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Last active August 29, 2015 14:23
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broadDRA

This gist collects some ipython notebooks to compute baseball prospectus' CSAA and DRA using retrosheet data. The database queries are in Python and the model fitting in R.

{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os\n",
"os.chdir('%s/mlb' % os.environ['HOME'])\n",
"import retrosheet_sql_tools\n",
"# the place to install retrosheet_sql_tools from is,\n",
"# https://github.com/wellsoliver/py-retrosheet\n",
"# scripts/retrosheet_sql_tools.py"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"rs = retrosheet_sql_tools.retrosheet_sql()\n",
"# retrosheet_sql_tools has lots of imports that arent relevent here\n",
"# should be possible to comment out json, ephem, pytz, tzwhere rather than installing them"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def bsCodeToCs(bs_code):\n",
" veto = ['+', '*', '.', '1', '2', '3', '>']\n",
" balls = ['B', 'I', 'V', 'P']\n",
" strikes_noout = ['F','R']\n",
" strikes_maybeout = ['C', 'K', 'L', 'M', 'O', 'Q', 'S', 'T']\n",
"\n",
" ans = {0:[], 1:[]}\n",
"\n",
" bs = [0,0]\n",
" for ch in bs_code:\n",
"\n",
" if ch in veto:\n",
" continue\n",
"\n",
"# csaa only cares about pitches which were not swung at that means its either a B or a C or an other...\n",
" if ch=='C':\n",
" ans[1].append([bs[0], bs[1]])\n",
" elif ch=='B':\n",
" ans[0].append([bs[0], bs[1]])\n",
" else:\n",
" pass\n",
" \n",
"# ...but still need to increment the count\n",
" if ch in balls:\n",
" bs[0] += 1\n",
" elif ch in strikes_noout:\n",
" bs[1] += 1\n",
" bs[1] = min(bs[1], 2)\n",
" elif ch in strikes_maybeout:\n",
" bs[1] += 1\n",
"\n",
" return ans\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def getData(m, minyr=1999, maxyr=1999, ilim=999999999):\n",
" q = 'select a.*, base4_ump_id as umpire from (select game_id, pit_id as pitcher, pit_hand_cd as throws, bat_id as batter, bat_hand_cd as stands, bat_home_id as home_batting, PITCH_SEQ_TX, \\'00\\' as cnt, pos2_fld_id as catcher from retrosheet_backup.events where year_id>=%d and year_id<=%d and playoff_flag=0 limit %d) a inner join retrosheet_backup.games b on a.game_id=b.game_id ' % (minyr, maxyr, ilim)\n",
" \n",
" print q + ';'\n",
" data = m.sqlQueryToArray(q)\n",
" return data\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def arrayToCsv(data, ofile=None, n2print=30000):\n",
" if ofile is None:\n",
" raise Exception\n",
"\n",
" ofp = open(ofile, 'w')\n",
" ks = data.dtype.fields.keys() \n",
" \n",
" ofp.write('cs,')\n",
" for k in ks[0:-1]:\n",
" ofp.write('%s,' % k)\n",
" k = ks[-1]\n",
" ofp.write('%s\\n' % k)\n",
" \n",
" for idata, d in enumerate(data):\n",
" ts = bsCodeToCs(d['PITCH_SEQ_TX'])\n",
" for ics in ts:\n",
" for t in ts[ics]:\n",
" t = ''.join([str(x) for x in t])\n",
" d['cnt'] = t\n",
" if idata % n2print==0:\n",
" print idata, len(data), ics, d, d['cnt']\n",
" ofp.write('%d,' % ics)\n",
" for k in ks[0:-1]:\n",
" ofp.write('%s,' % str(d[k]))\n",
" k = ks[-1]\n",
" ofp.write('%s\\n' % str(d[k]))\n",
"\n",
" ofp.close()\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"doing yr... 2004\n",
"select a.*, base4_ump_id as umpire from (select game_id, pit_id as pitcher, pit_hand_cd as throws, bat_id as batter, bat_hand_cd as stands, bat_home_id as home_batting, PITCH_SEQ_TX, '00' as cnt, pos2_fld_id as catcher from retrosheet_backup.events where year_id>=2004 and year_id<=2004 and playoff_flag=0 limit 999999999) a inner join retrosheet_backup.games b on a.game_id=b.game_id ;\n",
"0 194194 0 ('ANA200404130', 'escok001', 'R', 'suzui001', 'L', 0, 'CBFFBX', '01', 'molib001', 'mealj901') 01\n",
"0 194194 0 ('ANA200404130', 'escok001', 'R', 'suzui001', 'L', 0, 'CBFFBX', '12', 'molib001', 'mealj901') 12\n",
"0 194194 1 ('ANA200404130', 'escok001', 'R', 'suzui001', 'L', 0, 'CBFFBX', '00', 'molib001', 'mealj901') 00\n",
"30000 194194 0 ('BOS200407221', 'alvaa001', 'L', 'bigbl001', 'L', 0, '1F>FB111FX', '02', 'varij001', 'guccc901') 02\n",
"90000 194194 0 ('KCA200408300', 'kinnm002', 'R', 'higgb001', 'L', 0, 'FBBBFS', '01', 'buckj001', 'darlg901') 01\n",
"90000 194194 0 ('KCA200408300', 'kinnm002', 'R', 'higgb001', 'L', 0, 'FBBBFS', '11', 'buckj001', 'darlg901') 11\n",
"90000 194194 0 ('KCA200408300', 'kinnm002', 'R', 'higgb001', 'L', 0, 'FBBBFS', '21', 'buckj001', 'darlg901') 21\n",
"150000 194194 0 ('SDN200404290', 'bentc001', 'L', 'burrs001', 'L', 1, '*BCBX', '00', 'schnb001', 'fostm901') 00\n",
"150000 194194 0 ('SDN200404290', 'bentc001', 'L', 'burrs001', 'L', 1, '*BCBX', '11', 'schnb001', 'fostm901') 11\n",
"150000 194194 1 ('SDN200404290', 'bentc001', 'L', 'burrs001', 'L', 1, '*BCBX', '10', 'schnb001', 'fostm901') 10\n",
"180000 194194 0 ('TBA200408310', 'chenb001', 'L', 'lugoj001', 'R', 1, 'BFBBB', '00', 'lopej001', 'mcclt901') 00\n",
"180000 194194 0 ('TBA200408310', 'chenb001', 'L', 'lugoj001', 'R', 1, 'BFBBB', '11', 'lopej001', 'mcclt901') 11\n",
"180000 194194 0 ('TBA200408310', 'chenb001', 'L', 'lugoj001', 'R', 1, 'BFBBB', '21', 'lopej001', 'mcclt901') 21\n",
"180000 194194 0 ('TBA200408310', 'chenb001', 'L', 'lugoj001', 'R', 1, 'BFBBB', '31', 'lopej001', 'mcclt901') 31\n"
]
}
],
"source": [
"yrs = range(2004, 2004+1)\n",
"for yr in yrs:\n",
" print 'doing yr...', yr\n",
" data = getData(rs, minyr=yr, maxyr=yr)\n",
" ofile = 'csaa.in.%d.csv' % yr\n",
" arrayToCsv(data, ofile=ofile)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
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"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
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"codemirror_mode": {
"name": "ipython",
"version": 2
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"file_extension": ".py",
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{
"cells": [
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"setwd('~/mlb')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"require(\"lme4\")\n",
"yr <- 2004\n",
"facs <- c(\"cnt\", \"stands\", \"umpire\", \"pitcher\", \"catcher\", \"batter\", \"throws\", \"home_batting\")\n",
"model.file <- sprintf(\"csaa.%d.model.output.R\", yr)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ifile <- sprintf(\"csaaFiles/csaa.in.%d.csv\", yr)\n",
"din <- read.csv(ifile, stringsAsFactors=TRUE)\n",
"for ( fac in facs) {\n",
" din[fac] <- as.factor(din[[fac]])\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" cs cnt catcher stands \n",
" Min. :0.000 0 :138020 kendj001: 10815 L:172174 \n",
" 1st Qu.:0.000 1 : 47922 lopej001: 10569 R:217321 \n",
" Median :0.000 10 : 46333 martv001: 10201 \n",
" Mean :0.315 11 : 34800 schnb001: 10027 \n",
" 3rd Qu.:1.000 12 : 26568 barrm003: 9923 \n",
" Max. :1.000 2 : 20802 posaj001: 9506 \n",
" (Other): 75050 (Other) :328454 \n",
" umpire pitcher PITCH_SEQ_TX home_batting\n",
" meric901: 5913 hernl003: 2274 BX : 11479 0:197425 \n",
" younl901: 5875 zitob001: 2041 CBX : 9540 1:192070 \n",
" mealj901: 5870 estes001: 2024 CX : 9354 \n",
" westj901: 5843 rogek001: 2013 BBBB : 8980 \n",
" buckc901: 5834 webbb001: 1983 BBX : 7910 \n",
" schrp901: 5828 ortir001: 1978 BCX : 6528 \n",
" (Other) :354332 (Other) :377182 (Other):335704 \n",
" batter game_id throws \n",
" abreb001: 2017 PHI200407020: 318 L:107980 \n",
" wilkb002: 1842 MIL200404220: 310 R:281515 \n",
" podss001: 1802 OAK200405070: 306 \n",
" jimed001: 1801 SEA200404190: 284 \n",
" kendj001: 1789 MIN200408080: 280 \n",
" blakc001: 1776 NYN200409110: 276 \n",
" (Other) :378468 (Other) :387721 "
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary(din)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"value.csaa.full <- glmer (cs ~ throws*stands + \n",
" home_batting + \n",
" cnt + \n",
" (1| catcher) + \n",
" (1|pitcher) + \n",
" (1|umpire) + \n",
" (1|batter), din, family=binomial(link = 'probit'), nAGQ = 0)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"value.csaa.0 <- glmer(cs ~ (1|catcher), din, family=binomial(link = 'probit'), nAGQ = 0)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"model <- value.csaa.full\n",
"rr <- ranef(model)\n",
"rrc <- row.names(rr$catcher)\n",
"model.predictions <- pnorm(predict(model))\n",
"df <- data.frame(cbind(row.names(rr$catcher), rr$catcher, 1:length(rr$catcher)))\n",
"names(df) <- c(\"catcher\", \"value\", \"csaa\")\n",
"for ( cname in rrc ) {\n",
" cc <- din$catcher == cname\n",
" model.predictions.with <- sum(pnorm(model.predictions[cc]))\n",
" model.predictions.without <- sum(pnorm(model.predictions[cc] - df[df$catcher==cname,]$value))\n",
" num.pa <- sum(cc)\n",
" model.predictions.with\n",
" model.predictions.without\n",
" wowy <- (model.predictions.with - model.predictions.without)\n",
" df[df$catcher==cname,]$csaa <- wowy/num.pa\n",
" }\n",
"df.csaa.full <- df\n",
"\n",
"model <- value.csaa.0\n",
"rr <- ranef(model)\n",
"rrc <- row.names(rr$catcher)\n",
"model.predictions <- pnorm(predict(model))\n",
"df <- data.frame(cbind(row.names(rr$catcher), rr$catcher, 1:length(rr$catcher)))\n",
"names(df) <- c(\"catcher\", \"value\", \"csaa\")\n",
"for ( cname in rrc ) {\n",
" cc <- din$catcher == cname\n",
" model.predictions.with <- sum(pnorm(model.predictions[cc]))\n",
" model.predictions.without <- sum(pnorm(model.predictions[cc] - df[df$catcher==cname,]$value))\n",
" num.pa <- sum(cc)\n",
" model.predictions.with\n",
" model.predictions.without\n",
" wowy <- (model.predictions.with - model.predictions.without)\n",
" df[df$catcher==cname,]$csaa <- wowy/num.pa\n",
" }\n",
"df.csaa.0 <- df\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"save(value.csaa.full, value.csaa.0, \n",
" df.csaa.full, df.csaa.0, \n",
" file=sprintf(\"csaa.%d.model.output.R\", yr))"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
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"mean(model.predictions)"
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"setwd('~/mlb')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading required package: Matrix\n",
"Loading required package: Rcpp\n"
]
}
],
"source": [
"library('lme4')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"load('csaa.2004.model.output.R')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
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"outputs": [
{
"data": {
"text/plain": [
" cs cnt catcher stands \n",
" Min. :0.000 0 :138020 kendj001: 10815 L:172174 \n",
" 1st Qu.:0.000 1 : 47922 lopej001: 10569 R:217321 \n",
" Median :0.000 10 : 46333 martv001: 10201 \n",
" Mean :0.315 11 : 34800 schnb001: 10027 \n",
" 3rd Qu.:1.000 12 : 26568 barrm003: 9923 \n",
" Max. :1.000 2 : 20802 posaj001: 9506 \n",
" (Other): 75050 (Other) :328454 \n",
" umpire pitcher PITCH_SEQ_TX home_batting\n",
" meric901: 5913 hernl003: 2274 BX : 11479 0:197425 \n",
" younl901: 5875 zitob001: 2041 CBX : 9540 1:192070 \n",
" mealj901: 5870 estes001: 2024 CX : 9354 \n",
" westj901: 5843 rogek001: 2013 BBBB : 8980 \n",
" buckc901: 5834 webbb001: 1983 BBX : 7910 \n",
" schrp901: 5828 ortir001: 1978 BCX : 6528 \n",
" (Other) :354332 (Other) :377182 (Other):335704 \n",
" batter game_id throws \n",
" abreb001: 2017 PHI200407020: 318 L:107980 \n",
" wilkb002: 1842 MIL200404220: 310 R:281515 \n",
" podss001: 1802 OAK200405070: 306 \n",
" jimed001: 1801 SEA200404190: 284 \n",
" kendj001: 1789 MIN200408080: 280 \n",
" blakc001: 1776 NYN200409110: 276 \n",
" (Other) :378468 (Other) :387721 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary(din)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Generalized linear mixed model fit by maximum likelihood (Adaptive\n",
" Gauss-Hermite Quadrature, nAGQ = 0) [glmerMod]\n",
" Family: binomial ( probit )\n",
"Formula: cs ~ throws * stands + home_batting + cnt + (1 | catcher) + (1 | \n",
" pitcher) + (1 | umpire) + (1 | batter)\n",
" Data: din\n",
"\n",
" AIC BIC logLik deviance df.resid \n",
" 446321.5 446539.0 -223140.8 446281.5 389475 \n",
"\n",
"Scaled residuals: \n",
" Min 1Q Median 3Q Max \n",
"-2.0155 -0.7517 -0.4534 1.0518 8.0631 \n",
"\n",
"Random effects:\n",
" Groups Name Variance Std.Dev.\n",
" batter (Intercept) 0.019450 0.13946 \n",
" pitcher (Intercept) 0.009873 0.09936 \n",
" catcher (Intercept) 0.001567 0.03959 \n",
" umpire (Intercept) 0.001638 0.04047 \n",
"Number of obs: 389495, groups: \n",
"batter, 940; pitcher, 631; catcher, 108; umpire, 84\n",
"\n",
"Fixed effects:\n",
" Estimate Std. Error z value Pr(>|z|) \n",
"(Intercept) -0.099043 0.016053 -6.17 6.84e-10 ***\n",
"throwsR -0.131474 0.013516 -9.73 < 2e-16 ***\n",
"standsR -0.133117 0.012548 -10.61 < 2e-16 ***\n",
"home_batting1 -0.016380 0.004419 -3.71 0.00021 ***\n",
"cnt1 -0.639121 0.007377 -86.64 < 2e-16 ***\n",
"cnt2 -1.255562 0.013344 -94.09 < 2e-16 ***\n",
"cnt10 -0.043386 0.006847 -6.34 2.35e-10 ***\n",
"cnt11 -0.533741 0.008211 -65.00 < 2e-16 ***\n",
"cnt12 -1.079202 0.011012 -98.00 < 2e-16 ***\n",
"cnt20 0.131643 0.010453 12.59 < 2e-16 ***\n",
"cnt21 -0.393495 0.011206 -35.11 < 2e-16 ***\n",
"cnt22 -0.907031 0.012102 -74.95 < 2e-16 ***\n",
"cnt30 0.562101 0.014848 37.86 < 2e-16 ***\n",
"cnt31 -0.141805 0.015345 -9.24 < 2e-16 ***\n",
"cnt32 -0.731522 0.016554 -44.19 < 2e-16 ***\n",
"throwsR:standsR 0.255319 0.011463 22.27 < 2e-16 ***\n",
"---\n",
"Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
"\n",
"Correlation of Fixed Effects:\n",
" (Intr) thrwsR stndsR hm_bt1 cnt1 cnt2 cnt10 cnt11 cnt12 \n",
"throwsR -0.671 \n",
"standsR -0.551 0.440 \n",
"home_bttng1 -0.137 0.005 0.001 \n",
"cnt1 -0.103 0.007 0.008 0.004 \n",
"cnt2 -0.060 0.007 0.005 0.004 0.121 \n",
"cnt10 -0.104 -0.005 -0.001 -0.004 0.230 0.126 \n",
"cnt11 -0.091 0.003 0.006 0.000 0.195 0.107 0.208 \n",
"cnt12 -0.072 0.008 0.008 0.003 0.147 0.083 0.154 0.131 \n",
"cnt20 -0.066 -0.008 -0.007 -0.005 0.149 0.081 0.167 0.136 0.100\n",
"cnt21 -0.065 -0.001 0.002 -0.003 0.142 0.077 0.154 0.130 0.095\n",
"cnt22 -0.062 0.002 0.004 0.001 0.133 0.074 0.141 0.120 0.091\n",
"cnt30 -0.045 -0.008 -0.009 -0.006 0.104 0.056 0.118 0.096 0.070\n",
"cnt31 -0.046 -0.004 -0.003 -0.003 0.103 0.055 0.114 0.094 0.068\n",
"cnt32 -0.046 0.001 0.003 0.001 0.097 0.053 0.104 0.088 0.066\n",
"thrwsR:stnR 0.348 -0.531 -0.655 -0.003 -0.015 -0.016 0.011 -0.006 -0.015\n",
" cnt20 cnt21 cnt22 cnt30 cnt31 cnt32 \n",
"throwsR \n",
"standsR \n",
"home_bttng1 \n",
"cnt1 \n",
"cnt2 \n",
"cnt10 \n",
"cnt11 \n",
"cnt12 \n",
"cnt20 \n",
"cnt21 0.102 \n",
"cnt22 0.092 0.088 \n",
"cnt30 0.080 0.072 0.065 \n",
"cnt31 0.077 0.072 0.064 0.055 \n",
"cnt32 0.069 0.066 0.062 0.049 0.048 \n",
"thrwsR:stnR 0.021 0.004 -0.005 0.020 0.013 -0.002"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary(model.ans)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"rr <- ranef(model.ans)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"0.315041271389877"
],
"text/latex": [
"0.315041271389877"
],
"text/markdown": [
"0.315041271389877"
],
"text/plain": [
"[1] 0.3150413"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/html": [
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"[1] 0.314902"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean(din$cs)\n",
"mean(pnorm(model.predictions))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>(Intercept)</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>aloms001</th><td>-0.008592757</td></tr>\n",
"\t<tr><th scope=row>ardod001</th><td>-0.04101981</td></tr>\n",
"\t<tr><th scope=row>ausmb001</th><td>0.04495883</td></tr>\n",
"\t<tr><th scope=row>bakop001</th><td>0.0289314</td></tr>\n",
"\t<tr><th scope=row>barar001</th><td>0.01604475</td></tr>\n",
"\t<tr><th scope=row>bardj001</th><td>0.01954462</td></tr>\n",
"\t<tr><th scope=row>barrm003</th><td>0.005571617</td></tr>\n",
"\t<tr><th scope=row>benng001</th><td>-0.03578333</td></tr>\n",
"\t<tr><th scope=row>blanh001</th><td>-0.006584386</td></tr>\n",
"\t<tr><th scope=row>bordp001</th><td>-0.03125196</td></tr>\n",
"\t<tr><th scope=row>bower002</th><td>0.01737494</td></tr>\n",
"\t<tr><th scope=row>britj002</th><td>0.008069942</td></tr>\n",
"\t<tr><th scope=row>buckj001</th><td>-0.03860355</td></tr>\n",
"\t<tr><th scope=row>burkj003</th><td>0.02381175</td></tr>\n",
"\t<tr><th scope=row>cashk001</th><td>-0.03390762</td></tr>\n",
"\t<tr><th scope=row>casta001</th><td>0.06980058</td></tr>\n",
"\t<tr><th scope=row>castr002</th><td>0.01346805</td></tr>\n",
"\t<tr><th scope=row>chavr001</th><td>-0.02567194</td></tr>\n",
"\t<tr><th scope=row>closj001</th><td>0.02744208</td></tr>\n",
"\t<tr><th scope=row>cotah001</th><td>-0.01804938</td></tr>\n",
"\t<tr><th scope=row>davib003</th><td>-0.02280635</td></tr>\n",
"\t<tr><th scope=row>diaze002</th><td>0.01779881</td></tr>\n",
"\t<tr><th scope=row>difem001</th><td>-0.007228201</td></tr>\n",
"\t<tr><th scope=row>domia001</th><td>0.0009456729</td></tr>\n",
"\t<tr><th scope=row>estab001</th><td>-0.02192385</td></tr>\n",
"\t<tr><th scope=row>estrj001</th><td>0.02821057</td></tr>\n",
"\t<tr><th scope=row>fickr001</th><td>0.0175476</td></tr>\n",
"\t<tr><th scope=row>flahj001</th><td>0.04129006</td></tr>\n",
"\t<tr><th scope=row>fordb001</th><td>0.007066945</td></tr>\n",
"\t<tr><th scope=row>gil-g001</th><td>0.02721669</td></tr>\n",
"\t<tr><th scope=row>greet003</th><td>-0.06904415</td></tr>\n",
"\t<tr><th scope=row>hallt001</th><td>-0.03852738</td></tr>\n",
"\t<tr><th scope=row>hammr001</th><td>0.02040345</td></tr>\n",
"\t<tr><th scope=row>hernr002</th><td>0.01284951</td></tr>\n",
"\t<tr><th scope=row>hietj001</th><td>-0.005203002</td></tr>\n",
"\t<tr><th scope=row>hillk002</th><td>-0.02697912</td></tr>\n",
"\t<tr><th scope=row>hinca001</th><td>0.01434281</td></tr>\n",
"\t<tr><th scope=row>housj001</th><td>0.0136879</td></tr>\n",
"\t<tr><th scope=row>huckk001</th><td>-0.03598444</td></tr>\n",
"\t<tr><th scope=row>ingeb001</th><td>-0.03013863</td></tr>\n",
"\t<tr><th scope=row>johnc002</th><td>-0.03300527</td></tr>\n",
"\t<tr><th scope=row>johnm003</th><td>-0.02132399</td></tr>\n",
"\t<tr><th scope=row>kendj001</th><td>-0.02098996</td></tr>\n",
"\t<tr><th scope=row>knoej001</th><td>-0.001193909</td></tr>\n",
"\t<tr><th scope=row>lairg001</th><td>-0.03448774</td></tr>\n",
"\t<tr><th scope=row>laket001</th><td>-0.01065425</td></tr>\n",
"\t<tr><th scope=row>laruj001</th><td>-0.02935381</td></tr>\n",
"\t<tr><th scope=row>lecrm001</th><td>0.01778443</td></tr>\n",
"\t<tr><th scope=row>liebm001</th><td>0.008104887</td></tr>\n",
"\t<tr><th scope=row>lodup001</th><td>0.01732735</td></tr>\n",
"\t<tr><th scope=row>lopej001</th><td>-0.01254042</td></tr>\n",
"\t<tr><th scope=row>machr001</th><td>-0.05013228</td></tr>\n",
"\t<tr><th scope=row>marta002</th><td>-0.02802834</td></tr>\n",
"\t<tr><th scope=row>martv001</th><td>0.02015615</td></tr>\n",
"\t<tr><th scope=row>mathm001</th><td>0.01420492</td></tr>\n",
"\t<tr><th scope=row>mauej001</th><td>0.07223869</td></tr>\n",
"\t<tr><th scope=row>maynb001</th><td>-0.01620607</td></tr>\n",
"\t<tr><th scope=row>mckac001</th><td>0.03574386</td></tr>\n",
"\t<tr><th scope=row>melha001</th><td>-0.01593601</td></tr>\n",
"\t<tr><th scope=row>millc001</th><td>-0.01128695</td></tr>\n",
"\t<tr><th scope=row>milld002</th><td>0.02571436</td></tr>\n",
"\t<tr><th scope=row>mirad001</th><td>0.01559617</td></tr>\n",
"\t<tr><th scope=row>moelc001</th><td>0.02138266</td></tr>\n",
"\t<tr><th scope=row>molib001</th><td>-0.0118343</td></tr>\n",
"\t<tr><th scope=row>molij001</th><td>0.06744273</td></tr>\n",
"\t<tr><th scope=row>moliy001</th><td>0.04191287</td></tr>\n",
"\t<tr><th scope=row>mordm001</th><td>0.02078586</td></tr>\n",
"\t<tr><th scope=row>munse001</th><td>-0.004110007</td></tr>\n",
"\t<tr><th scope=row>myerg001</th><td>0.01265667</td></tr>\n",
"\t<tr><th scope=row>navad001</th><td>0.0004045751</td></tr>\n",
"\t<tr><th scope=row>nevip001</th><td>-0.008927624</td></tr>\n",
"\t<tr><th scope=row>ojedm001</th><td>0.04618925</td></tr>\n",
"\t<tr><th scope=row>olivm001</th><td>0.02249282</td></tr>\n",
"\t<tr><th scope=row>osikk001</th><td>-0.01215999</td></tr>\n",
"\t<tr><th scope=row>paulj001</th><td>-0.03621867</td></tr>\n",
"\t<tr><th scope=row>pellk001</th><td>0.02778609</td></tr>\n",
"\t<tr><th scope=row>peree002</th><td>0.03039106</td></tr>\n",
"\t<tr><th scope=row>philj003</th><td>0.04330827</td></tr>\n",
"\t<tr><th scope=row>philp001</th><td>0.002100593</td></tr>\n",
"\t<tr><th scope=row>piazm001</th><td>-0.01614613</td></tr>\n",
"\t<tr><th scope=row>piera001</th><td>-0.01386376</td></tr>\n",
"\t<tr><th scope=row>posaj001</th><td>-0.02771663</td></tr>\n",
"\t<tr><th scope=row>pratt001</th><td>0.04527853</td></tr>\n",
"\t<tr><th scope=row>quinh001</th><td>0.00424337</td></tr>\n",
"\t<tr><th scope=row>quirg001</th><td>-0.006744482</td></tr>\n",
"\t<tr><th scope=row>redmm001</th><td>-0.02744229</td></tr>\n",
"\t<tr><th scope=row>river003</th><td>0.01078198</td></tr>\n",
"\t<tr><th scope=row>rodri001</th><td>-0.02788544</td></tr>\n",
"\t<tr><th scope=row>rosem001</th><td>-0.009719768</td></tr>\n",
"\t<tr><th scope=row>rossd001</th><td>0.01797398</td></tr>\n",
"\t<tr><th scope=row>santb001</th><td>-0.008460421</td></tr>\n",
"\t<tr><th scope=row>schnb001</th><td>0.02367086</td></tr>\n",
"\t<tr><th scope=row>shelc001</th><td>-0.01179167</td></tr>\n",
"\t<tr><th scope=row>snydc002</th><td>0.0129978</td></tr>\n",
"\t<tr><th scope=row>stink001</th><td>-0.04055104</td></tr>\n",
"\t<tr><th scope=row>tonim001</th><td>-0.01796476</td></tr>\n",
"\t<tr><th scope=row>torry001</th><td>-0.05589601</td></tr>\n",
"\t<tr><th scope=row>tream001</th><td>-0.01422173</td></tr>\n",
"\t<tr><th scope=row>tremc001</th><td>-0.006228257</td></tr>\n",
"\t<tr><th scope=row>valej004</th><td>-0.001400251</td></tr>\n",
"\t<tr><th scope=row>varij001</th><td>0.01268146</td></tr>\n",
"\t<tr><th scope=row>willj004</th><td>-4.288963e-05</td></tr>\n",
"\t<tr><th scope=row>wilsc003</th><td>-0.002033348</td></tr>\n",
"\t<tr><th scope=row>wilsd001</th><td>-0.003846853</td></tr>\n",
"\t<tr><th scope=row>wilst003</th><td>-0.01065612</td></tr>\n",
"\t<tr><th scope=row>wilsv001</th><td>-0.02180996</td></tr>\n",
"\t<tr><th scope=row>zaung001</th><td>0.04538477</td></tr>\n",
"\t<tr><th scope=row>zeilt001</th><td>-0.03300432</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|l}\n",
" & (Intercept)\\\\\n",
"\\hline\n",
"\taloms001 & -0.008592757\\\\\n",
"\tardod001 & -0.04101981\\\\\n",
"\tausmb001 & 0.04495883\\\\\n",
"\tbakop001 & 0.0289314\\\\\n",
"\tbarar001 & 0.01604475\\\\\n",
"\tbardj001 & 0.01954462\\\\\n",
"\tbarrm003 & 0.005571617\\\\\n",
"\tbenng001 & -0.03578333\\\\\n",
"\tblanh001 & -0.006584386\\\\\n",
"\tbordp001 & -0.03125196\\\\\n",
"\tbower002 & 0.01737494\\\\\n",
"\tbritj002 & 0.008069942\\\\\n",
"\tbuckj001 & -0.03860355\\\\\n",
"\tburkj003 & 0.02381175\\\\\n",
"\tcashk001 & -0.03390762\\\\\n",
"\tcasta001 & 0.06980058\\\\\n",
"\tcastr002 & 0.01346805\\\\\n",
"\tchavr001 & -0.02567194\\\\\n",
"\tclosj001 & 0.02744208\\\\\n",
"\tcotah001 & -0.01804938\\\\\n",
"\tdavib003 & -0.02280635\\\\\n",
"\tdiaze002 & 0.01779881\\\\\n",
"\tdifem001 & -0.007228201\\\\\n",
"\tdomia001 & 0.0009456729\\\\\n",
"\testab001 & -0.02192385\\\\\n",
"\testrj001 & 0.02821057\\\\\n",
"\tfickr001 & 0.0175476\\\\\n",
"\tflahj001 & 0.04129006\\\\\n",
"\tfordb001 & 0.007066945\\\\\n",
"\tgil-g001 & 0.02721669\\\\\n",
"\tgreet003 & -0.06904415\\\\\n",
"\thallt001 & -0.03852738\\\\\n",
"\thammr001 & 0.02040345\\\\\n",
"\thernr002 & 0.01284951\\\\\n",
"\thietj001 & -0.005203002\\\\\n",
"\thillk002 & -0.02697912\\\\\n",
"\thinca001 & 0.01434281\\\\\n",
"\thousj001 & 0.0136879\\\\\n",
"\thuckk001 & -0.03598444\\\\\n",
"\tingeb001 & -0.03013863\\\\\n",
"\tjohnc002 & -0.03300527\\\\\n",
"\tjohnm003 & -0.02132399\\\\\n",
"\tkendj001 & -0.02098996\\\\\n",
"\tknoej001 & -0.001193909\\\\\n",
"\tlairg001 & -0.03448774\\\\\n",
"\tlaket001 & -0.01065425\\\\\n",
"\tlaruj001 & -0.02935381\\\\\n",
"\tlecrm001 & 0.01778443\\\\\n",
"\tliebm001 & 0.008104887\\\\\n",
"\tlodup001 & 0.01732735\\\\\n",
"\tlopej001 & -0.01254042\\\\\n",
"\tmachr001 & -0.05013228\\\\\n",
"\tmarta002 & -0.02802834\\\\\n",
"\tmartv001 & 0.02015615\\\\\n",
"\tmathm001 & 0.01420492\\\\\n",
"\tmauej001 & 0.07223869\\\\\n",
"\tmaynb001 & -0.01620607\\\\\n",
"\tmckac001 & 0.03574386\\\\\n",
"\tmelha001 & -0.01593601\\\\\n",
"\tmillc001 & -0.01128695\\\\\n",
"\tmilld002 & 0.02571436\\\\\n",
"\tmirad001 & 0.01559617\\\\\n",
"\tmoelc001 & 0.02138266\\\\\n",
"\tmolib001 & -0.0118343\\\\\n",
"\tmolij001 & 0.06744273\\\\\n",
"\tmoliy001 & 0.04191287\\\\\n",
"\tmordm001 & 0.02078586\\\\\n",
"\tmunse001 & -0.004110007\\\\\n",
"\tmyerg001 & 0.01265667\\\\\n",
"\tnavad001 & 0.0004045751\\\\\n",
"\tnevip001 & -0.008927624\\\\\n",
"\tojedm001 & 0.04618925\\\\\n",
"\tolivm001 & 0.02249282\\\\\n",
"\tosikk001 & -0.01215999\\\\\n",
"\tpaulj001 & -0.03621867\\\\\n",
"\tpellk001 & 0.02778609\\\\\n",
"\tperee002 & 0.03039106\\\\\n",
"\tphilj003 & 0.04330827\\\\\n",
"\tphilp001 & 0.002100593\\\\\n",
"\tpiazm001 & -0.01614613\\\\\n",
"\tpiera001 & -0.01386376\\\\\n",
"\tposaj001 & -0.02771663\\\\\n",
"\tpratt001 & 0.04527853\\\\\n",
"\tquinh001 & 0.00424337\\\\\n",
"\tquirg001 & -0.006744482\\\\\n",
"\tredmm001 & -0.02744229\\\\\n",
"\triver003 & 0.01078198\\\\\n",
"\trodri001 & -0.02788544\\\\\n",
"\trosem001 & -0.009719768\\\\\n",
"\trossd001 & 0.01797398\\\\\n",
"\tsantb001 & -0.008460421\\\\\n",
"\tschnb001 & 0.02367086\\\\\n",
"\tshelc001 & -0.01179167\\\\\n",
"\tsnydc002 & 0.0129978\\\\\n",
"\tstink001 & -0.04055104\\\\\n",
"\ttonim001 & -0.01796476\\\\\n",
"\ttorry001 & -0.05589601\\\\\n",
"\ttream001 & -0.01422173\\\\\n",
"\ttremc001 & -0.006228257\\\\\n",
"\tvalej004 & -0.001400251\\\\\n",
"\tvarij001 & 0.01268146\\\\\n",
"\twillj004 & -4.288963e-05\\\\\n",
"\twilsc003 & -0.002033348\\\\\n",
"\twilsd001 & -0.003846853\\\\\n",
"\twilst003 & -0.01065612\\\\\n",
"\twilsv001 & -0.02180996\\\\\n",
"\tzaung001 & 0.04538477\\\\\n",
"\tzeilt001 & -0.03300432\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
" (Intercept)\n",
"aloms001 -8.592757e-03\n",
"ardod001 -4.101981e-02\n",
"ausmb001 4.495883e-02\n",
"bakop001 2.893140e-02\n",
"barar001 1.604475e-02\n",
"bardj001 1.954462e-02\n",
"barrm003 5.571617e-03\n",
"benng001 -3.578333e-02\n",
"blanh001 -6.584386e-03\n",
"bordp001 -3.125196e-02\n",
"bower002 1.737494e-02\n",
"britj002 8.069942e-03\n",
"buckj001 -3.860355e-02\n",
"burkj003 2.381175e-02\n",
"cashk001 -3.390762e-02\n",
"casta001 6.980058e-02\n",
"castr002 1.346805e-02\n",
"chavr001 -2.567194e-02\n",
"closj001 2.744208e-02\n",
"cotah001 -1.804938e-02\n",
"davib003 -2.280635e-02\n",
"diaze002 1.779881e-02\n",
"difem001 -7.228201e-03\n",
"domia001 9.456729e-04\n",
"estab001 -2.192385e-02\n",
"estrj001 2.821057e-02\n",
"fickr001 1.754760e-02\n",
"flahj001 4.129006e-02\n",
"fordb001 7.066945e-03\n",
"gil-g001 2.721669e-02\n",
"greet003 -6.904415e-02\n",
"hallt001 -3.852738e-02\n",
"hammr001 2.040345e-02\n",
"hernr002 1.284951e-02\n",
"hietj001 -5.203002e-03\n",
"hillk002 -2.697912e-02\n",
"hinca001 1.434281e-02\n",
"housj001 1.368790e-02\n",
"huckk001 -3.598444e-02\n",
"ingeb001 -3.013863e-02\n",
"johnc002 -3.300527e-02\n",
"johnm003 -2.132399e-02\n",
"kendj001 -2.098996e-02\n",
"knoej001 -1.193909e-03\n",
"lairg001 -3.448774e-02\n",
"laket001 -1.065425e-02\n",
"laruj001 -2.935381e-02\n",
"lecrm001 1.778443e-02\n",
"liebm001 8.104887e-03\n",
"lodup001 1.732735e-02\n",
"lopej001 -1.254042e-02\n",
"machr001 -5.013228e-02\n",
"marta002 -2.802834e-02\n",
"martv001 2.015615e-02\n",
"mathm001 1.420492e-02\n",
"mauej001 7.223869e-02\n",
"maynb001 -1.620607e-02\n",
"mckac001 3.574386e-02\n",
"melha001 -1.593601e-02\n",
"millc001 -1.128695e-02\n",
"milld002 2.571436e-02\n",
"mirad001 1.559617e-02\n",
"moelc001 2.138266e-02\n",
"molib001 -1.183430e-02\n",
"molij001 6.744273e-02\n",
"moliy001 4.191287e-02\n",
"mordm001 2.078586e-02\n",
"munse001 -4.110007e-03\n",
"myerg001 1.265667e-02\n",
"navad001 4.045751e-04\n",
"nevip001 -8.927624e-03\n",
"ojedm001 4.618925e-02\n",
"olivm001 2.249282e-02\n",
"osikk001 -1.215999e-02\n",
"paulj001 -3.621867e-02\n",
"pellk001 2.778609e-02\n",
"peree002 3.039106e-02\n",
"philj003 4.330827e-02\n",
"philp001 2.100593e-03\n",
"piazm001 -1.614613e-02\n",
"piera001 -1.386376e-02\n",
"posaj001 -2.771663e-02\n",
"pratt001 4.527853e-02\n",
"quinh001 4.243370e-03\n",
"quirg001 -6.744482e-03\n",
"redmm001 -2.744229e-02\n",
"river003 1.078198e-02\n",
"rodri001 -2.788544e-02\n",
"rosem001 -9.719768e-03\n",
"rossd001 1.797398e-02\n",
"santb001 -8.460421e-03\n",
"schnb001 2.367086e-02\n",
"shelc001 -1.179167e-02\n",
"snydc002 1.299780e-02\n",
"stink001 -4.055104e-02\n",
"tonim001 -1.796476e-02\n",
"torry001 -5.589601e-02\n",
"tream001 -1.422173e-02\n",
"tremc001 -6.228257e-03\n",
"valej004 -1.400251e-03\n",
"varij001 1.268146e-02\n",
"willj004 -4.288963e-05\n",
"wilsc003 -2.033348e-03\n",
"wilsd001 -3.846853e-03\n",
"wilst003 -1.065612e-02\n",
"wilsv001 -2.180996e-02\n",
"zaung001 4.538477e-02\n",
"zeilt001 -3.300432e-02"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rr$catcher"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
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"\t<tr><th scope=row>sabac001</th><td>-0.02607194</td></tr>\n",
"\t<tr><th scope=row>saenc001</th><td>0.005246507</td></tr>\n",
"\t<tr><th scope=row>sancd001</th><td>-0.03224319</td></tr>\n",
"\t<tr><th scope=row>sancj001</th><td>-0.08102077</td></tr>\n",
"\t<tr><th scope=row>santj003</th><td>0.09811038</td></tr>\n",
"\t<tr><th scope=row>santv001</th><td>-0.03634463</td></tr>\n",
"\t<tr><th scope=row>schic002</th><td>0.2218331</td></tr>\n",
"\t<tr><th scope=row>schmj001</th><td>-0.0007585965</td></tr>\n",
"\t<tr><th scope=row>schos001</th><td>-0.04716119</td></tr>\n",
"\t<tr><th scope=row>seanr001</th><td>-0.1772059</td></tr>\n",
"\t<tr><th scope=row>seayb001</th><td>0.08596815</td></tr>\n",
"\t<tr><th scope=row>seibp001</th><td>-0.1369539</td></tr>\n",
"\t<tr><th scope=row>selea001</th><td>-0.01522762</td></tr>\n",
"\t<tr><th scope=row>seo-j001</th><td>0.1104823</td></tr>\n",
"\t<tr><th scope=row>serrj001</th><td>-0.08665321</td></tr>\n",
"\t<tr><th scope=row>servs001</th><td>0.07099344</td></tr>\n",
"\t<tr><th scope=row>sheeb001</th><td>0.2107992</td></tr>\n",
"\t<tr><th scope=row>sherg001</th><td>-0.0254331</td></tr>\n",
"\t<tr><th scope=row>shies002</th><td>0.1506748</td></tr>\n",
"\t<tr><th scope=row>shoub001</th><td>0.0201454</td></tr>\n",
"\t<tr><th scope=row>silvc001</th><td>0.07936425</td></tr>\n",
"\t<tr><th scope=row>simoj001</th><td>0.02726532</td></tr>\n",
"\t<tr><th scope=row>simpa001</th><td>-0.1299605</td></tr>\n",
"\t<tr><th scope=row>smala001</th><td>-0.05258911</td></tr>\n",
"\t<tr><th scope=row>smitt001</th><td>0.1012256</td></tr>\n",
"\t<tr><th scope=row>smolj001</th><td>0.08843272</td></tr>\n",
"\t<tr><th scope=row>snarr001</th><td>-0.05246967</td></tr>\n",
"\t<tr><th scope=row>sneli001</th><td>0.003839119</td></tr>\n",
"\t<tr><th scope=row>sorir001</th><td>0.01154403</td></tr>\n",
"\t<tr><th scope=row>sosaj002</th><td>0.0169529</td></tr>\n",
"\t<tr><th scope=row>spars001</th><td>0.04443126</td></tr>\n",
"\t<tr><th scope=row>speij001</th><td>0.1463261</td></tr>\n",
"\t<tr><th scope=row>sprir001</th><td>-0.009959143</td></tr>\n",
"\t<tr><th scope=row>stanj001</th><td>0.01118503</td></tr>\n",
"\t<tr><th scope=row>stanj002</th><td>-0.01562446</td></tr>\n",
"\t<tr><th scope=row>stanm003</th><td>-0.03835564</td></tr>\n",
"\t<tr><th scope=row>stard001</th><td>-0.08299741</td></tr>\n",
"\t<tr><th scope=row>stewj001</th><td>-0.006614124</td></tr>\n",
"\t<tr><th scope=row>stews003</th><td>0.01342072</td></tr>\n",
"\t<tr><th scope=row>stonr001</th><td>0.06548899</td></tr>\n",
"\t<tr><th scope=row>sturt001</th><td>-0.04891195</td></tr>\n",
"\t<tr><th scope=row>sulls001</th><td>0.009639971</td></tr>\n",
"\t<tr><th scope=row>suppj001</th><td>0.005031078</td></tr>\n",
"\t<tr><th scope=row>sweeb001</th><td>-0.04322965</td></tr>\n",
"\t<tr><th scope=row>szumj001</th><td>-0.05305516</td></tr>\n",
"\t<tr><th scope=row>tadak001</th><td>0.01418644</td></tr>\n",
"\t<tr><th scope=row>takas001</th><td>0.1019666</td></tr>\n",
"\t<tr><th scope=row>tankd001</th><td>-0.07629791</td></tr>\n",
"\t<tr><th scope=row>tavaj001</th><td>0.03536126</td></tr>\n",
"\t<tr><th scope=row>tayla001</th><td>-0.05285596</td></tr>\n",
"\t<tr><th scope=row>tejem001</th><td>-0.06458275</td></tr>\n",
"\t<tr><th scope=row>telea001</th><td>-0.03705501</td></tr>\n",
"\t<tr><th scope=row>thomb001</th><td>-0.01320257</td></tr>\n",
"\t<tr><th scope=row>thomj005</th><td>0.02257523</td></tr>\n",
"\t<tr><th scope=row>thorm001</th><td>-0.1236081</td></tr>\n",
"\t<tr><th scope=row>timlm001</th><td>0.04841784</td></tr>\n",
"\t<tr><th scope=row>tomkb001</th><td>0.02701056</td></tr>\n",
"\t<tr><th scope=row>torrs001</th><td>-0.1073559</td></tr>\n",
"\t<tr><th scope=row>towej001</th><td>0.1089735</td></tr>\n",
"\t<tr><th scope=row>tracs001</th><td>0.018392</td></tr>\n",
"\t<tr><th scope=row>tsaoc001</th><td>-0.008490636</td></tr>\n",
"\t<tr><th scope=row>tuckt001</th><td>0.09532959</td></tr>\n",
"\t<tr><th scope=row>turnd001</th><td>-0.1090162</td></tr>\n",
"\t<tr><th scope=row>urbiu001</th><td>-0.033294</td></tr>\n",
"\t<tr><th scope=row>urdal001</th><td>0.03141162</td></tr>\n",
"\t<tr><th scope=row>valdi001</th><td>0.1221044</td></tr>\n",
"\t<tr><th scope=row>valdm003</th><td>-0.04591862</td></tr>\n",
"\t<tr><th scope=row>valej005</th><td>-0.1110516</td></tr>\n",
"\t<tr><th scope=row>valvj001</th><td>-0.02860515</td></tr>\n",
"\t<tr><th scope=row>vanbj001</th><td>-0.08543645</td></tr>\n",
"\t<tr><th scope=row>vanpt001</th><td>-0.007489636</td></tr>\n",
"\t<tr><th scope=row>vargc001</th><td>-0.01610819</td></tr>\n",
"\t<tr><th scope=row>vasqj001</th><td>-0.008603267</td></tr>\n",
"\t<tr><th scope=row>vazqj001</th><td>0.02855855</td></tr>\n",
"\t<tr><th scope=row>venam002</th><td>0.03747228</td></tr>\n",
"\t<tr><th scope=row>ventr001</th><td>-0.02474599</td></tr>\n",
"\t<tr><th scope=row>villb001</th><td>-0.105355</td></tr>\n",
"\t<tr><th scope=row>ville001</th><td>-0.1246657</td></tr>\n",
"\t<tr><th scope=row>villo001</th><td>-0.02064836</td></tr>\n",
"\t<tr><th scope=row>villr001</th><td>-0.05327827</td></tr>\n",
"\t<tr><th scope=row>vizcl001</th><td>-0.07417007</td></tr>\n",
"\t<tr><th scope=row>voger001</th><td>-0.03214783</td></tr>\n",
"\t<tr><th scope=row>waecd001</th><td>-0.1001109</td></tr>\n",
"\t<tr><th scope=row>wagnb001</th><td>0.1446315</td></tr>\n",
"\t<tr><th scope=row>wagnr001</th><td>-0.1379747</td></tr>\n",
"\t<tr><th scope=row>waket001</th><td>0.0566667</td></tr>\n",
"\t<tr><th scope=row>walkj001</th><td>0.0695186</td></tr>\n",
"\t<tr><th scope=row>walkk001</th><td>-0.0202869</td></tr>\n",
"\t<tr><th scope=row>walkt003</th><td>-0.01812292</td></tr>\n",
"\t<tr><th scope=row>wasdj001</th><td>-0.06356804</td></tr>\n",
"\t<tr><th scope=row>washj001</th><td>0.03100646</td></tr>\n",
"\t<tr><th scope=row>watks002</th><td>-0.03631509</td></tr>\n",
"\t<tr><th scope=row>waynj001</th><td>-0.03216813</td></tr>\n",
"\t<tr><th scope=row>weatd001</th><td>0.05825897</td></tr>\n",
"\t<tr><th scope=row>weavj002</th><td>0.187576</td></tr>\n",
"\t<tr><th scope=row>webbb001</th><td>-0.07733762</td></tr>\n",
"\t<tr><th scope=row>webbj001</th><td>-0.07268342</td></tr>\n",
"\t<tr><th scope=row>webeb001</th><td>-0.07016878</td></tr>\n",
"\t<tr><th scope=row>welld001</th><td>0.1715878</td></tr>\n",
"\t<tr><th scope=row>wellk001</th><td>0.01172768</td></tr>\n",
"\t<tr><th scope=row>wellt002</th><td>-0.1185589</td></tr>\n",
"\t<tr><th scope=row>wendt001</th><td>-0.05693104</td></tr>\n",
"\t<tr><th scope=row>westj001</th><td>-0.04114175</td></tr>\n",
"\t<tr><th scope=row>wheed001</th><td>0.1489377</td></tr>\n",
"\t<tr><th scope=row>whitg001</th><td>0.1124933</td></tr>\n",
"\t<tr><th scope=row>whitr002</th><td>-0.0281534</td></tr>\n",
"\t<tr><th scope=row>wickb001</th><td>0.01282184</td></tr>\n",
"\t<tr><th scope=row>willd002</th><td>0.08856634</td></tr>\n",
"\t<tr><th scope=row>willd003</th><td>0.08645211</td></tr>\n",
"\t<tr><th scope=row>willj003</th><td>0.02269295</td></tr>\n",
"\t<tr><th scope=row>willr003</th><td>-0.09103002</td></tr>\n",
"\t<tr><th scope=row>wills002</th><td>-0.1189207</td></tr>\n",
"\t<tr><th scope=row>willt001</th><td>-0.06483125</td></tr>\n",
"\t<tr><th scope=row>willw001</th><td>0.03604525</td></tr>\n",
"\t<tr><th scope=row>wilsp001</th><td>0.06530422</td></tr>\n",
"\t<tr><th scope=row>wisem001</th><td>0.1043419</td></tr>\n",
"\t<tr><th scope=row>witaj001</th><td>-0.06616332</td></tr>\n",
"\t<tr><th scope=row>wolfr001</th><td>0.09387021</td></tr>\n",
"\t<tr><th scope=row>woodk002</th><td>0.008739587</td></tr>\n",
"\t<tr><th scope=row>woodm002</th><td>-0.08894805</td></tr>\n",
"\t<tr><th scope=row>worrt002</th><td>0.08806958</td></tr>\n",
"\t<tr><th scope=row>wrigd001</th><td>-0.03096124</td></tr>\n",
"\t<tr><th scope=row>wrigj001</th><td>-0.06388466</td></tr>\n",
"\t<tr><th scope=row>wrigj002</th><td>0.07425149</td></tr>\n",
"\t<tr><th scope=row>wuerm001</th><td>-0.01207076</td></tr>\n",
"\t<tr><th scope=row>wunsk001</th><td>-0.007928113</td></tr>\n",
"\t<tr><th scope=row>yan-e001</th><td>-0.08494998</td></tr>\n",
"\t<tr><th scope=row>yatet001</th><td>-0.03751073</td></tr>\n",
"\t<tr><th scope=row>younc003</th><td>0.06167058</td></tr>\n",
"\t<tr><th scope=row>younj002</th><td>0.01991143</td></tr>\n",
"\t<tr><th scope=row>zambc001</th><td>0.01168978</td></tr>\n",
"\t<tr><th scope=row>zambv001</th><td>-0.07086664</td></tr>\n",
"\t<tr><th scope=row>zeilt001</th><td>-0.01434281</td></tr>\n",
"\t<tr><th scope=row>zitob001</th><td>0.04420743</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|l}\n",
" & (Intercept)\\\\\n",
"\\hline\n",
"\taardd001 & -0.01997848\\\\\n",
"\tabbop001 & -0.05101856\\\\\n",
"\tacevj002 & 0.1676351\\\\\n",
"\tadamm001 & 0.04152689\\\\\n",
"\tadamt001 & -0.08904423\\\\\n",
"\tadkij001 & 0.0434915\\\\\n",
"\taffej001 & 0.08721538\\\\\n",
"\tainsk001 & -0.08946127\\\\\n",
"\talfoa001 & 0.01604888\\\\\n",
"\talmaa001 & -0.04307344\\\\\n",
"\talmac001 & 0.002677602\\\\\n",
"\talvaa001 & -0.1009881\\\\\n",
"\talvaw001 & 0.1684971\\\\\n",
"\tandeb002 & 0.04454929\\\\\n",
"\tandej002 & -0.1049346\\\\\n",
"\tandej003 & -0.03844185\\\\\n",
"\tankir001 & 0.06916505\\\\\n",
"\tappik001 & -0.01374844\\\\\n",
"\taquig001 & 0.01232101\\\\\n",
"\tarmat002 & -0.0951838\\\\\n",
"\tarrob001 & 0.1510408\\\\\n",
"\tashba002 & 0.002128411\\\\\n",
"\tastap001 & 0.04004633\\\\\n",
"\tatchs001 & 0.05683566\\\\\n",
"\tayall001 & 0.1586653\\\\\n",
"\tbackb001 & -0.03854695\\\\\n",
"\tbacsm001 & 0.05447098\\\\\n",
"\tbaekc001 & 0.04672839\\\\\n",
"\tbaezd001 & -0.07159212\\\\\n",
"\tbajej001 & -0.01066496\\\\\n",
"\tbaldj002 & -0.01027303\\\\\n",
"\tbalfg001 & -0.0196983\\\\\n",
"\tbartc001 & 0.007610006\\\\\n",
"\tbatim001 & -0.1165546\\\\\n",
"\tbauer001 & -0.04589018\\\\\n",
"\tbautd002 & -0.1301622\\\\\n",
"\tbeckj002 & 0.122351\\\\\n",
"\tbeckr001 & 0.05933959\\\\\n",
"\tbedae001 & 0.006499188\\\\\n",
"\tbeimj001 & -0.01982595\\\\\n",
"\tbellh001 & 0.14353\\\\\n",
"\tbellr003 & -0.1225376\\\\\n",
"\tbeltf001 & -0.08051441\\\\\n",
"\tbeltr001 & -0.01051025\\\\\n",
"\tbenia001 & 0.124639\\\\\n",
"\tbennj002 & -0.09548741\\\\\n",
"\tbenoj001 & 0.00347525\\\\\n",
"\tbensk001 & -0.01403661\\\\\n",
"\tbentc001 & -0.06340943\\\\\n",
"\tbergd003 & -0.02075812\\\\\n",
"\tberna001 & -0.05442467\\\\\n",
"\tbetar001 & 0.1804718\\\\\n",
"\tbiddr001 & 0.004793908\\\\\n",
"\tbiern001 & -0.1824266\\\\\n",
"\tblact001 & -0.1167381\\\\\n",
"\tblanj001 & 0.02024224\\\\\n",
"\tboehb001 & -0.02933155\\\\\n",
"\tbondj001 & 0.0219142\\\\\n",
"\tbongj001 & 0.004028629\\\\\n",
"\tborkd001 & 0.05322367\\\\\n",
"\tborlt001 & 0.07879901\\\\\n",
"\tboroj001 & -0.0292831\\\\\n",
"\tbottr001 & 0.03921725\\\\\n",
"\tboydj001 & -0.05904694\\\\\n",
"\tbradc001 & 0.1645126\\\\\n",
"\tbrazd001 & -0.164432\\\\\n",
"\tbrazy001 & -0.0006387324\\\\\n",
"\tbrocd001 & -0.05723552\\\\\n",
"\tbroof001 & -0.02792291\\\\\n",
"\tbrowj003 & -0.1199521\\\\\n",
"\tbrowj004 & 0.0141321\\\\\n",
"\tbrowk001 & -0.01183786\\\\\n",
"\tbrunb001 & -0.03472561\\\\\n",
"\tbuehm001 & 0.122777\\\\\n",
"\tbukvr001 & -0.1197002\\\\\n",
"\tbullk001 & -0.03931905\\\\\n",
"\tbumpn001 & 0.1286831\\\\\n",
"\tburbd001 & -0.1193883\\\\\n",
"\tburna001 & 0.006806659\\\\\n",
"\tburns001 & -0.09647148\\\\\n",
"\tbushd001 & 0.1299008\\\\\n",
"\tbynum001 & -0.02278408\\\\\n",
"\tbyrdp001 & 0.2113846\\\\\n",
"\tcabrd001 & -0.1235332\\\\\n",
"\tcabrf002 & -0.04536349\\\\\n",
"\tcalek001 & 0.1159806\\\\\n",
"\tcalic001 & 0.03962462\\\\\n",
"\tcallm001 & 0.01854448\\\\\n",
"\tcamps002 & 0.08774863\\\\\n",
"\tcapej001 & -0.1238685\\\\\n",
"\tcapuc001 & 0.0003753442\\\\\n",
"\tcarpc002 & 0.1124143\\\\\n",
"\tcarrd001 & 0.0317425\\\\\n",
"\tcarrg001 & 0.07694487\\\\\n",
"\tcartl002 & 0.05132793\\\\\n",
"\tcastf001 & -0.003058339\\\\\n",
"\tcerdj001 & -0.09968963\\\\\n",
"\tchacg001 & 0.06134658\\\\\n",
"\tchacs001 & -0.03118021\\\\\n",
"\tchenb001 & 0.07466381\\\\\n",
"\tchoar001 & 0.1000985\\\\\n",
"\tchrij002 & -0.1213778\\\\\n",
"\tchulv001 & -0.005250272\\\\\n",
"\tclaub001 & 0.07398533\\\\\n",
"\tclemm001 & -0.04643282\\\\\n",
"\tclemr001 & 0.04595481\\\\\n",
"\tcolob001 & 0.0717586\\\\\n",
"\tcoloj001 & -0.07366467\\\\\n",
"\tcolor001 & -0.03387184\\\\\n",
"\tcolys001 & -0.1268746\\\\\n",
"\tcontj002 & -0.1135706\\\\\n",
"\tcooka002 & -0.05082608\\\\\n",
"\tcoopb001 & -0.09342628\\\\\n",
"\tcorcr001 & -0.02238613\\\\\n",
"\tcordc001 & 0.1882698\\\\\n",
"\tcordf002 & 0.07477797\\\\\n",
"\tcorem001 & -0.02114236\\\\\n",
"\tcorml001 & 0.02021649\\\\\n",
"\tcormr001 & 0.02537421\\\\\n",
"\tcornn001 & -0.02120528\\\\\n",
"\tcorrk001 & -0.05791441\\\\\n",
"\tcottn001 & -0.01354553\\\\\n",
"\tcraij001 & -0.01981001\\\\\n",
"\tcresj001 & 0.01707007\\\\\n",
"\tcrowj001 & -0.05546335\\\\\n",
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"\tcruzj005 & 0.03709081\\\\\n",
"\tcubid001 & -0.05057545\\\\\n",
"\tcunnw001 & 0.009964101\\\\\n",
"\tdaigc001 & -0.07425409\\\\\n",
"\tdamij001 & 0.1305109\\\\\n",
"\tdarev001 & -0.02495214\\\\\n",
"\tdavid002 & 0.1227646\\\\\n",
"\tdavij005 & -0.1302451\\\\\n",
"\tdawlj001 & 0.01048662\\\\\n",
"\tday-z001 & -0.03686098\\\\\n",
"\tdejem001 & -0.09973507\\\\\n",
"\tdelaj001 & -0.1018401\\\\\n",
"\tdelov001 & -0.01606321\\\\\n",
"\tdempr002 & -0.05737356\\\\\n",
"\tdennk001 & -0.05663976\\\\\n",
"\tdepaj002 & -0.1157633\\\\\n",
"\tdesse001 & 0.08420144\\\\\n",
"\tdiazf001 & 0.02067412\\\\\n",
"\tdickr001 & 0.03478752\\\\\n",
"\tdinal001 & -0.02315199\\\\\n",
"\tdingc001 & -0.03384601\\\\\n",
"\tdohms001 & -0.08713767\\\\\n",
"\tdomij001 & -0.005814537\\\\\n",
"\tdonnb001 & 0.04495227\\\\\n",
"\tdoteo001 & 0.1147751\\\\\n",
"\tdougs001 & -0.05045594\\\\\n",
"\tdowns001 & 0.09389872\\\\\n",
"\tdreid001 & -0.04636701\\\\\n",
"\tdresr001 & 0.002219363\\\\\n",
"\tdrewt001 & 0.01783142\\\\\n",
"\tdrist001 & -0.0318435\\\\\n",
"\tduboe001 & -0.08487843\\\\\n",
"\tduchj001 & 0.06303639\\\\\n",
"\tduckb001 & -0.02535889\\\\\n",
"\tdunns002 & -0.05068363\\\\\n",
"\tdurbc001 & -0.04786126\\\\\n",
"\tdurbj001 & -0.09560166\\\\\n",
"\teatoa001 & 0.1072937\\\\\n",
"\teiscj001 & 0.1814869\\\\\n",
"\telars001 & 0.02485219\\\\\n",
"\teldrc001 & 0.01014866\\\\\n",
"\tembra001 & 0.01972131\\\\\n",
"\tennij001 & 0.03042345\\\\\n",
"\terics001 & -0.07962005\\\\\n",
"\tescok001 & -0.01476121\\\\\n",
"\testes001 & -0.006008277\\\\\n",
"\testrl001 & 0.02987749\\\\\n",
"\teyres001 & 0.008330645\\\\\n",
"\tfalkb001 & -0.03412569\\\\\n",
"\tfarnk001 & 0.1012701\\\\\n",
"\tfassj001 & -0.003019116\\\\\n",
"\tfelip002 & 0.03279951\\\\\n",
"\tfernj002 & -0.05638315\\\\\n",
"\tfettm001 & -0.1583422\\\\\n",
"\tfieln001 & 0.002284414\\\\\n",
"\tfigun001 & -0.05260534\\\\\n",
"\tfikaj001 & -0.06715086\\\\\n",
"\tfileb001 & 0.09484589\\\\\n",
"\tflorr001 & -0.0105709\\\\\n",
"\tfloyg001 & -0.06625407\\\\\n",
"\tfoggj001 & -0.0002873913\\\\\n",
"\tfoppj001 & -0.008837775\\\\\n",
"\tfordb002 & 0.0188536\\\\\n",
"\tfortb001 & -0.1254567\\\\\n",
"\tfossc001 & 0.02115207\\\\\n",
"\tfoulk001 & 0.1889963\\\\\n",
"\tfox-c001 & -0.002664546\\\\\n",
"\tfranf001 & -0.07185364\\\\\n",
"\tfranj001 & -0.03152539\\\\\n",
"\tfranj003 & 0.1067226\\\\\n",
"\tfranr001 & 0.09761756\\\\\n",
"\tfranw001 & -0.07839175\\\\\n",
"\tfrasj002 & 0.06830813\\\\\n",
"\tfredk001 & -0.08324008\\\\\n",
"\tfuenb001 & 0.04506844\\\\\n",
"\tfulta001 & -0.002938838\\\\\n",
"\tgagne001 & 0.1290419\\\\\n",
"\tgallm002 & -0.03788631\\\\\n",
"\tgarcf002 & -0.07635279\\\\\n",
"\tgarcj002 & -0.1057519\\\\\n",
"\tgarcr004 & -0.03776471\\\\\n",
"\tgarlj001 & -0.03392876\\\\\n",
"\tgaudc001 & 0.05255324\\\\\n",
"\tgearg001 & 0.007018033\\\\\n",
"\tgeorc002 & -0.024074\\\\\n",
"\tgermf001 & -0.1581678\\\\\n",
"\tgermj001 & 0.08024261\\\\\n",
"\tgintm001 & 0.04442989\\\\\n",
"\tgissc001 & 0.0696306\\\\\n",
"\tglavt001 & -0.07239421\\\\\n",
"\tglovg001 & -0.06580162\\\\\n",
"\tglynr001 & -0.06374235\\\\\n",
"\tgobbj001 & -0.03347931\\\\\n",
"\tgonzd002 & 0.03854373\\\\\n",
"\tgonze001 & 0.01416717\\\\\n",
"\tgonzj003 & -0.002769659\\\\\n",
"\tgonzm001 & 0.04659913\\\\\n",
"\tgooda001 & -0.04411407\\\\\n",
"\tgordt001 & 0.04426521\\\\\n",
"\tgoslm001 & 0.02678127\\\\\n",
"\tgrabj002 & 0.06568958\\\\\n",
"\tgracf001 & -0.03858753\\\\\n",
"\tgrama001 & -0.02537741\\\\\n",
"\tgravd001 & 0.05151788\\\\\n",
"\tgregk001 & 0.0098408\\\\\n",
"\tgreis001 & 0.03144104\\\\\n",
"\tgreiz001 & 0.1759655\\\\\n",
"\tgrifj001 & 0.03927438\\\\\n",
"\tgrilj001 & -0.05486009\\\\\n",
"\tgrimj001 & -0.08235749\\\\\n",
"\tgroob001 & -0.007046207\\\\\n",
"\tgrybk001 & -0.03840638\\\\\n",
"\tguare001 & 0.1584492\\\\\n",
"\tguerm001 & 0.02697209\\\\\n",
"\tguthj001 & -0.1313342\\\\\n",
"\thalaj001 & 0.05430246\\\\\n",
"\thallr001 & 0.0736765\\\\\n",
"\thalsb001 & -0.0160398\\\\\n",
"\thammc001 & 0.04416334\\\\\n",
"\thampm001 & 0.01146938\\\\\n",
"\thancj001 & 0.04522341\\\\\n",
"\tharaa001 & 0.109676\\\\\n",
"\thardr001 & -0.07731384\\\\\n",
"\thared001 & -0.04184362\\\\\n",
"\tharit001 & 0.05811152\\\\\n",
"\tharpt002 & 0.08008612\\\\\n",
"\tharvc001 & -0.01861541\\\\\n",
"\thases001 & -0.03537905\\\\\n",
"\thawkl001 & 0.1473866\\\\\n",
"\thaynj001 & -0.02223312\\\\\n",
"\theila001 & -0.03520304\\\\\n",
"\thendb001 & -0.02263542\\\\\n",
"\thendm001 & -0.05041903\\\\\n",
"\thennb001 & -0.0719149\\\\\n",
"\thensm001 & -0.03623793\\\\\n",
"\thentp001 & -0.01346203\\\\\n",
"\theref001 & -0.08245732\\\\\n",
"\thergm001 & 0.1315437\\\\\n",
"\thermd001 & 0.1303085\\\\\n",
"\therna002 & -0.1438235\\\\\n",
"\thernc004 & -0.02663454\\\\\n",
"\thernl003 & 0.09341034\\\\\n",
"\therno001 & -0.04038698\\\\\n",
"\thernr001 & -0.09623357\\\\\n",
"\thills003 & -0.08419371\\\\\n",
"\thitcs001 & -0.0708111\\\\\n",
"\thofft001 & 0.1433173\\\\\n",
"\thorgj001 & -0.05073265\\\\\n",
"\thowab001 & -0.08029711\\\\\n",
"\thowrb001 & -0.04921295\\\\\n",
"\thudsl001 & 0.001545912\\\\\n",
"\thudst001 & -0.06374568\\\\\n",
"\thught001 & 0.01571702\\\\\n",
"\thuisj001 & 0.09230243\\\\\n",
"\tishik001 & -0.04189701\\\\\n",
"\tisrij001 & -0.0003116007\\\\\n",
"\tjacke001 & -0.1529027\\\\\n",
"\tjackm001 & 0.02131741\\\\\n",
"\tjarvk001 & -0.03309079\\\\\n",
"\tjennj001 & -0.06215313\\\\\n",
"\tjimej001 & -0.03354836\\\\\n",
"\tjohnj007 & 0.1020605\\\\\n",
"\tjohnm005 & 0.0183256\\\\\n",
"\tjohnr005 & 0.2309173\\\\\n",
"\tjoneb004 & -0.1259354\\\\\n",
"\tjonet003 & 0.1083699\\\\\n",
"\tjulij001 & 0.04329508\\\\\n",
"\tkarss001 & 0.08036106\\\\\n",
"\tkazms001 & 0.0120785\\\\\n",
"\tkennj001 & 0.03884012\\\\\n",
"\tkensl001 & -0.1038939\\\\\n",
"\tkersj001 & -0.02816445\\\\\n",
"\tkidam001 & -0.04980689\\\\\n",
"\tkiesb001 & 0.09664246\\\\\n",
"\tkim-b001 & -0.02222113\\\\\n",
"\tkim-s001 & -0.08979653\\\\\n",
"\tkingr001 & 0.01707729\\\\\n",
"\tkinnm002 & -0.0411874\\\\\n",
"\tklins002 & -0.04500999\\\\\n",
"\tknotg001 & -0.00373838\\\\\n",
"\tkochb001 & -0.02945329\\\\\n",
"\tkolbd001 & 0.04587904\\\\\n",
"\tkoplm001 & -0.01029257\\\\\n",
"\tkroom001 & -0.1222861\\\\\n",
"\tlackj001 & 0.06958603\\\\\n",
"\tlaket001 & -0.02354906\\\\\n",
"\tlawrb001 & 0.09544781\\\\\n",
"\tleagb001 & -0.03480513\\\\\n",
"\tledew001 & -0.03317894\\\\\n",
"\tlee-c003 & 0.06147901\\\\\n",
"\tlee-d003 & 0.06084836\\\\\n",
"\tlehrj001 & -0.1541986\\\\\n",
"\tleicj001 & -0.006098943\\\\\n",
"\tleita001 & -0.1240467\\\\\n",
"\tleskc001 & -0.04993939\\\\\n",
"\tlevia001 & -0.06002787\\\\\n",
"\tlewic001 & -0.08374552\\\\\n",
"\tlidgb001 & 0.06152541\\\\\n",
"\tlidlc001 & 0.03981773\\\\\n",
"\tliebj001 & 0.0908285\\\\\n",
"\tligtk001 & 0.1178457\\\\\n",
"\tlillt001 & 0.04309996\\\\\n",
"\tlimaj001 & 0.07324463\\\\\n",
"\tlincm001 & 0.02064609\\\\\n",
"\tlines001 & 0.05631651\\\\\n",
"\tlirip001 & -0.1418864\\\\\n",
"\tloaie001 & 0.01899133\\\\\n",
"\tloe-k001 & -0.04066008\\\\\n",
"\tlohsk001 & -0.04335981\\\\\n",
"\tloopb001 & 0.0869084\\\\\n",
"\tlopea003 & 0.001692233\\\\\n",
"\tlopej002 & -0.06567139\\\\\n",
"\tloper001 & 0.1061967\\\\\n",
"\tlowed001 & -0.0009644035\\\\\n",
"\tlowrn001 & 0.05309276\\\\\n",
"\tmacdm001 & -0.01476367\\\\\n",
"\tmaddg002 & 0.1250693\\\\\n",
"\tmadrb001 & 0.08127491\\\\\n",
"\tmadsr001 & -0.004008602\\\\\n",
"\tmahar001 & -0.08138877\\\\\n",
"\tmainj001 & -0.03022832\\\\\n",
"\tmajeg001 & -0.06126991\\\\\n",
"\tmalam001 & 0.02464469\\\\\n",
"\tmantm001 & 0.1041432\\\\\n",
"\tmanzj001 & -0.009944396\\\\\n",
"\tmarom001 & -0.002969645\\\\\n",
"\tmarqj001 & 0.06613136\\\\\n",
"\tmarss001 & -0.02739331\\\\\n",
"\tmarta003 & -0.03204918\\\\\n",
"\tmartd004 & 0.1274073\\\\\n",
"\tmartp001 & 0.1032241\\\\\n",
"\tmartt003 & -0.01909338\\\\\n",
"\tmatej001 & 0.11696\\\\\n",
"\tmattm001 & -0.09047606\\\\\n",
"\tmaurd001 & -0.1085691\\\\\n",
"\tmay-d002 & 0.1202928\\\\\n",
"\tmccad001 & 0.03020083\\\\\n",
"\tmccos001 & -0.01223545\\\\\n",
"\tmckac001 & -0.02049996\\\\\n",
"\tmclem002 & -0.03834889\\\\\n",
"\tmeadb001 & 0.1442202\\\\\n",
"\tmechg001 & -0.03627713\\\\\n",
"\tmecij001 & 0.0523579\\\\\n",
"\tmendr001 & 0.02272402\\\\\n",
"\tmenef001 & 0.005540252\\\\\n",
"\tmerck001 & -0.02481086\\\\\n",
"\tmesaj001 & -0.05287021\\\\\n",
"\tmeyed002 & -0.0002457243\\\\\n",
"\tmiced001 & -0.06406909\\\\\n",
"\tmillj002 & -0.1317079\\\\\n",
"\tmillk004 & 0.06635046\\\\\n",
"\tmillm002 & 0.03707836\\\\\n",
"\tmillt002 & 0.1133645\\\\\n",
"\tmillw001 & -0.1386422\\\\\n",
"\tmilte001 & -0.004203846\\\\\n",
"\tmitrs001 & -0.08215413\\\\\n",
"\tmoreo002 & -0.05755933\\\\\n",
"\tmorrm001 & 0.07420218\\\\\n",
"\tmossd001 & -0.0296449\\\\\n",
"\tmotag001 & -0.06106842\\\\\n",
"\tmoyej001 & 0.07770477\\\\\n",
"\tmuldm001 & -0.01989352\\\\\n",
"\tmulht001 & 0.05404712\\\\\n",
"\tmunoa001 & -0.07961507\\\\\n",
"\tmunrp001 & 0.06224279\\\\\n",
"\tmussm001 & 0.1814723\\\\\n",
"\tmyerb001 & 0.05283911\\\\\n",
"\tmyerm001 & -0.009233771\\\\\n",
"\tmyerr002 & 0.01251906\\\\\n",
"\tmyeta001 & -0.08521852\\\\\n",
"\tnagec001 & -0.0693968\\\\\n",
"\tnakam001 & 0.05808265\\\\\n",
"\tnancs001 & -0.08435185\\\\\n",
"\tnarrs001 & -0.03644174\\\\\n",
"\tnathj001 & 0.09728498\\\\\n",
"\tnealb001 & 0.02354261\\\\\n",
"\tnelsj001 & 0.01876443\\\\\n",
"\tnelsj002 & -0.0405206\\\\\n",
"\tneu-m001 & -0.02673435\\\\\n",
"\tnitkc001 & -0.07919569\\\\\n",
"\tnomoh001 & -0.05788344\\\\\n",
"\tnortp001 & 0.004233635\\\\\n",
"\tnovor002 & -0.0961948\\\\\n",
"\tnunea001 & 0.008095617\\\\\n",
"\tnunef001 & 0.01977293\\\\\n",
"\tnunev001 & 0.02336232\\\\\n",
"\toberw001 & -0.002838571\\\\\n",
"\tohkat001 & 0.01972453\\\\\n",
"\tolivd001 & -0.05731079\\\\\n",
"\torope001 & -0.05526805\\\\\n",
"\tortir001 & -0.1049861\\\\\n",
"\tortir002 & -0.05586462\\\\\n",
"\tosbod001 & 0.03857907\\\\\n",
"\tosuna002 & 0.01518756\\\\\n",
"\toswar001 & 0.1067685\\\\\n",
"\totsua001 & -0.00434821\\\\\n",
"\tpadij001 & 0.01749971\\\\\n",
"\tpadiv001 & 0.09324602\\\\\n",
"\tparkc002 & -0.04713273\\\\\n",
"\tparrj002 & -0.005330019\\\\\n",
"\tparrj003 & -0.09160975\\\\\n",
"\tpattd001 & -0.08976012\\\\\n",
"\tpattj004 & 0.03994054\\\\\n",
"\tpavac001 & 0.1392068\\\\\n",
"\tpearj001 & -0.03139577\\\\\n",
"\tpeavj001 & 0.02803405\\\\\n",
"\tpennb002 & 0.07492017\\\\\n",
"\tperct001 & -0.03958574\\\\\n",
"\tpereo001 & 0.06597391\\\\\n",
"\tpereo002 & 0.04453445\\\\\n",
"\tperim001 & 0.02197181\\\\\n",
"\tpetea002 & -0.02802289\\\\\n",
"\tpetta001 & 0.04138136\\\\\n",
"\tphelt001 & -0.03480164\\\\\n",
"\tphelt002 & 0.02790149\\\\\n",
"\tpinej001 & 0.065131\\\\\n",
"\tpolic001 & 0.05349313\\\\\n",
"\tponss001 & 0.03204829\\\\\n",
"\tpotel001 & 0.03213398\\\\\n",
"\tpoweb001 & -0.1048694\\\\\n",
"\tpowej001 & 0.01771288\\\\\n",
"\tprata001 & -0.1256046\\\\\n",
"\tprinb001 & -0.018392\\\\\n",
"\tpriom001 & 0.07406951\\\\\n",
"\tprocs001 & -0.1252081\\\\\n",
"\tpuffb001 & -0.0560178\\\\\n",
"\tpulic001 & -0.05368113\\\\\n",
"\tputzj001 & -0.06507688\\\\\n",
"\tqualc001 & -0.001817165\\\\\n",
"\tquanp001 & 0.2347109\\\\\n",
"\tradkb001 & 0.08227779\\\\\n",
"\trakea001 & 0.02207622\\\\\n",
"\tramie001 & 0.1463853\\\\\n",
"\tramie002 & 0.07766266\\\\\n",
"\tramih002 & -0.09425967\\\\\n",
"\trands001 & -0.2747394\\\\\n",
"\traucj001 & -0.0333363\\\\\n",
"\treddt001 & -0.07330935\\\\\n",
"\tredmm002 & 0.01801392\\\\\n",
"\treeds001 & 0.1244734\\\\\n",
"\tregin001 & -0.08573036\\\\\n",
"\treitb001 & -0.1550245\\\\\n",
"\treitc001 & 0.06672164\\\\\n",
"\tremlm001 & 0.05100523\\\\\n",
"\treyea001 & 0.09916256\\\\\n",
"\treyed001 & -0.03956806\\\\\n",
"\treyns001 & 0.03491902\\\\\n",
"\trhoda001 & 0.03296953\\\\\n",
"\triedj001 & -0.06269991\\\\\n",
"\trilem001 & -0.09534562\\\\\n",
"\trincj001 & 0.1018307\\\\\n",
"\trincr001 & -0.05445386\\\\\n",
"\triskd001 & 0.04518048\\\\\n",
"\tritct001 & 0.08493964\\\\\n",
"\trivem002 & 0.1691894\\\\\n",
"\troa-j001 & 0.00411668\\\\\n",
"\trobbj001 & 0.002026533\\\\\n",
"\trobeg001 & -0.04735327\\\\\n",
"\trobej001 & -0.05565472\\\\\n",
"\troben001 & 0.09169386\\\\\n",
"\trobew001 & -0.1758449\\\\\n",
"\trodre002 & -0.001325514\\\\\n",
"\trodrf002 & -0.1278124\\\\\n",
"\trodrf003 & 0.1566183\\\\\n",
"\trodrr005 & -0.09109849\\\\\n",
"\trogek001 & 0.03039421\\\\\n",
"\tromej001 & -0.07776435\\\\\n",
"\truetk001 & -0.02561862\\\\\n",
"\truscg001 & 0.1928557\\\\\n",
"\tryanb001 & 0.2079753\\\\\n",
"\tsaark001 & -0.0179761\\\\\n",
"\tsabac001 & -0.02607194\\\\\n",
"\tsaenc001 & 0.005246507\\\\\n",
"\tsancd001 & -0.03224319\\\\\n",
"\tsancj001 & -0.08102077\\\\\n",
"\tsantj003 & 0.09811038\\\\\n",
"\tsantv001 & -0.03634463\\\\\n",
"\tschic002 & 0.2218331\\\\\n",
"\tschmj001 & -0.0007585965\\\\\n",
"\tschos001 & -0.04716119\\\\\n",
"\tseanr001 & -0.1772059\\\\\n",
"\tseayb001 & 0.08596815\\\\\n",
"\tseibp001 & -0.1369539\\\\\n",
"\tselea001 & -0.01522762\\\\\n",
"\tseo-j001 & 0.1104823\\\\\n",
"\tserrj001 & -0.08665321\\\\\n",
"\tservs001 & 0.07099344\\\\\n",
"\tsheeb001 & 0.2107992\\\\\n",
"\tsherg001 & -0.0254331\\\\\n",
"\tshies002 & 0.1506748\\\\\n",
"\tshoub001 & 0.0201454\\\\\n",
"\tsilvc001 & 0.07936425\\\\\n",
"\tsimoj001 & 0.02726532\\\\\n",
"\tsimpa001 & -0.1299605\\\\\n",
"\tsmala001 & -0.05258911\\\\\n",
"\tsmitt001 & 0.1012256\\\\\n",
"\tsmolj001 & 0.08843272\\\\\n",
"\tsnarr001 & -0.05246967\\\\\n",
"\tsneli001 & 0.003839119\\\\\n",
"\tsorir001 & 0.01154403\\\\\n",
"\tsosaj002 & 0.0169529\\\\\n",
"\tspars001 & 0.04443126\\\\\n",
"\tspeij001 & 0.1463261\\\\\n",
"\tsprir001 & -0.009959143\\\\\n",
"\tstanj001 & 0.01118503\\\\\n",
"\tstanj002 & -0.01562446\\\\\n",
"\tstanm003 & -0.03835564\\\\\n",
"\tstard001 & -0.08299741\\\\\n",
"\tstewj001 & -0.006614124\\\\\n",
"\tstews003 & 0.01342072\\\\\n",
"\tstonr001 & 0.06548899\\\\\n",
"\tsturt001 & -0.04891195\\\\\n",
"\tsulls001 & 0.009639971\\\\\n",
"\tsuppj001 & 0.005031078\\\\\n",
"\tsweeb001 & -0.04322965\\\\\n",
"\tszumj001 & -0.05305516\\\\\n",
"\ttadak001 & 0.01418644\\\\\n",
"\ttakas001 & 0.1019666\\\\\n",
"\ttankd001 & -0.07629791\\\\\n",
"\ttavaj001 & 0.03536126\\\\\n",
"\ttayla001 & -0.05285596\\\\\n",
"\ttejem001 & -0.06458275\\\\\n",
"\ttelea001 & -0.03705501\\\\\n",
"\tthomb001 & -0.01320257\\\\\n",
"\tthomj005 & 0.02257523\\\\\n",
"\tthorm001 & -0.1236081\\\\\n",
"\ttimlm001 & 0.04841784\\\\\n",
"\ttomkb001 & 0.02701056\\\\\n",
"\ttorrs001 & -0.1073559\\\\\n",
"\ttowej001 & 0.1089735\\\\\n",
"\ttracs001 & 0.018392\\\\\n",
"\ttsaoc001 & -0.008490636\\\\\n",
"\ttuckt001 & 0.09532959\\\\\n",
"\tturnd001 & -0.1090162\\\\\n",
"\turbiu001 & -0.033294\\\\\n",
"\turdal001 & 0.03141162\\\\\n",
"\tvaldi001 & 0.1221044\\\\\n",
"\tvaldm003 & -0.04591862\\\\\n",
"\tvalej005 & -0.1110516\\\\\n",
"\tvalvj001 & -0.02860515\\\\\n",
"\tvanbj001 & -0.08543645\\\\\n",
"\tvanpt001 & -0.007489636\\\\\n",
"\tvargc001 & -0.01610819\\\\\n",
"\tvasqj001 & -0.008603267\\\\\n",
"\tvazqj001 & 0.02855855\\\\\n",
"\tvenam002 & 0.03747228\\\\\n",
"\tventr001 & -0.02474599\\\\\n",
"\tvillb001 & -0.105355\\\\\n",
"\tville001 & -0.1246657\\\\\n",
"\tvillo001 & -0.02064836\\\\\n",
"\tvillr001 & -0.05327827\\\\\n",
"\tvizcl001 & -0.07417007\\\\\n",
"\tvoger001 & -0.03214783\\\\\n",
"\twaecd001 & -0.1001109\\\\\n",
"\twagnb001 & 0.1446315\\\\\n",
"\twagnr001 & -0.1379747\\\\\n",
"\twaket001 & 0.0566667\\\\\n",
"\twalkj001 & 0.0695186\\\\\n",
"\twalkk001 & -0.0202869\\\\\n",
"\twalkt003 & -0.01812292\\\\\n",
"\twasdj001 & -0.06356804\\\\\n",
"\twashj001 & 0.03100646\\\\\n",
"\twatks002 & -0.03631509\\\\\n",
"\twaynj001 & -0.03216813\\\\\n",
"\tweatd001 & 0.05825897\\\\\n",
"\tweavj002 & 0.187576\\\\\n",
"\twebbb001 & -0.07733762\\\\\n",
"\twebbj001 & -0.07268342\\\\\n",
"\twebeb001 & -0.07016878\\\\\n",
"\twelld001 & 0.1715878\\\\\n",
"\twellk001 & 0.01172768\\\\\n",
"\twellt002 & -0.1185589\\\\\n",
"\twendt001 & -0.05693104\\\\\n",
"\twestj001 & -0.04114175\\\\\n",
"\twheed001 & 0.1489377\\\\\n",
"\twhitg001 & 0.1124933\\\\\n",
"\twhitr002 & -0.0281534\\\\\n",
"\twickb001 & 0.01282184\\\\\n",
"\twilld002 & 0.08856634\\\\\n",
"\twilld003 & 0.08645211\\\\\n",
"\twillj003 & 0.02269295\\\\\n",
"\twillr003 & -0.09103002\\\\\n",
"\twills002 & -0.1189207\\\\\n",
"\twillt001 & -0.06483125\\\\\n",
"\twillw001 & 0.03604525\\\\\n",
"\twilsp001 & 0.06530422\\\\\n",
"\twisem001 & 0.1043419\\\\\n",
"\twitaj001 & -0.06616332\\\\\n",
"\twolfr001 & 0.09387021\\\\\n",
"\twoodk002 & 0.008739587\\\\\n",
"\twoodm002 & -0.08894805\\\\\n",
"\tworrt002 & 0.08806958\\\\\n",
"\twrigd001 & -0.03096124\\\\\n",
"\twrigj001 & -0.06388466\\\\\n",
"\twrigj002 & 0.07425149\\\\\n",
"\twuerm001 & -0.01207076\\\\\n",
"\twunsk001 & -0.007928113\\\\\n",
"\tyan-e001 & -0.08494998\\\\\n",
"\tyatet001 & -0.03751073\\\\\n",
"\tyounc003 & 0.06167058\\\\\n",
"\tyounj002 & 0.01991143\\\\\n",
"\tzambc001 & 0.01168978\\\\\n",
"\tzambv001 & -0.07086664\\\\\n",
"\tzeilt001 & -0.01434281\\\\\n",
"\tzitob001 & 0.04420743\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
" (Intercept)\n",
"aardd001 -0.0199784797\n",
"abbop001 -0.0510185557\n",
"acevj002 0.1676350973\n",
"adamm001 0.0415268921\n",
"adamt001 -0.0890442287\n",
"adkij001 0.0434915050\n",
"affej001 0.0872153803\n",
"ainsk001 -0.0894612657\n",
"alfoa001 0.0160488813\n",
"almaa001 -0.0430734373\n",
"almac001 0.0026776017\n",
"alvaa001 -0.1009881224\n",
"alvaw001 0.1684971273\n",
"andeb002 0.0445492893\n",
"andej002 -0.1049346249\n",
"andej003 -0.0384418500\n",
"ankir001 0.0691650508\n",
"appik001 -0.0137484406\n",
"aquig001 0.0123210079\n",
"armat002 -0.0951838045\n",
"arrob001 0.1510408061\n",
"ashba002 0.0021284110\n",
"astap001 0.0400463345\n",
"atchs001 0.0568356584\n",
"ayall001 0.1586652825\n",
"backb001 -0.0385469517\n",
"bacsm001 0.0544709756\n",
"baekc001 0.0467283906\n",
"baezd001 -0.0715921197\n",
"bajej001 -0.0106649626\n",
"baldj002 -0.0102730348\n",
"balfg001 -0.0196983016\n",
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