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dhimmel/elevcan-voe.ipynb

Created June 16, 2015 00:03
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Vibration of effects analysis for lung cancer versus elevation
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elevcan-voe.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Vibration of Effects analysis for lung cancer versus elevation\n",
"\n",
"### By [Daniel Himmelstein](http://dhimmel.com)\n",
"\n",
"This notebook will explore a [vibration of effect](https://dx.doi.org/10.1016/j.jclinepi.2015.05.029) analysis on the [elevation-lung cancer association](https://dx.doi.org/10.7717/peerj.705) observed in the American West."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"library(devtools)\n",
"library(readr)\n",
"library(dplyr, warn=FALSE)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"SHA-1 hash of file is 2b3ebc65cc3f6d4e95240ed3bae8466b42041ff6\n",
"SHA-1 hash of file is e3c248e3083339a532c4c77adfad182f4f24f947\n",
"\n",
"Attaching package: ‘MASS’\n",
"\n",
"The following object is masked from ‘package:dplyr’:\n",
"\n",
" select\n",
"\n"
]
}
],
"source": [
"# read voe source from github repo\n",
"base_url <- 'https://raw.githubusercontent.com/chiragjp/voe/gh-pages/vibration/'\n",
"\n",
"for (filename in c('vibration.R', 'post_process.R')) {\n",
" devtools::source_url(paste0(base_url, filename))\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>name</th><th scope=col>state</th><th scope=col>fips</th><th scope=col>metro</th><th scope=col>immigration</th><th scope=col>native</th><th scope=col>white</th><th scope=col>black</th><th scope=col>male</th><th scope=col>population</th><th scope=col>elevation</th><th scope=col>high_temp</th><th scope=col>low_temp</th><th scope=col>diurnal_temp</th><th scope=col>particulate</th><th scope=col>precipitation</th><th scope=col>sunlight</th><th scope=col>uvb</th><th scope=col>smoking</th><th scope=col>smoking_lower</th><th scope=col>smoking_upper</th><th scope=col>female_smoking</th><th scope=col>male_smoking</th><th scope=col>radon</th><th scope=col>drinking</th><th scope=col>meat</th><th scope=col>diabetes</th><th scope=col>obesity</th><th scope=col>education</th><th scope=col>income</th><th scope=col>mammogram</th><th scope=col>all_cancer</th><th scope=col>all_cancer_male</th><th scope=col>all_cancer_female</th><th scope=col>colorectal</th><th scope=col>colorectal_lower</th><th scope=col>colorectal_upper</th><th scope=col>breast</th><th scope=col>breast_lower</th><th scope=col>breast_upper</th><th scope=col>prostate</th><th scope=col>prostate_lower</th><th scope=col>prostate_upper</th><th scope=col>lung</th><th scope=col>lung_lower</th><th scope=col>lung_upper</th><th scope=col>female_lung</th><th scope=col>male_lung</th><th scope=col>over_65_lung</th><th scope=col>under_65_lung</th><th scope=col>no_lung</th><th scope=col>weight</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>1</th><td>Cochise, AZ</td><td>AZ</td><td>04003</td><td>0</td><td>30.70688</td><td>2.1</td><td>79.8</td><td>5.3</td><td>50.4072</td><td>117755</td><td>1.36983</td><td>22.80383</td><td>11.70753</td><td>11.0963</td><td>10.20235</td><td>1.07108</td><td>20125.11</td><td>1504.172</td><td>48.25</td><td>43.8</td><td>52.65</td><td>41.3</td><td>55.7</td><td>1.04</td><td>13</td><td>55</td><td>7.3</td><td>22.6</td><td>21.4</td><td>44.876</td><td>64.4</td><td>363.5</td><td>384.5</td><td>346.1</td><td>34.8</td><td>30.8</td><td>39.1</td><td>93.2</td><td>83.8</td><td>103.4</td><td>81.5</td><td>73</td><td>90.8</td><td>50.3</td><td>45.6</td><td>55.4</td><td>43.9</td><td>57.6</td><td>275.7</td><td>17.7</td><td>313.2</td><td>343.1545</td></tr>\n",
"\t<tr><th scope=row>2</th><td>Gila, AZ</td><td>AZ</td><td>04007</td><td>0</td><td>26.7025</td><td>13.8</td><td>79.4</td><td>0.5</td><td>49.18477</td><td>51335</td><td>1.30298</td><td>21.01256</td><td>10.60509</td><td>10.40747</td><td>10.28565</td><td>1.464982</td><td>19768.03</td><td>1391.511</td><td>53.75</td><td>47.6</td><td>59.85</td><td>46.3</td><td>61.7</td><td>1.01</td><td>11</td><td>55</td><td>7.9</td><td>23.1</td><td>15</td><td>37.58</td><td>57.6</td><td>350</td><td>399.6</td><td>310.3</td><td>32.5</td><td>26.9</td><td>39.1</td><td>86.1</td><td>72.8</td><td>101.3</td><td>82.6</td><td>70.7</td><td>96.4</td><td>52.7</td><td>46</td><td>60.3</td><td>38.4</td><td>69.6</td><td>314.1</td><td>14.9</td><td>297.3</td><td>226.5723</td></tr>\n",
"\t<tr><th scope=row>3</th><td>Graham, AZ</td><td>AZ</td><td>04009</td><td>0</td><td>23.61772</td><td>15.6</td><td>68.9</td><td>2.1</td><td>52.93679</td><td>33489</td><td>1.01521</td><td>22.55686</td><td>11.60127</td><td>10.95558</td><td>9.38331</td><td>1.131458</td><td>20047.84</td><td>1451.529</td><td>44.3</td><td>37.8</td><td>50.75</td><td>35.8</td><td>53.75</td><td>0.88</td><td>17</td><td>55</td><td>8.7</td><td>22.9</td><td>13.4</td><td>41.683</td><td>54</td><td>404.9</td><td>439.3</td><td>380.9</td><td>38</td><td>29.2</td><td>48.5</td><td>104.9</td><td>83.8</td><td>129.6</td><td>79.1</td><td>60.7</td><td>101.1</td><td>54.6</td><td>44</td><td>66.9</td><td>51.9</td><td>58.7</td><td>342</td><td>13</td><td>350.3</td><td>183</td></tr>\n",
"\t<tr><th scope=row>4</th><td>La Paz, AZ</td><td>AZ</td><td>04012</td><td>0</td><td>28.52349</td><td>14.2</td><td>76.2</td><td>1.1</td><td>51.34669</td><td>19715</td><td>0.27589</td><td>27.74838</td><td>17.22961</td><td>10.51877</td><td>13.98917</td><td>0.463651</td><td>20359.61</td><td>1354.225</td><td>47.6</td><td>40.3</td><td>54.85</td><td>37.95</td><td>57</td><td>0.99</td><td>16</td><td>55</td><td>7.5</td><td>22.7</td><td>9</td><td>32.147</td><td>54.2</td><td>323.4</td><td>396.8</td><td>251.7</td><td>34.5</td><td>26.1</td><td>45.6</td><td>36.5</td><td>23</td><td>56.2</td><td>92.3</td><td>74</td><td>115.3</td><td>60.6</td><td>50.1</td><td>73.5</td><td>45.5</td><td>76</td><td>309.1</td><td>24.7</td><td>262.8</td><td>140.4101</td></tr>\n",
"\t<tr><th scope=row>5</th><td>Maricopa, AZ</td><td>AZ</td><td>04013</td><td>1</td><td>24.35385</td><td>2.5</td><td>79.8</td><td>4.3</td><td>50.01297</td><td>3073322</td><td>0.38463</td><td>27.73247</td><td>17.05524</td><td>10.67723</td><td>11.48671</td><td>0.692658</td><td>20260.92</td><td>1374.897</td><td>39.15</td><td>36.85</td><td>41.4</td><td>32.95</td><td>45.5</td><td>1.24</td><td>16</td><td>55</td><td>7.14</td><td>19</td><td>29</td><td>55.054</td><td>66.5</td><td>406.3</td><td>453.2</td><td>373.1</td><td>37.3</td><td>36.4</td><td>38.2</td><td>114.7</td><td>112.5</td><td>116.9</td><td>129.6</td><td>127.2</td><td>132.2</td><td>56</td><td>54.9</td><td>57.1</td><td>49.8</td><td>64.1</td><td>328.6</td><td>16.6</td><td>350.3</td><td>500</td></tr>\n",
"\t<tr><th scope=row>6</th><td>Mohave, AZ</td><td>AZ</td><td>04015</td><td>0</td><td>32.51373</td><td>3.3</td><td>92</td><td>0.7</td><td>49.73102</td><td>155032</td><td>0.57798</td><td>22.27305</td><td>12.10671</td><td>10.16634</td><td>12.57956</td><td>0.747063</td><td>19336.08</td><td>1310.79</td><td>58</td><td>52.5</td><td>63.45</td><td>52.1</td><td>64</td><td>0.77</td><td>17</td><td>55</td><td>7.12</td><td>21.2</td><td>12</td><td>39.785</td><td>57.4</td><td>431.5</td><td>484.7</td><td>383.4</td><td>43</td><td>39.7</td><td>46.6</td><td>96</td><td>88.4</td><td>104.1</td><td>109.7</td><td>102.3</td><td>117.6</td><td>83.5</td><td>78.9</td><td>88.2</td><td>77</td><td>90.5</td><td>461.9</td><td>28.7</td><td>348</td><td>393.741</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|llllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" & name & state & fips & metro & immigration & native & white & black & male & population & elevation & high_temp & low_temp & diurnal_temp & particulate & precipitation & sunlight & uvb & smoking & smoking_lower & smoking_upper & female_smoking & male_smoking & radon & drinking & meat & diabetes & obesity & education & income & mammogram & all_cancer & all_cancer_male & all_cancer_female & colorectal & colorectal_lower & colorectal_upper & breast & breast_lower & breast_upper & prostate & prostate_lower & prostate_upper & lung & lung_lower & lung_upper & female_lung & male_lung & over_65_lung & under_65_lung & no_lung & weight\\\\\n",
"\\hline\n",
"\t1 & Cochise, AZ & AZ & 04003 & 0 & 30.70688 & 2.1 & 79.8 & 5.3 & 50.4072 & 117755 & 1.36983 & 22.80383 & 11.70753 & 11.0963 & 10.20235 & 1.07108 & 20125.11 & 1504.172 & 48.25 & 43.8 & 52.65 & 41.3 & 55.7 & 1.04 & 13 & 55 & 7.3 & 22.6 & 21.4 & 44.876 & 64.4 & 363.5 & 384.5 & 346.1 & 34.8 & 30.8 & 39.1 & 93.2 & 83.8 & 103.4 & 81.5 & 73 & 90.8 & 50.3 & 45.6 & 55.4 & 43.9 & 57.6 & 275.7 & 17.7 & 313.2 & 343.1545\\\\\n",
"\t2 & Gila, AZ & AZ & 04007 & 0 & 26.7025 & 13.8 & 79.4 & 0.5 & 49.18477 & 51335 & 1.30298 & 21.01256 & 10.60509 & 10.40747 & 10.28565 & 1.464982 & 19768.03 & 1391.511 & 53.75 & 47.6 & 59.85 & 46.3 & 61.7 & 1.01 & 11 & 55 & 7.9 & 23.1 & 15 & 37.58 & 57.6 & 350 & 399.6 & 310.3 & 32.5 & 26.9 & 39.1 & 86.1 & 72.8 & 101.3 & 82.6 & 70.7 & 96.4 & 52.7 & 46 & 60.3 & 38.4 & 69.6 & 314.1 & 14.9 & 297.3 & 226.5723\\\\\n",
"\t3 & Graham, AZ & AZ & 04009 & 0 & 23.61772 & 15.6 & 68.9 & 2.1 & 52.93679 & 33489 & 1.01521 & 22.55686 & 11.60127 & 10.95558 & 9.38331 & 1.131458 & 20047.84 & 1451.529 & 44.3 & 37.8 & 50.75 & 35.8 & 53.75 & 0.88 & 17 & 55 & 8.7 & 22.9 & 13.4 & 41.683 & 54 & 404.9 & 439.3 & 380.9 & 38 & 29.2 & 48.5 & 104.9 & 83.8 & 129.6 & 79.1 & 60.7 & 101.1 & 54.6 & 44 & 66.9 & 51.9 & 58.7 & 342 & 13 & 350.3 & 183\\\\\n",
"\t4 & La Paz, AZ & AZ & 04012 & 0 & 28.52349 & 14.2 & 76.2 & 1.1 & 51.34669 & 19715 & 0.27589 & 27.74838 & 17.22961 & 10.51877 & 13.98917 & 0.463651 & 20359.61 & 1354.225 & 47.6 & 40.3 & 54.85 & 37.95 & 57 & 0.99 & 16 & 55 & 7.5 & 22.7 & 9 & 32.147 & 54.2 & 323.4 & 396.8 & 251.7 & 34.5 & 26.1 & 45.6 & 36.5 & 23 & 56.2 & 92.3 & 74 & 115.3 & 60.6 & 50.1 & 73.5 & 45.5 & 76 & 309.1 & 24.7 & 262.8 & 140.4101\\\\\n",
"\t5 & Maricopa, AZ & AZ & 04013 & 1 & 24.35385 & 2.5 & 79.8 & 4.3 & 50.01297 & 3073322 & 0.38463 & 27.73247 & 17.05524 & 10.67723 & 11.48671 & 0.692658 & 20260.92 & 1374.897 & 39.15 & 36.85 & 41.4 & 32.95 & 45.5 & 1.24 & 16 & 55 & 7.14 & 19 & 29 & 55.054 & 66.5 & 406.3 & 453.2 & 373.1 & 37.3 & 36.4 & 38.2 & 114.7 & 112.5 & 116.9 & 129.6 & 127.2 & 132.2 & 56 & 54.9 & 57.1 & 49.8 & 64.1 & 328.6 & 16.6 & 350.3 & 500\\\\\n",
"\t6 & Mohave, AZ & AZ & 04015 & 0 & 32.51373 & 3.3 & 92 & 0.7 & 49.73102 & 155032 & 0.57798 & 22.27305 & 12.10671 & 10.16634 & 12.57956 & 0.747063 & 19336.08 & 1310.79 & 58 & 52.5 & 63.45 & 52.1 & 64 & 0.77 & 17 & 55 & 7.12 & 21.2 & 12 & 39.785 & 57.4 & 431.5 & 484.7 & 383.4 & 43 & 39.7 & 46.6 & 96 & 88.4 & 104.1 & 109.7 & 102.3 & 117.6 & 83.5 & 78.9 & 88.2 & 77 & 90.5 & 461.9 & 28.7 & 348 & 393.741\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"Source: local data frame [6 x 52]\n",
"\n",
" name state fips metro immigration native white black male\n",
"1 Cochise, AZ AZ 04003 0 30.70688 2.1 79.8 5.3 50.40720\n",
"2 Gila, AZ AZ 04007 0 26.70250 13.8 79.4 0.5 49.18477\n",
"3 Graham, AZ AZ 04009 0 23.61772 15.6 68.9 2.1 52.93679\n",
"4 La Paz, AZ AZ 04012 0 28.52349 14.2 76.2 1.1 51.34669\n",
"5 Maricopa, AZ AZ 04013 1 24.35385 2.5 79.8 4.3 50.01297\n",
"6 Mohave, AZ AZ 04015 0 32.51373 3.3 92.0 0.7 49.73102\n",
"Variables not shown: population (int), elevation (dbl), high_temp (dbl),\n",
" low_temp (dbl), diurnal_temp (dbl), particulate (dbl), precipitation (dbl),\n",
" sunlight (dbl), uvb (dbl), smoking (dbl), smoking_lower (dbl), smoking_upper\n",
" (dbl), female_smoking (dbl), male_smoking (dbl), radon (dbl), drinking (int),\n",
" meat (int), diabetes (dbl), obesity (dbl), education (dbl), income (dbl),\n",
" mammogram (dbl), all_cancer (dbl), all_cancer_male (dbl), all_cancer_female\n",
" (dbl), colorectal (dbl), colorectal_lower (dbl), colorectal_upper (dbl),\n",
" breast (dbl), breast_lower (dbl), breast_upper (dbl), prostate (dbl),\n",
" prostate_lower (dbl), prostate_upper (dbl), lung (dbl), lung_lower (dbl),\n",
" lung_upper (dbl), female_lung (dbl), male_lung (dbl), over_65_lung (dbl),\n",
" under_65_lung (dbl), no_lung (dbl), weight (dbl)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read county dataset of cancer and elevation\n",
"states <- c('AZ', 'CA', 'CO', 'ID', 'MT', 'NV', 'NM', 'OR', 'UT', 'WA', 'WY')\n",
"min_population <- 1e4\n",
"max_native <- 25.0\n",
"max_immigration <- 40.0\n",
"\n",
"url <- 'https://raw.githubusercontent.com/dhimmel/elevcan/master/data/county-data.txt'\n",
"county_df <- readr::read_tsv(url, col_types = list(fips=readr::col_character())) %>%\n",
" dplyr::filter(state %in% states) %>%\n",
" dplyr::filter(population >= min_population) %>%\n",
" dplyr::filter(native <= max_native) %>%\n",
" dplyr::filter(immigration <= max_immigration) %>%\n",
" dplyr::mutate(no_lung = all_cancer - lung) %>%\n",
" dplyr::mutate(weight = pmin(sqrt(population), 500))\n",
"\n",
"head(county_df)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## Variable information\n",
"\n",
"global.covars <- c('metro', 'white', 'black', 'education', 'income', 'obesity')\n",
"specific.covars <- list(\n",
" 'lung' = c('no_lung', 'male', 'smoking', 'radon', 'particulate'),\n",
" 'breast' = c('no_breast', 'female_smoking', 'mammogram', 'drinking'),\n",
" 'colorectal' = c('no_colorectal', 'male', 'smoking', 'drinking', 'diabetes', 'meat'),\n",
" 'prostate' = c('no_prostate', 'meat')\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Create varaibles for conductVibration\n",
"xy_df <- county_df %>%\n",
" dplyr::select(lung, weight, one_of(global.covars), one_of(specific.covars$lung)) %>%\n",
" na.omit()\n",
"county_weights = xy_df$weight\n",
"xy_df <- xy_df %>%\n",
" dplyr::select(-weight) %>%\n",
" scale()\n",
"\n",
"base_model <- lung ~ elevation + smoking\n",
"covariates <- ~ metro + white + black + education + income + obesity + no_lung + male + radon + particulate"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>lung</th><th scope=col>metro</th><th scope=col>white</th><th scope=col>black</th><th scope=col>education</th><th scope=col>income</th><th scope=col>obesity</th><th scope=col>no_lung</th><th scope=col>male</th><th scope=col>smoking</th><th scope=col>radon</th><th scope=col>particulate</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>-0.4279077</td><td>-0.8683044</td><td>-0.5035056</td><td>1.274497</td><td>-0.2364211</td><td>-0.3664193</td><td>0.4086822</td><td>-1.883538</td><td>0.1292576</td><td>0.1629454</td><td>-0.647642</td><td>0.03761361</td></tr>\n",
"\t<tr><td>-0.2755799</td><td>-0.8683044</td><td>-0.5392057</td><td>-0.5313006</td><td>-0.879372</td><td>-0.9963551</td><td>0.5502438</td><td>-2.318892</td><td>-0.6430318</td><td>1.103574</td><td>-0.6774642</td><td>0.0836901</td></tr>\n",
"\t<tr><td>-0.154987</td><td>-0.8683044</td><td>-1.476333</td><td>0.0706319</td><td>-1.04011</td><td>-0.6421026</td><td>0.4936191</td><td>-0.867711</td><td>1.727356</td><td>-0.5125969</td><td>-0.806694</td><td>-0.4154272</td></tr>\n",
"\t<tr><td>0.2258325</td><td>-0.8683044</td><td>-0.8248065</td><td>-0.3055759</td><td>-1.482139</td><td>-1.46544</td><td>0.4369945</td><td>-3.263529</td><td>0.7227923</td><td>0.05178019</td><td>-0.6973457</td><td>2.132253</td></tr>\n",
"\t<tr><td>-0.06612913</td><td>1.147118</td><td>-0.5035056</td><td>0.8982891</td><td>0.5270832</td><td>0.5123481</td><td>-0.6105613</td><td>-0.867711</td><td>-0.1198025</td><td>-1.393367</td><td>-0.4488269</td><td>0.7480467</td></tr>\n",
"\t<tr><td>1.679294</td><td>-0.8683044</td><td>0.5853477</td><td>-0.456059</td><td>-1.180755</td><td>-0.8059757</td><td>0.0123097</td><td>-0.9306868</td><td>-0.297927</td><td>1.830423</td><td>-0.9160423</td><td>1.352545</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{llllllllllll}\n",
" lung & metro & white & black & education & income & obesity & no_lung & male & smoking & radon & particulate\\\\\n",
"\\hline\n",
"\t -0.4279077 & -0.8683044 & -0.5035056 & 1.274497 & -0.2364211 & -0.3664193 & 0.4086822 & -1.883538 & 0.1292576 & 0.1629454 & -0.647642 & 0.03761361\\\\\n",
"\t -0.2755799 & -0.8683044 & -0.5392057 & -0.5313006 & -0.879372 & -0.9963551 & 0.5502438 & -2.318892 & -0.6430318 & 1.103574 & -0.6774642 & 0.0836901\\\\\n",
"\t -0.154987 & -0.8683044 & -1.476333 & 0.0706319 & -1.04011 & -0.6421026 & 0.4936191 & -0.867711 & 1.727356 & -0.5125969 & -0.806694 & -0.4154272\\\\\n",
"\t 0.2258325 & -0.8683044 & -0.8248065 & -0.3055759 & -1.482139 & -1.46544 & 0.4369945 & -3.263529 & 0.7227923 & 0.05178019 & -0.6973457 & 2.132253\\\\\n",
"\t -0.06612913 & 1.147118 & -0.5035056 & 0.8982891 & 0.5270832 & 0.5123481 & -0.6105613 & -0.867711 & -0.1198025 & -1.393367 & -0.4488269 & 0.7480467\\\\\n",
"\t 1.679294 & -0.8683044 & 0.5853477 & -0.456059 & -1.180755 & -0.8059757 & 0.0123097 & -0.9306868 & -0.297927 & 1.830423 & -0.9160423 & 1.352545\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"1. -0.427907678476357\n",
"2. -0.275579870320852\n",
"3. -0.154987022197745\n",
"4. 0.225832498191016\n",
"5. -0.0661291341070338\n",
"6. 1.67929366767479\n",
"7. -0.868304421945415\n",
"8. -0.868304421945415\n",
"9. -0.868304421945415\n",
"10. -0.868304421945415\n",
"11. 1.14711776844165\n",
"12. -0.868304421945415\n",
"13. -0.503505560620879\n",
"14. -0.5392056676305\n",
"15. -1.47633347663307\n",
"16. -0.824806523707473\n",
"17. -0.503505560620879\n",
"18. 0.585347703172581\n",
"19. 1.27449691886389\n",
"20. -0.531300605658697\n",
"21. 0.0706319025154999\n",
"22. -0.305575915093373\n",
"23. 0.898289101255021\n",
"24. -0.456059042136922\n",
"25. -0.236421071691756\n",
"26. -0.879372027827617\n",
"27. -1.04010976686158\n",
"28. -1.48213854920499\n",
"29. 0.527083188719578\n",
"30. -1.1807552885163\n",
"31. -0.36641931926993\n",
"32. -0.996355144094797\n",
"33. -0.64210258251908\n",
"34. -1.46543975707088\n",
"35. 0.512348063551821\n",
"36. -0.805975690457347\n",
"37. 0.408682184412233\n",
"38. 0.550243784434543\n",
"39. 0.493619144425618\n",
"40. 0.436994504416694\n",
"41. -0.610561335748397\n",
"42. 0.0123097043497654\n",
"43. -1.88353800164198\n",
"44. -2.31889242126995\n",
"45. -0.867711022510049\n",
"46. -3.26352936951931\n",
"47. -0.867711022510048\n",
"48. -0.930686819060006\n",
"49. 0.129257589516156\n",
"50. -0.643031820923505\n",
"51. 1.72735592082501\n",
"52. 0.722792266072521\n",
"53. -0.119802483809408\n",
"54. -0.297926960260569\n",
"55. 0.162945371118375\n",
"56. 1.10357380468493\n",
"57. -0.512596867533972\n",
"58. 0.0517801926059635\n",
"59. -1.39336712805538\n",
"60. 1.83042304880455\n",
"61. -0.647641981780384\n",
"62. -0.677464238904167\n",
"63. -0.806694019773892\n",
"64. -0.697345743653355\n",
"65. -0.448826934288499\n",
"66. -0.916042295894429\n",
"67. 0.0376136094207958\n",
"68. 0.0836900961625264\n",
"69. -0.415427223652437\n",
"70. 2.13225346239536\n",
"71. 0.748046658286701\n",
"72. 1.35254527307887\n",
"\n",
"\n"
],
"text/plain": [
" lung metro white black education income\n",
"[1,] -0.42790768 -0.8683044 -0.5035056 1.2744969 -0.2364211 -0.3664193\n",
"[2,] -0.27557987 -0.8683044 -0.5392057 -0.5313006 -0.8793720 -0.9963551\n",
"[3,] -0.15498702 -0.8683044 -1.4763335 0.0706319 -1.0401098 -0.6421026\n",
"[4,] 0.22583250 -0.8683044 -0.8248065 -0.3055759 -1.4821385 -1.4654398\n",
"[5,] -0.06612913 1.1471178 -0.5035056 0.8982891 0.5270832 0.5123481\n",
"[6,] 1.67929367 -0.8683044 0.5853477 -0.4560590 -1.1807553 -0.8059757\n",
" obesity no_lung male smoking radon particulate\n",
"[1,] 0.4086822 -1.8835380 0.1292576 0.16294537 -0.6476420 0.03761361\n",
"[2,] 0.5502438 -2.3188924 -0.6430318 1.10357380 -0.6774642 0.08369010\n",
"[3,] 0.4936191 -0.8677110 1.7273559 -0.51259687 -0.8066940 -0.41542722\n",
"[4,] 0.4369945 -3.2635294 0.7227923 0.05178019 -0.6973457 2.13225346\n",
"[5,] -0.6105613 -0.8677110 -0.1198025 -1.39336713 -0.4488269 0.74804666\n",
"[6,] 0.0123097 -0.9306868 -0.2979270 1.83042305 -0.9160423 1.35254527"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"head(xy_df)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>343.154484161289</li>\n",
"\t<li>226.572284271488</li>\n",
"\t<li>183</li>\n",
"\t<li>140.410113595852</li>\n",
"\t<li>500</li>\n",
"\t<li>393.741031643897</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 343.154484161289\n",
"\\item 226.572284271488\n",
"\\item 183\n",
"\\item 140.410113595852\n",
"\\item 500\n",
"\\item 393.741031643897\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 343.154484161289\n",
"2. 226.572284271488\n",
"3. 183\n",
"4. 140.410113595852\n",
"5. 500\n",
"6. 393.741031643897\n",
"\n",
"\n"
],
"text/plain": [
"[1] 343.1545 226.5723 183.0000 140.4101 500.0000 393.7410"
]
},
"execution_count": 7,
"metadata": {},
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}
],
"source": [
"head(county_weights)"
]
},
{
"cell_type": "code",
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"outputs": [
{
"data": {
"text/plain": [
"lung ~ elevation + smoking"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"base_model"
]
},
{
"cell_type": "code",
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"outputs": [
{
"data": {
"text/plain": [
"~metro + white + black + education + income + obesity + no_lung + \n",
" male + radon + particulate"
]
},
"execution_count": 9,
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"output_type": "execute_result"
}
],
"source": [
"covariates"
]
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{
"cell_type": "code",
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{
"name": "stdout",
"output_type": "stream",
"text": [
"running models; k start:1, k stop:9\n",
"[1] \"elevation\"\n",
"1/10\n",
"lung ~ elevation + smoking + metro\n",
"2/10\n",
"lung ~ elevation + smoking + white\n",
"3/10\n",
"lung ~ elevation + smoking + black\n",
"4/10\n",
"lung ~ elevation + smoking + education\n",
"5/10\n",
"lung ~ elevation + smoking + income\n",
"6/10\n",
"lung ~ elevation + smoking + obesity\n",
"7/10\n",
"lung ~ elevation + smoking + no_lung\n",
"8/10\n",
"lung ~ elevation + smoking + male\n",
"9/10\n",
"lung ~ elevation + smoking + radon\n",
"10/10\n",
"lung ~ elevation + smoking + particulate\n",
"[1] \"elevation\"\n",
"1/45\n",
"lung ~ elevation + smoking + metro + white\n",
"2/45\n",
"lung ~ elevation + smoking + metro + black\n",
"3/45\n",
"lung ~ elevation + smoking + metro + education\n",
"4/45\n",
"lung ~ elevation + smoking + metro + income\n",
"5/45\n",
"lung ~ elevation + smoking + metro + obesity\n",
"6/45\n",
"lung ~ elevation + smoking + metro + no_lung\n",
"7/45\n",
"lung ~ elevation + smoking + metro + male\n",
"8/45\n",
"lung ~ elevation + smoking + metro + radon\n",
"9/45\n",
"lung ~ elevation + smoking + metro + particulate\n",
"10/45\n",
"lung ~ elevation + smoking + white + black\n",
"11/45\n",
"lung ~ elevation + smoking + white + education\n",
"12/45\n",
"lung ~ elevation + smoking + white + income\n",
"13/45\n",
"lung ~ elevation + smoking + white + obesity\n",
"14/45\n",
"lung ~ elevation + smoking + white + no_lung\n",
"15/45\n",
"lung ~ elevation + smoking + white + male\n",
"16/45\n",
"lung ~ elevation + smoking + white + radon\n",
"17/45\n",
"lung ~ elevation + smoking + white + particulate\n",
"18/45\n",
"lung ~ elevation + smoking + black + education\n",
"19/45\n",
"lung ~ elevation + smoking + black + income\n",
"20/45\n",
"lung ~ elevation + smoking + black + obesity\n",
"21/45\n",
"lung ~ elevation + smoking + black + no_lung\n",
"22/45\n",
"lung ~ elevation + smoking + black + male\n",
"23/45\n",
"lung ~ elevation + smoking + black + radon\n",
"24/45\n",
"lung ~ elevation + smoking + black + particulate\n",
"25/45\n",
"lung ~ elevation + smoking + education + income\n",
"26/45\n",
"lung ~ elevation + smoking + education + obesity\n",
"27/45\n",
"lung ~ elevation + smoking + education + no_lung\n",
"28/45\n",
"lung ~ elevation + smoking + education + male\n",
"29/45\n",
"lung ~ elevation + smoking + education + radon\n",
"30/45\n",
"lung ~ elevation + smoking + education + particulate\n",
"31/45\n",
"lung ~ elevation + smoking + income + obesity\n",
"32/45\n",
"lung ~ elevation + smoking + income + no_lung\n",
"33/45\n",
"lung ~ elevation + smoking + income + male\n",
"34/45\n",
"lung ~ elevation + smoking + income + radon\n",
"35/45\n",
"lung ~ elevation + smoking + income + particulate\n",
"36/45\n",
"lung ~ elevation + smoking + obesity + no_lung\n",
"37/45\n",
"lung ~ elevation + smoking + obesity + male\n",
"38/45\n",
"lung ~ elevation + smoking + obesity + radon\n",
"39/45\n",
"lung ~ elevation + smoking + obesity + particulate\n",
"40/45\n",
"lung ~ elevation + smoking + no_lung + male\n",
"41/45\n",
"lung ~ elevation + smoking + no_lung + radon\n",
"42/45\n",
"lung ~ elevation + smoking + no_lung + particulate\n",
"43/45\n",
"lung ~ elevation + smoking + male + radon\n",
"44/45\n",
"lung ~ elevation + smoking + male + particulate\n",
"45/45\n",
"lung ~ elevation + smoking + radon + particulate\n",
"[1] \"elevation\"\n",
"1/120\n",
"lung ~ elevation + smoking + metro + white + black\n",
"2/120\n",
"lung ~ elevation + smoking + metro + white + education\n",
"3/120\n",
"lung ~ elevation + smoking + metro + white + income\n",
"4/120\n",
"lung ~ elevation + smoking + metro + white + obesity\n",
"5/120\n",
"lung ~ elevation + smoking + metro + white + no_lung\n",
"6/120\n",
"lung ~ elevation + smoking + metro + white + male\n",
"7/120\n",
"lung ~ elevation + smoking + metro + white + radon\n",
"8/120\n",
"lung ~ elevation + smoking + metro + white + particulate\n",
"9/120\n",
"lung ~ elevation + smoking + metro + black + education\n",
"10/120\n",
"lung ~ elevation + smoking + metro + black + income\n",
"11/120\n",
"lung ~ elevation + smoking + metro + black + obesity\n",
"12/120\n",
"lung ~ elevation + smoking + metro + black + no_lung\n",
"13/120\n",
"lung ~ elevation + smoking + metro + black + male\n",
"14/120\n",
"lung ~ elevation + smoking + metro + black + radon\n",
"15/120\n",
"lung ~ elevation + smoking + metro + black + particulate\n",
"16/120\n",
"lung ~ elevation + smoking + metro + education + income\n",
"17/120\n",
"lung ~ elevation + smoking + metro + education + obesity\n",
"18/120\n",
"lung ~ elevation + smoking + metro + education + no_lung\n",
"19/120\n",
"lung ~ elevation + smoking + metro + education + male\n",
"20/120\n",
"lung ~ elevation + smoking + metro + education + radon\n",
"21/120\n",
"lung ~ elevation + smoking + metro + education + particulate\n",
"22/120\n",
"lung ~ elevation + smoking + metro + income + obesity\n",
"23/120\n",
"lung ~ elevation + smoking + metro + income + no_lung\n",
"24/120\n",
"lung ~ elevation + smoking + metro + income + male\n",
"25/120\n",
"lung ~ elevation + smoking + metro + income + radon\n",
"26/120\n",
"lung ~ elevation + smoking + metro + income + particulate\n",
"27/120\n",
"lung ~ elevation + smoking + metro + obesity + no_lung\n",
"28/120\n",
"lung ~ elevation + smoking + metro + obesity + male\n",
"29/120\n",
"lung ~ elevation + smoking + metro + obesity + radon\n",
"30/120\n",
"lung ~ elevation + smoking + metro + obesity + particulate\n",
"31/120\n",
"lung ~ elevation + smoking + metro + no_lung + male\n",
"32/120\n",
"lung ~ elevation + smoking + metro + no_lung + radon\n",
"33/120\n",
"lung ~ elevation + smoking + metro + no_lung + particulate\n",
"34/120\n",
"lung ~ elevation + smoking + metro + male + radon\n",
"35/120\n",
"lung ~ elevation + smoking + metro + male + particulate\n",
"36/120\n",
"lung ~ elevation + smoking + metro + radon + particulate\n",
"37/120\n",
"lung ~ elevation + smoking + white + black + education\n",
"38/120\n",
"lung ~ elevation + smoking + white + black + income\n",
"39/120\n",
"lung ~ elevation + smoking + white + black + obesity\n",
"40/120\n",
"lung ~ elevation + smoking + white + black + no_lung\n",
"41/120\n",
"lung ~ elevation + smoking + white + black + male\n",
"42/120\n",
"lung ~ elevation + smoking + white + black + radon\n",
"43/120\n",
"lung ~ elevation + smoking + white + black + particulate\n",
"44/120\n",
"lung ~ elevation + smoking + white + education + income\n",
"45/120\n",
"lung ~ elevation + smoking + white + education + obesity\n",
"46/120\n",
"lung ~ elevation + smoking + white + education + no_lung\n",
"47/120\n",
"lung ~ elevation + smoking + white + education + male\n",
"48/120\n",
"lung ~ elevation + smoking + white + education + radon\n",
"49/120\n",
"lung ~ elevation + smoking + white + education + particulate\n",
"50/120\n",
"lung ~ elevation + smoking + white + income + obesity\n",
"51/120\n",
"lung ~ elevation + smoking + white + income + no_lung\n",
"52/120\n",
"lung ~ elevation + smoking + white + income + male\n",
"53/120\n",
"lung ~ elevation + smoking + white + income + radon\n",
"54/120\n",
"lung ~ elevation + smoking + white + income + particulate\n",
"55/120\n",
"lung ~ elevation + smoking + white + obesity + no_lung\n",
"56/120\n",
"lung ~ elevation + smoking + white + obesity + male\n",
"57/120\n",
"lung ~ elevation + smoking + white + obesity + radon\n",
"58/120\n",
"lung ~ elevation + smoking + white + obesity + particulate\n",
"59/120\n",
"lung ~ elevation + smoking + white + no_lung + male\n",
"60/120\n",
"lung ~ elevation + smoking + white + no_lung + radon\n",
"61/120\n",
"lung ~ elevation + smoking + white + no_lung + particulate\n",
"62/120\n",
"lung ~ elevation + smoking + white + male + radon\n",
"63/120\n",
"lung ~ elevation + smoking + white + male + particulate\n",
"64/120\n",
"lung ~ elevation + smoking + white + radon + particulate\n",
"65/120\n",
"lung ~ elevation + smoking + black + education + income\n",
"66/120\n",
"lung ~ elevation + smoking + black + education + obesity\n",
"67/120\n",
"lung ~ elevation + smoking + black + education + no_lung\n",
"68/120\n",
"lung ~ elevation + smoking + black + education + male\n",
"69/120\n",
"lung ~ elevation + smoking + black + education + radon\n",
"70/120\n",
"lung ~ elevation + smoking + black + education + particulate\n",
"71/120\n",
"lung ~ elevation + smoking + black + income + obesity\n",
"72/120\n",
"lung ~ elevation + smoking + black + income + no_lung\n",
"73/120\n",
"lung ~ elevation + smoking + black + income + male\n",
"74/120\n",
"lung ~ elevation + smoking + black + income + radon\n",
"75/120\n",
"lung ~ elevation + smoking + black + income + particulate\n",
"76/120\n",
"lung ~ elevation + smoking + black + obesity + no_lung\n",
"77/120\n",
"lung ~ elevation + smoking + black + obesity + male\n",
"78/120\n",
"lung ~ elevation + smoking + black + obesity + radon\n",
"79/120\n",
"lung ~ elevation + smoking + black + obesity + particulate\n",
"80/120\n",
"lung ~ elevation + smoking + black + no_lung + male\n",
"81/120\n",
"lung ~ elevation + smoking + black + no_lung + radon\n",
"82/120\n",
"lung ~ elevation + smoking + black + no_lung + particulate\n",
"83/120\n",
"lung ~ elevation + smoking + black + male + radon\n",
"84/120\n",
"lung ~ elevation + smoking + black + male + particulate\n",
"85/120\n",
"lung ~ elevation + smoking + black + radon + particulate\n",
"86/120\n",
"lung ~ elevation + smoking + education + income + obesity\n",
"87/120\n",
"lung ~ elevation + smoking + education + income + no_lung\n",
"88/120\n",
"lung ~ elevation + smoking + education + income + male\n",
"89/120\n",
"lung ~ elevation + smoking + education + income + radon\n",
"90/120\n",
"lung ~ elevation + smoking + education + income + particulate\n",
"91/120\n",
"lung ~ elevation + smoking + education + obesity + no_lung\n",
"92/120\n",
"lung ~ elevation + smoking + education + obesity + male\n",
"93/120\n",
"lung ~ elevation + smoking + education + obesity + radon\n",
"94/120\n",
"lung ~ elevation + smoking + education + obesity + particulate\n",
"95/120\n",
"lung ~ elevation + smoking + education + no_lung + male\n",
"96/120\n",
"lung ~ elevation + smoking + education + no_lung + radon\n",
"97/120\n",
"lung ~ elevation + smoking + education + no_lung + particulate\n",
"98/120\n",
"lung ~ elevation + smoking + education + male + radon\n",
"99/120\n",
"lung ~ elevation + smoking + education + male + particulate\n",
"100/120\n",
"lung ~ elevation + smoking + education + radon + particulate\n",
"101/120\n",
"lung ~ elevation + smoking + income + obesity + no_lung\n",
"102/120\n",
"lung ~ elevation + smoking + income + obesity + male\n",
"103/120\n",
"lung ~ elevation + smoking + income + obesity + radon\n",
"104/120\n",
"lung ~ elevation + smoking + income + obesity + particulate\n",
"105/120\n",
"lung ~ elevation + smoking + income + no_lung + male\n",
"106/120\n",
"lung ~ elevation + smoking + income + no_lung + radon\n",
"107/120\n",
"lung ~ elevation + smoking + income + no_lung + particulate\n",
"108/120\n",
"lung ~ elevation + smoking + income + male + radon\n",
"109/120\n",
"lung ~ elevation + smoking + income + male + particulate\n",
"110/120\n",
"lung ~ elevation + smoking + income + radon + particulate\n",
"111/120\n",
"lung ~ elevation + smoking + obesity + no_lung + male\n",
"112/120\n",
"lung ~ elevation + smoking + obesity + no_lung + radon\n",
"113/120\n",
"lung ~ elevation + smoking + obesity + no_lung + particulate\n",
"114/120\n",
"lung ~ elevation + smoking + obesity + male + radon\n",
"115/120\n",
"lung ~ elevation + smoking + obesity + male + particulate\n",
"116/120\n",
"lung ~ elevation + smoking + obesity + radon + particulate\n",
"117/120\n",
"lung ~ elevation + smoking + no_lung + male + radon\n",
"118/120\n",
"lung ~ elevation + smoking + no_lung + male + particulate\n",
"119/120\n",
"lung ~ elevation + smoking + no_lung + radon + particulate\n",
"120/120\n",
"lung ~ elevation + smoking + male + radon + particulate\n",
"[1] \"elevation\"\n",
"1/210\n",
"lung ~ elevation + smoking + metro + white + black + education\n",
"2/210\n",
"lung ~ elevation + smoking + metro + white + black + income\n",
"3/210\n",
"lung ~ elevation + smoking + metro + white + black + obesity\n",
"4/210\n",
"lung ~ elevation + smoking + metro + white + black + no_lung\n",
"5/210\n",
"lung ~ elevation + smoking + metro + white + black + male\n",
"6/210\n",
"lung ~ elevation + smoking + metro + white + black + radon\n",
"7/210\n",
"lung ~ elevation + smoking + metro + white + black + particulate\n",
"8/210\n",
"lung ~ elevation + smoking + metro + white + education + income\n",
"9/210\n",
"lung ~ elevation + smoking + metro + white + education + obesity\n",
"10/210\n",
"lung ~ elevation + smoking + metro + white + education + no_lung\n",
"11/210\n",
"lung ~ elevation + smoking + metro + white + education + male\n",
"12/210\n",
"lung ~ elevation + smoking + metro + white + education + radon\n",
"13/210\n",
"lung ~ elevation + smoking + metro + white + education + particulate\n",
"14/210\n",
"lung ~ elevation + smoking + metro + white + income + obesity\n",
"15/210\n",
"lung ~ elevation + smoking + metro + white + income + no_lung\n",
"16/210\n",
"lung ~ elevation + smoking + metro + white + income + male\n",
"17/210\n",
"lung ~ elevation + smoking + metro + white + income + radon\n",
"18/210\n",
"lung ~ elevation + smoking + metro + white + income + particulate\n",
"19/210\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung\n",
"20/210\n",
"lung ~ elevation + smoking + metro + white + obesity + male\n",
"21/210\n",
"lung ~ elevation + smoking + metro + white + obesity + radon\n",
"22/210\n",
"lung ~ elevation + smoking + metro + white + obesity + particulate\n",
"23/210\n",
"lung ~ elevation + smoking + metro + white + no_lung + male\n",
"24/210\n",
"lung ~ elevation + smoking + metro + white + no_lung + radon\n",
"25/210\n",
"lung ~ elevation + smoking + metro + white + no_lung + particulate\n",
"26/210\n",
"lung ~ elevation + smoking + metro + white + male + radon\n",
"27/210\n",
"lung ~ elevation + smoking + metro + white + male + particulate\n",
"28/210\n",
"lung ~ elevation + smoking + metro + white + radon + particulate\n",
"29/210\n",
"lung ~ elevation + smoking + metro + black + education + income\n",
"30/210\n",
"lung ~ elevation + smoking + metro + black + education + obesity\n",
"31/210\n",
"lung ~ elevation + smoking + metro + black + education + no_lung\n",
"32/210\n",
"lung ~ elevation + smoking + metro + black + education + male\n",
"33/210\n",
"lung ~ elevation + smoking + metro + black + education + radon\n",
"34/210\n",
"lung ~ elevation + smoking + metro + black + education + particulate\n",
"35/210\n",
"lung ~ elevation + smoking + metro + black + income + obesity\n",
"36/210\n",
"lung ~ elevation + smoking + metro + black + income + no_lung\n",
"37/210\n",
"lung ~ elevation + smoking + metro + black + income + male\n",
"38/210\n",
"lung ~ elevation + smoking + metro + black + income + radon\n",
"39/210\n",
"lung ~ elevation + smoking + metro + black + income + particulate\n",
"40/210\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung\n",
"41/210\n",
"lung ~ elevation + smoking + metro + black + obesity + male\n",
"42/210\n",
"lung ~ elevation + smoking + metro + black + obesity + radon\n",
"43/210\n",
"lung ~ elevation + smoking + metro + black + obesity + particulate\n",
"44/210\n",
"lung ~ elevation + smoking + metro + black + no_lung + male\n",
"45/210\n",
"lung ~ elevation + smoking + metro + black + no_lung + radon\n",
"46/210\n",
"lung ~ elevation + smoking + metro + black + no_lung + particulate\n",
"47/210\n",
"lung ~ elevation + smoking + metro + black + male + radon\n",
"48/210\n",
"lung ~ elevation + smoking + metro + black + male + particulate\n",
"49/210\n",
"lung ~ elevation + smoking + metro + black + radon + particulate\n",
"50/210\n",
"lung ~ elevation + smoking + metro + education + income + obesity\n",
"51/210\n",
"lung ~ elevation + smoking + metro + education + income + no_lung\n",
"52/210\n",
"lung ~ elevation + smoking + metro + education + income + male\n",
"53/210\n",
"lung ~ elevation + smoking + metro + education + income + radon\n",
"54/210\n",
"lung ~ elevation + smoking + metro + education + income + particulate\n",
"55/210\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung\n",
"56/210\n",
"lung ~ elevation + smoking + metro + education + obesity + male\n",
"57/210\n",
"lung ~ elevation + smoking + metro + education + obesity + radon\n",
"58/210\n",
"lung ~ elevation + smoking + metro + education + obesity + particulate\n",
"59/210\n",
"lung ~ elevation + smoking + metro + education + no_lung + male\n",
"60/210\n",
"lung ~ elevation + smoking + metro + education + no_lung + radon\n",
"61/210\n",
"lung ~ elevation + smoking + metro + education + no_lung + particulate\n",
"62/210\n",
"lung ~ elevation + smoking + metro + education + male + radon\n",
"63/210\n",
"lung ~ elevation + smoking + metro + education + male + particulate\n",
"64/210\n",
"lung ~ elevation + smoking + metro + education + radon + particulate\n",
"65/210\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung\n",
"66/210\n",
"lung ~ elevation + smoking + metro + income + obesity + male\n",
"67/210\n",
"lung ~ elevation + smoking + metro + income + obesity + radon\n",
"68/210\n",
"lung ~ elevation + smoking + metro + income + obesity + particulate\n",
"69/210\n",
"lung ~ elevation + smoking + metro + income + no_lung + male\n",
"70/210\n",
"lung ~ elevation + smoking + metro + income + no_lung + radon\n",
"71/210\n",
"lung ~ elevation + smoking + metro + income + no_lung + particulate\n",
"72/210\n",
"lung ~ elevation + smoking + metro + income + male + radon\n",
"73/210\n",
"lung ~ elevation + smoking + metro + income + male + particulate\n",
"74/210\n",
"lung ~ elevation + smoking + metro + income + radon + particulate\n",
"75/210\n",
"lung ~ elevation + smoking + metro + obesity + no_lung + male\n",
"76/210\n",
"lung ~ elevation + smoking + metro + obesity + no_lung + radon\n",
"77/210\n",
"lung ~ elevation + smoking + metro + obesity + no_lung + particulate\n",
"78/210\n",
"lung ~ elevation + smoking + metro + obesity + male + radon\n",
"79/210\n",
"lung ~ elevation + smoking + metro + obesity + male + particulate\n",
"80/210\n",
"lung ~ elevation + smoking + metro + obesity + radon + particulate\n",
"81/210\n",
"lung ~ elevation + smoking + metro + no_lung + male + radon\n",
"82/210\n",
"lung ~ elevation + smoking + metro + no_lung + male + particulate\n",
"83/210\n",
"lung ~ elevation + smoking + metro + no_lung + radon + particulate\n",
"84/210\n",
"lung ~ elevation + smoking + metro + male + radon + particulate\n",
"85/210\n",
"lung ~ elevation + smoking + white + black + education + income\n",
"86/210\n",
"lung ~ elevation + smoking + white + black + education + obesity\n",
"87/210\n",
"lung ~ elevation + smoking + white + black + education + no_lung\n",
"88/210\n",
"lung ~ elevation + smoking + white + black + education + male\n",
"89/210\n",
"lung ~ elevation + smoking + white + black + education + radon\n",
"90/210\n",
"lung ~ elevation + smoking + white + black + education + particulate\n",
"91/210\n",
"lung ~ elevation + smoking + white + black + income + obesity\n",
"92/210\n",
"lung ~ elevation + smoking + white + black + income + no_lung\n",
"93/210\n",
"lung ~ elevation + smoking + white + black + income + male\n",
"94/210\n",
"lung ~ elevation + smoking + white + black + income + radon\n",
"95/210\n",
"lung ~ elevation + smoking + white + black + income + particulate\n",
"96/210\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung\n",
"97/210\n",
"lung ~ elevation + smoking + white + black + obesity + male\n",
"98/210\n",
"lung ~ elevation + smoking + white + black + obesity + radon\n",
"99/210\n",
"lung ~ elevation + smoking + white + black + obesity + particulate\n",
"100/210\n",
"lung ~ elevation + smoking + white + black + no_lung + male\n",
"101/210\n",
"lung ~ elevation + smoking + white + black + no_lung + radon\n",
"102/210\n",
"lung ~ elevation + smoking + white + black + no_lung + particulate\n",
"103/210\n",
"lung ~ elevation + smoking + white + black + male + radon\n",
"104/210\n",
"lung ~ elevation + smoking + white + black + male + particulate\n",
"105/210\n",
"lung ~ elevation + smoking + white + black + radon + particulate\n",
"106/210\n",
"lung ~ elevation + smoking + white + education + income + obesity\n",
"107/210\n",
"lung ~ elevation + smoking + white + education + income + no_lung\n",
"108/210\n",
"lung ~ elevation + smoking + white + education + income + male\n",
"109/210\n",
"lung ~ elevation + smoking + white + education + income + radon\n",
"110/210\n",
"lung ~ elevation + smoking + white + education + income + particulate\n",
"111/210\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung\n",
"112/210\n",
"lung ~ elevation + smoking + white + education + obesity + male\n",
"113/210\n",
"lung ~ elevation + smoking + white + education + obesity + radon\n",
"114/210\n",
"lung ~ elevation + smoking + white + education + obesity + particulate\n",
"115/210\n",
"lung ~ elevation + smoking + white + education + no_lung + male\n",
"116/210\n",
"lung ~ elevation + smoking + white + education + no_lung + radon\n",
"117/210\n",
"lung ~ elevation + smoking + white + education + no_lung + particulate\n",
"118/210\n",
"lung ~ elevation + smoking + white + education + male + radon\n",
"119/210\n",
"lung ~ elevation + smoking + white + education + male + particulate\n",
"120/210\n",
"lung ~ elevation + smoking + white + education + radon + particulate\n",
"121/210\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung\n",
"122/210\n",
"lung ~ elevation + smoking + white + income + obesity + male\n",
"123/210\n",
"lung ~ elevation + smoking + white + income + obesity + radon\n",
"124/210\n",
"lung ~ elevation + smoking + white + income + obesity + particulate\n",
"125/210\n",
"lung ~ elevation + smoking + white + income + no_lung + male\n",
"126/210\n",
"lung ~ elevation + smoking + white + income + no_lung + radon\n",
"127/210\n",
"lung ~ elevation + smoking + white + income + no_lung + particulate\n",
"128/210\n",
"lung ~ elevation + smoking + white + income + male + radon\n",
"129/210\n",
"lung ~ elevation + smoking + white + income + male + particulate\n",
"130/210\n",
"lung ~ elevation + smoking + white + income + radon + particulate\n",
"131/210\n",
"lung ~ elevation + smoking + white + obesity + no_lung + male\n",
"132/210\n",
"lung ~ elevation + smoking + white + obesity + no_lung + radon\n",
"133/210\n",
"lung ~ elevation + smoking + white + obesity + no_lung + particulate\n",
"134/210\n",
"lung ~ elevation + smoking + white + obesity + male + radon\n",
"135/210\n",
"lung ~ elevation + smoking + white + obesity + male + particulate\n",
"136/210\n",
"lung ~ elevation + smoking + white + obesity + radon + particulate\n",
"137/210\n",
"lung ~ elevation + smoking + white + no_lung + male + radon\n",
"138/210\n",
"lung ~ elevation + smoking + white + no_lung + male + particulate\n",
"139/210\n",
"lung ~ elevation + smoking + white + no_lung + radon + particulate\n",
"140/210\n",
"lung ~ elevation + smoking + white + male + radon + particulate\n",
"141/210\n",
"lung ~ elevation + smoking + black + education + income + obesity\n",
"142/210\n",
"lung ~ elevation + smoking + black + education + income + no_lung\n",
"143/210\n",
"lung ~ elevation + smoking + black + education + income + male\n",
"144/210\n",
"lung ~ elevation + smoking + black + education + income + radon\n",
"145/210\n",
"lung ~ elevation + smoking + black + education + income + particulate\n",
"146/210\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung\n",
"147/210\n",
"lung ~ elevation + smoking + black + education + obesity + male\n",
"148/210\n",
"lung ~ elevation + smoking + black + education + obesity + radon\n",
"149/210\n",
"lung ~ elevation + smoking + black + education + obesity + particulate\n",
"150/210\n",
"lung ~ elevation + smoking + black + education + no_lung + male\n",
"151/210\n",
"lung ~ elevation + smoking + black + education + no_lung + radon\n",
"152/210\n",
"lung ~ elevation + smoking + black + education + no_lung + particulate\n",
"153/210\n",
"lung ~ elevation + smoking + black + education + male + radon\n",
"154/210\n",
"lung ~ elevation + smoking + black + education + male + particulate\n",
"155/210\n",
"lung ~ elevation + smoking + black + education + radon + particulate\n",
"156/210\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung\n",
"157/210\n",
"lung ~ elevation + smoking + black + income + obesity + male\n",
"158/210\n",
"lung ~ elevation + smoking + black + income + obesity + radon\n",
"159/210\n",
"lung ~ elevation + smoking + black + income + obesity + particulate\n",
"160/210\n",
"lung ~ elevation + smoking + black + income + no_lung + male\n",
"161/210\n",
"lung ~ elevation + smoking + black + income + no_lung + radon\n",
"162/210\n",
"lung ~ elevation + smoking + black + income + no_lung + particulate\n",
"163/210\n",
"lung ~ elevation + smoking + black + income + male + radon\n",
"164/210\n",
"lung ~ elevation + smoking + black + income + male + particulate\n",
"165/210\n",
"lung ~ elevation + smoking + black + income + radon + particulate\n",
"166/210\n",
"lung ~ elevation + smoking + black + obesity + no_lung + male\n",
"167/210\n",
"lung ~ elevation + smoking + black + obesity + no_lung + radon\n",
"168/210\n",
"lung ~ elevation + smoking + black + obesity + no_lung + particulate\n",
"169/210\n",
"lung ~ elevation + smoking + black + obesity + male + radon\n",
"170/210\n",
"lung ~ elevation + smoking + black + obesity + male + particulate\n",
"171/210\n",
"lung ~ elevation + smoking + black + obesity + radon + particulate\n",
"172/210\n",
"lung ~ elevation + smoking + black + no_lung + male + radon\n",
"173/210\n",
"lung ~ elevation + smoking + black + no_lung + male + particulate\n",
"174/210\n",
"lung ~ elevation + smoking + black + no_lung + radon + particulate\n",
"175/210\n",
"lung ~ elevation + smoking + black + male + radon + particulate\n",
"176/210\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung\n",
"177/210\n",
"lung ~ elevation + smoking + education + income + obesity + male\n",
"178/210\n",
"lung ~ elevation + smoking + education + income + obesity + radon\n",
"179/210\n",
"lung ~ elevation + smoking + education + income + obesity + particulate\n",
"180/210\n",
"lung ~ elevation + smoking + education + income + no_lung + male\n",
"181/210\n",
"lung ~ elevation + smoking + education + income + no_lung + radon\n",
"182/210\n",
"lung ~ elevation + smoking + education + income + no_lung + particulate\n",
"183/210\n",
"lung ~ elevation + smoking + education + income + male + radon\n",
"184/210\n",
"lung ~ elevation + smoking + education + income + male + particulate\n",
"185/210\n",
"lung ~ elevation + smoking + education + income + radon + particulate\n",
"186/210\n",
"lung ~ elevation + smoking + education + obesity + no_lung + \n",
" male\n",
"187/210\n",
"lung ~ elevation + smoking + education + obesity + no_lung + \n",
" radon\n",
"188/210\n",
"lung ~ elevation + smoking + education + obesity + no_lung + \n",
" particulate\n",
"189/210\n",
"lung ~ elevation + smoking + education + obesity + male + radon\n",
"190/210\n",
"lung ~ elevation + smoking + education + obesity + male + particulate\n",
"191/210\n",
"lung ~ elevation + smoking + education + obesity + radon + particulate\n",
"192/210\n",
"lung ~ elevation + smoking + education + no_lung + male + radon\n",
"193/210\n",
"lung ~ elevation + smoking + education + no_lung + male + particulate\n",
"194/210\n",
"lung ~ elevation + smoking + education + no_lung + radon + particulate\n",
"195/210\n",
"lung ~ elevation + smoking + education + male + radon + particulate\n",
"196/210\n",
"lung ~ elevation + smoking + income + obesity + no_lung + male\n",
"197/210\n",
"lung ~ elevation + smoking + income + obesity + no_lung + radon\n",
"198/210\n",
"lung ~ elevation + smoking + income + obesity + no_lung + particulate\n",
"199/210\n",
"lung ~ elevation + smoking + income + obesity + male + radon\n",
"200/210\n",
"lung ~ elevation + smoking + income + obesity + male + particulate\n",
"201/210\n",
"lung ~ elevation + smoking + income + obesity + radon + particulate\n",
"202/210\n",
"lung ~ elevation + smoking + income + no_lung + male + radon\n",
"203/210\n",
"lung ~ elevation + smoking + income + no_lung + male + particulate\n",
"204/210\n",
"lung ~ elevation + smoking + income + no_lung + radon + particulate\n",
"205/210\n",
"lung ~ elevation + smoking + income + male + radon + particulate\n",
"206/210\n",
"lung ~ elevation + smoking + obesity + no_lung + male + radon\n",
"207/210\n",
"lung ~ elevation + smoking + obesity + no_lung + male + particulate\n",
"208/210\n",
"lung ~ elevation + smoking + obesity + no_lung + radon + particulate\n",
"209/210\n",
"lung ~ elevation + smoking + obesity + male + radon + particulate\n",
"210/210\n",
"lung ~ elevation + smoking + no_lung + male + radon + particulate\n",
"[1] \"elevation\"\n",
"1/252\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income\n",
"2/252\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity\n",
"3/252\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung\n",
"4/252\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" male\n",
"5/252\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" radon\n",
"6/252\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" particulate\n",
"7/252\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity\n",
"8/252\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung\n",
"9/252\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" male\n",
"10/252\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" radon\n",
"11/252\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" particulate\n",
"12/252\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung\n",
"13/252\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" male\n",
"14/252\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" radon\n",
"15/252\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" particulate\n",
"16/252\n",
"lung ~ elevation + smoking + metro + white + black + no_lung + \n",
" male\n",
"17/252\n",
"lung ~ elevation + smoking + metro + white + black + no_lung + \n",
" radon\n",
"18/252\n",
"lung ~ elevation + smoking + metro + white + black + no_lung + \n",
" particulate\n",
"19/252\n",
"lung ~ elevation + smoking + metro + white + black + male + radon\n",
"20/252\n",
"lung ~ elevation + smoking + metro + white + black + male + particulate\n",
"21/252\n",
"lung ~ elevation + smoking + metro + white + black + radon + \n",
" particulate\n",
"22/252\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity\n",
"23/252\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung\n",
"24/252\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" male\n",
"25/252\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" radon\n",
"26/252\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" particulate\n",
"27/252\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung\n",
"28/252\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" male\n",
"29/252\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" radon\n",
"30/252\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" particulate\n",
"31/252\n",
"lung ~ elevation + smoking + metro + white + education + no_lung + \n",
" male\n",
"32/252\n",
"lung ~ elevation + smoking + metro + white + education + no_lung + \n",
" radon\n",
"33/252\n",
"lung ~ elevation + smoking + metro + white + education + no_lung + \n",
" particulate\n",
"34/252\n",
"lung ~ elevation + smoking + metro + white + education + male + \n",
" radon\n",
"35/252\n",
"lung ~ elevation + smoking + metro + white + education + male + \n",
" particulate\n",
"36/252\n",
"lung ~ elevation + smoking + metro + white + education + radon + \n",
" particulate\n",
"37/252\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung\n",
"38/252\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" male\n",
"39/252\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" radon\n",
"40/252\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" particulate\n",
"41/252\n",
"lung ~ elevation + smoking + metro + white + income + no_lung + \n",
" male\n",
"42/252\n",
"lung ~ elevation + smoking + metro + white + income + no_lung + \n",
" radon\n",
"43/252\n",
"lung ~ elevation + smoking + metro + white + income + no_lung + \n",
" particulate\n",
"44/252\n",
"lung ~ elevation + smoking + metro + white + income + male + \n",
" radon\n",
"45/252\n",
"lung ~ elevation + smoking + metro + white + income + male + \n",
" particulate\n",
"46/252\n",
"lung ~ elevation + smoking + metro + white + income + radon + \n",
" particulate\n",
"47/252\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung + \n",
" male\n",
"48/252\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung + \n",
" radon\n",
"49/252\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung + \n",
" particulate\n",
"50/252\n",
"lung ~ elevation + smoking + metro + white + obesity + male + \n",
" radon\n",
"51/252\n",
"lung ~ elevation + smoking + metro + white + obesity + male + \n",
" particulate\n",
"52/252\n",
"lung ~ elevation + smoking + metro + white + obesity + radon + \n",
" particulate\n",
"53/252\n",
"lung ~ elevation + smoking + metro + white + no_lung + male + \n",
" radon\n",
"54/252\n",
"lung ~ elevation + smoking + metro + white + no_lung + male + \n",
" particulate\n",
"55/252\n",
"lung ~ elevation + smoking + metro + white + no_lung + radon + \n",
" particulate\n",
"56/252\n",
"lung ~ elevation + smoking + metro + white + male + radon + particulate\n",
"57/252\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity\n",
"58/252\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung\n",
"59/252\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" male\n",
"60/252\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" radon\n",
"61/252\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" particulate\n",
"62/252\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung\n",
"63/252\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" male\n",
"64/252\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" radon\n",
"65/252\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" particulate\n",
"66/252\n",
"lung ~ elevation + smoking + metro + black + education + no_lung + \n",
" male\n",
"67/252\n",
"lung ~ elevation + smoking + metro + black + education + no_lung + \n",
" radon\n",
"68/252\n",
"lung ~ elevation + smoking + metro + black + education + no_lung + \n",
" particulate\n",
"69/252\n",
"lung ~ elevation + smoking + metro + black + education + male + \n",
" radon\n",
"70/252\n",
"lung ~ elevation + smoking + metro + black + education + male + \n",
" particulate\n",
"71/252\n",
"lung ~ elevation + smoking + metro + black + education + radon + \n",
" particulate\n",
"72/252\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung\n",
"73/252\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" male\n",
"74/252\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" radon\n",
"75/252\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" particulate\n",
"76/252\n",
"lung ~ elevation + smoking + metro + black + income + no_lung + \n",
" male\n",
"77/252\n",
"lung ~ elevation + smoking + metro + black + income + no_lung + \n",
" radon\n",
"78/252\n",
"lung ~ elevation + smoking + metro + black + income + no_lung + \n",
" particulate\n",
"79/252\n",
"lung ~ elevation + smoking + metro + black + income + male + \n",
" radon\n",
"80/252\n",
"lung ~ elevation + smoking + metro + black + income + male + \n",
" particulate\n",
"81/252\n",
"lung ~ elevation + smoking + metro + black + income + radon + \n",
" particulate\n",
"82/252\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung + \n",
" male\n",
"83/252\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung + \n",
" radon\n",
"84/252\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung + \n",
" particulate\n",
"85/252\n",
"lung ~ elevation + smoking + metro + black + obesity + male + \n",
" radon\n",
"86/252\n",
"lung ~ elevation + smoking + metro + black + obesity + male + \n",
" particulate\n",
"87/252\n",
"lung ~ elevation + smoking + metro + black + obesity + radon + \n",
" particulate\n",
"88/252\n",
"lung ~ elevation + smoking + metro + black + no_lung + male + \n",
" radon\n",
"89/252\n",
"lung ~ elevation + smoking + metro + black + no_lung + male + \n",
" particulate\n",
"90/252\n",
"lung ~ elevation + smoking + metro + black + no_lung + radon + \n",
" particulate\n",
"91/252\n",
"lung ~ elevation + smoking + metro + black + male + radon + particulate\n",
"92/252\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung\n",
"93/252\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" male\n",
"94/252\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" radon\n",
"95/252\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" particulate\n",
"96/252\n",
"lung ~ elevation + smoking + metro + education + income + no_lung + \n",
" male\n",
"97/252\n",
"lung ~ elevation + smoking + metro + education + income + no_lung + \n",
" radon\n",
"98/252\n",
"lung ~ elevation + smoking + metro + education + income + no_lung + \n",
" particulate\n",
"99/252\n",
"lung ~ elevation + smoking + metro + education + income + male + \n",
" radon\n",
"100/252\n",
"lung ~ elevation + smoking + metro + education + income + male + \n",
" particulate\n",
"101/252\n",
"lung ~ elevation + smoking + metro + education + income + radon + \n",
" particulate\n",
"102/252\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung + \n",
" male\n",
"103/252\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung + \n",
" radon\n",
"104/252\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung + \n",
" particulate\n",
"105/252\n",
"lung ~ elevation + smoking + metro + education + obesity + male + \n",
" radon\n",
"106/252\n",
"lung ~ elevation + smoking + metro + education + obesity + male + \n",
" particulate\n",
"107/252\n",
"lung ~ elevation + smoking + metro + education + obesity + radon + \n",
" particulate\n",
"108/252\n",
"lung ~ elevation + smoking + metro + education + no_lung + male + \n",
" radon\n",
"109/252\n",
"lung ~ elevation + smoking + metro + education + no_lung + male + \n",
" particulate\n",
"110/252\n",
"lung ~ elevation + smoking + metro + education + no_lung + radon + \n",
" particulate\n",
"111/252\n",
"lung ~ elevation + smoking + metro + education + male + radon + \n",
" particulate\n",
"112/252\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung + \n",
" male\n",
"113/252\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung + \n",
" radon\n",
"114/252\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung + \n",
" particulate\n",
"115/252\n",
"lung ~ elevation + smoking + metro + income + obesity + male + \n",
" radon\n",
"116/252\n",
"lung ~ elevation + smoking + metro + income + obesity + male + \n",
" particulate\n",
"117/252\n",
"lung ~ elevation + smoking + metro + income + obesity + radon + \n",
" particulate\n",
"118/252\n",
"lung ~ elevation + smoking + metro + income + no_lung + male + \n",
" radon\n",
"119/252\n",
"lung ~ elevation + smoking + metro + income + no_lung + male + \n",
" particulate\n",
"120/252\n",
"lung ~ elevation + smoking + metro + income + no_lung + radon + \n",
" particulate\n",
"121/252\n",
"lung ~ elevation + smoking + metro + income + male + radon + \n",
" particulate\n",
"122/252\n",
"lung ~ elevation + smoking + metro + obesity + no_lung + male + \n",
" radon\n",
"123/252\n",
"lung ~ elevation + smoking + metro + obesity + no_lung + male + \n",
" particulate\n",
"124/252\n",
"lung ~ elevation + smoking + metro + obesity + no_lung + radon + \n",
" particulate\n",
"125/252\n",
"lung ~ elevation + smoking + metro + obesity + male + radon + \n",
" particulate\n",
"126/252\n",
"lung ~ elevation + smoking + metro + no_lung + male + radon + \n",
" particulate\n",
"127/252\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity\n",
"128/252\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung\n",
"129/252\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" male\n",
"130/252\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" radon\n",
"131/252\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" particulate\n",
"132/252\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung\n",
"133/252\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" male\n",
"134/252\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" radon\n",
"135/252\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" particulate\n",
"136/252\n",
"lung ~ elevation + smoking + white + black + education + no_lung + \n",
" male\n",
"137/252\n",
"lung ~ elevation + smoking + white + black + education + no_lung + \n",
" radon\n",
"138/252\n",
"lung ~ elevation + smoking + white + black + education + no_lung + \n",
" particulate\n",
"139/252\n",
"lung ~ elevation + smoking + white + black + education + male + \n",
" radon\n",
"140/252\n",
"lung ~ elevation + smoking + white + black + education + male + \n",
" particulate\n",
"141/252\n",
"lung ~ elevation + smoking + white + black + education + radon + \n",
" particulate\n",
"142/252\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung\n",
"143/252\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" male\n",
"144/252\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" radon\n",
"145/252\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" particulate\n",
"146/252\n",
"lung ~ elevation + smoking + white + black + income + no_lung + \n",
" male\n",
"147/252\n",
"lung ~ elevation + smoking + white + black + income + no_lung + \n",
" radon\n",
"148/252\n",
"lung ~ elevation + smoking + white + black + income + no_lung + \n",
" particulate\n",
"149/252\n",
"lung ~ elevation + smoking + white + black + income + male + \n",
" radon\n",
"150/252\n",
"lung ~ elevation + smoking + white + black + income + male + \n",
" particulate\n",
"151/252\n",
"lung ~ elevation + smoking + white + black + income + radon + \n",
" particulate\n",
"152/252\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung + \n",
" male\n",
"153/252\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung + \n",
" radon\n",
"154/252\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung + \n",
" particulate\n",
"155/252\n",
"lung ~ elevation + smoking + white + black + obesity + male + \n",
" radon\n",
"156/252\n",
"lung ~ elevation + smoking + white + black + obesity + male + \n",
" particulate\n",
"157/252\n",
"lung ~ elevation + smoking + white + black + obesity + radon + \n",
" particulate\n",
"158/252\n",
"lung ~ elevation + smoking + white + black + no_lung + male + \n",
" radon\n",
"159/252\n",
"lung ~ elevation + smoking + white + black + no_lung + male + \n",
" particulate\n",
"160/252\n",
"lung ~ elevation + smoking + white + black + no_lung + radon + \n",
" particulate\n",
"161/252\n",
"lung ~ elevation + smoking + white + black + male + radon + particulate\n",
"162/252\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung\n",
"163/252\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" male\n",
"164/252\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" radon\n",
"165/252\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" particulate\n",
"166/252\n",
"lung ~ elevation + smoking + white + education + income + no_lung + \n",
" male\n",
"167/252\n",
"lung ~ elevation + smoking + white + education + income + no_lung + \n",
" radon\n",
"168/252\n",
"lung ~ elevation + smoking + white + education + income + no_lung + \n",
" particulate\n",
"169/252\n",
"lung ~ elevation + smoking + white + education + income + male + \n",
" radon\n",
"170/252\n",
"lung ~ elevation + smoking + white + education + income + male + \n",
" particulate\n",
"171/252\n",
"lung ~ elevation + smoking + white + education + income + radon + \n",
" particulate\n",
"172/252\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung + \n",
" male\n",
"173/252\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung + \n",
" radon\n",
"174/252\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung + \n",
" particulate\n",
"175/252\n",
"lung ~ elevation + smoking + white + education + obesity + male + \n",
" radon\n",
"176/252\n",
"lung ~ elevation + smoking + white + education + obesity + male + \n",
" particulate\n",
"177/252\n",
"lung ~ elevation + smoking + white + education + obesity + radon + \n",
" particulate\n",
"178/252\n",
"lung ~ elevation + smoking + white + education + no_lung + male + \n",
" radon\n",
"179/252\n",
"lung ~ elevation + smoking + white + education + no_lung + male + \n",
" particulate\n",
"180/252\n",
"lung ~ elevation + smoking + white + education + no_lung + radon + \n",
" particulate\n",
"181/252\n",
"lung ~ elevation + smoking + white + education + male + radon + \n",
" particulate\n",
"182/252\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung + \n",
" male\n",
"183/252\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung + \n",
" radon\n",
"184/252\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung + \n",
" particulate\n",
"185/252\n",
"lung ~ elevation + smoking + white + income + obesity + male + \n",
" radon\n",
"186/252\n",
"lung ~ elevation + smoking + white + income + obesity + male + \n",
" particulate\n",
"187/252\n",
"lung ~ elevation + smoking + white + income + obesity + radon + \n",
" particulate\n",
"188/252\n",
"lung ~ elevation + smoking + white + income + no_lung + male + \n",
" radon\n",
"189/252\n",
"lung ~ elevation + smoking + white + income + no_lung + male + \n",
" particulate\n",
"190/252\n",
"lung ~ elevation + smoking + white + income + no_lung + radon + \n",
" particulate\n",
"191/252\n",
"lung ~ elevation + smoking + white + income + male + radon + \n",
" particulate\n",
"192/252\n",
"lung ~ elevation + smoking + white + obesity + no_lung + male + \n",
" radon\n",
"193/252\n",
"lung ~ elevation + smoking + white + obesity + no_lung + male + \n",
" particulate\n",
"194/252\n",
"lung ~ elevation + smoking + white + obesity + no_lung + radon + \n",
" particulate\n",
"195/252\n",
"lung ~ elevation + smoking + white + obesity + male + radon + \n",
" particulate\n",
"196/252\n",
"lung ~ elevation + smoking + white + no_lung + male + radon + \n",
" particulate\n",
"197/252\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung\n",
"198/252\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" male\n",
"199/252\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" radon\n",
"200/252\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" particulate\n",
"201/252\n",
"lung ~ elevation + smoking + black + education + income + no_lung + \n",
" male\n",
"202/252\n",
"lung ~ elevation + smoking + black + education + income + no_lung + \n",
" radon\n",
"203/252\n",
"lung ~ elevation + smoking + black + education + income + no_lung + \n",
" particulate\n",
"204/252\n",
"lung ~ elevation + smoking + black + education + income + male + \n",
" radon\n",
"205/252\n",
"lung ~ elevation + smoking + black + education + income + male + \n",
" particulate\n",
"206/252\n",
"lung ~ elevation + smoking + black + education + income + radon + \n",
" particulate\n",
"207/252\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung + \n",
" male\n",
"208/252\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung + \n",
" radon\n",
"209/252\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung + \n",
" particulate\n",
"210/252\n",
"lung ~ elevation + smoking + black + education + obesity + male + \n",
" radon\n",
"211/252\n",
"lung ~ elevation + smoking + black + education + obesity + male + \n",
" particulate\n",
"212/252\n",
"lung ~ elevation + smoking + black + education + obesity + radon + \n",
" particulate\n",
"213/252\n",
"lung ~ elevation + smoking + black + education + no_lung + male + \n",
" radon\n",
"214/252\n",
"lung ~ elevation + smoking + black + education + no_lung + male + \n",
" particulate\n",
"215/252\n",
"lung ~ elevation + smoking + black + education + no_lung + radon + \n",
" particulate\n",
"216/252\n",
"lung ~ elevation + smoking + black + education + male + radon + \n",
" particulate\n",
"217/252\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung + \n",
" male\n",
"218/252\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung + \n",
" radon\n",
"219/252\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung + \n",
" particulate\n",
"220/252\n",
"lung ~ elevation + smoking + black + income + obesity + male + \n",
" radon\n",
"221/252\n",
"lung ~ elevation + smoking + black + income + obesity + male + \n",
" particulate\n",
"222/252\n",
"lung ~ elevation + smoking + black + income + obesity + radon + \n",
" particulate\n",
"223/252\n",
"lung ~ elevation + smoking + black + income + no_lung + male + \n",
" radon\n",
"224/252\n",
"lung ~ elevation + smoking + black + income + no_lung + male + \n",
" particulate\n",
"225/252\n",
"lung ~ elevation + smoking + black + income + no_lung + radon + \n",
" particulate\n",
"226/252\n",
"lung ~ elevation + smoking + black + income + male + radon + \n",
" particulate\n",
"227/252\n",
"lung ~ elevation + smoking + black + obesity + no_lung + male + \n",
" radon\n",
"228/252\n",
"lung ~ elevation + smoking + black + obesity + no_lung + male + \n",
" particulate\n",
"229/252\n",
"lung ~ elevation + smoking + black + obesity + no_lung + radon + \n",
" particulate\n",
"230/252\n",
"lung ~ elevation + smoking + black + obesity + male + radon + \n",
" particulate\n",
"231/252\n",
"lung ~ elevation + smoking + black + no_lung + male + radon + \n",
" particulate\n",
"232/252\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung + \n",
" male\n",
"233/252\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung + \n",
" radon\n",
"234/252\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung + \n",
" particulate\n",
"235/252\n",
"lung ~ elevation + smoking + education + income + obesity + male + \n",
" radon\n",
"236/252\n",
"lung ~ elevation + smoking + education + income + obesity + male + \n",
" particulate\n",
"237/252\n",
"lung ~ elevation + smoking + education + income + obesity + radon + \n",
" particulate\n",
"238/252\n",
"lung ~ elevation + smoking + education + income + no_lung + male + \n",
" radon\n",
"239/252\n",
"lung ~ elevation + smoking + education + income + no_lung + male + \n",
" particulate\n",
"240/252\n",
"lung ~ elevation + smoking + education + income + no_lung + radon + \n",
" particulate\n",
"241/252\n",
"lung ~ elevation + smoking + education + income + male + radon + \n",
" particulate\n",
"242/252\n",
"lung ~ elevation + smoking + education + obesity + no_lung + \n",
" male + radon\n",
"243/252\n",
"lung ~ elevation + smoking + education + obesity + no_lung + \n",
" male + particulate\n",
"244/252\n",
"lung ~ elevation + smoking + education + obesity + no_lung + \n",
" radon + particulate\n",
"245/252\n",
"lung ~ elevation + smoking + education + obesity + male + radon + \n",
" particulate\n",
"246/252\n",
"lung ~ elevation + smoking + education + no_lung + male + radon + \n",
" particulate\n",
"247/252\n",
"lung ~ elevation + smoking + income + obesity + no_lung + male + \n",
" radon\n",
"248/252\n",
"lung ~ elevation + smoking + income + obesity + no_lung + male + \n",
" particulate\n",
"249/252\n",
"lung ~ elevation + smoking + income + obesity + no_lung + radon + \n",
" particulate\n",
"250/252\n",
"lung ~ elevation + smoking + income + obesity + male + radon + \n",
" particulate\n",
"251/252\n",
"lung ~ elevation + smoking + income + no_lung + male + radon + \n",
" particulate\n",
"252/252\n",
"lung ~ elevation + smoking + obesity + no_lung + male + radon + \n",
" particulate\n",
"[1] \"elevation\"\n",
"1/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity\n",
"2/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung\n",
"3/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + male\n",
"4/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + radon\n",
"5/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + particulate\n",
"6/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung\n",
"7/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + male\n",
"8/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + radon\n",
"9/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + particulate\n",
"10/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung + male\n",
"11/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung + radon\n",
"12/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung + particulate\n",
"13/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" male + radon\n",
"14/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" male + particulate\n",
"15/210\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" radon + particulate\n",
"16/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung\n",
"17/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + male\n",
"18/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + radon\n",
"19/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + particulate\n",
"20/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung + male\n",
"21/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung + radon\n",
"22/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung + particulate\n",
"23/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" male + radon\n",
"24/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" male + particulate\n",
"25/210\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" radon + particulate\n",
"26/210\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung + male\n",
"27/210\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung + radon\n",
"28/210\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung + particulate\n",
"29/210\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" male + radon\n",
"30/210\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" male + particulate\n",
"31/210\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" radon + particulate\n",
"32/210\n",
"lung ~ elevation + smoking + metro + white + black + no_lung + \n",
" male + radon\n",
"33/210\n",
"lung ~ elevation + smoking + metro + white + black + no_lung + \n",
" male + particulate\n",
"34/210\n",
"lung ~ elevation + smoking + metro + white + black + no_lung + \n",
" radon + particulate\n",
"35/210\n",
"lung ~ elevation + smoking + metro + white + black + male + radon + \n",
" particulate\n",
"36/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung\n",
"37/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + male\n",
"38/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + radon\n",
"39/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + particulate\n",
"40/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung + male\n",
"41/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung + radon\n",
"42/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung + particulate\n",
"43/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" male + radon\n",
"44/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" male + particulate\n",
"45/210\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" radon + particulate\n",
"46/210\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung + male\n",
"47/210\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung + radon\n",
"48/210\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung + particulate\n",
"49/210\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" male + radon\n",
"50/210\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" male + particulate\n",
"51/210\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" radon + particulate\n",
"52/210\n",
"lung ~ elevation + smoking + metro + white + education + no_lung + \n",
" male + radon\n",
"53/210\n",
"lung ~ elevation + smoking + metro + white + education + no_lung + \n",
" male + particulate\n",
"54/210\n",
"lung ~ elevation + smoking + metro + white + education + no_lung + \n",
" radon + particulate\n",
"55/210\n",
"lung ~ elevation + smoking + metro + white + education + male + \n",
" radon + particulate\n",
"56/210\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung + male\n",
"57/210\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung + radon\n",
"58/210\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung + particulate\n",
"59/210\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" male + radon\n",
"60/210\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" male + particulate\n",
"61/210\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" radon + particulate\n",
"62/210\n",
"lung ~ elevation + smoking + metro + white + income + no_lung + \n",
" male + radon\n",
"63/210\n",
"lung ~ elevation + smoking + metro + white + income + no_lung + \n",
" male + particulate\n",
"64/210\n",
"lung ~ elevation + smoking + metro + white + income + no_lung + \n",
" radon + particulate\n",
"65/210\n",
"lung ~ elevation + smoking + metro + white + income + male + \n",
" radon + particulate\n",
"66/210\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung + \n",
" male + radon\n",
"67/210\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung + \n",
" male + particulate\n",
"68/210\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung + \n",
" radon + particulate\n",
"69/210\n",
"lung ~ elevation + smoking + metro + white + obesity + male + \n",
" radon + particulate\n",
"70/210\n",
"lung ~ elevation + smoking + metro + white + no_lung + male + \n",
" radon + particulate\n",
"71/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung\n",
"72/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + male\n",
"73/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + radon\n",
"74/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + particulate\n",
"75/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung + male\n",
"76/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung + radon\n",
"77/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung + particulate\n",
"78/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" male + radon\n",
"79/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" male + particulate\n",
"80/210\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" radon + particulate\n",
"81/210\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung + male\n",
"82/210\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung + radon\n",
"83/210\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung + particulate\n",
"84/210\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" male + radon\n",
"85/210\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" male + particulate\n",
"86/210\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" radon + particulate\n",
"87/210\n",
"lung ~ elevation + smoking + metro + black + education + no_lung + \n",
" male + radon\n",
"88/210\n",
"lung ~ elevation + smoking + metro + black + education + no_lung + \n",
" male + particulate\n",
"89/210\n",
"lung ~ elevation + smoking + metro + black + education + no_lung + \n",
" radon + particulate\n",
"90/210\n",
"lung ~ elevation + smoking + metro + black + education + male + \n",
" radon + particulate\n",
"91/210\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung + male\n",
"92/210\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung + radon\n",
"93/210\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung + particulate\n",
"94/210\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" male + radon\n",
"95/210\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" male + particulate\n",
"96/210\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" radon + particulate\n",
"97/210\n",
"lung ~ elevation + smoking + metro + black + income + no_lung + \n",
" male + radon\n",
"98/210\n",
"lung ~ elevation + smoking + metro + black + income + no_lung + \n",
" male + particulate\n",
"99/210\n",
"lung ~ elevation + smoking + metro + black + income + no_lung + \n",
" radon + particulate\n",
"100/210\n",
"lung ~ elevation + smoking + metro + black + income + male + \n",
" radon + particulate\n",
"101/210\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung + \n",
" male + radon\n",
"102/210\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung + \n",
" male + particulate\n",
"103/210\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung + \n",
" radon + particulate\n",
"104/210\n",
"lung ~ elevation + smoking + metro + black + obesity + male + \n",
" radon + particulate\n",
"105/210\n",
"lung ~ elevation + smoking + metro + black + no_lung + male + \n",
" radon + particulate\n",
"106/210\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung + male\n",
"107/210\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung + radon\n",
"108/210\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung + particulate\n",
"109/210\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" male + radon\n",
"110/210\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" male + particulate\n",
"111/210\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" radon + particulate\n",
"112/210\n",
"lung ~ elevation + smoking + metro + education + income + no_lung + \n",
" male + radon\n",
"113/210\n",
"lung ~ elevation + smoking + metro + education + income + no_lung + \n",
" male + particulate\n",
"114/210\n",
"lung ~ elevation + smoking + metro + education + income + no_lung + \n",
" radon + particulate\n",
"115/210\n",
"lung ~ elevation + smoking + metro + education + income + male + \n",
" radon + particulate\n",
"116/210\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung + \n",
" male + radon\n",
"117/210\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung + \n",
" male + particulate\n",
"118/210\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung + \n",
" radon + particulate\n",
"119/210\n",
"lung ~ elevation + smoking + metro + education + obesity + male + \n",
" radon + particulate\n",
"120/210\n",
"lung ~ elevation + smoking + metro + education + no_lung + male + \n",
" radon + particulate\n",
"121/210\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung + \n",
" male + radon\n",
"122/210\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung + \n",
" male + particulate\n",
"123/210\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung + \n",
" radon + particulate\n",
"124/210\n",
"lung ~ elevation + smoking + metro + income + obesity + male + \n",
" radon + particulate\n",
"125/210\n",
"lung ~ elevation + smoking + metro + income + no_lung + male + \n",
" radon + particulate\n",
"126/210\n",
"lung ~ elevation + smoking + metro + obesity + no_lung + male + \n",
" radon + particulate\n",
"127/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung\n",
"128/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + male\n",
"129/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + radon\n",
"130/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + particulate\n",
"131/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung + male\n",
"132/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung + radon\n",
"133/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung + particulate\n",
"134/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" male + radon\n",
"135/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" male + particulate\n",
"136/210\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" radon + particulate\n",
"137/210\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung + male\n",
"138/210\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung + radon\n",
"139/210\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung + particulate\n",
"140/210\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" male + radon\n",
"141/210\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" male + particulate\n",
"142/210\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" radon + particulate\n",
"143/210\n",
"lung ~ elevation + smoking + white + black + education + no_lung + \n",
" male + radon\n",
"144/210\n",
"lung ~ elevation + smoking + white + black + education + no_lung + \n",
" male + particulate\n",
"145/210\n",
"lung ~ elevation + smoking + white + black + education + no_lung + \n",
" radon + particulate\n",
"146/210\n",
"lung ~ elevation + smoking + white + black + education + male + \n",
" radon + particulate\n",
"147/210\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung + male\n",
"148/210\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung + radon\n",
"149/210\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung + particulate\n",
"150/210\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" male + radon\n",
"151/210\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" male + particulate\n",
"152/210\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" radon + particulate\n",
"153/210\n",
"lung ~ elevation + smoking + white + black + income + no_lung + \n",
" male + radon\n",
"154/210\n",
"lung ~ elevation + smoking + white + black + income + no_lung + \n",
" male + particulate\n",
"155/210\n",
"lung ~ elevation + smoking + white + black + income + no_lung + \n",
" radon + particulate\n",
"156/210\n",
"lung ~ elevation + smoking + white + black + income + male + \n",
" radon + particulate\n",
"157/210\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung + \n",
" male + radon\n",
"158/210\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung + \n",
" male + particulate\n",
"159/210\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung + \n",
" radon + particulate\n",
"160/210\n",
"lung ~ elevation + smoking + white + black + obesity + male + \n",
" radon + particulate\n",
"161/210\n",
"lung ~ elevation + smoking + white + black + no_lung + male + \n",
" radon + particulate\n",
"162/210\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung + male\n",
"163/210\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung + radon\n",
"164/210\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung + particulate\n",
"165/210\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" male + radon\n",
"166/210\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" male + particulate\n",
"167/210\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" radon + particulate\n",
"168/210\n",
"lung ~ elevation + smoking + white + education + income + no_lung + \n",
" male + radon\n",
"169/210\n",
"lung ~ elevation + smoking + white + education + income + no_lung + \n",
" male + particulate\n",
"170/210\n",
"lung ~ elevation + smoking + white + education + income + no_lung + \n",
" radon + particulate\n",
"171/210\n",
"lung ~ elevation + smoking + white + education + income + male + \n",
" radon + particulate\n",
"172/210\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung + \n",
" male + radon\n",
"173/210\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung + \n",
" male + particulate\n",
"174/210\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung + \n",
" radon + particulate\n",
"175/210\n",
"lung ~ elevation + smoking + white + education + obesity + male + \n",
" radon + particulate\n",
"176/210\n",
"lung ~ elevation + smoking + white + education + no_lung + male + \n",
" radon + particulate\n",
"177/210\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung + \n",
" male + radon\n",
"178/210\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung + \n",
" male + particulate\n",
"179/210\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung + \n",
" radon + particulate\n",
"180/210\n",
"lung ~ elevation + smoking + white + income + obesity + male + \n",
" radon + particulate\n",
"181/210\n",
"lung ~ elevation + smoking + white + income + no_lung + male + \n",
" radon + particulate\n",
"182/210\n",
"lung ~ elevation + smoking + white + obesity + no_lung + male + \n",
" radon + particulate\n",
"183/210\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung + male\n",
"184/210\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung + radon\n",
"185/210\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung + particulate\n",
"186/210\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" male + radon\n",
"187/210\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" male + particulate\n",
"188/210\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" radon + particulate\n",
"189/210\n",
"lung ~ elevation + smoking + black + education + income + no_lung + \n",
" male + radon\n",
"190/210\n",
"lung ~ elevation + smoking + black + education + income + no_lung + \n",
" male + particulate\n",
"191/210\n",
"lung ~ elevation + smoking + black + education + income + no_lung + \n",
" radon + particulate\n",
"192/210\n",
"lung ~ elevation + smoking + black + education + income + male + \n",
" radon + particulate\n",
"193/210\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung + \n",
" male + radon\n",
"194/210\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung + \n",
" male + particulate\n",
"195/210\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung + \n",
" radon + particulate\n",
"196/210\n",
"lung ~ elevation + smoking + black + education + obesity + male + \n",
" radon + particulate\n",
"197/210\n",
"lung ~ elevation + smoking + black + education + no_lung + male + \n",
" radon + particulate\n",
"198/210\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung + \n",
" male + radon\n",
"199/210\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung + \n",
" male + particulate\n",
"200/210\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung + \n",
" radon + particulate\n",
"201/210\n",
"lung ~ elevation + smoking + black + income + obesity + male + \n",
" radon + particulate\n",
"202/210\n",
"lung ~ elevation + smoking + black + income + no_lung + male + \n",
" radon + particulate\n",
"203/210\n",
"lung ~ elevation + smoking + black + obesity + no_lung + male + \n",
" radon + particulate\n",
"204/210\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung + \n",
" male + radon\n",
"205/210\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung + \n",
" male + particulate\n",
"206/210\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung + \n",
" radon + particulate\n",
"207/210\n",
"lung ~ elevation + smoking + education + income + obesity + male + \n",
" radon + particulate\n",
"208/210\n",
"lung ~ elevation + smoking + education + income + no_lung + male + \n",
" radon + particulate\n",
"209/210\n",
"lung ~ elevation + smoking + education + obesity + no_lung + \n",
" male + radon + particulate\n",
"210/210\n",
"lung ~ elevation + smoking + income + obesity + no_lung + male + \n",
" radon + particulate\n",
"[1] \"elevation\"\n",
"1/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + no_lung\n",
"2/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + male\n",
"3/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + radon\n",
"4/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + particulate\n",
"5/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung + male\n",
"6/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung + radon\n",
"7/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung + particulate\n",
"8/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + male + radon\n",
"9/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + male + particulate\n",
"10/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + radon + particulate\n",
"11/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung + male\n",
"12/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung + radon\n",
"13/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung + particulate\n",
"14/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + male + radon\n",
"15/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + male + particulate\n",
"16/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + radon + particulate\n",
"17/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung + male + radon\n",
"18/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung + male + particulate\n",
"19/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung + radon + particulate\n",
"20/120\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" male + radon + particulate\n",
"21/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung + male\n",
"22/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung + radon\n",
"23/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung + particulate\n",
"24/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + male + radon\n",
"25/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + male + particulate\n",
"26/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + radon + particulate\n",
"27/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung + male + radon\n",
"28/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung + male + particulate\n",
"29/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung + radon + particulate\n",
"30/120\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" male + radon + particulate\n",
"31/120\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung + male + radon\n",
"32/120\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung + male + particulate\n",
"33/120\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung + radon + particulate\n",
"34/120\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" male + radon + particulate\n",
"35/120\n",
"lung ~ elevation + smoking + metro + white + black + no_lung + \n",
" male + radon + particulate\n",
"36/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung + male\n",
"37/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung + radon\n",
"38/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung + particulate\n",
"39/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + male + radon\n",
"40/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + male + particulate\n",
"41/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + radon + particulate\n",
"42/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung + male + radon\n",
"43/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung + male + particulate\n",
"44/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung + radon + particulate\n",
"45/120\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" male + radon + particulate\n",
"46/120\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung + male + radon\n",
"47/120\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung + male + particulate\n",
"48/120\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung + radon + particulate\n",
"49/120\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" male + radon + particulate\n",
"50/120\n",
"lung ~ elevation + smoking + metro + white + education + no_lung + \n",
" male + radon + particulate\n",
"51/120\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung + male + radon\n",
"52/120\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung + male + particulate\n",
"53/120\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung + radon + particulate\n",
"54/120\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" male + radon + particulate\n",
"55/120\n",
"lung ~ elevation + smoking + metro + white + income + no_lung + \n",
" male + radon + particulate\n",
"56/120\n",
"lung ~ elevation + smoking + metro + white + obesity + no_lung + \n",
" male + radon + particulate\n",
"57/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung + male\n",
"58/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung + radon\n",
"59/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung + particulate\n",
"60/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + male + radon\n",
"61/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + male + particulate\n",
"62/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + radon + particulate\n",
"63/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung + male + radon\n",
"64/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung + male + particulate\n",
"65/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung + radon + particulate\n",
"66/120\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" male + radon + particulate\n",
"67/120\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung + male + radon\n",
"68/120\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung + male + particulate\n",
"69/120\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung + radon + particulate\n",
"70/120\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" male + radon + particulate\n",
"71/120\n",
"lung ~ elevation + smoking + metro + black + education + no_lung + \n",
" male + radon + particulate\n",
"72/120\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung + male + radon\n",
"73/120\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung + male + particulate\n",
"74/120\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung + radon + particulate\n",
"75/120\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" male + radon + particulate\n",
"76/120\n",
"lung ~ elevation + smoking + metro + black + income + no_lung + \n",
" male + radon + particulate\n",
"77/120\n",
"lung ~ elevation + smoking + metro + black + obesity + no_lung + \n",
" male + radon + particulate\n",
"78/120\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung + male + radon\n",
"79/120\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung + male + particulate\n",
"80/120\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung + radon + particulate\n",
"81/120\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" male + radon + particulate\n",
"82/120\n",
"lung ~ elevation + smoking + metro + education + income + no_lung + \n",
" male + radon + particulate\n",
"83/120\n",
"lung ~ elevation + smoking + metro + education + obesity + no_lung + \n",
" male + radon + particulate\n",
"84/120\n",
"lung ~ elevation + smoking + metro + income + obesity + no_lung + \n",
" male + radon + particulate\n",
"85/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung + male\n",
"86/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung + radon\n",
"87/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung + particulate\n",
"88/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + male + radon\n",
"89/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + male + particulate\n",
"90/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + radon + particulate\n",
"91/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung + male + radon\n",
"92/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung + male + particulate\n",
"93/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung + radon + particulate\n",
"94/120\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" male + radon + particulate\n",
"95/120\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung + male + radon\n",
"96/120\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung + male + particulate\n",
"97/120\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung + radon + particulate\n",
"98/120\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" male + radon + particulate\n",
"99/120\n",
"lung ~ elevation + smoking + white + black + education + no_lung + \n",
" male + radon + particulate\n",
"100/120\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung + male + radon\n",
"101/120\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung + male + particulate\n",
"102/120\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung + radon + particulate\n",
"103/120\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" male + radon + particulate\n",
"104/120\n",
"lung ~ elevation + smoking + white + black + income + no_lung + \n",
" male + radon + particulate\n",
"105/120\n",
"lung ~ elevation + smoking + white + black + obesity + no_lung + \n",
" male + radon + particulate\n",
"106/120\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung + male + radon\n",
"107/120\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung + male + particulate\n",
"108/120\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung + radon + particulate\n",
"109/120\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" male + radon + particulate\n",
"110/120\n",
"lung ~ elevation + smoking + white + education + income + no_lung + \n",
" male + radon + particulate\n",
"111/120\n",
"lung ~ elevation + smoking + white + education + obesity + no_lung + \n",
" male + radon + particulate\n",
"112/120\n",
"lung ~ elevation + smoking + white + income + obesity + no_lung + \n",
" male + radon + particulate\n",
"113/120\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung + male + radon\n",
"114/120\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung + male + particulate\n",
"115/120\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung + radon + particulate\n",
"116/120\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" male + radon + particulate\n",
"117/120\n",
"lung ~ elevation + smoking + black + education + income + no_lung + \n",
" male + radon + particulate\n",
"118/120\n",
"lung ~ elevation + smoking + black + education + obesity + no_lung + \n",
" male + radon + particulate\n",
"119/120\n",
"lung ~ elevation + smoking + black + income + obesity + no_lung + \n",
" male + radon + particulate\n",
"120/120\n",
"lung ~ elevation + smoking + education + income + obesity + no_lung + \n",
" male + radon + particulate\n",
"[1] \"elevation\"\n",
"1/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + no_lung + male\n",
"2/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + no_lung + radon\n",
"3/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + no_lung + particulate\n",
"4/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + male + radon\n",
"5/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + male + particulate\n",
"6/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + radon + particulate\n",
"7/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung + male + radon\n",
"8/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung + male + particulate\n",
"9/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung + radon + particulate\n",
"10/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + male + radon + particulate\n",
"11/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung + male + radon\n",
"12/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung + male + particulate\n",
"13/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung + radon + particulate\n",
"14/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + male + radon + particulate\n",
"15/45\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" no_lung + male + radon + particulate\n",
"16/45\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung + male + radon\n",
"17/45\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung + male + particulate\n",
"18/45\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung + radon + particulate\n",
"19/45\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + male + radon + particulate\n",
"20/45\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" no_lung + male + radon + particulate\n",
"21/45\n",
"lung ~ elevation + smoking + metro + white + black + obesity + \n",
" no_lung + male + radon + particulate\n",
"22/45\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung + male + radon\n",
"23/45\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung + male + particulate\n",
"24/45\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung + radon + particulate\n",
"25/45\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + male + radon + particulate\n",
"26/45\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" no_lung + male + radon + particulate\n",
"27/45\n",
"lung ~ elevation + smoking + metro + white + education + obesity + \n",
" no_lung + male + radon + particulate\n",
"28/45\n",
"lung ~ elevation + smoking + metro + white + income + obesity + \n",
" no_lung + male + radon + particulate\n",
"29/45\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung + male + radon\n",
"30/45\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung + male + particulate\n",
"31/45\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung + radon + particulate\n",
"32/45\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + male + radon + particulate\n",
"33/45\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" no_lung + male + radon + particulate\n",
"34/45\n",
"lung ~ elevation + smoking + metro + black + education + obesity + \n",
" no_lung + male + radon + particulate\n",
"35/45\n",
"lung ~ elevation + smoking + metro + black + income + obesity + \n",
" no_lung + male + radon + particulate\n",
"36/45\n",
"lung ~ elevation + smoking + metro + education + income + obesity + \n",
" no_lung + male + radon + particulate\n",
"37/45\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung + male + radon\n",
"38/45\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung + male + particulate\n",
"39/45\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung + radon + particulate\n",
"40/45\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + male + radon + particulate\n",
"41/45\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" no_lung + male + radon + particulate\n",
"42/45\n",
"lung ~ elevation + smoking + white + black + education + obesity + \n",
" no_lung + male + radon + particulate\n",
"43/45\n",
"lung ~ elevation + smoking + white + black + income + obesity + \n",
" no_lung + male + radon + particulate\n",
"44/45\n",
"lung ~ elevation + smoking + white + education + income + obesity + \n",
" no_lung + male + radon + particulate\n",
"45/45\n",
"lung ~ elevation + smoking + black + education + income + obesity + \n",
" no_lung + male + radon + particulate\n",
"[1] \"elevation\"\n",
"1/10\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + no_lung + male + radon\n",
"2/10\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + no_lung + male + particulate\n",
"3/10\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + no_lung + radon + particulate\n",
"4/10\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + obesity + male + radon + particulate\n",
"5/10\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" income + no_lung + male + radon + particulate\n",
"6/10\n",
"lung ~ elevation + smoking + metro + white + black + education + \n",
" obesity + no_lung + male + radon + particulate\n",
"7/10\n",
"lung ~ elevation + smoking + metro + white + black + income + \n",
" obesity + no_lung + male + radon + particulate\n",
"8/10\n",
"lung ~ elevation + smoking + metro + white + education + income + \n",
" obesity + no_lung + male + radon + particulate\n",
"9/10\n",
"lung ~ elevation + smoking + metro + black + education + income + \n",
" obesity + no_lung + male + radon + particulate\n",
"10/10\n",
"lung ~ elevation + smoking + white + black + education + income + \n",
" obesity + no_lung + male + radon + particulate\n"
]
},
{
"ename": "ERROR",
"evalue": "Error in matrix(nrow = sum(nrows), ncol = ncol(returnFrames[[1]]$bic) + : invalid 'ncol' value (too large or NA)\n",
"output_type": "error",
"traceback": [
"Error in matrix(nrow = sum(nrows), ncol = ncol(returnFrames[[1]]$bic) + : invalid 'ncol' value (too large or NA)\n"
]
}
],
"source": [
"# conduct vibration\n",
"vib <- conductVibration(base_formula = base_model, dataFrame = xy_df, adjustby = covariates,\n",
" family = 'guassian', weights = county_weights, kmax = 8)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.2.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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