fold0514 Fold039 Fold016 Fold0916 Fold0811 \n",
" 113 114 115 116 117 118 119 120 \n",
"Fold0515 Fold0516 Fold0412 Fold0917 Fold0715 Fold017 Fold0310 Fold0213 \n",
" 121 122 123 124 125 126 127 128 \n",
"Fold0812 Fold0716 Fold0413 Fold1012 Fold0517 Fold1013 Fold0813 Fold0814 \n",
" 129 130 131 132 133 134 135 136 \n",
"Fold0617 Fold0311 Fold0815 Fold0312 Fold0618 Fold0414 Fold0619 Fold0313 \n",
" 137 138 139 140 141 142 143 144 \n",
"Fold0314 Fold018 Fold1014 Fold0315 Fold019 Fold0214 Fold0110 Fold1015 \n",
" 145 146 147 148 149 150 151 152 \n",
"Fold0215 Fold0918 Fold1016 Fold0216 Fold0217 Fold0111 Fold1017 Fold0112 \n",
" 153 154 155 156 157 158 159 160 \n",
"Fold0113 Fold0316 Fold0816 Fold0415 Fold0817 Fold0518 Fold0717 Fold1018 \n",
" 161 162 163 164 165 166 167 168 \n",
"Fold0114 Fold0115 Fold0116 Fold0117 Fold0620 Fold1019 Fold0718 Fold0317 \n",
" 169 170 171 172 173 174 175 176 \n",
"Fold0416 Fold0417 Fold0118 Fold0519 Fold1020 Fold0621 Fold0818 Fold0318 \n",
" 177 178 179 180 181 182 183 184 \n",
"Fold0119 Fold0418 Fold0622 Fold1021 Fold1022 Fold0419 Fold0319 Fold0120 \n",
" 185 186 187 188 189 190 191 192 \n",
"Fold0218 Fold0919 Fold1023 Fold0520 Fold0719 Fold0720 Fold1024 Fold0121 \n",
" 193 194 195 196 197 198 199 200 \n",
"Fold0219 Fold0819 Fold0820 Fold0721 Fold0920 Fold0420 Fold0220 Fold0320 \n",
" 201 202 203 204 205 206 207 208 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Did we get what was expected? - check it.\n",
"sort(unlist(foldIndex))\n",
"##Seems to be right"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [1] 35 81 105 106 107 118 126 146 149 151 158 160 161 169 170 171 172 179 185\n",
"[20] 192 200\n",
" [1] 4 6 11 23 29 32 45 58 92 98 102 114 128 150 153 156 157 193 201\n",
"[20] 207\n",
" [1] 9 38 40 51 70 89 93 94 117 127 138 140 144 145 148 162 176 184 191\n",
"[20] 208\n",
" [1] 17 26 37 47 49 55 68 88 91 111 115 123 131 142 164 177 178 186 190\n",
"[20] 206\n",
" [1] 14 15 21 30 46 53 56 63 65 77 95 97 100 116 121 122 133 166 180\n",
"[20] 196\n",
" [1] 5 16 22 31 39 48 54 61 62 69 71 80 86 90 101 108 137 141 143\n",
"[20] 173 182 187\n",
" [1] 2 19 27 33 34 44 72 73 82 96 99 104 109 113 125 130 167 175 197\n",
"[20] 198 204\n",
" [1] 1 3 25 52 59 60 78 79 110 112 120 129 135 136 139 163 165 183 202\n",
"[20] 203\n",
" [1] 7 8 10 13 18 20 42 43 57 66 67 74 84 87 103 119 124 154 194\n",
"[20] 205\n",
" [1] 12 24 28 36 41 50 64 75 76 83 85 132 134 147 152 155 159 168 174\n",
"[20] 181 188 189 195 199\n"
]
}
],
"source": [
"##Let's split dataset into \n",
"loop<-1\n",
"for(i in foldIndex){\n",
" print(i)\n",
" \n",
" ##Create training subset, name for file and file itself\n",
" train_data<-data[-i,]\n",
" name<-paste(\"cv_BBB_data_no\", loop, \".csv\", sep=\"\")\n",
" write.csv(train_data, name, row.names=FALSE)\n",
" \n",
" ##Create test subset, name for file and file itself\n",
" t_name<-paste(\"t-cv_BBB_data_no\", loop, \".csv\", sep=\"\")\n",
" test_data<-data[i,]\n",
" write.csv(test_data, t_name, row.names=FALSE)\n",
" \n",
" ##Increase loop variable by 1 to not overwrite just created files.\n",
" loop<-loop+1 \n",
"}\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"##It's also good to know what is inside files so save row numbers for every fold\n",
"track_record<-as.matrix(foldIndex, row.names=names(foldIndex))\n",
"write.table(track_record, file=\"track_record.txt\", row.names=TRUE) "
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<tbody>\n",
"\t<tr><th scope=row>Fold01</th><td>35, 81, 105, 106, 107, 118, 126, 146, 149, 151, 158, 160, 161, 169, 170, 171, 172, 179, 185, 192, 200</td></tr>\n",
"\t<tr><th scope=row>Fold02</th><td>4, 6, 11, 23, 29, 32, 45, 58, 92, 98, 102, 114, 128, 150, 153, 156, 157, 193, 201, 207</td></tr>\n",
"\t<tr><th scope=row>Fold03</th><td>9, 38, 40, 51, 70, 89, 93, 94, 117, 127, 138, 140, 144, 145, 148, 162, 176, 184, 191, 208</td></tr>\n",
"\t<tr><th scope=row>Fold04</th><td>17, 26, 37, 47, 49, 55, 68, 88, 91, 111, 115, 123, 131, 142, 164, 177, 178, 186, 190, 206</td></tr>\n",
"\t<tr><th scope=row>Fold05</th><td>14, 15, 21, 30, 46, 53, 56, 63, 65, 77, 95, 97, 100, 116, 121, 122, 133, 166, 180, 196</td></tr>\n",
"\t<tr><th scope=row>Fold06</th><td>5, 16, 22, 31, 39, 48, 54, 61, 62, 69, 71, 80, 86, 90, 101, 108, 137, 141, 143, 173, 182, 187</td></tr>\n",
"\t<tr><th scope=row>Fold07</th><td>2, 19, 27, 33, 34, 44, 72, 73, 82, 96, 99, 104, 109, 113, 125, 130, 167, 175, 197, 198, 204</td></tr>\n",
"\t<tr><th scope=row>Fold08</th><td>1, 3, 25, 52, 59, 60, 78, 79, 110, 112, 120, 129, 135, 136, 139, 163, 165, 183, 202, 203</td></tr>\n",
"\t<tr><th scope=row>Fold09</th><td>7, 8, 10, 13, 18, 20, 42, 43, 57, 66, 67, 74, 84, 87, 103, 119, 124, 154, 194, 205</td></tr>\n",
"\t<tr><th scope=row>Fold10</th><td>12, 24, 28, 36, 41, 50, 64, 75, 76, 83, 85, 132, 134, 147, 152, 155, 159, 168, 174, 181, 188, 189, 195, 199</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|l}\n",
"\tFold01 & 35, 81, 105, 106, 107, 118, 126, 146, 149, 151, 158, 160, 161, 169, 170, 171, 172, 179, 185, 192, 200\\\\\n",
"\tFold02 & 4, 6, 11, 23, 29, 32, 45, 58, 92, 98, 102, 114, 128, 150, 153, 156, 157, 193, 201, 207\\\\\n",
"\tFold03 & 9, 38, 40, 51, 70, 89, 93, 94, 117, 127, 138, 140, 144, 145, 148, 162, 176, 184, 191, 208\\\\\n",
"\tFold04 & 17, 26, 37, 47, 49, 55, 68, 88, 91, 111, 115, 123, 131, 142, 164, 177, 178, 186, 190, 206\\\\\n",
"\tFold05 & 14, 15, 21, 30, 46, 53, 56, 63, 65, 77, 95, 97, 100, 116, 121, 122, 133, 166, 180, 196\\\\\n",
"\tFold06 & 5, 16, 22, 31, 39, 48, 54, 61, 62, 69, 71, 80, 86, 90, 101, 108, 137, 141, 143, 173, 182, 187\\\\\n",
"\tFold07 & 2, 19, 27, 33, 34, 44, 72, 73, 82, 96, 99, 104, 109, 113, 125, 130, 167, 175, 197, 198, 204\\\\\n",
"\tFold08 & 1, 3, 25, 52, 59, 60, 78, 79, 110, 112, 120, 129, 135, 136, 139, 163, 165, 183, 202, 203\\\\\n",
"\tFold09 & 7, 8, 10, 13, 18, 20, 42, 43, 57, 66, 67, 74, 84, 87, 103, 119, 124, 154, 194, 205\\\\\n",
"\tFold10 & 12, 24, 28, 36, 41, 50, 64, 75, 76, 83, 85, 132, 134, 147, 152, 155, 159, 168, 174, 181, 188, 189, 195, 199\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| Fold01 | 35, 81, 105, 106, 107, 118, 126, 146, 149, 151, 158, 160, 161, 169, 170, 171, 172, 179, 185, 192, 200 |\n",
"| Fold02 | 4, 6, 11, 23, 29, 32, 45, 58, 92, 98, 102, 114, 128, 150, 153, 156, 157, 193, 201, 207 |\n",
"| Fold03 | 9, 38, 40, 51, 70, 89, 93, 94, 117, 127, 138, 140, 144, 145, 148, 162, 176, 184, 191, 208 |\n",
"| Fold04 | 17, 26, 37, 47, 49, 55, 68, 88, 91, 111, 115, 123, 131, 142, 164, 177, 178, 186, 190, 206 |\n",
"| Fold05 | 14, 15, 21, 30, 46, 53, 56, 63, 65, 77, 95, 97, 100, 116, 121, 122, 133, 166, 180, 196 |\n",
"| Fold06 | 5, 16, 22, 31, 39, 48, 54, 61, 62, 69, 71, 80, 86, 90, 101, 108, 137, 141, 143, 173, 182, 187 |\n",
"| Fold07 | 2, 19, 27, 33, 34, 44, 72, 73, 82, 96, 99, 104, 109, 113, 125, 130, 167, 175, 197, 198, 204 |\n",
"| Fold08 | 1, 3, 25, 52, 59, 60, 78, 79, 110, 112, 120, 129, 135, 136, 139, 163, 165, 183, 202, 203 |\n",
"| Fold09 | 7, 8, 10, 13, 18, 20, 42, 43, 57, 66, 67, 74, 84, 87, 103, 119, 124, 154, 194, 205 |\n",
"| Fold10 | 12, 24, 28, 36, 41, 50, 64, 75, 76, 83, 85, 132, 134, 147, 152, 155, 159, 168, 174, 181, 188, 189, 195, 199 |\n",
"\n"
],
"text/plain": [
" [,1] \n",
"Fold01 35, 81, 105, 106, 107, 118, 126, 146, 149, 151, 158, 160, 161, 169, 170, 171, 172, 179, 185, 192, 200 \n",
"Fold02 4, 6, 11, 23, 29, 32, 45, 58, 92, 98, 102, 114, 128, 150, 153, 156, 157, 193, 201, 207 \n",
"Fold03 9, 38, 40, 51, 70, 89, 93, 94, 117, 127, 138, 140, 144, 145, 148, 162, 176, 184, 191, 208 \n",
"Fold04 17, 26, 37, 47, 49, 55, 68, 88, 91, 111, 115, 123, 131, 142, 164, 177, 178, 186, 190, 206 \n",
"Fold05 14, 15, 21, 30, 46, 53, 56, 63, 65, 77, 95, 97, 100, 116, 121, 122, 133, 166, 180, 196 \n",
"Fold06 5, 16, 22, 31, 39, 48, 54, 61, 62, 69, 71, 80, 86, 90, 101, 108, 137, 141, 143, 173, 182, 187 \n",
"Fold07 2, 19, 27, 33, 34, 44, 72, 73, 82, 96, 99, 104, 109, 113, 125, 130, 167, 175, 197, 198, 204 \n",
"Fold08 1, 3, 25, 52, 59, 60, 78, 79, 110, 112, 120, 129, 135, 136, 139, 163, 165, 183, 202, 203 \n",
"Fold09 7, 8, 10, 13, 18, 20, 42, 43, 57, 66, 67, 74, 84, 87, 103, 119, 124, 154, 194, 205 \n",
"Fold10 12, 24, 28, 36, 41, 50, 64, 75, 76, 83, 85, 132, 134, 147, 152, 155, 159, 168, 174, 181, 188, 189, 195, 199"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##That's all... in case of data splittig\n",
"track_record"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data modification and data manipulation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Standardization\n",
"\n",
"Standardization is a data modification technique in which all the features are have mean value equal zero and unit variance."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" wpsa1 wpsa2 \n",
" Min. : 54.11 Min. : 95.32 \n",
" 1st Qu.:130.52 1st Qu.: 409.41 \n",
" Median :198.62 Median : 672.70 \n",
" Mean :220.36 Mean : 893.38 \n",
" 3rd Qu.:283.56 3rd Qu.:1154.12 \n",
" Max. :768.99 Max. :7805.33 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Let's take 2 variables with distribution different from normal as an example\n",
"summary(data[,c(\"wpsa1\",\"wpsa2\")])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" wpsa1 wpsa2 \n",
" Min. :-1.4645 Min. :-0.9246 \n",
" 1st Qu.:-0.7914 1st Qu.:-0.5607 \n",
" Median :-0.1915 Median :-0.2557 \n",
" Mean : 0.0000 Mean : 0.0000 \n",
" 3rd Qu.: 0.5566 3rd Qu.: 0.3021 \n",
" Max. : 4.8326 Max. : 8.0081 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##We use function preProcess implemented in caret package. \n",
"pp_settings <- preProcess(data[,c(\"wpsa1\",\"wpsa2\")], method=c(\"center\", \"scale\"))\n",
"\n",
"##Use specified settings to transform given data\n",
"standardized_data <- predict(pp_settings, data[,c(\"wpsa1\",\"wpsa2\")])\n",
"summary(standardized_data)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CDAqR0EuNgAAS5/Q8B9XpD951/4YusL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\nAElFTkSuQmCC",
"text/plain": [
"Plot with title “Histogram of standardized_data$wpsa2”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist(standardized_data$wpsa2)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1JNSLQJqSYk2oRUExJtQqoJiTYh1YRE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",
"text/plain": [
"Plot with title “Histogram of data$wpsa2”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Distribution did not change!!!\n",
"hist(data$wpsa2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Min-Max Scaling\n",
"\n",
"Data is scaled to a fixed range—usually 0 to 1 and we end up with smaller sd. It could affect the effect of outliers."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" wpsa1 wpsa2 \n",
" Min. :0,0000 Min. :0,00000 \n",
" 1st Qu.:0,1069 1st Qu.:0,04074 \n",
" Median :0,2021 Median :0,07489 \n",
" Mean :0,2326 Mean :0,10351 \n",
" 3rd Qu.:0,3210 3rd Qu.:0,13733 \n",
" Max. :1,0000 Max. :1,00000 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Again prepare object with scaling settings\n",
"pp_settings2 <- preProcess(data[,c(\"wpsa1\",\"wpsa2\")], method=c(\"range\"))\n",
" \n",
"scaled_data <- predict(pp_settings2, data[,c(\"wpsa1\",\"wpsa2\")])\n",
" \n",
"summary(scaled_data)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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UGAkCBASBAgJAgQEgQICQKEBAFCggAh\nQYCQIEBIECAkCBASBAgJAoQEAUKCACFBgJAgQEgQICQIEBIECAkChAQBQoIAIUGAkCBASBAg\nJAgQEgQICQKEBAFCggAhQYCQIEBIECAkCBASBAgJAoQEAUKCACFBgJAgQEgQICQIEBIECAkC\nhAQBQoIAIUGAkCBASBBQFFJztDyRkKhAQUjN2dJkQqIC60M697NckpCoQElIUxfHhEQFhAQB\nDu0gwMkGCHD6GwJu84LsP37zndY3hMT+3Sak//mbT1t/KiT2rySk9qjOyQZqV3qy4XRpYTIh\nUYGy15FOJQmJ2hW+INuc/l2YTkhUoPQnG5rjA9PCdEKiAsU/IvS6JCFRu6KTDacPfkSI6pWH\ndBAS+FVzCBASBAgJAoQEAUKCACFBgJAgoOaQvv3q7TJ/VjY+O1JzSO/+0qdF3vOIxpOqQ3Jo\nSIqQ1hMSLSGtJyRaQlpPSLSEtJ6QaAlpPSHREtJ6QqIlpPWEREtI6wmJlpDWExItIa0nJFpC\nWk9ItIS0npBoCWk9IdES0npCoiWk9YRES0jrCYmWkNYTEi0hrSckWkJaT0i0hLSekGgJaT0h\n0RLSekKiJaT1hERLSOsJiZaQ1hMSLSGtJyRaQlpPSLSEtJ6QaAlpPSHREtJ6QqIlpPWEREtI\n6wmJlpDWExItIa0nJFpCWk9ItIS0npBoCWk9IdES0npCoiWk9YRES0jrCYmWkNYTEi0hrSck\nWkJaT0i0hLSekGgJaT0h0RLSekKiJaT1hERLSOsJiZaQ1hMSLSGtJyRaQlpPSLSEtJ6QaAlp\nvfd++f0yn5SNzwMRUsH8b39c5Fc9ou2HkLab36Hhjghpu/mFtCNC2m5+Ie2IkLabX0g7IqTt\n5hfSjghpu/mFtCNC2m7+H//gZ0V++tOy+X/2Zdn6f1k4/Esfv0dI283/rWZjPylb/59UPn5P\nUUin9VmeSEiz87/zRZF3Cuf/UeH9/8GP6h6/pyCkTtpLkwnpUecvvf9rn79nfUjnfpZLEtKj\nzr/1jvjS5+8pCWnq4tE//OLbrV9o/ntmCR++ervIW2+Zv8TXvl42/9e/9rLHf/Xh6p1/Iof1\ncy6E9L9/91nrb/96bgmff1bmk0/Mb/4Cn6/e+SdyWD/nhYd2UIHbn2yACtz+9DdUQAUQICQI\nEBIECAkChAQBQoIAIUGAkCBASBAgJAgQEgQICQKEBAFCggAhQYCQIEBIECAkCNgypO+W/slZ\nKPHd4M68ZUilf0S+1A+MX/f4Pw7uzFuGtPXbmhjf+DFCMr7xA4RkfOMHCMn4xg8QkvGNHyAk\n4xs/QEjGN36AkIxv/AAhGd/4AUIyvvEDtgzpo482HNz4xk+Ov2VIX3yx4eDGN35yfL9GAQFC\nggAhQYCQIEBIECAkCBASBAgJAoQEAUKCACFBgJAgQEgQICQIEBIECAkChAQBW4T0+h015j+t\nbvw312w4/tbbf/fxB/d3ZvwNQjq+N83cp/cev9l4/NM1241/9zvgIb7+s6uzeqnFS7h+yKb3\nLWHw6b3HP1667450k2+Ja8d/c3G77W+On9475LnVWb/U4iVcPWJ/z737jjw54Jbj///Fe+/H\no/v/jrb++g+GS40vpONn241/70dkIQnpFuMfP9luR36AkO5/ZLnl9vdHF1Jq/MP9n+v3xt/k\nKUpv/Lufa+iNf/+TDQch3WL8e3c0GH+bcx0PdP/f/2TDQUi3GH+jL+I5pHs/JDzY/e850uoR\nH+0LuclhhZC2Gn8w3MsNafjs8u5PNvsD3v2s1dQGb7r9WzxJG4y/4aFdav/bJKSm+9Xb7icL\nTv9s9sr+RjU/1v2/4cmG6PgbhHR4WvHT6t/9fuyNf/+Qhtt/uHNIj3X/bzD+4HguM/4WIT3G\n4MY3/oMu62UNbnzjP+iyXtLYxjd+dPytNwZ2QUgQICQIEBIECAkChAQBQoIAIUGAkCBASBAg\nJAgQEgQICQKEBAFCggAhQYCQIEBIECAkCBASBAgJAoQEAUKCACFBgJAgQEgQICQIEBIECAkC\nhAQBQoIAIT2EyTdfnH5Hxkvep9FX9e7c5Q+hIKTxVCvfE3eD93LdEXfdQ0iGtO7dpe//ntT7\n4p57CMGQXn/eXP8+6cM3Wuc67ri7ab/ht9/6m86l3hTHS5OPNcdr2zmfLvQX9TRO9583s/aW\n31uDw3kWVnDH3ctg3z/u/Kd/BnU8TTJ6rBnPebqmt6hmJqTh8ntr8DTCHe6JXXLH3Ul/r356\njFj4dLxXn6/tP4wdhlc0MyEtrcFhakQu5p67k87eOrh+vFd3QxgtYbjbjx9P+kd5Ta+17vIH\ns+mohLvuTjpHdoPrxsdez4fUO0zrL+rps8NSSINjyKeZbrHhlXDf3U2/ksPoYKt7Q/fDxLXd\nJDuHgeeQzucXDodmFFJnXbrLsS8UcOfd01Qv60KamL+7qKfLp5CmFjp6WmZXKOHeu5NLTjYM\nJ1l1suF41q7pTtx5xFlcA9Zz993JxPOS9vz16InPpae/n6YdXdE9cdc9BdGd4jBYg6khuZQ7\n7l7Oe2kvqf5DQ3eS8YPE+dru061hj4emu5zuMV33vEL3gpDKueP2aOqrqpGbcu/ukZDuzr37\n0Jqz8kUlVogZ7t2HJqSXwr0LAUKCACFBgJAgQEgQICQIEBIECAkChAQBQoIAIUGAkCBASBAg\nJAgQEgQICQKEBAFCggAhQYCQIEBIECAkCBASBAgJAoQEAUKCACFBwP8B1ut+TagrSGQAAAAA\nSUVORK5CYII=",
"text/plain": [
"Plot with title “Histogram of scaled_data$wpsa2”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Again distribution did not change\n",
"hist(scaled_data$wpsa2)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" wpsa1 wpsa2 \n",
" Min. :3,991 Min. :4,557 \n",
" 1st Qu.:4,871 1st Qu.:6,015 \n",
" Median :5,291 Median :6,511 \n",
" Mean :5,275 Mean :6,508 \n",
" 3rd Qu.:5,647 3rd Qu.:7,051 \n",
" Max. :6,645 Max. :8,963 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Another transformation used quite frequently is logarithm\n",
"log_data = log(data[,c(\"wpsa1\",\"wpsa2\")])\n",
" \n",
"summary(log_data)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lpDSDsjpCCkhJAqQgpCSgipcu6fUfQS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\nDYQEDYQEDYQEDYQEDYQEDYQEDf4WEHXuSK8NOkoAAAAASUVORK5CYII=",
"text/plain": [
"Plot with title “Histogram of log_data$wpsa2”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##This time, variable distribution changed!!!\n",
"hist(log_data$wpsa2)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\n",
"\tShapiro-Wilk normality test\n",
"\n",
"data: log_data$wpsa2\n",
"W = 0,99344, p-value = 0,4885\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Do we have a normal distribution?\n",
"shapiro.test(log_data$wpsa2)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\n",
"\tShapiro-Wilk normality test\n",
"\n",
"data: data$wpsa2\n",
"W = 0,65188, p-value < 2,2e-16\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Did we have a normal distribution before?\n",
"shapiro.test(data$wpsa2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Artificial data by transforming existing one"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>tpsa</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>1</th><td> 12,03</td></tr>\n",
"\t<tr><th scope=row>2</th><td> 49,33</td></tr>\n",
"\t<tr><th scope=row>3</th><td> 50,53</td></tr>\n",
"\t<tr><th scope=row>4</th><td> 37,39</td></tr>\n",
"\t<tr><th scope=row>5</th><td> 37,39</td></tr>\n",
"\t<tr><th scope=row>6</th><td> 37,39</td></tr>\n",
"\t<tr><th scope=row>7</th><td> 52,57</td></tr>\n",
"\t<tr><th scope=row>8</th><td> 40,54</td></tr>\n",
"\t<tr><th scope=row>9</th><td> 15,27</td></tr>\n",
"\t<tr><th scope=row>10</th><td> 32,78</td></tr>\n",
"\t<tr><th scope=row>11</th><td> 64,16</td></tr>\n",
"\t<tr><th scope=row>12</th><td> 26,79</td></tr>\n",
"\t<tr><th scope=row>13</th><td> 41,46</td></tr>\n",
"\t<tr><th scope=row>14</th><td> 83,72</td></tr>\n",
"\t<tr><th scope=row>15</th><td> 83,85</td></tr>\n",
"\t<tr><th scope=row>16</th><td> 83,85</td></tr>\n",
"\t<tr><th scope=row>17</th><td> 83,85</td></tr>\n",
"\t<tr><th scope=row>18</th><td> 87,34</td></tr>\n",
"\t<tr><th scope=row>19</th><td> 87,34</td></tr>\n",
"\t<tr><th scope=row>20</th><td> 87,09</td></tr>\n",
"\t<tr><th scope=row>21</th><td> 41,57</td></tr>\n",
"\t<tr><th scope=row>22</th><td> 6,48</td></tr>\n",
"\t<tr><th scope=row>23</th><td> 9,72</td></tr>\n",
"\t<tr><th scope=row>24</th><td> 38,77</td></tr>\n",
"\t<tr><th scope=row>25</th><td> 77,05</td></tr>\n",
"\t<tr><th scope=row>26</th><td> 32,78</td></tr>\n",
"\t<tr><th scope=row>27</th><td>166,75</td></tr>\n",
"\t<tr><th scope=row>28</th><td> 97,28</td></tr>\n",
"\t<tr><th scope=row>29</th><td> 21,26</td></tr>\n",
"\t<tr><th scope=row>30</th><td> 41,49</td></tr>\n",
"\t<tr><th scope=row>...</th><td>...</td></tr>\n",
"\t<tr><th scope=row>180</th><td> 36,42</td></tr>\n",
"\t<tr><th scope=row>181</th><td> 57,53</td></tr>\n",
"\t<tr><th scope=row>182</th><td>135,00</td></tr>\n",
"\t<tr><th scope=row>183</th><td> 93,03</td></tr>\n",
"\t<tr><th scope=row>184</th><td> 92,79</td></tr>\n",
"\t<tr><th scope=row>185</th><td>100,81</td></tr>\n",
"\t<tr><th scope=row>186</th><td>135,00</td></tr>\n",
"\t<tr><th scope=row>187</th><td>103,89</td></tr>\n",
"\t<tr><th scope=row>188</th><td> 87,34</td></tr>\n",
"\t<tr><th scope=row>189</th><td> 90,37</td></tr>\n",
"\t<tr><th scope=row>190</th><td> 41,93</td></tr>\n",
"\t<tr><th scope=row>191</th><td> 75,27</td></tr>\n",
"\t<tr><th scope=row>192</th><td> 58,20</td></tr>\n",
"\t<tr><th scope=row>193</th><td> 12,03</td></tr>\n",
"\t<tr><th scope=row>194</th><td> 41,57</td></tr>\n",
"\t<tr><th scope=row>195</th><td> 64,43</td></tr>\n",
"\t<tr><th scope=row>196</th><td> 12,03</td></tr>\n",
"\t<tr><th scope=row>197</th><td> 72,68</td></tr>\n",
"\t<tr><th scope=row>198</th><td> 53,01</td></tr>\n",
"\t<tr><th scope=row>199</th><td> 87,05</td></tr>\n",
"\t<tr><th scope=row>200</th><td> 64,43</td></tr>\n",
"\t<tr><th scope=row>201</th><td> 19,37</td></tr>\n",
"\t<tr><th scope=row>202</th><td> 12,47</td></tr>\n",
"\t<tr><th scope=row>203</th><td> 83,56</td></tr>\n",
"\t<tr><th scope=row>204</th><td> 81,65</td></tr>\n",
"\t<tr><th scope=row>205</th><td> 32,70</td></tr>\n",
"\t<tr><th scope=row>206</th><td> 3,24</td></tr>\n",
"\t<tr><th scope=row>207</th><td> 32,34</td></tr>\n",
"\t<tr><th scope=row>208</th><td> 37,30</td></tr>\n",
"\t<tr><th scope=row>209</th><td> 64,43</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|l}\n",
" & tpsa\\\\\n",
"\\hline\n",
"\t1 & 12,03\\\\\n",
"\t2 & 49,33\\\\\n",
"\t3 & 50,53\\\\\n",
"\t4 & 37,39\\\\\n",
"\t5 & 37,39\\\\\n",
"\t6 & 37,39\\\\\n",
"\t7 & 52,57\\\\\n",
"\t8 & 40,54\\\\\n",
"\t9 & 15,27\\\\\n",
"\t10 & 32,78\\\\\n",
"\t11 & 64,16\\\\\n",
"\t12 & 26,79\\\\\n",
"\t13 & 41,46\\\\\n",
"\t14 & 83,72\\\\\n",
"\t15 & 83,85\\\\\n",
"\t16 & 83,85\\\\\n",
"\t17 & 83,85\\\\\n",
"\t18 & 87,34\\\\\n",
"\t19 & 87,34\\\\\n",
"\t20 & 87,09\\\\\n",
"\t21 & 41,57\\\\\n",
"\t22 & 6,48\\\\\n",
"\t23 & 9,72\\\\\n",
"\t24 & 38,77\\\\\n",
"\t25 & 77,05\\\\\n",
"\t26 & 32,78\\\\\n",
"\t27 & 166,75\\\\\n",
"\t28 & 97,28\\\\\n",
"\t29 & 21,26\\\\\n",
"\t30 & 41,49\\\\\n",
"\t... & ...\\\\\n",
"\t180 & 36,42\\\\\n",
"\t181 & 57,53\\\\\n",
"\t182 & 135,00\\\\\n",
"\t183 & 93,03\\\\\n",
"\t184 & 92,79\\\\\n",
"\t185 & 100,81\\\\\n",
"\t186 & 135,00\\\\\n",
"\t187 & 103,89\\\\\n",
"\t188 & 87,34\\\\\n",
"\t189 & 90,37\\\\\n",
"\t190 & 41,93\\\\\n",
"\t191 & 75,27\\\\\n",
"\t192 & 58,20\\\\\n",
"\t193 & 12,03\\\\\n",
"\t194 & 41,57\\\\\n",
"\t195 & 64,43\\\\\n",
"\t196 & 12,03\\\\\n",
"\t197 & 72,68\\\\\n",
"\t198 & 53,01\\\\\n",
"\t199 & 87,05\\\\\n",
"\t200 & 64,43\\\\\n",
"\t201 & 19,37\\\\\n",
"\t202 & 12,47\\\\\n",
"\t203 & 83,56\\\\\n",
"\t204 & 81,65\\\\\n",
"\t205 & 32,70\\\\\n",
"\t206 & 3,24\\\\\n",
"\t207 & 32,34\\\\\n",
"\t208 & 37,30\\\\\n",
"\t209 & 64,43\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| <!--/--> | tpsa |\n",
"|---|---|\n",
"| 1 | 12,03 |\n",
"| 2 | 49,33 |\n",
"| 3 | 50,53 |\n",
"| 4 | 37,39 |\n",
"| 5 | 37,39 |\n",
"| 6 | 37,39 |\n",
"| 7 | 52,57 |\n",
"| 8 | 40,54 |\n",
"| 9 | 15,27 |\n",
"| 10 | 32,78 |\n",
"| 11 | 64,16 |\n",
"| 12 | 26,79 |\n",
"| 13 | 41,46 |\n",
"| 14 | 83,72 |\n",
"| 15 | 83,85 |\n",
"| 16 | 83,85 |\n",
"| 17 | 83,85 |\n",
"| 18 | 87,34 |\n",
"| 19 | 87,34 |\n",
"| 20 | 87,09 |\n",
"| 21 | 41,57 |\n",
"| 22 | 6,48 |\n",
"| 23 | 9,72 |\n",
"| 24 | 38,77 |\n",
"| 25 | 77,05 |\n",
"| 26 | 32,78 |\n",
"| 27 | 166,75 |\n",
"| 28 | 97,28 |\n",
"| 29 | 21,26 |\n",
"| 30 | 41,49 |\n",
"| ... | ... |\n",
"| 180 | 36,42 |\n",
"| 181 | 57,53 |\n",
"| 182 | 135,00 |\n",
"| 183 | 93,03 |\n",
"| 184 | 92,79 |\n",
"| 185 | 100,81 |\n",
"| 186 | 135,00 |\n",
"| 187 | 103,89 |\n",
"| 188 | 87,34 |\n",
"| 189 | 90,37 |\n",
"| 190 | 41,93 |\n",
"| 191 | 75,27 |\n",
"| 192 | 58,20 |\n",
"| 193 | 12,03 |\n",
"| 194 | 41,57 |\n",
"| 195 | 64,43 |\n",
"| 196 | 12,03 |\n",
"| 197 | 72,68 |\n",
"| 198 | 53,01 |\n",
"| 199 | 87,05 |\n",
"| 200 | 64,43 |\n",
"| 201 | 19,37 |\n",
"| 202 | 12,47 |\n",
"| 203 | 83,56 |\n",
"| 204 | 81,65 |\n",
"| 205 | 32,70 |\n",
"| 206 | 3,24 |\n",
"| 207 | 32,34 |\n",
"| 208 | 37,30 |\n",
"| 209 | 64,43 |\n",
"\n"
],
"text/plain": [
" tpsa \n",
"1 12,03\n",
"2 49,33\n",
"3 50,53\n",
"4 37,39\n",
"5 37,39\n",
"6 37,39\n",
"7 52,57\n",
"8 40,54\n",
"9 15,27\n",
"10 32,78\n",
"11 64,16\n",
"12 26,79\n",
"13 41,46\n",
"14 83,72\n",
"15 83,85\n",
"16 83,85\n",
"17 83,85\n",
"18 87,34\n",
"19 87,34\n",
"20 87,09\n",
"21 41,57\n",
"22 6,48\n",
"23 9,72\n",
"24 38,77\n",
"25 77,05\n",
"26 32,78\n",
"27 166,75\n",
"28 97,28\n",
"29 21,26\n",
"30 41,49\n",
"... ... \n",
"180 36,42\n",
"181 57,53\n",
"182 135,00\n",
"183 93,03\n",
"184 92,79\n",
"185 100,81\n",
"186 135,00\n",
"187 103,89\n",
"188 87,34\n",
"189 90,37\n",
"190 41,93\n",
"191 75,27\n",
"192 58,20\n",
"193 12,03\n",
"194 41,57\n",
"195 64,43\n",
"196 12,03\n",
"197 72,68\n",
"198 53,01\n",
"199 87,05\n",
"200 64,43\n",
"201 19,37\n",
"202 12,47\n",
"203 83,56\n",
"204 81,65\n",
"205 32,70\n",
"206 3,24\n",
"207 32,34\n",
"208 37,30\n",
"209 64,43"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[1]"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>1</th><th scope=col>2</th><th scope=col>3</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>-0,1009744130</td><td> 0,107921392 </td><td>-0,091536350 </td></tr>\n",
"\t<tr><td>-0,0087421142</td><td>-0,039722929 </td><td> 0,043704032 </td></tr>\n",
"\t<tr><td>-0,0057748628</td><td>-0,041806267 </td><td> 0,041931489 </td></tr>\n",
"\t<tr><td>-0,0382663465</td><td>-0,009938064 </td><td> 0,045286188 </td></tr>\n",
"\t<tr><td>-0,0382663465</td><td>-0,009938064 </td><td> 0,045286188 </td></tr>\n",
"\t<tr><td>-0,0382663465</td><td>-0,009938064 </td><td> 0,045286188 </td></tr>\n",
"\t<tr><td>-0,0007305204</td><td>-0,044966453 </td><td> 0,038361328 </td></tr>\n",
"\t<tr><td>-0,0304772872</td><td>-0,019394031 </td><td> 0,048031680 </td></tr>\n",
"\t<tr><td>-0,0929628143</td><td> 0,088727002 </td><td>-0,060526727 </td></tr>\n",
"\t<tr><td>-0,0496655657</td><td> 0,005965469 </td><td> 0,036476386 </td></tr>\n",
"\t<tr><td> 0,0279282639</td><td>-0,053802709 </td><td> 0,007560488 </td></tr>\n",
"\t<tr><td>-0,0644771275</td><td> 0,030294501 </td><td> 0,015484414 </td></tr>\n",
"\t<tr><td>-0,0282023938</td><td>-0,021939644 </td><td> 0,048370702 </td></tr>\n",
"\t<tr><td> 0,0762945747</td><td>-0,033547604 </td><td>-0,060894668 </td></tr>\n",
"\t<tr><td> 0,0766160203</td><td>-0,033265248 </td><td>-0,061323447 </td></tr>\n",
"\t<tr><td> 0,0766160203</td><td>-0,033265248 </td><td>-0,061323447 </td></tr>\n",
"\t<tr><td> 0,0766160203</td><td>-0,033265248 </td><td>-0,061323447 </td></tr>\n",
"\t<tr><td> 0,0852457930</td><td>-0,024955697 </td><td>-0,072356672 </td></tr>\n",
"\t<tr><td> 0,0852457930</td><td>-0,024955697 </td><td>-0,072356672 </td></tr>\n",
"\t<tr><td> 0,0846276141</td><td>-0,025597689 </td><td>-0,071600231 </td></tr>\n",
"\t<tr><td>-0,0279303926</td><td>-0,022237475 </td><td> 0,048397798 </td></tr>\n",
"\t<tr><td>-0,1146979849</td><td> 0,143616455 </td><td>-0,155660333 </td></tr>\n",
"\t<tr><td>-0,1066863862</td><td> 0,122346266 </td><td>-0,116487845 </td></tr>\n",
"\t<tr><td>-0,0348539964</td><td>-0,014221663 </td><td> 0,046798726 </td></tr>\n",
"\t<tr><td> 0,0598015663</td><td>-0,045417081 </td><td>-0,037734141 </td></tr>\n",
"\t<tr><td>-0,0496655657</td><td> 0,005965469 </td><td> 0,036476386 </td></tr>\n",
"\t<tr><td> 0,2816041530</td><td> 0,544084422 </td><td> 0,576895050 </td></tr>\n",
"\t<tr><td> 0,1098245941</td><td> 0,006416195 </td><td>-0,096572546 </td></tr>\n",
"\t<tr><td>-0,0781512475</td><td> 0,056432215 </td><td>-0,014696460 </td></tr>\n",
"\t<tr><td>-0,0281282049</td><td>-0,022021017 </td><td> 0,048378375 </td></tr>\n",
"\t<tr><td>...</td><td>...</td><td>...</td></tr>\n",
"\t<tr><td>-0,0406648831</td><td>-0,006795558 </td><td> 0,043922771 </td></tr>\n",
"\t<tr><td> 0,0115341468</td><td>-0,050646044 </td><td> 0,027095122 </td></tr>\n",
"\t<tr><td> 0,2030954310</td><td> 0,229228341 </td><td> 0,018154465 </td></tr>\n",
"\t<tr><td> 0,0993155525</td><td>-0,008393122 </td><td>-0,087788936 </td></tr>\n",
"\t<tr><td> 0,0987221057</td><td>-0,009167208 </td><td>-0,087215956 </td></tr>\n",
"\t<tr><td> 0,1185532778</td><td> 0,020301789 </td><td>-0,101644101 </td></tr>\n",
"\t<tr><td> 0,2030954310</td><td> 0,229228341 </td><td> 0,018154465 </td></tr>\n",
"\t<tr><td> 0,1261692445</td><td> 0,033592357 </td><td>-0,104157070 </td></tr>\n",
"\t<tr><td> 0,0852457930</td><td>-0,024955697 </td><td>-0,072356672 </td></tr>\n",
"\t<tr><td> 0,0927381388</td><td>-0,016601094 </td><td>-0,081031573 </td></tr>\n",
"\t<tr><td>-0,0270402149</td><td>-0,023202418 </td><td> 0,048466680 </td></tr>\n",
"\t<tr><td> 0,0554001176</td><td>-0,047716508 </td><td>-0,031322286 </td></tr>\n",
"\t<tr><td> 0,0131908712</td><td>-0,051195528 </td><td> 0,025326805 </td></tr>\n",
"\t<tr><td>-0,1009744130</td><td> 0,107921392 </td><td>-0,091536350 </td></tr>\n",
"\t<tr><td>-0,0279303926</td><td>-0,022237475 </td><td> 0,048397798 </td></tr>\n",
"\t<tr><td> 0,0285958873</td><td>-0,053823730 </td><td> 0,006682798 </td></tr>\n",
"\t<tr><td>-0,1009744130</td><td> 0,107921392 </td><td>-0,091536350 </td></tr>\n",
"\t<tr><td> 0,0489957914</td><td>-0,050409009 </td><td>-0,021967708 </td></tr>\n",
"\t<tr><td> 0,0003574696</td><td>-0,045585077 </td><td> 0,037504153 </td></tr>\n",
"\t<tr><td> 0,0845287228</td><td>-0,025699721 </td><td>-0,071478692 </td></tr>\n",
"\t<tr><td> 0,0285958873</td><td>-0,053823730 </td><td> 0,006682798 </td></tr>\n",
"\t<tr><td>-0,0828246776</td><td> 0,066174788 </td><td>-0,027613139 </td></tr>\n",
"\t<tr><td>-0,0998864181</td><td> 0,105243637 </td><td>-0,087056023 </td></tr>\n",
"\t<tr><td> 0,0758989328</td><td>-0,033892455 </td><td>-0,060365371 </td></tr>\n",
"\t<tr><td> 0,0711760558</td><td>-0,037780832 </td><td>-0,053925571 </td></tr>\n",
"\t<tr><td>-0,0498633780</td><td> 0,006263101 </td><td> 0,036269748 </td></tr>\n",
"\t<tr><td>-0,1227095836</td><td> 0,166098461 </td><td>-0,199927956 </td></tr>\n",
"\t<tr><td>-0,0507535581</td><td> 0,007611624 </td><td> 0,035316201 </td></tr>\n",
"\t<tr><td>-0,0384888909</td><td>-0,009651063 </td><td> 0,045170256 </td></tr>\n",
"\t<tr><td> 0,0285958873</td><td>-0,053823730 </td><td> 0,006682798 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{lll}\n",
" 1 & 2 & 3\\\\\n",
"\\hline\n",
"\t -0,1009744130 & 0,107921392 & -0,091536350 \\\\\n",
"\t -0,0087421142 & -0,039722929 & 0,043704032 \\\\\n",
"\t -0,0057748628 & -0,041806267 & 0,041931489 \\\\\n",
"\t -0,0382663465 & -0,009938064 & 0,045286188 \\\\\n",
"\t -0,0382663465 & -0,009938064 & 0,045286188 \\\\\n",
"\t -0,0382663465 & -0,009938064 & 0,045286188 \\\\\n",
"\t -0,0007305204 & -0,044966453 & 0,038361328 \\\\\n",
"\t -0,0304772872 & -0,019394031 & 0,048031680 \\\\\n",
"\t -0,0929628143 & 0,088727002 & -0,060526727 \\\\\n",
"\t -0,0496655657 & 0,005965469 & 0,036476386 \\\\\n",
"\t 0,0279282639 & -0,053802709 & 0,007560488 \\\\\n",
"\t -0,0644771275 & 0,030294501 & 0,015484414 \\\\\n",
"\t -0,0282023938 & -0,021939644 & 0,048370702 \\\\\n",
"\t 0,0762945747 & -0,033547604 & -0,060894668 \\\\\n",
"\t 0,0766160203 & -0,033265248 & -0,061323447 \\\\\n",
"\t 0,0766160203 & -0,033265248 & -0,061323447 \\\\\n",
"\t 0,0766160203 & -0,033265248 & -0,061323447 \\\\\n",
"\t 0,0852457930 & -0,024955697 & -0,072356672 \\\\\n",
"\t 0,0852457930 & -0,024955697 & -0,072356672 \\\\\n",
"\t 0,0846276141 & -0,025597689 & -0,071600231 \\\\\n",
"\t -0,0279303926 & -0,022237475 & 0,048397798 \\\\\n",
"\t -0,1146979849 & 0,143616455 & -0,155660333 \\\\\n",
"\t -0,1066863862 & 0,122346266 & -0,116487845 \\\\\n",
"\t -0,0348539964 & -0,014221663 & 0,046798726 \\\\\n",
"\t 0,0598015663 & -0,045417081 & -0,037734141 \\\\\n",
"\t -0,0496655657 & 0,005965469 & 0,036476386 \\\\\n",
"\t 0,2816041530 & 0,544084422 & 0,576895050 \\\\\n",
"\t 0,1098245941 & 0,006416195 & -0,096572546 \\\\\n",
"\t -0,0781512475 & 0,056432215 & -0,014696460 \\\\\n",
"\t -0,0281282049 & -0,022021017 & 0,048378375 \\\\\n",
"\t ... & ... & ...\\\\\n",
"\t -0,0406648831 & -0,006795558 & 0,043922771 \\\\\n",
"\t 0,0115341468 & -0,050646044 & 0,027095122 \\\\\n",
"\t 0,2030954310 & 0,229228341 & 0,018154465 \\\\\n",
"\t 0,0993155525 & -0,008393122 & -0,087788936 \\\\\n",
"\t 0,0987221057 & -0,009167208 & -0,087215956 \\\\\n",
"\t 0,1185532778 & 0,020301789 & -0,101644101 \\\\\n",
"\t 0,2030954310 & 0,229228341 & 0,018154465 \\\\\n",
"\t 0,1261692445 & 0,033592357 & -0,104157070 \\\\\n",
"\t 0,0852457930 & -0,024955697 & -0,072356672 \\\\\n",
"\t 0,0927381388 & -0,016601094 & -0,081031573 \\\\\n",
"\t -0,0270402149 & -0,023202418 & 0,048466680 \\\\\n",
"\t 0,0554001176 & -0,047716508 & -0,031322286 \\\\\n",
"\t 0,0131908712 & -0,051195528 & 0,025326805 \\\\\n",
"\t -0,1009744130 & 0,107921392 & -0,091536350 \\\\\n",
"\t -0,0279303926 & -0,022237475 & 0,048397798 \\\\\n",
"\t 0,0285958873 & -0,053823730 & 0,006682798 \\\\\n",
"\t -0,1009744130 & 0,107921392 & -0,091536350 \\\\\n",
"\t 0,0489957914 & -0,050409009 & -0,021967708 \\\\\n",
"\t 0,0003574696 & -0,045585077 & 0,037504153 \\\\\n",
"\t 0,0845287228 & -0,025699721 & -0,071478692 \\\\\n",
"\t 0,0285958873 & -0,053823730 & 0,006682798 \\\\\n",
"\t -0,0828246776 & 0,066174788 & -0,027613139 \\\\\n",
"\t -0,0998864181 & 0,105243637 & -0,087056023 \\\\\n",
"\t 0,0758989328 & -0,033892455 & -0,060365371 \\\\\n",
"\t 0,0711760558 & -0,037780832 & -0,053925571 \\\\\n",
"\t -0,0498633780 & 0,006263101 & 0,036269748 \\\\\n",
"\t -0,1227095836 & 0,166098461 & -0,199927956 \\\\\n",
"\t -0,0507535581 & 0,007611624 & 0,035316201 \\\\\n",
"\t -0,0384888909 & -0,009651063 & 0,045170256 \\\\\n",
"\t 0,0285958873 & -0,053823730 & 0,006682798 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"| 1 | 2 | 3 |\n",
"|---|---|---|\n",
"| -0,1009744130 | 0,107921392 | -0,091536350 |\n",
"| -0,0087421142 | -0,039722929 | 0,043704032 |\n",
"| -0,0057748628 | -0,041806267 | 0,041931489 |\n",
"| -0,0382663465 | -0,009938064 | 0,045286188 |\n",
"| -0,0382663465 | -0,009938064 | 0,045286188 |\n",
"| -0,0382663465 | -0,009938064 | 0,045286188 |\n",
"| -0,0007305204 | -0,044966453 | 0,038361328 |\n",
"| -0,0304772872 | -0,019394031 | 0,048031680 |\n",
"| -0,0929628143 | 0,088727002 | -0,060526727 |\n",
"| -0,0496655657 | 0,005965469 | 0,036476386 |\n",
"| 0,0279282639 | -0,053802709 | 0,007560488 |\n",
"| -0,0644771275 | 0,030294501 | 0,015484414 |\n",
"| -0,0282023938 | -0,021939644 | 0,048370702 |\n",
"| 0,0762945747 | -0,033547604 | -0,060894668 |\n",
"| 0,0766160203 | -0,033265248 | -0,061323447 |\n",
"| 0,0766160203 | -0,033265248 | -0,061323447 |\n",
"| 0,0766160203 | -0,033265248 | -0,061323447 |\n",
"| 0,0852457930 | -0,024955697 | -0,072356672 |\n",
"| 0,0852457930 | -0,024955697 | -0,072356672 |\n",
"| 0,0846276141 | -0,025597689 | -0,071600231 |\n",
"| -0,0279303926 | -0,022237475 | 0,048397798 |\n",
"| -0,1146979849 | 0,143616455 | -0,155660333 |\n",
"| -0,1066863862 | 0,122346266 | -0,116487845 |\n",
"| -0,0348539964 | -0,014221663 | 0,046798726 |\n",
"| 0,0598015663 | -0,045417081 | -0,037734141 |\n",
"| -0,0496655657 | 0,005965469 | 0,036476386 |\n",
"| 0,2816041530 | 0,544084422 | 0,576895050 |\n",
"| 0,1098245941 | 0,006416195 | -0,096572546 |\n",
"| -0,0781512475 | 0,056432215 | -0,014696460 |\n",
"| -0,0281282049 | -0,022021017 | 0,048378375 |\n",
"| ... | ... | ... |\n",
"| -0,0406648831 | -0,006795558 | 0,043922771 |\n",
"| 0,0115341468 | -0,050646044 | 0,027095122 |\n",
"| 0,2030954310 | 0,229228341 | 0,018154465 |\n",
"| 0,0993155525 | -0,008393122 | -0,087788936 |\n",
"| 0,0987221057 | -0,009167208 | -0,087215956 |\n",
"| 0,1185532778 | 0,020301789 | -0,101644101 |\n",
"| 0,2030954310 | 0,229228341 | 0,018154465 |\n",
"| 0,1261692445 | 0,033592357 | -0,104157070 |\n",
"| 0,0852457930 | -0,024955697 | -0,072356672 |\n",
"| 0,0927381388 | -0,016601094 | -0,081031573 |\n",
"| -0,0270402149 | -0,023202418 | 0,048466680 |\n",
"| 0,0554001176 | -0,047716508 | -0,031322286 |\n",
"| 0,0131908712 | -0,051195528 | 0,025326805 |\n",
"| -0,1009744130 | 0,107921392 | -0,091536350 |\n",
"| -0,0279303926 | -0,022237475 | 0,048397798 |\n",
"| 0,0285958873 | -0,053823730 | 0,006682798 |\n",
"| -0,1009744130 | 0,107921392 | -0,091536350 |\n",
"| 0,0489957914 | -0,050409009 | -0,021967708 |\n",
"| 0,0003574696 | -0,045585077 | 0,037504153 |\n",
"| 0,0845287228 | -0,025699721 | -0,071478692 |\n",
"| 0,0285958873 | -0,053823730 | 0,006682798 |\n",
"| -0,0828246776 | 0,066174788 | -0,027613139 |\n",
"| -0,0998864181 | 0,105243637 | -0,087056023 |\n",
"| 0,0758989328 | -0,033892455 | -0,060365371 |\n",
"| 0,0711760558 | -0,037780832 | -0,053925571 |\n",
"| -0,0498633780 | 0,006263101 | 0,036269748 |\n",
"| -0,1227095836 | 0,166098461 | -0,199927956 |\n",
"| -0,0507535581 | 0,007611624 | 0,035316201 |\n",
"| -0,0384888909 | -0,009651063 | 0,045170256 |\n",
"| 0,0285958873 | -0,053823730 | 0,006682798 |\n",
"\n"
],
"text/plain": [
" 1 2 3 \n",
" [1,] -0,1009744130 0,107921392 -0,091536350\n",
" [2,] -0,0087421142 -0,039722929 0,043704032\n",
" [3,] -0,0057748628 -0,041806267 0,041931489\n",
" [4,] -0,0382663465 -0,009938064 0,045286188\n",
" [5,] -0,0382663465 -0,009938064 0,045286188\n",
" [6,] -0,0382663465 -0,009938064 0,045286188\n",
" [7,] -0,0007305204 -0,044966453 0,038361328\n",
" [8,] -0,0304772872 -0,019394031 0,048031680\n",
" [9,] -0,0929628143 0,088727002 -0,060526727\n",
"[10,] -0,0496655657 0,005965469 0,036476386\n",
"[11,] 0,0279282639 -0,053802709 0,007560488\n",
"[12,] -0,0644771275 0,030294501 0,015484414\n",
"[13,] -0,0282023938 -0,021939644 0,048370702\n",
"[14,] 0,0762945747 -0,033547604 -0,060894668\n",
"[15,] 0,0766160203 -0,033265248 -0,061323447\n",
"[16,] 0,0766160203 -0,033265248 -0,061323447\n",
"[17,] 0,0766160203 -0,033265248 -0,061323447\n",
"[18,] 0,0852457930 -0,024955697 -0,072356672\n",
"[19,] 0,0852457930 -0,024955697 -0,072356672\n",
"[20,] 0,0846276141 -0,025597689 -0,071600231\n",
"[21,] -0,0279303926 -0,022237475 0,048397798\n",
"[22,] -0,1146979849 0,143616455 -0,155660333\n",
"[23,] -0,1066863862 0,122346266 -0,116487845\n",
"[24,] -0,0348539964 -0,014221663 0,046798726\n",
"[25,] 0,0598015663 -0,045417081 -0,037734141\n",
"[26,] -0,0496655657 0,005965469 0,036476386\n",
"[27,] 0,2816041530 0,544084422 0,576895050\n",
"[28,] 0,1098245941 0,006416195 -0,096572546\n",
"[29,] -0,0781512475 0,056432215 -0,014696460\n",
"[30,] -0,0281282049 -0,022021017 0,048378375\n",
"[31,] ... ... ... \n",
"[32,] -0,0406648831 -0,006795558 0,043922771\n",
"[33,] 0,0115341468 -0,050646044 0,027095122\n",
"[34,] 0,2030954310 0,229228341 0,018154465\n",
"[35,] 0,0993155525 -0,008393122 -0,087788936\n",
"[36,] 0,0987221057 -0,009167208 -0,087215956\n",
"[37,] 0,1185532778 0,020301789 -0,101644101\n",
"[38,] 0,2030954310 0,229228341 0,018154465\n",
"[39,] 0,1261692445 0,033592357 -0,104157070\n",
"[40,] 0,0852457930 -0,024955697 -0,072356672\n",
"[41,] 0,0927381388 -0,016601094 -0,081031573\n",
"[42,] -0,0270402149 -0,023202418 0,048466680\n",
"[43,] 0,0554001176 -0,047716508 -0,031322286\n",
"[44,] 0,0131908712 -0,051195528 0,025326805\n",
"[45,] -0,1009744130 0,107921392 -0,091536350\n",
"[46,] -0,0279303926 -0,022237475 0,048397798\n",
"[47,] 0,0285958873 -0,053823730 0,006682798\n",
"[48,] -0,1009744130 0,107921392 -0,091536350\n",
"[49,] 0,0489957914 -0,050409009 -0,021967708\n",
"[50,] 0,0003574696 -0,045585077 0,037504153\n",
"[51,] 0,0845287228 -0,025699721 -0,071478692\n",
"[52,] 0,0285958873 -0,053823730 0,006682798\n",
"[53,] -0,0828246776 0,066174788 -0,027613139\n",
"[54,] -0,0998864181 0,105243637 -0,087056023\n",
"[55,] 0,0758989328 -0,033892455 -0,060365371\n",
"[56,] 0,0711760558 -0,037780832 -0,053925571\n",
"[57,] -0,0498633780 0,006263101 0,036269748\n",
"[58,] -0,1227095836 0,166098461 -0,199927956\n",
"[59,] -0,0507535581 0,007611624 0,035316201\n",
"[60,] -0,0384888909 -0,009651063 0,045170256\n",
"[61,] 0,0285958873 -0,053823730 0,006682798"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"poly_x <- poly(data[[1]], degree = 3)\n",
"\n",
"poly_x"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
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ULNPUMLsre+gid2CXB3YwMh+c5q2wP4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\n/w+gqOQiVNRRQAAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(y=poly_x[,1], x=data[[1]])"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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TGk74qygvKS+YvITrmJh0rPuT2Rrq9DJfabFppHIrmPuT2LD3nz6G8vhmTezBEp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\nFBASoICQAAWEBCggJEDB/wOnsGa5YY+d/QAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(y=poly_x[,2], x=data[[1]])"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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9EnDx987FvejibUwhzS07mpF5m/2pmNHapwe8HzltS8a/Nd6ZNa41m0+9JlIQ5p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\noICQAAWEBCggJEABIQEK/h97WMwiN6Ik4AAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(y=poly_x[,3], x=data[[1]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Add noise to data"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"noised_data<-data\n",
"for(l in 1:5){\n",
" for(i in 1:dim(data)[1]){\n",
" r=rnorm(dim(data)[2], mean = 1, sd = 0.01)\n",
" new_row<-data[i,]*r\n",
" noised_data<-rbind(noised_data, new_row)\n",
" }\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Questions and suggestions are highly welcome! adam.paclawski@uj.edu.pl"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}